diff --git a/ntu60_xsub/b_1/20250525_201724.log b/ntu60_xsub/b_1/20250525_201724.log new file mode 100644 index 0000000000000000000000000000000000000000..04745eb8d79c9f5173b845ede56ca31ef102d9ba --- /dev/null +++ b/ntu60_xsub/b_1/20250525_201724.log @@ -0,0 +1,4946 @@ +2025-05-25 20:17:24,319 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-25 20:17:24,672 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/b_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/b_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-25 20:17:24,673 - pyskl - INFO - Set random seed to 1696485479, deterministic: False +2025-05-25 20:17:45,178 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:17:51,817 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:17:51,843 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1 +2025-05-25 20:17:51,843 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-25 20:17:51,843 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:17:51,843 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1 by HardDiskBackend. +2025-05-25 20:18:56,539 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:31:48, time: 0.647, data_time: 0.213, memory: 13125, top1_acc: 0.0375, top5_acc: 0.1394, loss_cls: 10.7669, loss: 10.7669 +2025-05-25 20:19:39,466 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 8:09:18, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0344, top5_acc: 0.1656, loss_cls: 9.1569, loss: 9.1569 +2025-05-25 20:20:22,647 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:26:38, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0338, top5_acc: 0.1619, loss_cls: 9.0434, loss: 9.0434 +2025-05-25 20:21:05,764 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:33:56, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0481, top5_acc: 0.1762, loss_cls: 8.9106, loss: 8.9106 +2025-05-25 20:21:48,579 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:22:15, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0481, top5_acc: 0.2025, loss_cls: 8.8409, loss: 8.8409 +2025-05-25 20:22:31,574 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:36:06, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0644, top5_acc: 0.2662, loss_cls: 8.5756, loss: 8.5756 +2025-05-25 20:23:14,648 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:03:38, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0644, top5_acc: 0.2906, loss_cls: 8.4088, loss: 8.4088 +2025-05-25 20:23:57,796 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:39:41, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0794, top5_acc: 0.3181, loss_cls: 8.3354, loss: 8.3354 +2025-05-25 20:24:40,867 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:20:22, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0838, top5_acc: 0.3500, loss_cls: 8.1896, loss: 8.1896 +2025-05-25 20:25:24,034 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:05:22, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0912, top5_acc: 0.3787, loss_cls: 8.0722, loss: 8.0722 +2025-05-25 20:26:07,123 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:52:31, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1013, top5_acc: 0.4100, loss_cls: 7.8463, loss: 7.8463 +2025-05-25 20:26:50,078 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:41:00, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1050, top5_acc: 0.4400, loss_cls: 7.8115, loss: 7.8115 +2025-05-25 20:27:32,942 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:30:42, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1150, top5_acc: 0.4263, loss_cls: 7.8259, loss: 7.8259 +2025-05-25 20:28:15,921 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:22:17, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1056, top5_acc: 0.4256, loss_cls: 7.7820, loss: 7.7820 +2025-05-25 20:28:58,865 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:14:45, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1313, top5_acc: 0.4631, loss_cls: 7.6986, loss: 7.6986 +2025-05-25 20:29:41,823 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:08:08, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1375, top5_acc: 0.4750, loss_cls: 7.6674, loss: 7.6674 +2025-05-25 20:30:24,711 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 22:01:56, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1237, top5_acc: 0.4769, loss_cls: 7.6171, loss: 7.6171 +2025-05-25 20:31:07,554 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:56:12, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1394, top5_acc: 0.4969, loss_cls: 7.5278, loss: 7.5278 +2025-05-25 20:31:50,514 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:51:23, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1500, top5_acc: 0.4944, loss_cls: 7.5827, loss: 7.5827 +2025-05-25 20:32:33,651 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:47:31, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1487, top5_acc: 0.5125, loss_cls: 7.5270, loss: 7.5270 +2025-05-25 20:33:16,901 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:44:17, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1762, top5_acc: 0.5306, loss_cls: 7.4568, loss: 7.4568 +2025-05-25 20:33:59,801 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:40:18, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1700, top5_acc: 0.5619, loss_cls: 7.3584, loss: 7.3584 +2025-05-25 20:34:42,753 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:36:44, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1675, top5_acc: 0.5619, loss_cls: 7.3188, loss: 7.3188 +2025-05-25 20:35:25,717 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:33:26, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1750, top5_acc: 0.5556, loss_cls: 7.3635, loss: 7.3635 +2025-05-25 20:36:08,629 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:30:13, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1931, top5_acc: 0.6025, loss_cls: 7.1660, loss: 7.1660 +2025-05-25 20:36:11,737 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:37:27,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:37:27,910 - pyskl - INFO - +top1_acc 0.2122 +top5_acc 0.5998 +2025-05-25 20:37:28,932 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:37:28,932 - pyskl - INFO - Best top1_acc is 0.2122 at 1 epoch. +2025-05-25 20:37:28,935 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.2122, top5_acc: 0.5998 +2025-05-25 20:38:32,774 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:10:49, time: 0.638, data_time: 0.208, memory: 13126, top1_acc: 0.1812, top5_acc: 0.6025, loss_cls: 7.1888, loss: 7.1888 +2025-05-25 20:39:15,807 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:06:38, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2031, top5_acc: 0.6081, loss_cls: 7.1407, loss: 7.1407 +2025-05-25 20:39:58,825 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:02:38, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2056, top5_acc: 0.6288, loss_cls: 7.0887, loss: 7.0887 +2025-05-25 20:40:41,823 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:58:50, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2162, top5_acc: 0.6431, loss_cls: 6.9916, loss: 6.9916 +2025-05-25 20:41:24,874 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:55:21, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2188, top5_acc: 0.6625, loss_cls: 6.9197, loss: 6.9197 +2025-05-25 20:42:07,763 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:51:43, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2200, top5_acc: 0.6512, loss_cls: 6.9323, loss: 6.9323 +2025-05-25 20:42:50,694 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:48:21, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2412, top5_acc: 0.6669, loss_cls: 6.8697, loss: 6.8697 +2025-05-25 20:43:33,603 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:45:06, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2619, top5_acc: 0.7113, loss_cls: 6.7122, loss: 6.7122 +2025-05-25 20:44:16,511 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:42:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2506, top5_acc: 0.6806, loss_cls: 6.9091, loss: 6.9091 +2025-05-25 20:44:59,375 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:38:58, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2519, top5_acc: 0.6975, loss_cls: 6.7450, loss: 6.7450 +2025-05-25 20:45:42,319 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:36:11, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2625, top5_acc: 0.6987, loss_cls: 6.7815, loss: 6.7815 +2025-05-25 20:46:25,272 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:33:32, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2881, top5_acc: 0.7244, loss_cls: 6.6432, loss: 6.6432 +2025-05-25 20:47:08,250 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:31:01, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3050, top5_acc: 0.7181, loss_cls: 6.5500, loss: 6.5500 +2025-05-25 20:47:51,198 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:28:33, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3275, top5_acc: 0.7562, loss_cls: 6.4081, loss: 6.4081 +2025-05-25 20:48:34,088 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:26:05, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3194, top5_acc: 0.7531, loss_cls: 6.4474, loss: 6.4474 +2025-05-25 20:49:16,982 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:23:43, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3325, top5_acc: 0.7631, loss_cls: 6.4752, loss: 6.4752 +2025-05-25 20:49:59,870 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:21:25, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3219, top5_acc: 0.7725, loss_cls: 6.4016, loss: 6.4016 +2025-05-25 20:50:42,746 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:19:10, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3681, top5_acc: 0.7913, loss_cls: 6.1985, loss: 6.1985 +2025-05-25 20:51:25,648 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:17:01, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3556, top5_acc: 0.8025, loss_cls: 6.1698, loss: 6.1698 +2025-05-25 20:52:08,591 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:15:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3819, top5_acc: 0.8163, loss_cls: 6.0465, loss: 6.0465 +2025-05-25 20:52:51,493 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:12:59, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3681, top5_acc: 0.8119, loss_cls: 6.1324, loss: 6.1324 +2025-05-25 20:53:34,391 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:11:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4081, top5_acc: 0.8087, loss_cls: 6.0521, loss: 6.0521 +2025-05-25 20:54:17,278 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:09:04, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3750, top5_acc: 0.8163, loss_cls: 6.1686, loss: 6.1686 +2025-05-25 20:55:00,232 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:07:16, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4612, top5_acc: 0.8512, loss_cls: 5.7302, loss: 5.7302 +2025-05-25 20:55:43,165 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:05:30, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4269, top5_acc: 0.8475, loss_cls: 5.8521, loss: 5.8521 +2025-05-25 20:55:46,284 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 20:57:02,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:57:02,084 - pyskl - INFO - +top1_acc 0.4152 +top5_acc 0.8086 +2025-05-25 20:57:02,138 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_1.pth was removed +2025-05-25 20:57:03,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 20:57:03,214 - pyskl - INFO - Best top1_acc is 0.4152 at 2 epoch. +2025-05-25 20:57:03,216 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4152, top5_acc: 0.8086 +2025-05-25 20:58:07,293 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:26:05, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.4350, top5_acc: 0.8431, loss_cls: 5.8552, loss: 5.8552 +2025-05-25 20:58:50,335 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:24:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.4300, top5_acc: 0.8525, loss_cls: 5.6548, loss: 5.6548 +2025-05-25 20:59:33,308 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:22:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.4644, top5_acc: 0.8550, loss_cls: 5.6805, loss: 5.6805 +2025-05-25 21:00:16,523 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:20:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4763, top5_acc: 0.8594, loss_cls: 5.6040, loss: 5.6040 +2025-05-25 21:00:59,499 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:18:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.4738, top5_acc: 0.8506, loss_cls: 5.7237, loss: 5.7237 +2025-05-25 21:01:42,381 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:16:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4894, top5_acc: 0.8800, loss_cls: 5.5338, loss: 5.5338 +2025-05-25 21:02:25,244 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:14:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4869, top5_acc: 0.8662, loss_cls: 5.5422, loss: 5.5422 +2025-05-25 21:03:08,131 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:12:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4675, top5_acc: 0.8638, loss_cls: 5.5843, loss: 5.5843 +2025-05-25 21:03:51,017 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:10:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4744, top5_acc: 0.8681, loss_cls: 5.5144, loss: 5.5144 +2025-05-25 21:04:33,970 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:08:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5162, top5_acc: 0.8800, loss_cls: 5.3264, loss: 5.3264 +2025-05-25 21:05:16,782 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5156, top5_acc: 0.8781, loss_cls: 5.4457, loss: 5.4457 +2025-05-25 21:05:59,649 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:05:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5125, top5_acc: 0.8806, loss_cls: 5.3645, loss: 5.3645 +2025-05-25 21:06:42,565 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:03:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4850, top5_acc: 0.8706, loss_cls: 5.4323, loss: 5.4323 +2025-05-25 21:07:25,449 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 21:01:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5156, top5_acc: 0.8894, loss_cls: 5.3419, loss: 5.3419 +2025-05-25 21:08:08,371 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 21:00:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5444, top5_acc: 0.8906, loss_cls: 5.2274, loss: 5.2274 +2025-05-25 21:08:51,175 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5456, top5_acc: 0.9050, loss_cls: 5.2048, loss: 5.2048 +2025-05-25 21:09:33,998 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:56:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5162, top5_acc: 0.8888, loss_cls: 5.2448, loss: 5.2448 +2025-05-25 21:10:16,746 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:55:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5381, top5_acc: 0.8888, loss_cls: 5.2021, loss: 5.2021 +2025-05-25 21:10:59,752 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:53:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5656, top5_acc: 0.9019, loss_cls: 5.0720, loss: 5.0720 +2025-05-25 21:11:42,671 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:52:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5487, top5_acc: 0.8969, loss_cls: 5.1535, loss: 5.1535 +2025-05-25 21:12:25,569 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:50:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5487, top5_acc: 0.9069, loss_cls: 5.1337, loss: 5.1337 +2025-05-25 21:13:08,378 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:49:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5669, top5_acc: 0.9062, loss_cls: 4.9997, loss: 4.9997 +2025-05-25 21:13:51,337 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:47:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5887, top5_acc: 0.9194, loss_cls: 4.9730, loss: 4.9730 +2025-05-25 21:14:34,233 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:46:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5856, top5_acc: 0.9044, loss_cls: 5.0358, loss: 5.0358 +2025-05-25 21:15:17,121 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:44:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5900, top5_acc: 0.9194, loss_cls: 4.9804, loss: 4.9804 +2025-05-25 21:15:20,203 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:16:36,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:16:36,417 - pyskl - INFO - +top1_acc 0.5797 +top5_acc 0.9037 +2025-05-25 21:16:36,471 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:16:37,518 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:16:37,519 - pyskl - INFO - Best top1_acc is 0.5797 at 3 epoch. +2025-05-25 21:16:37,522 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5797, top5_acc: 0.9037 +2025-05-25 21:17:41,167 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:57:59, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.6031, top5_acc: 0.9137, loss_cls: 4.9273, loss: 4.9273 +2025-05-25 21:18:24,078 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:56:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.9200, loss_cls: 4.8087, loss: 4.8087 +2025-05-25 21:19:07,178 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:55:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6188, top5_acc: 0.9250, loss_cls: 4.7702, loss: 4.7702 +2025-05-25 21:19:50,317 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:53:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5863, top5_acc: 0.9087, loss_cls: 4.9189, loss: 4.9189 +2025-05-25 21:20:33,475 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:52:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9206, loss_cls: 4.7675, loss: 4.7675 +2025-05-25 21:21:16,413 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:50:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6406, top5_acc: 0.9356, loss_cls: 4.5761, loss: 4.5761 +2025-05-25 21:21:59,283 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:49:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9194, loss_cls: 4.7747, loss: 4.7747 +2025-05-25 21:22:42,272 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:48:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6312, top5_acc: 0.9244, loss_cls: 4.8285, loss: 4.8285 +2025-05-25 21:23:25,182 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:46:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6325, top5_acc: 0.9256, loss_cls: 4.6784, loss: 4.6784 +2025-05-25 21:24:08,163 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:45:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6181, top5_acc: 0.9156, loss_cls: 4.7817, loss: 4.7817 +2025-05-25 21:24:51,147 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9219, loss_cls: 4.6631, loss: 4.6631 +2025-05-25 21:25:33,985 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9213, loss_cls: 4.6474, loss: 4.6474 +2025-05-25 21:26:16,995 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9231, loss_cls: 4.6862, loss: 4.6862 +2025-05-25 21:26:59,979 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:39:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6262, top5_acc: 0.9300, loss_cls: 4.6193, loss: 4.6193 +2025-05-25 21:27:42,897 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:38:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9306, loss_cls: 4.5558, loss: 4.5558 +2025-05-25 21:28:25,737 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:37:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9250, loss_cls: 4.5687, loss: 4.5687 +2025-05-25 21:29:08,600 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:35:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6500, top5_acc: 0.9237, loss_cls: 4.5878, loss: 4.5878 +2025-05-25 21:29:51,522 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:34:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9419, loss_cls: 4.4933, loss: 4.4933 +2025-05-25 21:30:34,360 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:33:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6431, top5_acc: 0.9356, loss_cls: 4.5357, loss: 4.5357 +2025-05-25 21:31:17,201 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:31:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6644, top5_acc: 0.9337, loss_cls: 4.4683, loss: 4.4683 +2025-05-25 21:32:00,045 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:30:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9313, loss_cls: 4.5565, loss: 4.5565 +2025-05-25 21:32:42,859 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:29:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9294, loss_cls: 4.4605, loss: 4.4605 +2025-05-25 21:33:25,721 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:27:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6519, top5_acc: 0.9356, loss_cls: 4.4427, loss: 4.4427 +2025-05-25 21:34:08,623 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:26:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6663, top5_acc: 0.9363, loss_cls: 4.4309, loss: 4.4309 +2025-05-25 21:34:51,498 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:25:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9394, loss_cls: 4.5188, loss: 4.5188 +2025-05-25 21:34:54,563 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:36:10,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:36:10,341 - pyskl - INFO - +top1_acc 0.6611 +top5_acc 0.9324 +2025-05-25 21:36:10,395 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:36:11,421 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:36:11,422 - pyskl - INFO - Best top1_acc is 0.6611 at 4 epoch. +2025-05-25 21:36:11,425 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6611, top5_acc: 0.9324 +2025-05-25 21:37:15,111 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:35:06, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.6669, top5_acc: 0.9394, loss_cls: 4.4152, loss: 4.4152 +2025-05-25 21:37:58,035 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:33:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6694, top5_acc: 0.9381, loss_cls: 4.4057, loss: 4.4057 +2025-05-25 21:38:41,007 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:32:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9456, loss_cls: 4.3683, loss: 4.3683 +2025-05-25 21:39:23,958 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:31:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6619, top5_acc: 0.9413, loss_cls: 4.2470, loss: 4.2470 +2025-05-25 21:40:06,779 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9425, loss_cls: 4.2543, loss: 4.2543 +2025-05-25 21:40:49,648 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:28:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6706, top5_acc: 0.9387, loss_cls: 4.4482, loss: 4.4482 +2025-05-25 21:41:32,521 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:27:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9450, loss_cls: 4.2590, loss: 4.2590 +2025-05-25 21:42:15,334 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:26:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9319, loss_cls: 4.4194, loss: 4.4194 +2025-05-25 21:42:58,186 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:24:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9337, loss_cls: 4.3418, loss: 4.3418 +2025-05-25 21:43:41,058 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:23:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 4.2399, loss: 4.2399 +2025-05-25 21:44:23,890 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:22:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9519, loss_cls: 4.2406, loss: 4.2406 +2025-05-25 21:45:06,823 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:21:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9481, loss_cls: 4.3164, loss: 4.3164 +2025-05-25 21:45:49,671 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:19:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9419, loss_cls: 4.2585, loss: 4.2585 +2025-05-25 21:46:32,462 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:18:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9450, loss_cls: 4.3671, loss: 4.3671 +2025-05-25 21:47:15,343 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:17:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9450, loss_cls: 4.1720, loss: 4.1720 +2025-05-25 21:47:58,154 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:16:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9475, loss_cls: 4.2179, loss: 4.2179 +2025-05-25 21:48:41,011 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:15:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9475, loss_cls: 4.2574, loss: 4.2574 +2025-05-25 21:49:23,829 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9425, loss_cls: 4.2412, loss: 4.2412 +2025-05-25 21:50:06,627 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:12:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6837, top5_acc: 0.9463, loss_cls: 4.2383, loss: 4.2383 +2025-05-25 21:50:49,469 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:11:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9506, loss_cls: 4.2639, loss: 4.2639 +2025-05-25 21:51:32,288 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:10:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9469, loss_cls: 4.2074, loss: 4.2074 +2025-05-25 21:52:15,110 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:09:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9387, loss_cls: 4.2061, loss: 4.2061 +2025-05-25 21:52:57,935 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:07:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9519, loss_cls: 4.1497, loss: 4.1497 +2025-05-25 21:53:40,786 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:06:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9531, loss_cls: 4.1129, loss: 4.1129 +2025-05-25 21:54:23,669 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:05:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9444, loss_cls: 4.1824, loss: 4.1824 +2025-05-25 21:54:26,750 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:03:10,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:03:10,644 - pyskl - INFO - +top1_acc 0.6822 +top5_acc 0.9322 +2025-05-25 22:03:10,702 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:03:11,760 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-25 22:03:11,761 - pyskl - INFO - Best top1_acc is 0.6822 at 5 epoch. +2025-05-25 22:03:11,763 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6822, top5_acc: 0.9322 +2025-05-25 22:04:15,384 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:13:11, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9525, loss_cls: 4.1303, loss: 4.1303 +2025-05-25 22:04:58,493 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:12:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9469, loss_cls: 4.1373, loss: 4.1373 +2025-05-25 22:05:41,649 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:11:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9469, loss_cls: 4.1494, loss: 4.1494 +2025-05-25 22:06:24,847 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:10:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9506, loss_cls: 4.1524, loss: 4.1524 +2025-05-25 22:07:07,981 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:09:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9581, loss_cls: 3.9361, loss: 3.9361 +2025-05-25 22:07:51,026 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:07:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9494, loss_cls: 3.8474, loss: 3.8474 +2025-05-25 22:08:33,932 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:06:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9513, loss_cls: 4.0165, loss: 4.0165 +2025-05-25 22:09:16,955 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:05:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9537, loss_cls: 3.9870, loss: 3.9870 +2025-05-25 22:09:59,911 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:04:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 4.1135, loss: 4.1135 +2025-05-25 22:10:42,962 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9487, loss_cls: 4.0575, loss: 4.0575 +2025-05-25 22:11:25,788 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 20:02:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 4.0723, loss: 4.0723 +2025-05-25 22:12:08,694 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 20:01:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 4.0246, loss: 4.0246 +2025-05-25 22:12:51,627 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 20:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9563, loss_cls: 4.0321, loss: 4.0321 +2025-05-25 22:13:34,516 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:59:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9544, loss_cls: 3.9990, loss: 3.9990 +2025-05-25 22:14:17,363 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:58:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9625, loss_cls: 3.9231, loss: 3.9231 +2025-05-25 22:15:00,323 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:56:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 4.0107, loss: 4.0107 +2025-05-25 22:15:43,290 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:55:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9563, loss_cls: 4.0391, loss: 4.0391 +2025-05-25 22:16:26,169 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:54:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9525, loss_cls: 3.9921, loss: 3.9921 +2025-05-25 22:17:09,052 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:53:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9544, loss_cls: 3.9902, loss: 3.9902 +2025-05-25 22:17:51,954 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:52:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9563, loss_cls: 3.9974, loss: 3.9974 +2025-05-25 22:18:34,879 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9475, loss_cls: 3.9808, loss: 3.9808 +2025-05-25 22:19:17,745 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:50:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 4.0025, loss: 4.0025 +2025-05-25 22:20:00,650 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:49:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9587, loss_cls: 3.9692, loss: 3.9692 +2025-05-25 22:20:43,726 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:48:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 3.9212, loss: 3.9212 +2025-05-25 22:21:26,735 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:47:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 3.9182, loss: 3.9182 +2025-05-25 22:21:29,826 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:22:45,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:22:45,597 - pyskl - INFO - +top1_acc 0.6814 +top5_acc 0.9316 +2025-05-25 22:22:45,599 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6814, top5_acc: 0.9316 +2025-05-25 22:23:49,443 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:53:41, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9631, loss_cls: 3.9187, loss: 3.9187 +2025-05-25 22:24:32,473 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:52:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9594, loss_cls: 3.8974, loss: 3.8974 +2025-05-25 22:25:15,328 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 3.7892, loss: 3.7892 +2025-05-25 22:25:58,178 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:50:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9669, loss_cls: 3.7272, loss: 3.7272 +2025-05-25 22:26:40,794 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:49:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 3.8931, loss: 3.8931 +2025-05-25 22:27:23,709 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:48:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9587, loss_cls: 3.8447, loss: 3.8447 +2025-05-25 22:28:06,715 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:47:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 3.8600, loss: 3.8600 +2025-05-25 22:28:49,580 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:46:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 3.8884, loss: 3.8884 +2025-05-25 22:29:32,592 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:45:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 3.7694, loss: 3.7694 +2025-05-25 22:30:15,637 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:44:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9731, loss_cls: 3.8733, loss: 3.8733 +2025-05-25 22:30:58,544 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:43:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9619, loss_cls: 3.8294, loss: 3.8294 +2025-05-25 22:31:41,486 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:42:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9606, loss_cls: 3.7852, loss: 3.7852 +2025-05-25 22:32:24,303 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9669, loss_cls: 3.8092, loss: 3.8092 +2025-05-25 22:33:07,396 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:40:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.6632, loss: 3.6632 +2025-05-25 22:33:50,251 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:38:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 3.8649, loss: 3.8649 +2025-05-25 22:34:33,165 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:37:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 3.8399, loss: 3.8399 +2025-05-25 22:35:16,108 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:36:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.8446, loss: 3.8446 +2025-05-25 22:35:58,997 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:35:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 3.8772, loss: 3.8772 +2025-05-25 22:36:41,989 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 3.8379, loss: 3.8379 +2025-05-25 22:37:24,850 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:33:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.7393, loss: 3.7393 +2025-05-25 22:38:07,850 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:32:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9700, loss_cls: 3.7723, loss: 3.7723 +2025-05-25 22:38:50,708 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:31:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9513, loss_cls: 3.8203, loss: 3.8203 +2025-05-25 22:39:33,575 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:30:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 3.8775, loss: 3.8775 +2025-05-25 22:40:16,539 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:29:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 3.8202, loss: 3.8202 +2025-05-25 22:40:59,566 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:28:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 3.7170, loss: 3.7170 +2025-05-25 22:41:02,644 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:42:19,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:42:19,103 - pyskl - INFO - +top1_acc 0.7450 +top5_acc 0.9518 +2025-05-25 22:42:19,160 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_5.pth was removed +2025-05-25 22:42:20,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-25 22:42:20,214 - pyskl - INFO - Best top1_acc is 0.7450 at 7 epoch. +2025-05-25 22:42:20,216 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7450, top5_acc: 0.9518 +2025-05-25 22:43:24,219 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:34:11, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9681, loss_cls: 3.7008, loss: 3.7008 +2025-05-25 22:44:07,324 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:33:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9606, loss_cls: 3.8843, loss: 3.8843 +2025-05-25 22:44:50,210 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:32:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.6266, loss: 3.6266 +2025-05-25 22:45:33,053 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:31:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9606, loss_cls: 3.7922, loss: 3.7922 +2025-05-25 22:46:15,936 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:30:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9681, loss_cls: 3.7580, loss: 3.7580 +2025-05-25 22:46:58,911 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9631, loss_cls: 3.6427, loss: 3.6427 +2025-05-25 22:47:41,858 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:28:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9725, loss_cls: 3.6682, loss: 3.6682 +2025-05-25 22:48:24,713 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:27:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 3.6768, loss: 3.6768 +2025-05-25 22:49:07,551 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:26:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.5489, loss: 3.5489 +2025-05-25 22:49:50,447 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:25:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.7041, loss: 3.7041 +2025-05-25 22:50:33,242 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:24:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.6499, loss: 3.6499 +2025-05-25 22:51:16,037 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:23:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 3.6725, loss: 3.6725 +2025-05-25 22:51:58,831 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:22:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 3.6340, loss: 3.6340 +2025-05-25 22:52:41,638 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:21:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 3.6931, loss: 3.6931 +2025-05-25 22:53:24,358 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:19:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9625, loss_cls: 3.7240, loss: 3.7240 +2025-05-25 22:54:07,137 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:18:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9650, loss_cls: 3.7445, loss: 3.7445 +2025-05-25 22:54:49,897 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:17:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.6309, loss: 3.6309 +2025-05-25 22:55:32,615 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:16:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9669, loss_cls: 3.7181, loss: 3.7181 +2025-05-25 22:56:15,319 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:15:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 3.7222, loss: 3.7222 +2025-05-25 22:56:58,056 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:14:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9669, loss_cls: 3.7207, loss: 3.7207 +2025-05-25 22:57:40,847 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:13:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 3.7335, loss: 3.7335 +2025-05-25 22:58:23,689 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:12:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 3.6355, loss: 3.6355 +2025-05-25 22:59:06,517 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.7214, loss: 3.7214 +2025-05-25 22:59:49,346 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:10:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 3.6606, loss: 3.6606 +2025-05-25 23:00:32,237 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.7055, loss: 3.7055 +2025-05-25 23:00:35,302 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:01:50,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:01:51,053 - pyskl - INFO - +top1_acc 0.7360 +top5_acc 0.9515 +2025-05-25 23:01:51,055 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7360, top5_acc: 0.9515 +2025-05-25 23:02:54,881 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:14:20, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 3.6511, loss: 3.6511 +2025-05-25 23:03:37,978 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:13:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.6905, loss: 3.6905 +2025-05-25 23:04:20,907 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:12:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.6048, loss: 3.6048 +2025-05-25 23:05:03,869 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:11:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.5582, loss: 3.5582 +2025-05-25 23:05:46,805 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:10:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9706, loss_cls: 3.5663, loss: 3.5663 +2025-05-25 23:06:29,790 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:09:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.5846, loss: 3.5846 +2025-05-25 23:07:12,786 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:08:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.6632, loss: 3.6632 +2025-05-25 23:07:55,814 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:07:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.5348, loss: 3.5348 +2025-05-25 23:08:38,853 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:06:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 3.5637, loss: 3.5637 +2025-05-25 23:09:21,856 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:05:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 3.7814, loss: 3.7814 +2025-05-25 23:10:04,911 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:04:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.7034, loss: 3.7034 +2025-05-25 23:10:47,782 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:03:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9769, loss_cls: 3.4529, loss: 3.4529 +2025-05-25 23:11:30,707 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:03:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 3.5034, loss: 3.5034 +2025-05-25 23:12:13,707 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:02:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.5311, loss: 3.5311 +2025-05-25 23:12:56,641 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:01:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9738, loss_cls: 3.5974, loss: 3.5974 +2025-05-25 23:13:39,555 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 19:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.6021, loss: 3.6021 +2025-05-25 23:14:22,528 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:59:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.5056, loss: 3.5056 +2025-05-25 23:15:05,562 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:58:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9663, loss_cls: 3.5973, loss: 3.5973 +2025-05-25 23:15:48,530 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:57:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.5613, loss: 3.5613 +2025-05-25 23:16:31,458 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:56:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.5579, loss: 3.5579 +2025-05-25 23:17:14,414 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:55:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.5519, loss: 3.5519 +2025-05-25 23:17:57,326 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.4358, loss: 3.4358 +2025-05-25 23:18:40,275 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:53:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.4388, loss: 3.4388 +2025-05-25 23:19:23,210 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:52:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.5000, loss: 3.5000 +2025-05-25 23:20:06,153 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:51:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 3.7048, loss: 3.7048 +2025-05-25 23:20:09,216 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:21:25,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:21:25,239 - pyskl - INFO - +top1_acc 0.7749 +top5_acc 0.9589 +2025-05-25 23:21:25,297 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_7.pth was removed +2025-05-25 23:21:26,347 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-25 23:21:26,348 - pyskl - INFO - Best top1_acc is 0.7749 at 9 epoch. +2025-05-25 23:21:26,351 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7749, top5_acc: 0.9589 +2025-05-25 23:22:29,985 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:55:38, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5397, loss: 3.5397 +2025-05-25 23:23:13,131 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:54:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4579, loss: 3.4579 +2025-05-25 23:23:56,299 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:53:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.5444, loss: 3.5444 +2025-05-25 23:24:39,378 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:52:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.6183, loss: 3.6183 +2025-05-25 23:25:22,391 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:52:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 3.5050, loss: 3.5050 +2025-05-25 23:26:05,469 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:51:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.6042, loss: 3.6042 +2025-05-25 23:26:48,646 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.5141, loss: 3.5141 +2025-05-25 23:27:31,798 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:49:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.5075, loss: 3.5075 +2025-05-25 23:28:14,804 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:48:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9725, loss_cls: 3.5561, loss: 3.5561 +2025-05-25 23:28:57,755 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:47:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.4511, loss: 3.4511 +2025-05-25 23:29:40,789 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:46:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.5137, loss: 3.5137 +2025-05-25 23:30:23,826 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:45:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.5115, loss: 3.5115 +2025-05-25 23:31:06,950 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:44:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.4261, loss: 3.4261 +2025-05-25 23:31:49,989 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:44:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.4649, loss: 3.4649 +2025-05-25 23:32:33,116 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:43:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 3.5732, loss: 3.5732 +2025-05-25 23:33:16,159 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:42:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9788, loss_cls: 3.4630, loss: 3.4630 +2025-05-25 23:33:59,212 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:41:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.4478, loss: 3.4478 +2025-05-25 23:34:42,230 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.4835, loss: 3.4835 +2025-05-25 23:35:25,289 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:39:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.3873, loss: 3.3873 +2025-05-25 23:36:08,351 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:38:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.5356, loss: 3.5356 +2025-05-25 23:36:51,355 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.5283, loss: 3.5283 +2025-05-25 23:37:34,317 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:36:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.3789, loss: 3.3789 +2025-05-25 23:38:17,410 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:36:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.4886, loss: 3.4886 +2025-05-25 23:39:00,379 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:35:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.4745, loss: 3.4745 +2025-05-25 23:39:43,361 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:34:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.5698, loss: 3.5698 +2025-05-25 23:39:46,486 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:48:32,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:48:32,647 - pyskl - INFO - +top1_acc 0.7873 +top5_acc 0.9679 +2025-05-25 23:48:32,699 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_9.pth was removed +2025-05-25 23:48:33,691 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-25 23:48:33,692 - pyskl - INFO - Best top1_acc is 0.7873 at 10 epoch. +2025-05-25 23:48:33,694 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7873, top5_acc: 0.9679 +2025-05-25 23:49:37,992 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:37:40, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.3284, loss: 3.3284 +2025-05-25 23:50:21,140 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:36:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.3619, loss: 3.3619 +2025-05-25 23:51:04,104 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:35:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.4992, loss: 3.4992 +2025-05-25 23:51:47,320 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:35:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.4936, loss: 3.4936 +2025-05-25 23:52:30,429 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:34:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 3.5027, loss: 3.5027 +2025-05-25 23:53:13,638 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:33:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 3.5635, loss: 3.5635 +2025-05-25 23:53:56,835 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.5127, loss: 3.5127 +2025-05-25 23:54:40,078 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:31:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.3851, loss: 3.3851 +2025-05-25 23:55:23,169 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:30:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9806, loss_cls: 3.3367, loss: 3.3367 +2025-05-25 23:56:06,118 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:29:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.3383, loss: 3.3383 +2025-05-25 23:56:49,127 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:28:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9788, loss_cls: 3.3841, loss: 3.3841 +2025-05-25 23:57:32,046 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:28:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.4447, loss: 3.4447 +2025-05-25 23:58:14,891 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:27:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.5302, loss: 3.5302 +2025-05-25 23:58:57,805 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:26:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.2796, loss: 3.2796 +2025-05-25 23:59:40,694 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 3.5089, loss: 3.5089 +2025-05-26 00:00:23,576 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:24:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.4776, loss: 3.4776 +2025-05-26 00:01:06,610 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:23:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.3947, loss: 3.3947 +2025-05-26 00:01:49,554 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:22:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.5000, loss: 3.5000 +2025-05-26 00:02:32,453 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:21:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4456, loss: 3.4456 +2025-05-26 00:03:15,382 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:20:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.4241, loss: 3.4241 +2025-05-26 00:03:58,231 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:19:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.4424, loss: 3.4424 +2025-05-26 00:04:41,128 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:19:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.4700, loss: 3.4700 +2025-05-26 00:05:23,953 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:18:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.3339, loss: 3.3339 +2025-05-26 00:06:06,751 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:17:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9744, loss_cls: 3.4732, loss: 3.4732 +2025-05-26 00:06:49,594 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:16:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.3835, loss: 3.3835 +2025-05-26 00:06:52,699 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:08:08,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:08:08,761 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9673 +2025-05-26 00:08:08,764 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7797, top5_acc: 0.9673 +2025-05-26 00:09:13,535 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:19:23, time: 0.648, data_time: 0.216, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.4735, loss: 3.4735 +2025-05-26 00:09:56,662 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.2961, loss: 3.2961 +2025-05-26 00:10:39,707 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:17:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.3871, loss: 3.3871 +2025-05-26 00:11:22,770 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:16:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.4753, loss: 3.4753 +2025-05-26 00:12:05,773 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:15:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.3917, loss: 3.3917 +2025-05-26 00:12:48,903 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:15:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 3.4266, loss: 3.4266 +2025-05-26 00:13:31,835 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:14:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.3043, loss: 3.3043 +2025-05-26 00:14:14,826 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:13:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 3.5098, loss: 3.5098 +2025-05-26 00:14:57,882 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:12:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9762, loss_cls: 3.4257, loss: 3.4257 +2025-05-26 00:15:40,881 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:11:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.3646, loss: 3.3646 +2025-05-26 00:16:23,830 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:10:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3289, loss: 3.3289 +2025-05-26 00:17:06,940 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:09:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.2510, loss: 3.2510 +2025-05-26 00:17:49,818 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:08:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.3989, loss: 3.3989 +2025-05-26 00:18:32,763 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:07:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.3461, loss: 3.3461 +2025-05-26 00:19:16,187 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:07:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.4331, loss: 3.4331 +2025-05-26 00:19:59,291 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:06:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.3716, loss: 3.3716 +2025-05-26 00:20:42,390 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:05:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9788, loss_cls: 3.2820, loss: 3.2820 +2025-05-26 00:21:25,525 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:04:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.3522, loss: 3.3522 +2025-05-26 00:22:08,542 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:03:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.3802, loss: 3.3802 +2025-05-26 00:22:51,479 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:02:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 3.4181, loss: 3.4181 +2025-05-26 00:23:34,414 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:02:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.3347, loss: 3.3347 +2025-05-26 00:24:17,387 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:01:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 3.4673, loss: 3.4673 +2025-05-26 00:25:00,311 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 18:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3923, loss: 3.3923 +2025-05-26 00:25:43,271 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:59:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.3816, loss: 3.3816 +2025-05-26 00:26:26,203 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:58:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.2889, loss: 3.2889 +2025-05-26 00:26:29,279 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:27:45,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:27:45,596 - pyskl - INFO - +top1_acc 0.7846 +top5_acc 0.9683 +2025-05-26 00:27:45,599 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7846, top5_acc: 0.9683 +2025-05-26 00:28:49,510 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:01:07, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.3762, loss: 3.3762 +2025-05-26 00:29:32,609 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 18:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.2420, loss: 3.2420 +2025-05-26 00:30:15,671 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:59:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 3.3719, loss: 3.3719 +2025-05-26 00:30:58,632 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:58:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.3721, loss: 3.3721 +2025-05-26 00:31:41,655 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:57:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.2162, loss: 3.2162 +2025-05-26 00:32:24,894 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:56:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.3385, loss: 3.3385 +2025-05-26 00:33:08,014 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:56:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3763, loss: 3.3763 +2025-05-26 00:33:50,955 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:55:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 3.3183, loss: 3.3183 +2025-05-26 00:34:33,877 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3495, loss: 3.3495 +2025-05-26 00:35:16,822 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:53:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.3572, loss: 3.3572 +2025-05-26 00:35:59,824 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:52:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.3467, loss: 3.3467 +2025-05-26 00:36:42,811 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:51:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.3612, loss: 3.3612 +2025-05-26 00:37:25,749 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:50:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.2788, loss: 3.2788 +2025-05-26 00:38:08,584 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:49:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.3733, loss: 3.3733 +2025-05-26 00:38:51,399 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:48:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 3.2230, loss: 3.2230 +2025-05-26 00:39:34,238 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:48:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.2413, loss: 3.2413 +2025-05-26 00:40:17,110 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.3795, loss: 3.3795 +2025-05-26 00:41:00,026 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:46:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.3316, loss: 3.3316 +2025-05-26 00:41:42,985 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:45:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 3.3362, loss: 3.3362 +2025-05-26 00:42:25,858 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:44:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.3181, loss: 3.3181 +2025-05-26 00:43:08,665 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:43:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.3562, loss: 3.3562 +2025-05-26 00:43:51,613 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:42:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2595, loss: 3.2595 +2025-05-26 00:44:34,539 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:41:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3835, loss: 3.3835 +2025-05-26 00:45:17,427 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:41:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.3597, loss: 3.3597 +2025-05-26 00:46:00,233 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4311, loss: 3.4311 +2025-05-26 00:46:03,288 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:47:19,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:47:19,704 - pyskl - INFO - +top1_acc 0.8075 +top5_acc 0.9711 +2025-05-26 00:47:19,759 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_10.pth was removed +2025-05-26 00:47:20,833 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-26 00:47:20,834 - pyskl - INFO - Best top1_acc is 0.8075 at 13 epoch. +2025-05-26 00:47:20,837 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.8075, top5_acc: 0.9711 +2025-05-26 00:48:24,487 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:42:29, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.1129, loss: 3.1129 +2025-05-26 00:49:07,667 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:41:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.1335, loss: 3.1335 +2025-05-26 00:49:50,416 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:40:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 3.2928, loss: 3.2928 +2025-05-26 00:50:33,323 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:39:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.2618, loss: 3.2618 +2025-05-26 00:51:16,257 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2172, loss: 3.2172 +2025-05-26 00:51:59,140 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 3.1137, loss: 3.1137 +2025-05-26 00:52:42,503 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:37:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.3052, loss: 3.3052 +2025-05-26 00:53:25,622 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:36:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.3031, loss: 3.3031 +2025-05-26 00:54:08,691 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:35:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2708, loss: 3.2708 +2025-05-26 00:54:51,658 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:34:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1791, loss: 3.1791 +2025-05-26 00:55:34,597 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:33:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.2022, loss: 3.2022 +2025-05-26 00:56:17,481 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:33:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.2992, loss: 3.2992 +2025-05-26 00:57:00,414 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:32:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9806, loss_cls: 3.2949, loss: 3.2949 +2025-05-26 00:57:43,501 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:31:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.3527, loss: 3.3527 +2025-05-26 00:58:26,389 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.3975, loss: 3.3975 +2025-05-26 00:59:09,178 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:29:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.2723, loss: 3.2723 +2025-05-26 00:59:52,035 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:28:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.2866, loss: 3.2866 +2025-05-26 01:00:34,922 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:27:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2175, loss: 3.2175 +2025-05-26 01:01:17,783 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:27:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.4023, loss: 3.4023 +2025-05-26 01:02:00,594 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:26:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.2246, loss: 3.2246 +2025-05-26 01:02:43,385 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:25:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.3856, loss: 3.3856 +2025-05-26 01:03:26,146 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:24:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3400, loss: 3.3400 +2025-05-26 01:04:08,942 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:23:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.2494, loss: 3.2494 +2025-05-26 01:04:51,799 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:22:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2614, loss: 3.2614 +2025-05-26 01:05:34,624 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:21:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.3153, loss: 3.3153 +2025-05-26 01:05:37,699 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:06:54,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:06:54,124 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9669 +2025-05-26 01:06:54,127 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7966, top5_acc: 0.9669 +2025-05-26 01:07:59,054 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:24:00, time: 0.649, data_time: 0.218, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.1485, loss: 3.1485 +2025-05-26 01:08:42,171 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:23:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.1922, loss: 3.1922 +2025-05-26 01:09:25,061 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:22:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.2513, loss: 3.2513 +2025-05-26 01:10:08,086 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:21:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.3048, loss: 3.3048 +2025-05-26 01:10:51,182 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:20:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.2486, loss: 3.2486 +2025-05-26 01:11:33,935 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:19:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.2422, loss: 3.2422 +2025-05-26 01:12:16,847 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:18:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9831, loss_cls: 3.1730, loss: 3.1730 +2025-05-26 01:12:59,823 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:18:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 3.1597, loss: 3.1597 +2025-05-26 01:13:42,960 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:17:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1508, loss: 3.1508 +2025-05-26 01:14:25,819 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:16:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.1415, loss: 3.1415 +2025-05-26 01:15:08,698 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:15:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.3135, loss: 3.3135 +2025-05-26 01:15:51,567 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:14:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 3.1992, loss: 3.1992 +2025-05-26 01:16:34,542 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:13:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.3253, loss: 3.3253 +2025-05-26 01:17:17,637 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:12:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.3659, loss: 3.3659 +2025-05-26 01:18:00,557 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:12:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.3213, loss: 3.3213 +2025-05-26 01:18:43,606 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:11:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.1187, loss: 3.1187 +2025-05-26 01:19:26,580 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:10:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1800, loss: 3.1800 +2025-05-26 01:20:09,658 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:09:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.1974, loss: 3.1974 +2025-05-26 01:20:52,662 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:08:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.2662, loss: 3.2662 +2025-05-26 01:21:35,673 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:07:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.2834, loss: 3.2834 +2025-05-26 01:22:18,661 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:07:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.1345, loss: 3.1345 +2025-05-26 01:23:01,630 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:06:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.2000, loss: 3.2000 +2025-05-26 01:23:44,712 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:05:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.3201, loss: 3.3201 +2025-05-26 01:24:27,726 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:04:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.2187, loss: 3.2187 +2025-05-26 01:25:10,665 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:03:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.1242, loss: 3.1242 +2025-05-26 01:25:13,774 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:33:42,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:33:42,351 - pyskl - INFO - +top1_acc 0.7369 +top5_acc 0.9563 +2025-05-26 01:33:42,354 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7369, top5_acc: 0.9563 +2025-05-26 01:34:46,168 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:05:37, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1589, loss: 3.1589 +2025-05-26 01:35:29,337 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:04:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 3.2116, loss: 3.2116 +2025-05-26 01:36:12,206 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:03:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.0780, loss: 3.0780 +2025-05-26 01:36:55,110 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:03:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.2041, loss: 3.2041 +2025-05-26 01:37:37,990 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:02:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.2646, loss: 3.2646 +2025-05-26 01:38:20,830 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:01:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1184, loss: 3.1184 +2025-05-26 01:39:03,617 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 17:00:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.2528, loss: 3.2528 +2025-05-26 01:39:46,475 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:59:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.1657, loss: 3.1657 +2025-05-26 01:40:29,398 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:58:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.1832, loss: 3.1832 +2025-05-26 01:41:12,190 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:57:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.1078, loss: 3.1078 +2025-05-26 01:41:54,976 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:57:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 3.1082, loss: 3.1082 +2025-05-26 01:42:37,817 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:56:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.2025, loss: 3.2025 +2025-05-26 01:43:20,621 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:55:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.1990, loss: 3.1990 +2025-05-26 01:44:03,431 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 3.2032, loss: 3.2032 +2025-05-26 01:44:46,367 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:53:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.1951, loss: 3.1951 +2025-05-26 01:45:29,287 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:52:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.0583, loss: 3.0583 +2025-05-26 01:46:12,109 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:51:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3429, loss: 3.3429 +2025-05-26 01:46:54,922 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.1870, loss: 3.1870 +2025-05-26 01:47:37,794 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1830, loss: 3.1830 +2025-05-26 01:48:20,633 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:49:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.2248, loss: 3.2248 +2025-05-26 01:49:03,446 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:48:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.1467, loss: 3.1467 +2025-05-26 01:49:46,294 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:47:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9825, loss_cls: 3.1932, loss: 3.1932 +2025-05-26 01:50:29,088 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:46:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.2149, loss: 3.2149 +2025-05-26 01:51:11,857 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:46:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.2288, loss: 3.2288 +2025-05-26 01:51:54,629 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:45:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1538, loss: 3.1538 +2025-05-26 01:51:57,678 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 01:53:13,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:53:13,754 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9702 +2025-05-26 01:53:13,756 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7952, top5_acc: 0.9702 +2025-05-26 01:54:17,389 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:46:47, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2024, loss: 3.2024 +2025-05-26 01:55:00,413 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:45:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.1663, loss: 3.1663 +2025-05-26 01:55:43,321 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:45:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.1389, loss: 3.1389 +2025-05-26 01:56:26,192 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:44:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1378, loss: 3.1378 +2025-05-26 01:57:08,894 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:43:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.1392, loss: 3.1392 +2025-05-26 01:57:51,849 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:42:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0865, loss: 3.0865 +2025-05-26 01:58:34,805 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:41:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.1439, loss: 3.1439 +2025-05-26 01:59:17,846 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:40:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.1898, loss: 3.1898 +2025-05-26 02:00:00,884 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:40:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.0996, loss: 3.0996 +2025-05-26 02:00:43,989 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:39:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.1807, loss: 3.1807 +2025-05-26 02:01:26,975 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:38:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.1593, loss: 3.1593 +2025-05-26 02:02:09,955 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:37:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.1236, loss: 3.1236 +2025-05-26 02:02:52,833 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:36:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.1059, loss: 3.1059 +2025-05-26 02:03:35,834 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:35:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0623, loss: 3.0623 +2025-05-26 02:04:18,749 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:35:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.2184, loss: 3.2184 +2025-05-26 02:05:01,603 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:34:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.1309, loss: 3.1309 +2025-05-26 02:05:44,497 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:33:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.1808, loss: 3.1808 +2025-05-26 02:06:27,474 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:32:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.1430, loss: 3.1430 +2025-05-26 02:07:10,347 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:31:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2327, loss: 3.2327 +2025-05-26 02:07:53,232 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:30:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 3.3104, loss: 3.3104 +2025-05-26 02:08:36,190 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:30:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.1317, loss: 3.1317 +2025-05-26 02:09:19,047 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:29:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.1311, loss: 3.1311 +2025-05-26 02:10:01,906 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.1856, loss: 3.1856 +2025-05-26 02:10:44,799 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:27:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.0498, loss: 3.0498 +2025-05-26 02:11:27,602 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:26:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.1568, loss: 3.1568 +2025-05-26 02:11:30,681 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:12:46,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:12:46,824 - pyskl - INFO - +top1_acc 0.7745 +top5_acc 0.9643 +2025-05-26 02:12:46,826 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7745, top5_acc: 0.9643 +2025-05-26 02:13:50,788 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:28:17, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.1294, loss: 3.1294 +2025-05-26 02:14:33,958 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:27:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.0685, loss: 3.0685 +2025-05-26 02:15:17,016 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:26:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.0315, loss: 3.0315 +2025-05-26 02:16:00,088 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:25:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0271, loss: 3.0271 +2025-05-26 02:16:42,944 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:25:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.2657, loss: 3.2657 +2025-05-26 02:17:25,813 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:24:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1895, loss: 3.1895 +2025-05-26 02:18:08,720 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:23:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 3.1665, loss: 3.1665 +2025-05-26 02:18:51,667 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:22:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1292, loss: 3.1292 +2025-05-26 02:19:34,468 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:21:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.1462, loss: 3.1462 +2025-05-26 02:20:17,375 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:20:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.0691, loss: 3.0691 +2025-05-26 02:21:00,112 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:20:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1000, loss: 3.1000 +2025-05-26 02:21:42,950 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:19:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1945, loss: 3.1945 +2025-05-26 02:22:25,787 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:18:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.2120, loss: 3.2120 +2025-05-26 02:23:08,693 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:17:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1559, loss: 3.1559 +2025-05-26 02:23:51,766 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:16:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1010, loss: 3.1010 +2025-05-26 02:24:34,731 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:15:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.1992, loss: 3.1992 +2025-05-26 02:25:17,649 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1563, loss: 3.1563 +2025-05-26 02:26:00,524 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:14:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.2127, loss: 3.2127 +2025-05-26 02:26:43,465 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:13:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0097, loss: 3.0097 +2025-05-26 02:27:26,369 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:12:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.0627, loss: 3.0627 +2025-05-26 02:28:09,295 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:11:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.0861, loss: 3.0861 +2025-05-26 02:28:52,161 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:10:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.1663, loss: 3.1663 +2025-05-26 02:29:35,073 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:10:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.1320, loss: 3.1320 +2025-05-26 02:30:17,946 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:09:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.1206, loss: 3.1206 +2025-05-26 02:31:00,871 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:08:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.2891, loss: 3.2891 +2025-05-26 02:31:03,934 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:32:19,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:32:19,598 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9661 +2025-05-26 02:32:19,601 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7964, top5_acc: 0.9661 +2025-05-26 02:33:23,164 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:09:46, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.0488, loss: 3.0488 +2025-05-26 02:34:06,217 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:08:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.9920, loss: 2.9920 +2025-05-26 02:34:49,266 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:08:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.1050, loss: 3.1050 +2025-05-26 02:35:32,268 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:07:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.9232, loss: 2.9232 +2025-05-26 02:36:15,322 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:06:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.2373, loss: 3.2373 +2025-05-26 02:36:58,410 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:05:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 3.1355, loss: 3.1355 +2025-05-26 02:37:41,298 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:04:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.1243, loss: 3.1243 +2025-05-26 02:38:24,264 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.0232, loss: 3.0232 +2025-05-26 02:39:07,211 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:03:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.0747, loss: 3.0747 +2025-05-26 02:39:50,132 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:02:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.0937, loss: 3.0937 +2025-05-26 02:40:33,131 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:01:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.2168, loss: 3.2168 +2025-05-26 02:41:16,123 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:00:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.1969, loss: 3.1969 +2025-05-26 02:41:58,951 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:59:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1552, loss: 3.1552 +2025-05-26 02:42:41,829 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:59:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.1085, loss: 3.1085 +2025-05-26 02:43:24,674 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:58:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0731, loss: 3.0731 +2025-05-26 02:44:07,663 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:57:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2029, loss: 3.2029 +2025-05-26 02:44:50,633 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:56:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0472, loss: 3.0472 +2025-05-26 02:45:33,526 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:55:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.1318, loss: 3.1318 +2025-05-26 02:46:16,605 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:55:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9862, loss_cls: 3.0323, loss: 3.0323 +2025-05-26 02:46:59,698 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:54:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.1263, loss: 3.1263 +2025-05-26 02:47:42,750 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:53:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1838, loss: 3.1838 +2025-05-26 02:48:25,662 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:52:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.1040, loss: 3.1040 +2025-05-26 02:49:08,631 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.1552, loss: 3.1552 +2025-05-26 02:49:51,622 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:51:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0958, loss: 3.0958 +2025-05-26 02:50:34,694 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:50:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.0498, loss: 3.0498 +2025-05-26 02:50:37,751 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:51:53,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:51:53,636 - pyskl - INFO - +top1_acc 0.8027 +top5_acc 0.9676 +2025-05-26 02:51:53,638 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8027, top5_acc: 0.9676 +2025-05-26 02:52:57,469 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:51:28, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.1077, loss: 3.1077 +2025-05-26 02:53:40,498 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:50:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.9604, loss: 2.9604 +2025-05-26 02:54:23,418 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:49:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 3.1082, loss: 3.1082 +2025-05-26 02:55:06,385 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:49:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.0961, loss: 3.0961 +2025-05-26 02:55:49,354 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:48:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.1859, loss: 3.1859 +2025-05-26 02:56:32,288 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:47:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1138, loss: 3.1138 +2025-05-26 02:57:15,161 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:46:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0702, loss: 3.0702 +2025-05-26 02:57:58,086 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:45:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.1742, loss: 3.1742 +2025-05-26 02:58:41,099 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:44:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1380, loss: 3.1380 +2025-05-26 02:59:24,037 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:44:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1239, loss: 3.1239 +2025-05-26 03:00:07,063 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:43:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1949, loss: 3.1949 +2025-05-26 03:00:50,050 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:42:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.1076, loss: 3.1076 +2025-05-26 03:01:32,884 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:41:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1469, loss: 3.1469 +2025-05-26 03:02:15,778 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:40:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 2.9902, loss: 2.9902 +2025-05-26 03:02:58,559 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.1371, loss: 3.1371 +2025-05-26 03:03:41,406 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:39:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.0063, loss: 3.0063 +2025-05-26 03:04:24,240 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:38:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.0309, loss: 3.0309 +2025-05-26 03:05:07,148 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:37:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0605, loss: 3.0605 +2025-05-26 03:05:50,020 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.1643, loss: 3.1643 +2025-05-26 03:06:32,950 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:35:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9819, loss_cls: 2.9632, loss: 2.9632 +2025-05-26 03:07:15,882 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:35:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 3.0899, loss: 3.0899 +2025-05-26 03:07:58,725 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:34:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.1182, loss: 3.1182 +2025-05-26 03:08:41,654 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:33:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 3.1202, loss: 3.1202 +2025-05-26 03:09:24,649 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:32:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.0700, loss: 3.0700 +2025-05-26 03:10:07,466 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:31:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9068, loss: 2.9068 +2025-05-26 03:10:10,529 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:18:48,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:18:48,740 - pyskl - INFO - +top1_acc 0.7901 +top5_acc 0.9666 +2025-05-26 03:18:48,742 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7901, top5_acc: 0.9666 +2025-05-26 03:19:53,106 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:33:03, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.0546, loss: 3.0546 +2025-05-26 03:20:36,357 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:32:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9711, loss: 2.9711 +2025-05-26 03:21:19,473 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.1928, loss: 3.1928 +2025-05-26 03:22:02,495 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.0664, loss: 3.0664 +2025-05-26 03:22:45,528 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:29:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1507, loss: 3.1507 +2025-05-26 03:23:28,701 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:29:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9934, loss: 2.9934 +2025-05-26 03:24:12,100 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:28:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0136, loss: 3.0136 +2025-05-26 03:24:55,286 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:27:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9888, loss: 2.9888 +2025-05-26 03:25:38,378 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:26:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.1383, loss: 3.1383 +2025-05-26 03:26:21,479 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:25:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.0222, loss: 3.0222 +2025-05-26 03:27:04,511 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:25:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0886, loss: 3.0886 +2025-05-26 03:27:47,806 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:24:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0784, loss: 3.0784 +2025-05-26 03:28:31,059 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:23:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.0413, loss: 3.0413 +2025-05-26 03:29:14,249 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:22:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.1084, loss: 3.1084 +2025-05-26 03:29:57,293 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:22:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0205, loss: 3.0205 +2025-05-26 03:30:40,347 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:21:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0557, loss: 3.0557 +2025-05-26 03:31:23,410 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:20:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1211, loss: 3.1211 +2025-05-26 03:32:06,402 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:19:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0270, loss: 3.0270 +2025-05-26 03:32:49,459 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:18:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.0926, loss: 3.0926 +2025-05-26 03:33:32,522 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:18:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0070, loss: 3.0070 +2025-05-26 03:34:15,549 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1305, loss: 3.1305 +2025-05-26 03:34:58,614 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:16:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 3.1820, loss: 3.1820 +2025-05-26 03:35:41,674 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:15:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.0789, loss: 3.0789 +2025-05-26 03:36:24,705 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:14:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0434, loss: 3.0434 +2025-05-26 03:37:07,770 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0272, loss: 3.0272 +2025-05-26 03:37:10,892 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:38:29,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:38:29,392 - pyskl - INFO - +top1_acc 0.7762 +top5_acc 0.9637 +2025-05-26 03:38:29,395 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7762, top5_acc: 0.9637 +2025-05-26 03:39:35,563 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:15:20, time: 0.662, data_time: 0.231, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.0224, loss: 3.0224 +2025-05-26 03:40:18,578 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:14:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0263, loss: 3.0263 +2025-05-26 03:41:01,684 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:13:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9317, loss: 2.9317 +2025-05-26 03:41:44,784 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:12:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.9548, loss: 2.9548 +2025-05-26 03:42:27,778 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.8698, loss: 2.8698 +2025-05-26 03:43:10,667 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:11:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0530, loss: 3.0530 +2025-05-26 03:43:53,533 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:10:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0868, loss: 3.0868 +2025-05-26 03:44:36,462 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:09:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 03:45:19,359 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:08:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0541, loss: 3.0541 +2025-05-26 03:46:02,080 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:08:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.9964, loss: 2.9964 +2025-05-26 03:46:44,669 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:07:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.0255, loss: 3.0255 +2025-05-26 03:47:27,535 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:06:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.9342, loss: 2.9342 +2025-05-26 03:48:10,353 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:05:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 2.9941, loss: 2.9941 +2025-05-26 03:48:53,162 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:04:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0445, loss: 3.0445 +2025-05-26 03:49:35,973 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:03:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1575, loss: 3.1575 +2025-05-26 03:50:18,745 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:03:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.0280, loss: 3.0280 +2025-05-26 03:51:01,577 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:02:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0679, loss: 3.0679 +2025-05-26 03:51:44,373 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:01:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0539, loss: 3.0539 +2025-05-26 03:52:27,158 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 15:00:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.0709, loss: 3.0709 +2025-05-26 03:53:09,958 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:59:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0131, loss: 3.0131 +2025-05-26 03:53:52,784 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:59:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.1508, loss: 3.1508 +2025-05-26 03:54:35,792 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:58:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9940, loss: 2.9940 +2025-05-26 03:55:18,802 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.0245, loss: 3.0245 +2025-05-26 03:56:01,659 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:56:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0605, loss: 3.0605 +2025-05-26 03:56:44,420 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:55:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.1059, loss: 3.1059 +2025-05-26 03:56:47,504 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 03:58:05,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:58:05,512 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9696 +2025-05-26 03:58:05,586 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_13.pth was removed +2025-05-26 03:58:06,835 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-05-26 03:58:06,836 - pyskl - INFO - Best top1_acc is 0.8080 at 22 epoch. +2025-05-26 03:58:06,838 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8080, top5_acc: 0.9696 +2025-05-26 03:59:13,082 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:57:00, time: 0.662, data_time: 0.230, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.9117, loss: 2.9117 +2025-05-26 03:59:56,182 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:56:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.0958, loss: 3.0958 +2025-05-26 04:00:39,466 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:55:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0354, loss: 3.0354 +2025-05-26 04:01:22,682 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:54:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9749, loss: 2.9749 +2025-05-26 04:02:05,812 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:53:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9186, loss: 2.9186 +2025-05-26 04:02:48,848 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:53:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0627, loss: 3.0627 +2025-05-26 04:03:31,924 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:52:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.0637, loss: 3.0637 +2025-05-26 04:04:14,873 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:51:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.1442, loss: 3.1442 +2025-05-26 04:04:57,876 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:50:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 2.9721, loss: 2.9721 +2025-05-26 04:05:41,097 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:49:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0404, loss: 3.0404 +2025-05-26 04:06:24,179 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:49:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 2.9561, loss: 2.9561 +2025-05-26 04:07:07,311 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:48:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9720, loss: 2.9720 +2025-05-26 04:07:50,447 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:47:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9131, loss: 2.9131 +2025-05-26 04:08:33,574 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9944, loss: 2.9944 +2025-05-26 04:09:16,655 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:45:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.0502, loss: 3.0502 +2025-05-26 04:09:59,655 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:45:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.9830, loss: 2.9830 +2025-05-26 04:10:42,678 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:44:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.9811, loss: 2.9811 +2025-05-26 04:11:25,727 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:43:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.1168, loss: 3.1168 +2025-05-26 04:12:08,682 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:42:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.8745, loss: 2.8745 +2025-05-26 04:12:51,621 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:42:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9579, loss: 2.9579 +2025-05-26 04:13:34,645 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9713, loss: 2.9713 +2025-05-26 04:14:17,805 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:40:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.9795, loss: 2.9795 +2025-05-26 04:15:01,013 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:39:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.9584, loss: 2.9584 +2025-05-26 04:15:44,124 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:38:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0643, loss: 3.0643 +2025-05-26 04:16:27,153 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:38:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.9921, loss: 2.9921 +2025-05-26 04:16:30,321 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:17:47,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:17:47,766 - pyskl - INFO - +top1_acc 0.7954 +top5_acc 0.9728 +2025-05-26 04:17:47,769 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7954, top5_acc: 0.9728 +2025-05-26 04:18:53,541 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:39:06, time: 0.658, data_time: 0.228, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 2.9342, loss: 2.9342 +2025-05-26 04:19:36,457 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:38:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 3.0647, loss: 3.0647 +2025-05-26 04:20:19,450 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:37:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.9622, loss: 2.9622 +2025-05-26 04:21:02,482 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:36:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.9909, loss: 2.9909 +2025-05-26 04:21:45,597 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:35:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.0411, loss: 3.0411 +2025-05-26 04:22:28,653 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:35:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0001, loss: 3.0001 +2025-05-26 04:23:11,739 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:34:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9421, loss: 2.9421 +2025-05-26 04:23:54,715 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:33:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9869, loss_cls: 3.0582, loss: 3.0582 +2025-05-26 04:24:37,689 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9825, loss_cls: 3.0655, loss: 3.0655 +2025-05-26 04:25:20,721 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:31:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.9849, loss: 2.9849 +2025-05-26 04:26:03,730 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:31:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9030, loss: 2.9030 +2025-05-26 04:26:46,778 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:30:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.0138, loss: 3.0138 +2025-05-26 04:27:29,914 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:29:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.0901, loss: 3.0901 +2025-05-26 04:28:12,941 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:28:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-05-26 04:28:55,894 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:28:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.1466, loss: 3.1466 +2025-05-26 04:29:38,825 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:27:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.8860, loss: 2.8860 +2025-05-26 04:30:21,740 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:26:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1198, loss: 3.1198 +2025-05-26 04:31:04,650 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:25:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0445, loss: 3.0445 +2025-05-26 04:31:47,532 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:24:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9947, loss: 2.9947 +2025-05-26 04:32:30,430 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:24:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.9268, loss: 2.9268 +2025-05-26 04:33:13,356 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:23:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9433, loss: 2.9433 +2025-05-26 04:33:56,351 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 3.0338, loss: 3.0338 +2025-05-26 04:34:39,341 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:21:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9567, loss: 2.9567 +2025-05-26 04:35:22,274 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:20:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.1172, loss: 3.1172 +2025-05-26 04:36:05,152 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:20:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0773, loss: 3.0773 +2025-05-26 04:36:08,241 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:37:25,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:37:25,295 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9765 +2025-05-26 04:37:25,380 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_22.pth was removed +2025-05-26 04:37:26,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-26 04:37:26,495 - pyskl - INFO - Best top1_acc is 0.8294 at 24 epoch. +2025-05-26 04:37:26,497 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8294, top5_acc: 0.9765 +2025-05-26 04:38:31,615 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:20:54, time: 0.651, data_time: 0.221, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.9139, loss: 2.9139 +2025-05-26 04:39:14,714 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:20:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8858, loss: 2.8858 +2025-05-26 04:39:57,725 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:19:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.9053, loss: 2.9053 +2025-05-26 04:40:40,810 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:18:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 3.0944, loss: 3.0944 +2025-05-26 04:41:23,766 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:17:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0216, loss: 3.0216 +2025-05-26 04:42:06,546 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:16:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9992, loss: 2.9992 +2025-05-26 04:42:49,455 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:16:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.0276, loss: 3.0276 +2025-05-26 04:43:32,359 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:15:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0697, loss: 3.0697 +2025-05-26 04:44:15,306 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:14:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.9762, loss: 2.9762 +2025-05-26 04:44:58,221 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:13:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9563, loss: 2.9563 +2025-05-26 04:45:41,261 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:12:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.9100, loss: 2.9100 +2025-05-26 04:46:24,315 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:12:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-05-26 04:47:07,510 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:11:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.9494, loss: 2.9494 +2025-05-26 04:47:50,785 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:10:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8815, loss: 2.8815 +2025-05-26 04:48:33,803 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:09:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.9189, loss: 2.9189 +2025-05-26 04:49:16,643 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 3.0040, loss: 3.0040 +2025-05-26 04:49:59,559 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:08:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 3.0139, loss: 3.0139 +2025-05-26 04:50:42,552 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:07:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9619, loss: 2.9619 +2025-05-26 04:51:25,535 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:06:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 2.9572, loss: 2.9572 +2025-05-26 04:52:08,490 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:05:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1022, loss: 3.1022 +2025-05-26 04:52:51,439 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:05:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9637, loss: 2.9637 +2025-05-26 04:53:34,370 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:04:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1135, loss: 3.1135 +2025-05-26 04:54:17,195 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:03:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9419, loss: 2.9419 +2025-05-26 04:55:00,043 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:02:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0019, loss: 3.0019 +2025-05-26 04:55:42,955 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 14:01:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.9552, loss: 2.9552 +2025-05-26 04:55:46,104 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:04:10,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:04:10,526 - pyskl - INFO - +top1_acc 0.8019 +top5_acc 0.9668 +2025-05-26 05:04:10,528 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8019, top5_acc: 0.9668 +2025-05-26 05:05:15,710 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:02:40, time: 0.652, data_time: 0.221, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-05-26 05:05:58,576 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 14:01:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0265, loss: 3.0265 +2025-05-26 05:06:41,612 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 14:01:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.8468, loss: 2.8468 +2025-05-26 05:07:24,568 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 14:00:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8878, loss: 2.8878 +2025-05-26 05:08:07,463 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:59:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.0540, loss: 3.0540 +2025-05-26 05:08:50,329 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:58:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9987, loss: 2.9987 +2025-05-26 05:09:33,255 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:57:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.9865, loss: 2.9865 +2025-05-26 05:10:16,200 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:57:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8813, loss: 2.8813 +2025-05-26 05:10:59,206 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:56:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.0135, loss: 3.0135 +2025-05-26 05:11:42,108 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:55:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9698, loss: 2.9698 +2025-05-26 05:12:25,054 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:54:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 2.8904, loss: 2.8904 +2025-05-26 05:13:08,070 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:53:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.0418, loss: 3.0418 +2025-05-26 05:13:51,223 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:53:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0050, loss: 3.0050 +2025-05-26 05:14:34,364 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.0345, loss: 3.0345 +2025-05-26 05:15:17,448 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:51:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1312, loss: 3.1312 +2025-05-26 05:16:00,543 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:50:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9178, loss: 2.9178 +2025-05-26 05:16:43,586 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.0622, loss: 3.0622 +2025-05-26 05:17:26,678 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 2.9867, loss: 2.9867 +2025-05-26 05:18:09,646 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:48:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.0460, loss: 3.0460 +2025-05-26 05:18:52,623 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:47:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.9938, loss: 2.9938 +2025-05-26 05:19:35,643 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:46:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0561, loss: 3.0561 +2025-05-26 05:20:18,599 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:46:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0494, loss: 3.0494 +2025-05-26 05:21:01,742 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:45:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9733, loss: 2.9733 +2025-05-26 05:21:44,759 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:44:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.8267, loss: 2.8267 +2025-05-26 05:22:27,746 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:43:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8706, loss: 2.8706 +2025-05-26 05:22:30,931 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:23:47,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:23:48,006 - pyskl - INFO - +top1_acc 0.8315 +top5_acc 0.9756 +2025-05-26 05:23:48,063 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_24.pth was removed +2025-05-26 05:23:49,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-05-26 05:23:49,156 - pyskl - INFO - Best top1_acc is 0.8315 at 26 epoch. +2025-05-26 05:23:49,159 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.8315, top5_acc: 0.9756 +2025-05-26 05:24:53,855 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:44:27, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.8546, loss: 2.8546 +2025-05-26 05:25:36,903 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:43:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8823, loss: 2.8823 +2025-05-26 05:26:19,978 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:42:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 2.8633, loss: 2.8633 +2025-05-26 05:27:02,932 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:42:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8655, loss: 2.8655 +2025-05-26 05:27:45,948 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:41:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.9624, loss: 2.9624 +2025-05-26 05:28:28,929 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:40:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9000, loss: 2.9000 +2025-05-26 05:29:11,911 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:39:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.8624, loss: 2.8624 +2025-05-26 05:29:54,899 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:38:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.9089, loss: 2.9089 +2025-05-26 05:30:37,762 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:38:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 2.9608, loss: 2.9608 +2025-05-26 05:31:20,737 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:37:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.0350, loss: 3.0350 +2025-05-26 05:32:03,803 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:36:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8448, loss: 2.8448 +2025-05-26 05:32:46,785 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:35:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.9941, loss: 2.9941 +2025-05-26 05:33:29,958 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:35:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.0457, loss: 3.0457 +2025-05-26 05:34:12,907 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:34:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0023, loss: 3.0023 +2025-05-26 05:34:55,882 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:33:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 05:35:38,806 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:32:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.8370, loss: 2.8370 +2025-05-26 05:36:21,789 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:31:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9284, loss: 2.9284 +2025-05-26 05:37:04,717 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9745, loss: 2.9745 +2025-05-26 05:37:48,001 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8977, loss: 2.8977 +2025-05-26 05:38:30,998 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:29:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9429, loss: 2.9429 +2025-05-26 05:39:13,987 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:28:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.9426, loss: 2.9426 +2025-05-26 05:39:57,034 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:27:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0478, loss: 3.0478 +2025-05-26 05:40:40,051 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:27:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0452, loss: 3.0452 +2025-05-26 05:41:22,963 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:26:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0598, loss: 3.0598 +2025-05-26 05:42:06,004 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:25:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9948, loss: 2.9948 +2025-05-26 05:42:09,102 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:43:25,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:43:26,034 - pyskl - INFO - +top1_acc 0.8151 +top5_acc 0.9693 +2025-05-26 05:43:26,037 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8151, top5_acc: 0.9693 +2025-05-26 05:44:30,939 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:26:16, time: 0.649, data_time: 0.220, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.7624, loss: 2.7624 +2025-05-26 05:45:13,845 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:25:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9402, loss: 2.9402 +2025-05-26 05:45:56,893 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:24:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8644, loss: 2.8644 +2025-05-26 05:46:40,006 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:23:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.8634, loss: 2.8634 +2025-05-26 05:47:23,123 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:23:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9460, loss: 2.9460 +2025-05-26 05:48:06,146 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:22:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9608, loss: 2.9608 +2025-05-26 05:48:49,144 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0254, loss: 3.0254 +2025-05-26 05:49:32,196 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:20:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.9741, loss: 2.9741 +2025-05-26 05:50:15,315 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:20:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 2.8774, loss: 2.8774 +2025-05-26 05:50:58,407 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:19:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9730, loss: 2.9730 +2025-05-26 05:51:41,597 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:18:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.9171, loss: 2.9171 +2025-05-26 05:52:24,840 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:17:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9475, loss: 2.9475 +2025-05-26 05:53:07,978 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:16:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.0137, loss: 3.0137 +2025-05-26 05:53:51,110 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:16:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9465, loss: 2.9465 +2025-05-26 05:54:34,158 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:15:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.9280, loss: 2.9280 +2025-05-26 05:55:17,117 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:14:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0055, loss: 3.0055 +2025-05-26 05:56:00,049 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:13:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.8529, loss: 2.8529 +2025-05-26 05:56:43,043 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:13:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.9436, loss: 2.9436 +2025-05-26 05:57:26,083 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:12:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.7669, loss: 2.7669 +2025-05-26 05:58:09,073 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:11:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8647, loss: 2.8647 +2025-05-26 05:58:52,174 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:10:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.9610, loss: 2.9610 +2025-05-26 05:59:34,764 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:09:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9194, loss: 2.9194 +2025-05-26 06:00:17,604 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:09:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9635, loss: 2.9635 +2025-05-26 06:01:00,500 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:08:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 2.8936, loss: 2.8936 +2025-05-26 06:01:43,208 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:07:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.8730, loss: 2.8730 +2025-05-26 06:01:46,301 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:03:03,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:03:03,304 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9697 +2025-05-26 06:03:03,307 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8137, top5_acc: 0.9697 +2025-05-26 06:04:08,202 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:08:04, time: 0.649, data_time: 0.219, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9900, loss_cls: 2.8563, loss: 2.8563 +2025-05-26 06:04:51,186 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:07:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.9037, loss: 2.9037 +2025-05-26 06:05:34,241 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:06:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8875, loss: 2.8875 +2025-05-26 06:06:17,369 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:05:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.0367, loss: 3.0367 +2025-05-26 06:07:00,426 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:04:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8959, loss: 2.8959 +2025-05-26 06:07:43,405 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:04:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9387, loss: 2.9387 +2025-05-26 06:08:26,420 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7910, loss: 2.7910 +2025-05-26 06:09:09,374 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 13:02:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8212, loss: 2.8212 +2025-05-26 06:09:52,409 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 13:01:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8886, loss: 2.8886 +2025-05-26 06:10:35,475 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 13:01:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 3.0072, loss: 3.0072 +2025-05-26 06:11:18,503 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 13:00:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 06:12:01,641 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:59:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.0357, loss: 3.0357 +2025-05-26 06:12:44,709 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:58:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9378, loss: 2.9378 +2025-05-26 06:13:27,895 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:57:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8228, loss: 2.8228 +2025-05-26 06:14:10,938 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:57:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 2.9912, loss: 2.9912 +2025-05-26 06:14:53,934 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:56:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9543, loss: 2.9543 +2025-05-26 06:15:37,088 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:55:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 2.8924, loss: 2.8924 +2025-05-26 06:16:20,105 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:54:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 3.0509, loss: 3.0509 +2025-05-26 06:17:03,122 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:54:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 06:17:46,111 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:53:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8349, loss: 2.8349 +2025-05-26 06:18:29,110 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:52:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9165, loss: 2.9165 +2025-05-26 06:19:12,182 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:51:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9971, loss: 2.9971 +2025-05-26 06:19:55,191 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9432, loss: 2.9432 +2025-05-26 06:20:38,282 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:50:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7975, loss: 2.7975 +2025-05-26 06:21:21,379 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:49:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.9273, loss: 2.9273 +2025-05-26 06:21:24,430 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:22:41,620 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:22:41,687 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9737 +2025-05-26 06:22:41,742 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_26.pth was removed +2025-05-26 06:22:42,827 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-26 06:22:42,828 - pyskl - INFO - Best top1_acc is 0.8351 at 29 epoch. +2025-05-26 06:22:42,831 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8351, top5_acc: 0.9737 +2025-05-26 06:23:47,479 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:49:55, time: 0.646, data_time: 0.216, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8527, loss: 2.8527 +2025-05-26 06:24:30,245 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:49:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.9116, loss: 2.9116 +2025-05-26 06:25:13,135 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:48:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.8411, loss: 2.8411 +2025-05-26 06:25:56,069 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:47:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8644, loss: 2.8644 +2025-05-26 06:26:39,072 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:46:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0007, loss: 3.0007 +2025-05-26 06:27:22,003 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:45:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 2.9568, loss: 2.9568 +2025-05-26 06:28:04,880 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 2.9712, loss: 2.9712 +2025-05-26 06:28:47,704 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:44:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8653, loss: 2.8653 +2025-05-26 06:29:30,583 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:43:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7404, loss: 2.7404 +2025-05-26 06:30:13,424 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.9551, loss: 2.9551 +2025-05-26 06:30:56,307 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:42:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8244, loss: 2.8244 +2025-05-26 06:31:39,329 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.8239, loss: 2.8239 +2025-05-26 06:32:22,199 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:40:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9144, loss: 2.9144 +2025-05-26 06:33:05,175 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:39:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.9253, loss: 2.9253 +2025-05-26 06:33:48,138 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:38:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9063, loss: 2.9063 +2025-05-26 06:34:31,029 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8404, loss: 2.8404 +2025-05-26 06:35:13,927 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:37:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.8434, loss: 2.8434 +2025-05-26 06:35:56,868 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:36:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 06:36:39,934 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:35:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 06:37:22,721 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:35:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8072, loss: 2.8072 +2025-05-26 06:38:05,635 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:34:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.9312, loss: 2.9312 +2025-05-26 06:38:48,640 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:33:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8347, loss: 2.8347 +2025-05-26 06:39:31,531 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:32:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9613, loss: 2.9613 +2025-05-26 06:40:14,420 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:31:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.8852, loss: 2.8852 +2025-05-26 06:40:57,259 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:31:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9107, loss: 2.9107 +2025-05-26 06:41:00,294 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:50:06,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:50:06,494 - pyskl - INFO - +top1_acc 0.7992 +top5_acc 0.9664 +2025-05-26 06:50:06,497 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7992, top5_acc: 0.9664 +2025-05-26 06:51:11,135 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:31:32, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 2.7206, loss: 2.7206 +2025-05-26 06:51:54,112 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:30:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.0275, loss: 3.0275 +2025-05-26 06:52:37,188 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:29:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.8601, loss: 2.8601 +2025-05-26 06:53:20,073 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:29:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.8368, loss: 2.8368 +2025-05-26 06:54:02,988 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:28:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 2.9460, loss: 2.9460 +2025-05-26 06:54:45,906 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:27:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9919, loss_cls: 2.8305, loss: 2.8305 +2025-05-26 06:55:28,851 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:26:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8800, loss: 2.8800 +2025-05-26 06:56:11,763 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:26:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8070, loss: 2.8070 +2025-05-26 06:56:54,666 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:25:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7755, loss: 2.7755 +2025-05-26 06:57:37,599 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:24:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 2.8627, loss: 2.8627 +2025-05-26 06:58:20,495 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:23:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.9456, loss: 2.9456 +2025-05-26 06:59:03,479 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:22:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 2.8425, loss: 2.8425 +2025-05-26 06:59:46,534 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:22:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8478, loss: 2.8478 +2025-05-26 07:00:29,583 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:21:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8248, loss: 2.8248 +2025-05-26 07:01:12,749 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:20:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9649, loss: 2.9649 +2025-05-26 07:01:55,693 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:19:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.9275, loss: 2.9275 +2025-05-26 07:02:38,613 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.0654, loss: 3.0654 +2025-05-26 07:03:21,624 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:18:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.0118, loss: 3.0118 +2025-05-26 07:04:04,650 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.9600, loss: 2.9600 +2025-05-26 07:04:47,623 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:16:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9614, loss: 2.9614 +2025-05-26 07:05:30,660 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:15:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9685, loss: 2.9685 +2025-05-26 07:06:13,663 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:15:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.8848, loss: 2.8848 +2025-05-26 07:06:56,539 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:14:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9411, loss: 2.9411 +2025-05-26 07:07:39,492 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:13:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.8419, loss: 2.8419 +2025-05-26 07:08:22,542 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:12:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9738, loss_cls: 2.8814, loss: 2.8814 +2025-05-26 07:08:25,732 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:09:42,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:09:42,756 - pyskl - INFO - +top1_acc 0.8229 +top5_acc 0.9736 +2025-05-26 07:09:42,759 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8229, top5_acc: 0.9736 +2025-05-26 07:10:47,807 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:13:17, time: 0.650, data_time: 0.217, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8386, loss: 2.8386 +2025-05-26 07:11:30,996 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 2.8407, loss: 2.8407 +2025-05-26 07:12:14,025 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:11:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7475, loss: 2.7475 +2025-05-26 07:12:56,885 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:10:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.9627, loss: 2.9627 +2025-05-26 07:13:39,833 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:10:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9169, loss: 2.9169 +2025-05-26 07:14:22,707 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:09:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8263, loss: 2.8263 +2025-05-26 07:15:05,570 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:08:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8841, loss: 2.8841 +2025-05-26 07:15:48,430 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:07:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8563, loss: 2.8563 +2025-05-26 07:16:31,303 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:07:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.9458, loss: 2.9458 +2025-05-26 07:17:14,085 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:06:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.9080, loss: 2.9080 +2025-05-26 07:17:57,000 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:05:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.8342, loss: 2.8342 +2025-05-26 07:18:39,863 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8860, loss: 2.8860 +2025-05-26 07:19:22,879 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:03:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8612, loss: 2.8612 +2025-05-26 07:20:05,904 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:03:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8582, loss: 2.8582 +2025-05-26 07:20:48,910 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 12:02:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 07:21:31,766 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 12:01:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.8679, loss: 2.8679 +2025-05-26 07:22:14,746 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 12:00:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8017, loss: 2.8017 +2025-05-26 07:22:57,609 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 12:00:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0409, loss: 3.0409 +2025-05-26 07:23:40,435 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:59:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8538, loss: 2.8538 +2025-05-26 07:24:23,321 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:58:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.9588, loss: 2.9588 +2025-05-26 07:25:06,221 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:57:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 07:25:49,095 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:56:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.7675, loss: 2.7675 +2025-05-26 07:26:31,907 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:56:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8695, loss: 2.8695 +2025-05-26 07:27:14,742 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8476, loss: 2.8476 +2025-05-26 07:27:57,602 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:54:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8958, loss: 2.8958 +2025-05-26 07:28:00,715 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:29:17,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:29:17,916 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9701 +2025-05-26 07:29:17,918 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8068, top5_acc: 0.9701 +2025-05-26 07:30:22,754 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:54:55, time: 0.648, data_time: 0.220, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8091, loss: 2.8091 +2025-05-26 07:31:05,679 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:54:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7630, loss: 2.7630 +2025-05-26 07:31:48,734 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7205, loss: 2.7205 +2025-05-26 07:32:31,774 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:52:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9597, loss: 2.9597 +2025-05-26 07:33:14,707 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:51:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8309, loss: 2.8309 +2025-05-26 07:33:57,628 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:51:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.8106, loss: 2.8106 +2025-05-26 07:34:40,515 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9158, loss: 2.9158 +2025-05-26 07:35:23,467 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:49:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8497, loss: 2.8497 +2025-05-26 07:36:06,362 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:48:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8167, loss: 2.8167 +2025-05-26 07:36:49,250 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:47:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8881, loss: 2.8881 +2025-05-26 07:37:32,203 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:47:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9177, loss: 2.9177 +2025-05-26 07:38:15,145 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:46:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6963, loss: 2.6963 +2025-05-26 07:38:58,065 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:45:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.7125, loss: 2.7125 +2025-05-26 07:39:40,978 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:44:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9329, loss: 2.9329 +2025-05-26 07:40:23,954 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8031, loss: 2.8031 +2025-05-26 07:41:06,966 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:43:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 2.9748, loss: 2.9748 +2025-05-26 07:41:49,922 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:42:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8493, loss: 2.8493 +2025-05-26 07:42:32,877 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:41:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.8912, loss: 2.8912 +2025-05-26 07:43:15,796 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:40:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 07:43:58,682 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:40:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 2.9624, loss: 2.9624 +2025-05-26 07:44:41,595 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:39:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9046, loss: 2.9046 +2025-05-26 07:45:24,458 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:38:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8636, loss: 2.8636 +2025-05-26 07:46:07,362 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:37:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8402, loss: 2.8402 +2025-05-26 07:46:50,318 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:37:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.8729, loss: 2.8729 +2025-05-26 07:47:33,334 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9258, loss: 2.9258 +2025-05-26 07:47:36,484 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:48:53,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:48:53,463 - pyskl - INFO - +top1_acc 0.8279 +top5_acc 0.9724 +2025-05-26 07:48:53,466 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8279, top5_acc: 0.9724 +2025-05-26 07:49:58,333 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:36:37, time: 0.649, data_time: 0.221, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7948, loss: 2.7948 +2025-05-26 07:50:41,359 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:35:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.8579, loss: 2.8579 +2025-05-26 07:51:24,338 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:35:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 07:52:07,443 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:34:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.7372, loss: 2.7372 +2025-05-26 07:52:50,391 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:33:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7194, loss: 2.7194 +2025-05-26 07:53:33,365 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.8757, loss: 2.8757 +2025-05-26 07:54:16,259 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:31:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.8397, loss: 2.8397 +2025-05-26 07:54:59,289 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:31:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7677, loss: 2.7677 +2025-05-26 07:55:42,214 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:30:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9070, loss: 2.9070 +2025-05-26 07:56:25,123 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:29:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 2.8494, loss: 2.8494 +2025-05-26 07:57:08,009 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:28:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 2.8243, loss: 2.8243 +2025-05-26 07:57:50,995 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:28:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.8627, loss: 2.8627 +2025-05-26 07:58:34,018 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:27:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8473, loss: 2.8473 +2025-05-26 07:59:17,209 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:26:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7992, loss: 2.7992 +2025-05-26 08:00:00,270 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:25:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8584, loss: 2.8584 +2025-05-26 08:00:43,256 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:25:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8196, loss: 2.8196 +2025-05-26 08:01:26,229 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:24:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9160, loss: 2.9160 +2025-05-26 08:02:09,207 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:23:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8715, loss: 2.8715 +2025-05-26 08:02:52,134 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:22:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.8365, loss: 2.8365 +2025-05-26 08:03:34,961 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:21:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 08:04:17,858 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:21:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8753, loss: 2.8753 +2025-05-26 08:05:00,729 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:20:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.9723, loss: 2.9723 +2025-05-26 08:05:43,694 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:19:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8703, loss: 2.8703 +2025-05-26 08:06:26,647 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7853, loss: 2.7853 +2025-05-26 08:07:09,526 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:18:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.8028, loss: 2.8028 +2025-05-26 08:07:12,601 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:08:29,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:08:29,774 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9672 +2025-05-26 08:08:29,776 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8149, top5_acc: 0.9672 +2025-05-26 08:09:35,163 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:18:22, time: 0.654, data_time: 0.226, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7536, loss: 2.7536 +2025-05-26 08:10:18,086 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:17:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8345, loss: 2.8345 +2025-05-26 08:11:01,128 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:16:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8690, loss: 2.8690 +2025-05-26 08:11:44,084 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:16:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8196, loss: 2.8196 +2025-05-26 08:12:26,929 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8238, loss: 2.8238 +2025-05-26 08:13:09,833 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:14:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.8649, loss: 2.8649 +2025-05-26 08:13:52,612 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:13:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 08:14:35,470 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:12:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7676, loss: 2.7676 +2025-05-26 08:15:18,410 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:12:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.8675, loss: 2.8675 +2025-05-26 08:16:01,300 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:11:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8526, loss: 2.8526 +2025-05-26 08:16:44,211 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:10:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9065, loss: 2.9065 +2025-05-26 08:17:27,081 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:09:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8187, loss: 2.8187 +2025-05-26 08:18:09,990 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:09:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 08:18:52,961 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:08:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9413, loss: 2.9413 +2025-05-26 08:19:35,854 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:07:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8095, loss: 2.8095 +2025-05-26 08:20:18,791 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:06:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9988, loss: 2.9988 +2025-05-26 08:21:01,676 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7730, loss: 2.7730 +2025-05-26 08:21:44,679 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:05:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7833, loss: 2.7833 +2025-05-26 08:22:27,661 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:04:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8728, loss: 2.8728 +2025-05-26 08:23:10,518 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:03:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8296, loss: 2.8296 +2025-05-26 08:23:53,394 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 11:02:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8687, loss: 2.8687 +2025-05-26 08:24:36,225 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 11:02:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8425, loss: 2.8425 +2025-05-26 08:25:19,014 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 11:01:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.7566, loss: 2.7566 +2025-05-26 08:26:01,935 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 11:00:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7808, loss: 2.7808 +2025-05-26 08:26:44,794 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:59:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 2.8683, loss: 2.8683 +2025-05-26 08:26:47,917 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:35:22,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:35:22,749 - pyskl - INFO - +top1_acc 0.8204 +top5_acc 0.9743 +2025-05-26 08:35:22,752 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8204, top5_acc: 0.9743 +2025-05-26 08:36:27,434 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 11:00:00, time: 0.647, data_time: 0.218, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6963, loss: 2.6963 +2025-05-26 08:37:10,464 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:59:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 08:37:53,590 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:58:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 2.7591, loss: 2.7591 +2025-05-26 08:38:36,612 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:57:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.8426, loss: 2.8426 +2025-05-26 08:39:19,685 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:56:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.9495, loss: 2.9495 +2025-05-26 08:40:02,622 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:56:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7978, loss: 2.7978 +2025-05-26 08:40:45,633 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:55:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.7448, loss: 2.7448 +2025-05-26 08:41:28,655 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:54:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9888, loss_cls: 2.7994, loss: 2.7994 +2025-05-26 08:42:11,568 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:53:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9527, loss: 2.9527 +2025-05-26 08:42:54,470 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:53:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.8278, loss: 2.8278 +2025-05-26 08:43:37,519 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:52:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7458, loss: 2.7458 +2025-05-26 08:44:20,446 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7613, loss: 2.7613 +2025-05-26 08:45:03,331 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:50:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7894, loss: 2.7894 +2025-05-26 08:45:46,410 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:50:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7962, loss: 2.7962 +2025-05-26 08:46:29,375 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:49:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.7764, loss: 2.7764 +2025-05-26 08:47:12,327 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:48:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8621, loss: 2.8621 +2025-05-26 08:47:55,206 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:47:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7580, loss: 2.7580 +2025-05-26 08:48:38,132 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:46:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.7871, loss: 2.7871 +2025-05-26 08:49:21,023 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:46:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.8688, loss: 2.8688 +2025-05-26 08:50:03,921 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:45:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8053, loss: 2.8053 +2025-05-26 08:50:46,877 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:44:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8814, loss: 2.8814 +2025-05-26 08:51:29,886 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.8042, loss: 2.8042 +2025-05-26 08:52:12,857 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:43:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.7545, loss: 2.7545 +2025-05-26 08:52:55,819 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:42:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8828, loss: 2.8828 +2025-05-26 08:53:38,772 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:41:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7959, loss: 2.7959 +2025-05-26 08:53:41,877 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 08:54:58,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:54:58,679 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9693 +2025-05-26 08:54:58,682 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8217, top5_acc: 0.9693 +2025-05-26 08:56:03,055 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:41:43, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.7135, loss: 2.7135 +2025-05-26 08:56:46,027 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:40:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.7751, loss: 2.7751 +2025-05-26 08:57:29,141 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:40:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7847, loss: 2.7847 +2025-05-26 08:58:12,182 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:39:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7195, loss: 2.7195 +2025-05-26 08:58:55,222 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:38:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.8358, loss: 2.8358 +2025-05-26 08:59:38,259 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:37:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7081, loss: 2.7081 +2025-05-26 09:00:21,363 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:37:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.8609, loss: 2.8609 +2025-05-26 09:01:04,443 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:36:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.7864, loss: 2.7864 +2025-05-26 09:01:47,406 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8197, loss: 2.8197 +2025-05-26 09:02:30,515 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:34:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7480, loss: 2.7480 +2025-05-26 09:03:13,552 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:34:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6371, loss: 2.6371 +2025-05-26 09:03:56,567 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7601, loss: 2.7601 +2025-05-26 09:04:39,647 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:32:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8331, loss: 2.8331 +2025-05-26 09:05:22,817 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:31:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6945, loss: 2.6945 +2025-05-26 09:06:05,793 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:31:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.8560, loss: 2.8560 +2025-05-26 09:06:48,583 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:30:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.8899, loss: 2.8899 +2025-05-26 09:07:31,519 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:29:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8788, loss: 2.8788 +2025-05-26 09:08:14,586 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:28:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8535, loss: 2.8535 +2025-05-26 09:08:57,632 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:27:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9428, loss: 2.9428 +2025-05-26 09:09:40,591 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:27:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.7074, loss: 2.7074 +2025-05-26 09:10:23,718 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:26:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7932, loss: 2.7932 +2025-05-26 09:11:06,710 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:25:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 2.9122, loss: 2.9122 +2025-05-26 09:11:49,657 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:24:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.7731, loss: 2.7731 +2025-05-26 09:12:32,702 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:24:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7874, loss: 2.7874 +2025-05-26 09:13:15,871 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:23:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8239, loss: 2.8239 +2025-05-26 09:13:19,068 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:14:35,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:14:35,565 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9725 +2025-05-26 09:14:35,567 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8112, top5_acc: 0.9725 +2025-05-26 09:15:40,695 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:23:33, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.7683, loss: 2.7683 +2025-05-26 09:16:23,932 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:22:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7652, loss: 2.7652 +2025-05-26 09:17:07,002 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:22:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 09:17:49,980 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:21:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8138, loss: 2.8138 +2025-05-26 09:18:33,007 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:20:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9912, loss_cls: 2.7600, loss: 2.7600 +2025-05-26 09:19:16,096 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:19:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.7737, loss: 2.7737 +2025-05-26 09:19:59,209 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:18:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.7052, loss: 2.7052 +2025-05-26 09:20:42,208 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:18:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8560, loss: 2.8560 +2025-05-26 09:21:25,155 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:17:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6995, loss: 2.6995 +2025-05-26 09:22:08,063 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:16:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.8230, loss: 2.8230 +2025-05-26 09:22:51,013 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:15:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7913, loss: 2.7913 +2025-05-26 09:23:33,950 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:15:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.7164, loss: 2.7164 +2025-05-26 09:24:16,831 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:14:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.7254, loss: 2.7254 +2025-05-26 09:24:59,771 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:13:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7506, loss: 2.7506 +2025-05-26 09:25:42,805 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:12:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7232, loss: 2.7232 +2025-05-26 09:26:25,606 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:12:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7589, loss: 2.7589 +2025-05-26 09:27:08,489 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:11:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8470, loss: 2.8470 +2025-05-26 09:27:51,442 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:10:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 09:28:34,321 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:09:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.8790, loss: 2.8790 +2025-05-26 09:29:17,214 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:08:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.7447, loss: 2.7447 +2025-05-26 09:30:00,112 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:08:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.7875, loss: 2.7875 +2025-05-26 09:30:42,990 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:07:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.8852, loss: 2.8852 +2025-05-26 09:31:25,867 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:06:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.8128, loss: 2.8128 +2025-05-26 09:32:08,789 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:05:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.8653, loss: 2.8653 +2025-05-26 09:32:51,670 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:05:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9303, loss: 2.9303 +2025-05-26 09:32:54,826 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:34:11,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:34:11,541 - pyskl - INFO - +top1_acc 0.8218 +top5_acc 0.9722 +2025-05-26 09:34:11,544 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8218, top5_acc: 0.9722 +2025-05-26 09:35:16,322 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:05:16, time: 0.648, data_time: 0.218, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8268, loss: 2.8268 +2025-05-26 09:35:59,343 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:04:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.6331, loss: 2.6331 +2025-05-26 09:36:42,431 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:03:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7053, loss: 2.7053 +2025-05-26 09:37:25,554 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 10:02:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7542, loss: 2.7542 +2025-05-26 09:38:08,653 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 10:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.8094, loss: 2.8094 +2025-05-26 09:38:51,613 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 10:01:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7074, loss: 2.7074 +2025-05-26 09:39:34,689 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 10:00:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.7086, loss: 2.7086 +2025-05-26 09:40:17,590 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:59:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7440, loss: 2.7440 +2025-05-26 09:41:00,332 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:59:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7872, loss: 2.7872 +2025-05-26 09:41:43,214 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:58:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8461, loss: 2.8461 +2025-05-26 09:42:26,072 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:57:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8439, loss: 2.8439 +2025-05-26 09:43:08,895 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:56:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7771, loss: 2.7771 +2025-05-26 09:43:51,885 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:56:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.7469, loss: 2.7469 +2025-05-26 09:44:35,186 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:55:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.7528, loss: 2.7528 +2025-05-26 09:45:18,270 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:54:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7117, loss: 2.7117 +2025-05-26 09:46:01,255 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:53:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8511, loss: 2.8511 +2025-05-26 09:46:44,201 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:53:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.8432, loss: 2.8432 +2025-05-26 09:47:27,158 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:52:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8463, loss: 2.8463 +2025-05-26 09:48:10,074 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:51:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.8505, loss: 2.8505 +2025-05-26 09:48:52,988 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:50:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7847, loss: 2.7847 +2025-05-26 09:49:35,991 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:49:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7329, loss: 2.7329 +2025-05-26 09:50:18,941 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:49:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7465, loss: 2.7465 +2025-05-26 09:51:01,907 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.7720, loss: 2.7720 +2025-05-26 09:51:44,955 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:47:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.8315, loss: 2.8315 +2025-05-26 09:52:28,035 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:46:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8220, loss: 2.8220 +2025-05-26 09:52:31,194 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 09:53:47,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:53:47,755 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9752 +2025-05-26 09:53:47,758 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8334, top5_acc: 0.9752 +2025-05-26 09:54:52,377 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:47:00, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.7092, loss: 2.7092 +2025-05-26 09:55:35,279 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:46:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.6484, loss: 2.6484 +2025-05-26 09:56:18,240 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:45:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7547, loss: 2.7547 +2025-05-26 09:57:01,313 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:44:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8196, loss: 2.8196 +2025-05-26 09:57:44,175 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:43:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7861, loss: 2.7861 +2025-05-26 09:58:27,067 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:43:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.6792, loss: 2.6792 +2025-05-26 09:59:10,043 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:42:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8026, loss: 2.8026 +2025-05-26 09:59:52,933 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:41:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8257, loss: 2.8257 +2025-05-26 10:00:35,934 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:40:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8253, loss: 2.8253 +2025-05-26 10:01:18,838 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.6935, loss: 2.6935 +2025-05-26 10:02:01,738 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:39:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.7006, loss: 2.7006 +2025-05-26 10:02:44,604 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:38:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6346, loss: 2.6346 +2025-05-26 10:03:27,386 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:37:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.7262, loss: 2.7262 +2025-05-26 10:04:10,469 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.8702, loss: 2.8702 +2025-05-26 10:04:53,507 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.7592, loss: 2.7592 +2025-05-26 10:05:36,443 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:35:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 2.8932, loss: 2.8932 +2025-05-26 10:06:19,278 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:34:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.6895, loss: 2.6895 +2025-05-26 10:07:02,058 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:33:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 10:07:44,826 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:33:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.8801, loss: 2.8801 +2025-05-26 10:08:27,659 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:32:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.7769, loss: 2.7769 +2025-05-26 10:09:10,617 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:31:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 2.8608, loss: 2.8608 +2025-05-26 10:09:53,617 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:30:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8091, loss: 2.8091 +2025-05-26 10:10:36,462 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:30:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.6619, loss: 2.6619 +2025-05-26 10:11:19,323 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:29:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9011, loss: 2.9011 +2025-05-26 10:12:02,258 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:28:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.8299, loss: 2.8299 +2025-05-26 10:12:05,366 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:21:18,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:21:18,078 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9729 +2025-05-26 10:21:18,131 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_29.pth was removed +2025-05-26 10:21:19,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2025-05-26 10:21:19,159 - pyskl - INFO - Best top1_acc is 0.8397 at 40 epoch. +2025-05-26 10:21:19,161 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8397, top5_acc: 0.9729 +2025-05-26 10:22:23,621 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:28:40, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.6863, loss: 2.6863 +2025-05-26 10:23:06,685 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:27:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.6615, loss: 2.6615 +2025-05-26 10:23:49,772 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:27:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.7384, loss: 2.7384 +2025-05-26 10:24:32,771 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:26:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.7057, loss: 2.7057 +2025-05-26 10:25:15,675 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:25:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.7590, loss: 2.7590 +2025-05-26 10:25:58,626 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:24:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.6525, loss: 2.6525 +2025-05-26 10:26:41,606 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:24:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.8436, loss: 2.8436 +2025-05-26 10:27:24,601 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:23:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.7541, loss: 2.7541 +2025-05-26 10:28:07,586 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:22:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.8688, loss: 2.8688 +2025-05-26 10:28:50,536 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:21:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.7318, loss: 2.7318 +2025-05-26 10:29:33,565 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:21:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.7187, loss: 2.7187 +2025-05-26 10:30:16,536 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:20:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6606, loss: 2.6606 +2025-05-26 10:30:59,495 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6727, loss: 2.6727 +2025-05-26 10:31:42,442 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:18:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8164, loss: 2.8164 +2025-05-26 10:32:25,464 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:17:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.8085, loss: 2.8085 +2025-05-26 10:33:08,673 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:17:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6803, loss: 2.6803 +2025-05-26 10:33:51,856 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:16:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.7393, loss: 2.7393 +2025-05-26 10:34:34,978 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:15:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7343, loss: 2.7343 +2025-05-26 10:35:18,039 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:14:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7944, loss: 2.7944 +2025-05-26 10:36:01,068 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:14:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7815, loss: 2.7815 +2025-05-26 10:36:44,192 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:13:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7539, loss: 2.7539 +2025-05-26 10:37:27,280 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:12:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7670, loss: 2.7670 +2025-05-26 10:38:10,379 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:11:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.8701, loss: 2.8701 +2025-05-26 10:38:53,417 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:11:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.7779, loss: 2.7779 +2025-05-26 10:39:36,531 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:10:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 10:39:39,655 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:40:56,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:40:56,592 - pyskl - INFO - +top1_acc 0.8124 +top5_acc 0.9652 +2025-05-26 10:40:56,595 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8124, top5_acc: 0.9652 +2025-05-26 10:42:01,482 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:10:28, time: 0.649, data_time: 0.219, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.6205, loss: 2.6205 +2025-05-26 10:42:44,716 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:09:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.6565, loss: 2.6565 +2025-05-26 10:43:27,776 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:08:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7670, loss: 2.7670 +2025-05-26 10:44:10,951 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:08:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 10:44:54,043 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:07:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7410, loss: 2.7410 +2025-05-26 10:45:37,187 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:06:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7002, loss: 2.7002 +2025-05-26 10:46:20,118 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:05:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.5594, loss: 2.5594 +2025-05-26 10:47:03,094 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:05:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.7413, loss: 2.7413 +2025-05-26 10:47:46,085 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:04:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8814, loss: 2.8814 +2025-05-26 10:48:29,005 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:03:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.7192, loss: 2.7192 +2025-05-26 10:49:11,909 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 9:02:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7035, loss: 2.7035 +2025-05-26 10:49:54,827 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 9:02:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.8283, loss: 2.8283 +2025-05-26 10:50:37,791 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 9:01:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7452, loss: 2.7452 +2025-05-26 10:51:20,924 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 9:00:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6649, loss: 2.6649 +2025-05-26 10:52:03,994 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8156, loss: 2.8156 +2025-05-26 10:52:47,002 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:59:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8049, loss: 2.8049 +2025-05-26 10:53:29,987 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6691, loss: 2.6691 +2025-05-26 10:54:12,901 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:57:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 2.7528, loss: 2.7528 +2025-05-26 10:54:55,912 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:56:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8470, loss: 2.8470 +2025-05-26 10:55:38,738 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:56:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8386, loss: 2.8386 +2025-05-26 10:56:21,672 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:55:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9888, loss_cls: 2.8258, loss: 2.8258 +2025-05-26 10:57:04,654 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:54:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.7732, loss: 2.7732 +2025-05-26 10:57:47,562 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:53:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8618, loss: 2.8618 +2025-05-26 10:58:30,245 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:52:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8314, loss: 2.8314 +2025-05-26 10:59:13,324 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:52:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.9163, loss: 2.9163 +2025-05-26 10:59:16,402 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 11:00:32,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:00:32,913 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9694 +2025-05-26 11:00:32,915 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8285, top5_acc: 0.9694 +2025-05-26 11:01:37,488 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:52:13, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 11:02:20,470 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:51:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6312, loss: 2.6312 +2025-05-26 11:03:03,447 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:50:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9900, loss_cls: 2.7657, loss: 2.7657 +2025-05-26 11:03:46,453 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:49:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8299, loss: 2.8299 +2025-05-26 11:04:29,485 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:49:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7471, loss: 2.7471 +2025-05-26 11:05:12,518 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:48:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7255, loss: 2.7255 +2025-05-26 11:05:55,297 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:47:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7589, loss: 2.7589 +2025-05-26 11:06:38,099 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:46:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.7333, loss: 2.7333 +2025-05-26 11:07:21,122 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:46:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7498, loss: 2.7498 +2025-05-26 11:08:04,031 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:45:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8120, loss: 2.8120 +2025-05-26 11:08:46,980 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7860, loss: 2.7860 +2025-05-26 11:09:29,858 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:43:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7578, loss: 2.7578 +2025-05-26 11:10:12,774 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:43:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6676, loss: 2.6676 +2025-05-26 11:10:55,747 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:42:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.6760, loss: 2.6760 +2025-05-26 11:11:38,791 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8078, loss: 2.8078 +2025-05-26 11:12:21,876 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:40:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.7919, loss: 2.7919 +2025-05-26 11:13:04,930 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:40:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6597, loss: 2.6597 +2025-05-26 11:13:47,996 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:39:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6850, loss: 2.6850 +2025-05-26 11:14:30,988 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:38:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 2.7871, loss: 2.7871 +2025-05-26 11:15:13,898 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:37:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7225, loss: 2.7225 +2025-05-26 11:15:56,871 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:37:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.6578, loss: 2.6578 +2025-05-26 11:16:39,886 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:36:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7923, loss: 2.7923 +2025-05-26 11:17:22,867 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:35:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7284, loss: 2.7284 +2025-05-26 11:18:06,004 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:34:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7710, loss: 2.7710 +2025-05-26 11:18:49,087 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:33:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.7228, loss: 2.7228 +2025-05-26 11:18:52,213 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:20:08,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:20:08,961 - pyskl - INFO - +top1_acc 0.8418 +top5_acc 0.9790 +2025-05-26 11:20:09,019 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_40.pth was removed +2025-05-26 11:20:10,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-05-26 11:20:10,085 - pyskl - INFO - Best top1_acc is 0.8418 at 43 epoch. +2025-05-26 11:20:10,088 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8418, top5_acc: 0.9790 +2025-05-26 11:21:14,499 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:33:57, time: 0.644, data_time: 0.217, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6429, loss: 2.6429 +2025-05-26 11:21:57,227 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:33:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.7139, loss: 2.7139 +2025-05-26 11:22:40,161 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:32:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7217, loss: 2.7217 +2025-05-26 11:23:23,207 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:31:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.7196, loss: 2.7196 +2025-05-26 11:24:06,171 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:30:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.6301, loss: 2.6301 +2025-05-26 11:24:49,091 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:30:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.6988, loss: 2.6988 +2025-05-26 11:25:32,065 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:29:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.7763, loss: 2.7763 +2025-05-26 11:26:14,986 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:28:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5990, loss: 2.5990 +2025-05-26 11:26:57,905 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:27:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8445, loss: 2.8445 +2025-05-26 11:27:40,893 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:27:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.7063, loss: 2.7063 +2025-05-26 11:28:23,713 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:26:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7129, loss: 2.7129 +2025-05-26 11:29:06,539 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:25:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 2.6965, loss: 2.6965 +2025-05-26 11:29:49,407 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:24:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.6887, loss: 2.6887 +2025-05-26 11:30:32,451 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.7435, loss: 2.7435 +2025-05-26 11:31:15,439 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:23:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7236, loss: 2.7236 +2025-05-26 11:31:58,622 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:22:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.8365, loss: 2.8365 +2025-05-26 11:32:41,739 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:21:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6916, loss: 2.6916 +2025-05-26 11:33:24,711 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7322, loss: 2.7322 +2025-05-26 11:34:07,662 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:20:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.6900, loss: 2.6900 +2025-05-26 11:34:50,597 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:19:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.7304, loss: 2.7304 +2025-05-26 11:35:33,557 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.6883, loss: 2.6883 +2025-05-26 11:36:16,540 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:17:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6795, loss: 2.6795 +2025-05-26 11:36:59,499 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:17:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6119, loss: 2.6119 +2025-05-26 11:37:42,447 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:16:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 11:38:25,485 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:15:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.7699, loss: 2.7699 +2025-05-26 11:38:28,578 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:39:45,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:39:45,135 - pyskl - INFO - +top1_acc 0.8033 +top5_acc 0.9722 +2025-05-26 11:39:45,137 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8033, top5_acc: 0.9722 +2025-05-26 11:40:49,713 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:15:39, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6681, loss: 2.6681 +2025-05-26 11:41:32,590 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:14:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6224, loss: 2.6224 +2025-05-26 11:42:15,535 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:14:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.6000, loss: 2.6000 +2025-05-26 11:42:58,462 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:13:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7053, loss: 2.7053 +2025-05-26 11:43:41,407 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:12:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7203, loss: 2.7203 +2025-05-26 11:44:24,350 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:11:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6515, loss: 2.6515 +2025-05-26 11:45:07,288 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:11:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7275, loss: 2.7275 +2025-05-26 11:45:50,170 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:10:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6953, loss: 2.6953 +2025-05-26 11:46:33,044 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:09:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6577, loss: 2.6577 +2025-05-26 11:47:15,963 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:08:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7504, loss: 2.7504 +2025-05-26 11:47:58,781 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7499, loss: 2.7499 +2025-05-26 11:48:41,625 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:07:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.6088, loss: 2.6088 +2025-05-26 11:49:24,451 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:06:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.7299, loss: 2.7299 +2025-05-26 11:50:07,259 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:05:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.7887, loss: 2.7887 +2025-05-26 11:50:50,135 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:04:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7651, loss: 2.7651 +2025-05-26 11:51:33,077 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:04:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.6993, loss: 2.6993 +2025-05-26 11:52:16,020 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:03:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6993, loss: 2.6993 +2025-05-26 11:52:58,859 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 8:02:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7311, loss: 2.7311 +2025-05-26 11:53:41,731 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 8:01:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8690, loss: 2.8690 +2025-05-26 11:54:24,608 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 8:01:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7485, loss: 2.7485 +2025-05-26 11:55:07,440 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 8:00:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7467, loss: 2.7467 +2025-05-26 11:55:50,279 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:59:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.5876, loss: 2.5876 +2025-05-26 11:56:33,416 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:58:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6587, loss: 2.6587 +2025-05-26 11:57:16,504 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:58:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 11:57:59,538 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:57:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5938, loss: 2.5938 +2025-05-26 11:58:02,666 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:06:50,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:06:50,172 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9761 +2025-05-26 12:06:50,175 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8374, top5_acc: 0.9761 +2025-05-26 12:07:55,744 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:57:22, time: 0.656, data_time: 0.228, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7302, loss: 2.7302 +2025-05-26 12:08:38,756 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:56:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6529, loss: 2.6529 +2025-05-26 12:09:21,903 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.7027, loss: 2.7027 +2025-05-26 12:10:04,813 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:55:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6351, loss: 2.6351 +2025-05-26 12:10:47,661 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:54:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6493, loss: 2.6493 +2025-05-26 12:11:30,611 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:53:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 12:12:13,548 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:52:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7951, loss: 2.7951 +2025-05-26 12:12:56,473 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:52:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6624, loss: 2.6624 +2025-05-26 12:13:39,411 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:51:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.6515, loss: 2.6515 +2025-05-26 12:14:22,313 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:50:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7647, loss: 2.7647 +2025-05-26 12:15:05,218 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:49:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7175, loss: 2.7175 +2025-05-26 12:15:48,093 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:49:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7606, loss: 2.7606 +2025-05-26 12:16:30,894 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:48:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.6835, loss: 2.6835 +2025-05-26 12:17:13,766 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:47:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6645, loss: 2.6645 +2025-05-26 12:17:56,819 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:46:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 2.7644, loss: 2.7644 +2025-05-26 12:18:39,833 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:45:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.5807, loss: 2.5807 +2025-05-26 12:19:22,714 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6577, loss: 2.6577 +2025-05-26 12:20:05,638 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:44:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7446, loss: 2.7446 +2025-05-26 12:20:48,557 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:43:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8282, loss: 2.8282 +2025-05-26 12:21:31,486 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:42:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7302, loss: 2.7302 +2025-05-26 12:22:14,565 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:42:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6063, loss: 2.6063 +2025-05-26 12:22:57,618 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:41:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7413, loss: 2.7413 +2025-05-26 12:23:40,725 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:40:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.7458, loss: 2.7458 +2025-05-26 12:24:23,617 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:39:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.6423, loss: 2.6423 +2025-05-26 12:25:06,546 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:39:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7334, loss: 2.7334 +2025-05-26 12:25:09,731 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:26:25,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:26:26,035 - pyskl - INFO - +top1_acc 0.8507 +top5_acc 0.9798 +2025-05-26 12:26:26,088 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_43.pth was removed +2025-05-26 12:26:27,103 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-26 12:26:27,105 - pyskl - INFO - Best top1_acc is 0.8507 at 46 epoch. +2025-05-26 12:26:27,107 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8507, top5_acc: 0.9798 +2025-05-26 12:27:31,138 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:39:03, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.5678, loss: 2.5678 +2025-05-26 12:28:14,222 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:38:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.6159, loss: 2.6159 +2025-05-26 12:28:57,142 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:37:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.7486, loss: 2.7486 +2025-05-26 12:29:40,107 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:36:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.6677, loss: 2.6677 +2025-05-26 12:30:22,969 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:36:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6879, loss: 2.6879 +2025-05-26 12:31:05,933 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:35:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.6949, loss: 2.6949 +2025-05-26 12:31:48,814 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:34:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6282, loss: 2.6282 +2025-05-26 12:32:31,694 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:33:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.6241, loss: 2.6241 +2025-05-26 12:33:14,630 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:32:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.6735, loss: 2.6735 +2025-05-26 12:33:57,575 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:32:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7332, loss: 2.7332 +2025-05-26 12:34:40,591 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:31:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7136, loss: 2.7136 +2025-05-26 12:35:23,560 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:30:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6334, loss: 2.6334 +2025-05-26 12:36:06,530 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6353, loss: 2.6353 +2025-05-26 12:36:49,200 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:29:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.6340, loss: 2.6340 +2025-05-26 12:37:32,122 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:28:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6910, loss: 2.6910 +2025-05-26 12:38:14,983 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:27:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7044, loss: 2.7044 +2025-05-26 12:38:57,989 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:26:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5779, loss: 2.5779 +2025-05-26 12:39:41,016 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:26:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6226, loss: 2.6226 +2025-05-26 12:40:24,000 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:25:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9944, loss_cls: 2.6703, loss: 2.6703 +2025-05-26 12:41:06,987 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.7677, loss: 2.7677 +2025-05-26 12:41:49,994 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:23:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.7258, loss: 2.7258 +2025-05-26 12:42:32,642 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:23:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.7397, loss: 2.7397 +2025-05-26 12:43:15,603 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:22:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6847, loss: 2.6847 +2025-05-26 12:43:58,486 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:21:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 12:44:41,357 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:20:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.8273, loss: 2.8273 +2025-05-26 12:44:44,440 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:46:00,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:46:01,012 - pyskl - INFO - +top1_acc 0.8369 +top5_acc 0.9744 +2025-05-26 12:46:01,014 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8369, top5_acc: 0.9744 +2025-05-26 12:47:06,007 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:20:45, time: 0.650, data_time: 0.217, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6852, loss: 2.6852 +2025-05-26 12:47:49,135 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:20:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7058, loss: 2.7058 +2025-05-26 12:48:32,207 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:19:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.6933, loss: 2.6933 +2025-05-26 12:49:15,214 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5316, loss: 2.5316 +2025-05-26 12:49:58,287 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:17:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.5468, loss: 2.5468 +2025-05-26 12:50:41,319 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:16:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.5486, loss: 2.5486 +2025-05-26 12:51:24,319 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:16:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7287, loss: 2.7287 +2025-05-26 12:52:07,371 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:15:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.5765, loss: 2.5765 +2025-05-26 12:52:50,347 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:14:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6937, loss: 2.6937 +2025-05-26 12:53:33,300 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:13:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.7624, loss: 2.7624 +2025-05-26 12:54:16,350 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:13:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6895, loss: 2.6895 +2025-05-26 12:54:59,362 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:12:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.6444, loss: 2.6444 +2025-05-26 12:55:42,365 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:11:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6776, loss: 2.6776 +2025-05-26 12:56:25,439 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:10:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6157, loss: 2.6157 +2025-05-26 12:57:08,540 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:10:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7279, loss: 2.7279 +2025-05-26 12:57:51,553 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:09:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6025, loss: 2.6025 +2025-05-26 12:58:34,579 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:08:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6759, loss: 2.6759 +2025-05-26 12:59:17,596 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:07:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6934, loss: 2.6934 +2025-05-26 13:00:00,421 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:07:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6501, loss: 2.6501 +2025-05-26 13:00:43,284 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:06:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.6915, loss: 2.6915 +2025-05-26 13:01:26,335 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:05:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.6600, loss: 2.6600 +2025-05-26 13:02:09,489 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:04:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.6840, loss: 2.6840 +2025-05-26 13:02:52,597 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:04:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7378, loss: 2.7378 +2025-05-26 13:03:35,603 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 7:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5838, loss: 2.5838 +2025-05-26 13:04:18,643 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 7:02:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.6737, loss: 2.6737 +2025-05-26 13:04:21,723 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:05:38,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:05:38,067 - pyskl - INFO - +top1_acc 0.8259 +top5_acc 0.9728 +2025-05-26 13:05:38,070 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8259, top5_acc: 0.9728 +2025-05-26 13:06:42,550 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 7:02:31, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6591, loss: 2.6591 +2025-05-26 13:07:25,474 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 7:01:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.6594, loss: 2.6594 +2025-05-26 13:08:08,503 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 7:01:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5925, loss: 2.5925 +2025-05-26 13:08:51,462 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 7:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 13:09:34,401 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:59:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7743, loss: 2.7743 +2025-05-26 13:10:17,498 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:58:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.6552, loss: 2.6552 +2025-05-26 13:11:00,578 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:57:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5623, loss: 2.5623 +2025-05-26 13:11:43,571 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.6009, loss: 2.6009 +2025-05-26 13:12:26,543 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:56:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6459, loss: 2.6459 +2025-05-26 13:13:09,433 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:55:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6582, loss: 2.6582 +2025-05-26 13:13:52,449 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:54:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.5909, loss: 2.5909 +2025-05-26 13:14:35,412 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:54:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 13:15:18,432 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:53:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5746, loss: 2.5746 +2025-05-26 13:16:01,433 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:52:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7170, loss: 2.7170 +2025-05-26 13:16:44,609 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:51:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8357, loss: 2.8357 +2025-05-26 13:17:27,858 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:51:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8016, loss: 2.8016 +2025-05-26 13:18:10,924 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:50:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.7158, loss: 2.7158 +2025-05-26 13:18:54,031 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6959, loss: 2.6959 +2025-05-26 13:19:37,082 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:48:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6429, loss: 2.6429 +2025-05-26 13:20:20,106 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:48:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5488, loss: 2.5488 +2025-05-26 13:21:03,231 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:47:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.7144, loss: 2.7144 +2025-05-26 13:21:46,385 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:46:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7361, loss: 2.7361 +2025-05-26 13:22:29,396 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:45:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6261, loss: 2.6261 +2025-05-26 13:23:12,403 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:45:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6827, loss: 2.6827 +2025-05-26 13:23:55,374 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:44:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5796, loss: 2.5796 +2025-05-26 13:23:58,483 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:25:14,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:25:15,034 - pyskl - INFO - +top1_acc 0.8456 +top5_acc 0.9752 +2025-05-26 13:25:15,036 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8456, top5_acc: 0.9752 +2025-05-26 13:26:19,755 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:44:18, time: 0.647, data_time: 0.218, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5529, loss: 2.5529 +2025-05-26 13:27:02,765 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:43:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5625, loss: 2.5625 +2025-05-26 13:27:45,735 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:42:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6186, loss: 2.6186 +2025-05-26 13:28:28,798 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:42:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 13:29:11,836 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:41:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.5370, loss: 2.5370 +2025-05-26 13:29:54,899 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:40:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5698, loss: 2.5698 +2025-05-26 13:30:37,887 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:39:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 13:31:20,761 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:39:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7085, loss: 2.7085 +2025-05-26 13:32:03,720 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:38:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6336, loss: 2.6336 +2025-05-26 13:32:46,576 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:37:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.7131, loss: 2.7131 +2025-05-26 13:33:29,597 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:36:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6674, loss: 2.6674 +2025-05-26 13:34:12,356 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 13:34:55,248 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:35:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7378, loss: 2.7378 +2025-05-26 13:35:38,148 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:34:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6345, loss: 2.6345 +2025-05-26 13:36:21,114 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:33:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.6165, loss: 2.6165 +2025-05-26 13:37:04,296 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:32:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 13:37:47,514 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:32:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5694, loss: 2.5694 +2025-05-26 13:38:30,633 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.7103, loss: 2.7103 +2025-05-26 13:39:13,740 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:30:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.7015, loss: 2.7015 +2025-05-26 13:39:56,795 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:29:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6221, loss: 2.6221 +2025-05-26 13:40:39,957 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:29:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.7215, loss: 2.7215 +2025-05-26 13:41:23,034 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:28:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7270, loss: 2.7270 +2025-05-26 13:42:06,013 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:27:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7582, loss: 2.7582 +2025-05-26 13:42:49,132 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:26:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.7220, loss: 2.7220 +2025-05-26 13:43:32,547 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:26:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5612, loss: 2.5612 +2025-05-26 13:43:35,647 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 13:51:59,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:51:59,934 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9746 +2025-05-26 13:51:59,937 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8439, top5_acc: 0.9746 +2025-05-26 13:53:04,021 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:26:04, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.5807, loss: 2.5807 +2025-05-26 13:53:46,957 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.5653, loss: 2.5653 +2025-05-26 13:54:30,023 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:24:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.4531, loss: 2.4531 +2025-05-26 13:55:13,245 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:23:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5300, loss: 2.5300 +2025-05-26 13:55:56,380 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:23:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5712, loss: 2.5712 +2025-05-26 13:56:39,560 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:22:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5951, loss: 2.5951 +2025-05-26 13:57:22,626 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6326, loss: 2.6326 +2025-05-26 13:58:05,590 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:20:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.5168, loss: 2.5168 +2025-05-26 13:58:48,478 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:20:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6257, loss: 2.6257 +2025-05-26 13:59:31,361 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:19:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7118, loss: 2.7118 +2025-05-26 14:00:14,375 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:18:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.6969, loss: 2.6969 +2025-05-26 14:00:57,248 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:17:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.5319, loss: 2.5319 +2025-05-26 14:01:40,179 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:17:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 14:02:23,054 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:16:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 14:03:06,007 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:15:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.6472, loss: 2.6472 +2025-05-26 14:03:48,861 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6599, loss: 2.6599 +2025-05-26 14:04:31,820 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6934, loss: 2.6934 +2025-05-26 14:05:14,869 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:13:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.7076, loss: 2.7076 +2025-05-26 14:05:57,851 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:12:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.5771, loss: 2.5771 +2025-05-26 14:06:40,785 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:11:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.6979, loss: 2.6979 +2025-05-26 14:07:23,799 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:11:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.5922, loss: 2.5922 +2025-05-26 14:08:06,776 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:10:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.7131, loss: 2.7131 +2025-05-26 14:08:49,715 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:09:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6642, loss: 2.6642 +2025-05-26 14:09:32,643 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:08:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7128, loss: 2.7128 +2025-05-26 14:10:15,602 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:07:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5474, loss: 2.5474 +2025-05-26 14:10:18,708 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:11:34,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:11:34,970 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9816 +2025-05-26 14:11:35,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_46.pth was removed +2025-05-26 14:11:36,093 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-26 14:11:36,094 - pyskl - INFO - Best top1_acc is 0.8527 at 51 epoch. +2025-05-26 14:11:36,096 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8527, top5_acc: 0.9816 +2025-05-26 14:12:40,376 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:07:47, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6576, loss: 2.6576 +2025-05-26 14:13:23,279 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:07:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5490, loss: 2.5490 +2025-05-26 14:14:06,417 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:06:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.4611, loss: 2.4611 +2025-05-26 14:14:49,443 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:05:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5516, loss: 2.5516 +2025-05-26 14:15:32,408 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:04:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.5541, loss: 2.5541 +2025-05-26 14:16:15,365 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:04:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 14:16:58,405 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 6:03:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6265, loss: 2.6265 +2025-05-26 14:17:41,330 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 6:02:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6350, loss: 2.6350 +2025-05-26 14:18:24,291 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 6:01:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.6159, loss: 2.6159 +2025-05-26 14:19:07,256 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 6:01:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5975, loss: 2.5975 +2025-05-26 14:19:50,258 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 6:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5967, loss: 2.5967 +2025-05-26 14:20:33,371 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:59:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.6418, loss: 2.6418 +2025-05-26 14:21:16,610 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:58:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5904, loss: 2.5904 +2025-05-26 14:21:59,564 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:58:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.6105, loss: 2.6105 +2025-05-26 14:22:42,426 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:57:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.5319, loss: 2.5319 +2025-05-26 14:23:25,429 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:56:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.6363, loss: 2.6363 +2025-05-26 14:24:08,478 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 14:24:51,572 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:55:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.6824, loss: 2.6824 +2025-05-26 14:25:34,566 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:54:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.5549, loss: 2.5549 +2025-05-26 14:26:17,486 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:53:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6607, loss: 2.6607 +2025-05-26 14:27:00,503 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:52:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4942, loss: 2.4942 +2025-05-26 14:27:43,454 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:51:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6693, loss: 2.6693 +2025-05-26 14:28:26,347 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.7722, loss: 2.7722 +2025-05-26 14:29:09,239 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:50:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.5570, loss: 2.5570 +2025-05-26 14:29:52,147 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:49:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.6027, loss: 2.6027 +2025-05-26 14:29:55,223 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:31:11,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:31:11,964 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9782 +2025-05-26 14:31:11,966 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8453, top5_acc: 0.9782 +2025-05-26 14:32:17,029 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:49:32, time: 0.651, data_time: 0.219, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6745, loss: 2.6745 +2025-05-26 14:33:00,187 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:48:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5057, loss: 2.5057 +2025-05-26 14:33:43,416 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:48:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.6110, loss: 2.6110 +2025-05-26 14:34:26,528 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:47:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6732, loss: 2.6732 +2025-05-26 14:35:09,489 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:46:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5289, loss: 2.5289 +2025-05-26 14:35:52,364 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.5690, loss: 2.5690 +2025-05-26 14:36:35,346 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:45:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 2.5178, loss: 2.5178 +2025-05-26 14:37:18,339 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:44:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5750, loss: 2.5750 +2025-05-26 14:38:01,267 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:43:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.5054, loss: 2.5054 +2025-05-26 14:38:44,131 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:42:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.5540, loss: 2.5540 +2025-05-26 14:39:26,992 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:42:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6401, loss: 2.6401 +2025-05-26 14:40:09,787 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:41:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6045, loss: 2.6045 +2025-05-26 14:40:52,695 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:40:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.5182, loss: 2.5182 +2025-05-26 14:41:35,603 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:39:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5860, loss: 2.5860 +2025-05-26 14:42:18,485 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.5747, loss: 2.5747 +2025-05-26 14:43:01,310 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:38:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6626, loss: 2.6626 +2025-05-26 14:43:44,321 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:37:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7222, loss: 2.7222 +2025-05-26 14:44:27,339 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:36:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5496, loss: 2.5496 +2025-05-26 14:45:10,478 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:36:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.5195, loss: 2.5195 +2025-05-26 14:45:53,497 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:35:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6199, loss: 2.6199 +2025-05-26 14:46:36,459 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:34:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6649, loss: 2.6649 +2025-05-26 14:47:19,418 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:33:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.6844, loss: 2.6844 +2025-05-26 14:48:02,326 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:32:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6792, loss: 2.6792 +2025-05-26 14:48:45,028 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:32:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6023, loss: 2.6023 +2025-05-26 14:49:27,931 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:31:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5619, loss: 2.5619 +2025-05-26 14:49:31,055 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 14:50:47,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:50:47,668 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9745 +2025-05-26 14:50:47,671 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8346, top5_acc: 0.9745 +2025-05-26 14:51:52,186 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:31:15, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5098, loss: 2.5098 +2025-05-26 14:52:35,243 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:30:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.5125, loss: 2.5125 +2025-05-26 14:53:18,446 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:29:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.5026, loss: 2.5026 +2025-05-26 14:54:01,530 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:29:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5545, loss: 2.5545 +2025-05-26 14:54:44,642 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:28:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.6218, loss: 2.6218 +2025-05-26 14:55:27,679 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:27:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.6168, loss: 2.6168 +2025-05-26 14:56:10,630 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:26:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.5308, loss: 2.5308 +2025-05-26 14:56:53,592 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:26:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6083, loss: 2.6083 +2025-05-26 14:57:36,470 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:25:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.6262, loss: 2.6262 +2025-05-26 14:58:19,430 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:24:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5170, loss: 2.5170 +2025-05-26 14:59:02,406 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:23:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.6141, loss: 2.6141 +2025-05-26 14:59:45,433 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:23:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.6662, loss: 2.6662 +2025-05-26 15:00:28,455 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:22:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6211, loss: 2.6211 +2025-05-26 15:01:11,486 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:21:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6600, loss: 2.6600 +2025-05-26 15:01:54,459 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:20:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6376, loss: 2.6376 +2025-05-26 15:02:37,413 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:20:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.5149, loss: 2.5149 +2025-05-26 15:03:20,598 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:19:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.6371, loss: 2.6371 +2025-05-26 15:04:03,570 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:18:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.6210, loss: 2.6210 +2025-05-26 15:04:46,589 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:17:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4750, loss: 2.4750 +2025-05-26 15:05:29,724 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:17:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.6143, loss: 2.6143 +2025-05-26 15:06:12,847 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:16:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6737, loss: 2.6737 +2025-05-26 15:06:55,870 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:15:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6715, loss: 2.6715 +2025-05-26 15:07:38,870 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:14:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.5880, loss: 2.5880 +2025-05-26 15:08:21,902 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.6112, loss: 2.6112 +2025-05-26 15:09:04,906 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:13:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5685, loss: 2.5685 +2025-05-26 15:09:07,958 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:10:24,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:10:24,400 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9755 +2025-05-26 15:10:24,402 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8362, top5_acc: 0.9755 +2025-05-26 15:11:28,837 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:13:01, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.5788, loss: 2.5788 +2025-05-26 15:12:11,842 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:12:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4687, loss: 2.4687 +2025-05-26 15:12:54,879 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:11:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4755, loss: 2.4755 +2025-05-26 15:13:37,756 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:10:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.5052, loss: 2.5052 +2025-05-26 15:14:20,710 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:10:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5444, loss: 2.5444 +2025-05-26 15:15:03,694 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:09:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5588, loss: 2.5588 +2025-05-26 15:15:46,495 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:08:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 15:16:29,332 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:07:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5831, loss: 2.5831 +2025-05-26 15:17:12,254 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:07:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.5901, loss: 2.5901 +2025-05-26 15:17:55,130 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:06:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5442, loss: 2.5442 +2025-05-26 15:18:38,060 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:05:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.6046, loss: 2.6046 +2025-05-26 15:19:20,983 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:04:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 2.5990, loss: 2.5990 +2025-05-26 15:20:03,865 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:03:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4620, loss: 2.4620 +2025-05-26 15:20:46,736 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 5:03:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5806, loss: 2.5806 +2025-05-26 15:21:29,639 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 5:02:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5668, loss: 2.5668 +2025-05-26 15:22:12,555 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 5:01:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.6388, loss: 2.6388 +2025-05-26 15:22:55,569 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 5:00:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6891, loss: 2.6891 +2025-05-26 15:23:38,591 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 5:00:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.6170, loss: 2.6170 +2025-05-26 15:24:21,732 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:59:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6313, loss: 2.6313 +2025-05-26 15:25:04,922 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:58:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6358, loss: 2.6358 +2025-05-26 15:25:48,029 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:57:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5847, loss: 2.5847 +2025-05-26 15:26:30,992 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 2.6880, loss: 2.6880 +2025-05-26 15:27:14,166 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:56:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6854, loss: 2.6854 +2025-05-26 15:27:57,210 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:55:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.6236, loss: 2.6236 +2025-05-26 15:28:40,243 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:55:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6203, loss: 2.6203 +2025-05-26 15:28:43,517 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:37:36,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:37:36,917 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9797 +2025-05-26 15:37:36,920 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8462, top5_acc: 0.9797 +2025-05-26 15:38:40,923 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:54:44, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5927, loss: 2.5927 +2025-05-26 15:39:23,818 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:53:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5686, loss: 2.5686 +2025-05-26 15:40:06,722 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:53:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.5462, loss: 2.5462 +2025-05-26 15:40:49,709 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:52:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.5224, loss: 2.5224 +2025-05-26 15:41:32,655 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:51:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5371, loss: 2.5371 +2025-05-26 15:42:15,631 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5588, loss: 2.5588 +2025-05-26 15:42:58,626 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:50:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6380, loss: 2.6380 +2025-05-26 15:43:41,594 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:49:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5374, loss: 2.5374 +2025-05-26 15:44:24,530 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:48:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 15:45:07,571 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:47:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6658, loss: 2.6658 +2025-05-26 15:45:50,613 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:47:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7233, loss: 2.7233 +2025-05-26 15:46:33,657 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:46:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.5613, loss: 2.5613 +2025-05-26 15:47:16,686 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:45:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5827, loss: 2.5827 +2025-05-26 15:47:59,603 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:44:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.5818, loss: 2.5818 +2025-05-26 15:48:42,606 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:44:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.5080, loss: 2.5080 +2025-05-26 15:49:25,614 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:43:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4464, loss: 2.4464 +2025-05-26 15:50:08,597 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:42:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5347, loss: 2.5347 +2025-05-26 15:50:51,659 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:41:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 2.5949, loss: 2.5949 +2025-05-26 15:51:34,797 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:41:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6822, loss: 2.6822 +2025-05-26 15:52:17,829 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5493, loss: 2.5493 +2025-05-26 15:53:00,881 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:39:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5568, loss: 2.5568 +2025-05-26 15:53:44,013 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:38:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5975, loss: 2.5975 +2025-05-26 15:54:27,104 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:38:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5987, loss: 2.5987 +2025-05-26 15:55:10,290 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:37:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.5735, loss: 2.5735 +2025-05-26 15:55:53,344 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:36:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5149, loss: 2.5149 +2025-05-26 15:55:56,410 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 15:57:12,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:57:13,052 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9737 +2025-05-26 15:57:13,105 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_51.pth was removed +2025-05-26 15:57:14,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-05-26 15:57:14,128 - pyskl - INFO - Best top1_acc is 0.8664 at 56 epoch. +2025-05-26 15:57:14,130 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8664, top5_acc: 0.9737 +2025-05-26 15:58:18,437 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:36:29, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.4183, loss: 2.4183 +2025-05-26 15:59:01,471 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:35:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5728, loss: 2.5728 +2025-05-26 15:59:44,374 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:34:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6571, loss: 2.6571 +2025-05-26 16:00:27,483 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4903, loss: 2.4903 +2025-05-26 16:01:10,590 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:33:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5599, loss: 2.5599 +2025-05-26 16:01:53,640 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:32:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5252, loss: 2.5252 +2025-05-26 16:02:36,627 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:31:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5462, loss: 2.5462 +2025-05-26 16:03:19,627 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:31:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4782, loss: 2.4782 +2025-05-26 16:04:02,694 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:30:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3766, loss: 2.3766 +2025-05-26 16:04:45,723 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:29:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4798, loss: 2.4798 +2025-05-26 16:05:28,677 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:28:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6484, loss: 2.6484 +2025-05-26 16:06:11,679 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:28:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5845, loss: 2.5845 +2025-05-26 16:06:54,736 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:27:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.6148, loss: 2.6148 +2025-05-26 16:07:37,874 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:26:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.6505, loss: 2.6505 +2025-05-26 16:08:20,864 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:26:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6109, loss: 2.6109 +2025-05-26 16:09:03,867 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:25:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5103, loss: 2.5103 +2025-05-26 16:09:46,974 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:24:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5648, loss: 2.5648 +2025-05-26 16:10:30,173 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:23:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5703, loss: 2.5703 +2025-05-26 16:11:13,465 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:23:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.6021, loss: 2.6021 +2025-05-26 16:11:56,553 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:22:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.3964, loss: 2.3964 +2025-05-26 16:12:39,455 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:21:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4134, loss: 2.4134 +2025-05-26 16:13:22,491 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:20:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5000, loss: 2.5000 +2025-05-26 16:14:05,624 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:20:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5563, loss: 2.5563 +2025-05-26 16:14:48,577 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:19:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.6017, loss: 2.6017 +2025-05-26 16:15:31,715 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:18:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5355, loss: 2.5355 +2025-05-26 16:15:34,841 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:16:51,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:16:51,315 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9789 +2025-05-26 16:16:51,317 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8461, top5_acc: 0.9789 +2025-05-26 16:17:55,287 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:18:14, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4603, loss: 2.4603 +2025-05-26 16:18:38,183 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:17:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5137, loss: 2.5137 +2025-05-26 16:19:21,221 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:16:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5610, loss: 2.5610 +2025-05-26 16:20:04,161 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:15:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5104, loss: 2.5104 +2025-05-26 16:20:47,157 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:15:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.5281, loss: 2.5281 +2025-05-26 16:21:30,137 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:14:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.6033, loss: 2.6033 +2025-05-26 16:22:12,994 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:13:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.5309, loss: 2.5309 +2025-05-26 16:22:55,799 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:12:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.5656, loss: 2.5656 +2025-05-26 16:23:38,574 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:12:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4742, loss: 2.4742 +2025-05-26 16:24:21,450 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:11:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.4842, loss: 2.4842 +2025-05-26 16:25:04,235 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:10:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5447, loss: 2.5447 +2025-05-26 16:25:47,045 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:09:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.4901, loss: 2.4901 +2025-05-26 16:26:29,878 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:09:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 16:27:12,693 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:08:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.4883, loss: 2.4883 +2025-05-26 16:27:55,497 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:07:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5926, loss: 2.5926 +2025-05-26 16:28:38,293 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:06:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.6941, loss: 2.6941 +2025-05-26 16:29:21,095 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:06:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5925, loss: 2.5925 +2025-05-26 16:30:04,131 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:05:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5063, loss: 2.5063 +2025-05-26 16:30:47,414 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:04:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.5927, loss: 2.5927 +2025-05-26 16:31:30,444 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:03:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5006, loss: 2.5006 +2025-05-26 16:32:13,351 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 4:03:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.4263, loss: 2.4263 +2025-05-26 16:32:56,247 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 4:02:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.4861, loss: 2.4861 +2025-05-26 16:33:39,263 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 4:01:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.5522, loss: 2.5522 +2025-05-26 16:34:22,194 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 4:00:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5286, loss: 2.5286 +2025-05-26 16:35:05,118 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 4:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6719, loss: 2.6719 +2025-05-26 16:35:08,272 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:36:24,812 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:36:24,879 - pyskl - INFO - +top1_acc 0.8438 +top5_acc 0.9768 +2025-05-26 16:36:24,882 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8438, top5_acc: 0.9768 +2025-05-26 16:37:29,046 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:59:55, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4423, loss: 2.4423 +2025-05-26 16:38:12,011 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:59:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.4931, loss: 2.4931 +2025-05-26 16:38:54,958 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:58:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.3909, loss: 2.3909 +2025-05-26 16:39:37,914 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:57:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5669, loss: 2.5669 +2025-05-26 16:40:20,870 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:56:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.4670, loss: 2.4670 +2025-05-26 16:41:03,763 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:56:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.6045, loss: 2.6045 +2025-05-26 16:41:46,697 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:55:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.4791, loss: 2.4791 +2025-05-26 16:42:29,615 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.5168, loss: 2.5168 +2025-05-26 16:43:12,483 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:53:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.6152, loss: 2.6152 +2025-05-26 16:43:55,355 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:53:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5430, loss: 2.5430 +2025-05-26 16:44:38,311 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:52:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5019, loss: 2.5019 +2025-05-26 16:45:21,250 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:51:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.5758, loss: 2.5758 +2025-05-26 16:46:04,197 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:50:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.5574, loss: 2.5574 +2025-05-26 16:46:47,125 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:50:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4963, loss: 2.4963 +2025-05-26 16:47:30,060 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:49:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4627, loss: 2.4627 +2025-05-26 16:48:13,033 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:48:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4904, loss: 2.4904 +2025-05-26 16:48:55,905 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:47:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4857, loss: 2.4857 +2025-05-26 16:49:38,973 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:47:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.5466, loss: 2.5466 +2025-05-26 16:50:22,088 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:46:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5362, loss: 2.5362 +2025-05-26 16:51:05,139 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:45:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.6384, loss: 2.6384 +2025-05-26 16:51:48,154 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:44:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6639, loss: 2.6639 +2025-05-26 16:52:31,003 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:44:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.5478, loss: 2.5478 +2025-05-26 16:53:13,973 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.4618, loss: 2.4618 +2025-05-26 16:53:56,919 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:42:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5487, loss: 2.5487 +2025-05-26 16:54:39,921 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.5682, loss: 2.5682 +2025-05-26 16:54:43,039 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 16:55:59,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:55:59,813 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9745 +2025-05-26 16:55:59,816 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8489, top5_acc: 0.9745 +2025-05-26 16:57:04,355 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:41:38, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5336, loss: 2.5336 +2025-05-26 16:57:47,315 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:40:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.5798, loss: 2.5798 +2025-05-26 16:58:30,384 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:40:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 16:59:13,500 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:39:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.5268, loss: 2.5268 +2025-05-26 16:59:56,565 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:38:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.4012, loss: 2.4012 +2025-05-26 17:00:39,471 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:37:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.5096, loss: 2.5096 +2025-05-26 17:01:22,409 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:37:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.4443, loss: 2.4443 +2025-05-26 17:02:05,333 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:36:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.4742, loss: 2.4742 +2025-05-26 17:02:48,280 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:35:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3895, loss: 2.3895 +2025-05-26 17:03:31,244 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:34:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.5437, loss: 2.5437 +2025-05-26 17:04:14,127 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:34:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.4965, loss: 2.4965 +2025-05-26 17:04:56,926 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:33:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.4293, loss: 2.4293 +2025-05-26 17:05:39,731 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:32:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6028, loss: 2.6028 +2025-05-26 17:06:22,386 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:31:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.3974, loss: 2.3974 +2025-05-26 17:07:05,311 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:31:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.4269, loss: 2.4269 +2025-05-26 17:07:48,233 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:30:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5710, loss: 2.5710 +2025-05-26 17:08:31,105 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:29:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5988, loss: 2.5988 +2025-05-26 17:09:14,104 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:28:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5750, loss: 2.5750 +2025-05-26 17:09:57,233 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:28:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5410, loss: 2.5410 +2025-05-26 17:10:40,500 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:27:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 17:11:23,776 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:26:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5328, loss: 2.5328 +2025-05-26 17:12:06,878 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:25:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5515, loss: 2.5515 +2025-05-26 17:12:49,865 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:25:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5687, loss: 2.5687 +2025-05-26 17:13:32,845 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:24:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.6038, loss: 2.6038 +2025-05-26 17:14:15,759 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:23:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.5563, loss: 2.5563 +2025-05-26 17:14:18,913 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:23:08,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:23:08,365 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9779 +2025-05-26 17:23:08,368 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8361, top5_acc: 0.9779 +2025-05-26 17:24:11,918 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:23:20, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5380, loss: 2.5380 +2025-05-26 17:24:54,764 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:22:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3893, loss: 2.3893 +2025-05-26 17:25:37,512 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:21:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.4758, loss: 2.4758 +2025-05-26 17:26:20,362 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:21:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4053, loss: 2.4053 +2025-05-26 17:27:03,243 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:20:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.4131, loss: 2.4131 +2025-05-26 17:27:46,300 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:19:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.5160, loss: 2.5160 +2025-05-26 17:28:29,299 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4481, loss: 2.4481 +2025-05-26 17:29:12,352 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:18:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.5260, loss: 2.5260 +2025-05-26 17:29:55,228 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:17:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4567, loss: 2.4567 +2025-05-26 17:30:38,193 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:16:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3657, loss: 2.3657 +2025-05-26 17:31:21,070 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:15:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5072, loss: 2.5072 +2025-05-26 17:32:03,927 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:15:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.5062, loss: 2.5062 +2025-05-26 17:32:46,803 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:14:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5429, loss: 2.5429 +2025-05-26 17:33:29,870 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:13:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4894, loss: 2.4894 +2025-05-26 17:34:12,917 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:12:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5277, loss: 2.5277 +2025-05-26 17:34:55,971 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:12:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4530, loss: 2.4530 +2025-05-26 17:35:38,931 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:11:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9938, loss_cls: 2.4889, loss: 2.4889 +2025-05-26 17:36:21,925 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:10:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5504, loss: 2.5504 +2025-05-26 17:37:04,876 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:09:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5914, loss: 2.5914 +2025-05-26 17:37:47,982 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:09:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5586, loss: 2.5586 +2025-05-26 17:38:30,974 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.5503, loss: 2.5503 +2025-05-26 17:39:14,039 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:07:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.4475, loss: 2.4475 +2025-05-26 17:39:57,062 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:06:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4908, loss: 2.4908 +2025-05-26 17:40:40,050 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:06:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9938, loss_cls: 2.4925, loss: 2.4925 +2025-05-26 17:41:22,951 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:05:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5436, loss: 2.5436 +2025-05-26 17:41:26,035 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:42:42,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:42:42,598 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9771 +2025-05-26 17:42:42,601 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8201, top5_acc: 0.9771 +2025-05-26 17:43:46,899 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:05:03, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.4726, loss: 2.4726 +2025-05-26 17:44:29,884 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4288, loss: 2.4288 +2025-05-26 17:45:13,001 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:03:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3498, loss: 2.3498 +2025-05-26 17:45:56,247 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 3:02:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.4306, loss: 2.4306 +2025-05-26 17:46:39,579 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 3:02:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.3113, loss: 2.3113 +2025-05-26 17:47:22,951 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 3:01:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.4585, loss: 2.4585 +2025-05-26 17:48:06,150 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 3:00:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.4315, loss: 2.4315 +2025-05-26 17:48:49,309 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:59:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.3847, loss: 2.3847 +2025-05-26 17:49:32,364 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:59:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.3633, loss: 2.3633 +2025-05-26 17:50:15,462 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:58:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.5155, loss: 2.5155 +2025-05-26 17:50:58,586 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.4778, loss: 2.4778 +2025-05-26 17:51:41,612 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:56:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5259, loss: 2.5259 +2025-05-26 17:52:24,617 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 17:53:07,597 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:55:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4815, loss: 2.4815 +2025-05-26 17:53:50,661 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:54:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4940, loss: 2.4940 +2025-05-26 17:54:33,748 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:53:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4960, loss: 2.4960 +2025-05-26 17:55:16,842 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:53:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.4632, loss: 2.4632 +2025-05-26 17:55:59,951 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:52:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4573, loss: 2.4573 +2025-05-26 17:56:43,310 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:51:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.5807, loss: 2.5807 +2025-05-26 17:57:26,600 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:50:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5224, loss: 2.5224 +2025-05-26 17:58:09,794 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:50:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.5657, loss: 2.5657 +2025-05-26 17:58:52,909 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:49:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5803, loss: 2.5803 +2025-05-26 17:59:35,922 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:48:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5517, loss: 2.5517 +2025-05-26 18:00:18,901 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:47:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5161, loss: 2.5161 +2025-05-26 18:01:01,928 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:47:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5602, loss: 2.5602 +2025-05-26 18:01:05,028 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 18:02:21,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:02:21,660 - pyskl - INFO - +top1_acc 0.8503 +top5_acc 0.9795 +2025-05-26 18:02:21,663 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8503, top5_acc: 0.9795 +2025-05-26 18:03:25,856 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:46:51, time: 0.642, data_time: 0.217, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4389, loss: 2.4389 +2025-05-26 18:04:08,728 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:46:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.3693, loss: 2.3693 +2025-05-26 18:04:51,602 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:45:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.4847, loss: 2.4847 +2025-05-26 18:05:34,504 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:44:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.4950, loss: 2.4950 +2025-05-26 18:06:17,491 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:43:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3930, loss: 2.3930 +2025-05-26 18:07:00,473 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:43:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4994, loss: 2.4994 +2025-05-26 18:07:43,408 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:42:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 2.5328, loss: 2.5328 +2025-05-26 18:08:26,214 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:41:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5254, loss: 2.5254 +2025-05-26 18:09:09,010 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:40:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5009, loss: 2.5009 +2025-05-26 18:09:51,879 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.4784, loss: 2.4784 +2025-05-26 18:10:34,844 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:39:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 18:11:17,950 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:38:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.4608, loss: 2.4608 +2025-05-26 18:12:00,980 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:37:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4234, loss: 2.4234 +2025-05-26 18:12:43,899 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:37:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.3946, loss: 2.3946 +2025-05-26 18:13:26,835 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:36:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4181, loss: 2.4181 +2025-05-26 18:14:09,700 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:35:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4760, loss: 2.4760 +2025-05-26 18:14:52,648 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:34:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.4314, loss: 2.4314 +2025-05-26 18:15:35,609 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:34:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4487, loss: 2.4487 +2025-05-26 18:16:18,303 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.4062, loss: 2.4062 +2025-05-26 18:17:01,408 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:32:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5031, loss: 2.5031 +2025-05-26 18:17:44,204 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:31:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.4537, loss: 2.4537 +2025-05-26 18:18:27,135 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:31:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4499, loss: 2.4499 +2025-05-26 18:19:09,985 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:30:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4227, loss: 2.4227 +2025-05-26 18:19:52,762 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:29:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.4326, loss: 2.4326 +2025-05-26 18:20:35,750 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:28:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.4904, loss: 2.4904 +2025-05-26 18:20:38,856 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:21:55,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:21:55,604 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9822 +2025-05-26 18:21:55,607 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8632, top5_acc: 0.9822 +2025-05-26 18:23:00,211 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:28:33, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4648, loss: 2.4648 +2025-05-26 18:23:43,077 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4049, loss: 2.4049 +2025-05-26 18:24:25,885 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.3361, loss: 2.3361 +2025-05-26 18:25:08,772 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:26:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4067, loss: 2.4067 +2025-05-26 18:25:51,962 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:25:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4344, loss: 2.4344 +2025-05-26 18:26:35,103 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:24:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.4451, loss: 2.4451 +2025-05-26 18:27:18,031 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:24:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3663, loss: 2.3663 +2025-05-26 18:28:01,085 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:23:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.4751, loss: 2.4751 +2025-05-26 18:28:43,964 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:22:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4582, loss: 2.4582 +2025-05-26 18:29:26,611 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:21:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.4248, loss: 2.4248 +2025-05-26 18:30:09,234 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:21:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.4071, loss: 2.4071 +2025-05-26 18:30:52,169 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:20:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.3657, loss: 2.3657 +2025-05-26 18:31:35,088 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:19:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5376, loss: 2.5376 +2025-05-26 18:32:17,904 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:18:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5652, loss: 2.5652 +2025-05-26 18:33:00,755 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:18:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5532, loss: 2.5532 +2025-05-26 18:33:43,563 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:17:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4349, loss: 2.4349 +2025-05-26 18:34:26,280 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:16:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.5063, loss: 2.5063 +2025-05-26 18:35:09,069 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:15:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4959, loss: 2.4959 +2025-05-26 18:35:52,062 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:15:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4934, loss: 2.4934 +2025-05-26 18:36:35,077 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:14:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4560, loss: 2.4560 +2025-05-26 18:37:18,009 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:13:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4548, loss: 2.4548 +2025-05-26 18:38:00,855 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.3847, loss: 2.3847 +2025-05-26 18:38:43,718 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:12:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4243, loss: 2.4243 +2025-05-26 18:39:26,585 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:11:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 18:40:09,494 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:10:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3871, loss: 2.3871 +2025-05-26 18:40:12,638 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:41:29,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:41:29,155 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9803 +2025-05-26 18:41:29,158 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8581, top5_acc: 0.9803 +2025-05-26 18:42:33,262 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:10:13, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.3679, loss: 2.3679 +2025-05-26 18:43:16,303 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:09:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3727, loss: 2.3727 +2025-05-26 18:43:59,247 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:08:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.4089, loss: 2.4089 +2025-05-26 18:44:42,307 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:07:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 18:45:25,430 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:07:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.4145, loss: 2.4145 +2025-05-26 18:46:08,431 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:06:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.4202, loss: 2.4202 +2025-05-26 18:46:51,510 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:05:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5216, loss: 2.5216 +2025-05-26 18:47:34,590 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:05:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5081, loss: 2.5081 +2025-05-26 18:48:17,610 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:04:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.4886, loss: 2.4886 +2025-05-26 18:49:00,569 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:03:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4594, loss: 2.4594 +2025-05-26 18:49:43,542 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 2:02:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3464, loss: 2.3464 +2025-05-26 18:50:26,502 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 2:02:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4146, loss: 2.4146 +2025-05-26 18:51:09,590 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 2:01:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.4352, loss: 2.4352 +2025-05-26 18:51:52,692 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 2:00:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3752, loss: 2.3752 +2025-05-26 18:52:35,801 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:59:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.4283, loss: 2.4283 +2025-05-26 18:53:18,844 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:59:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.3897, loss: 2.3897 +2025-05-26 18:54:01,841 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9838, loss_cls: 2.3517, loss: 2.3517 +2025-05-26 18:54:44,924 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:57:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 18:55:27,993 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:56:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.5671, loss: 2.5671 +2025-05-26 18:56:11,250 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:56:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4822, loss: 2.4822 +2025-05-26 18:56:54,466 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:55:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4437, loss: 2.4437 +2025-05-26 18:57:37,565 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:54:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3166, loss: 2.3166 +2025-05-26 18:58:20,564 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:53:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4717, loss: 2.4717 +2025-05-26 18:59:03,656 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:53:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.5374, loss: 2.5374 +2025-05-26 18:59:46,823 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:52:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.4631, loss: 2.4631 +2025-05-26 18:59:50,022 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:08:27,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:08:28,053 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9794 +2025-05-26 19:08:28,056 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8581, top5_acc: 0.9794 +2025-05-26 19:09:32,143 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:51:59, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.3536, loss: 2.3536 +2025-05-26 19:10:14,929 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:51:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.3975, loss: 2.3975 +2025-05-26 19:10:57,833 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2444, loss: 2.2444 +2025-05-26 19:11:40,690 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:49:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.3955, loss: 2.3955 +2025-05-26 19:12:23,649 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:49:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.4639, loss: 2.4639 +2025-05-26 19:13:06,637 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:48:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3829, loss: 2.3829 +2025-05-26 19:13:49,789 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:47:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.3629, loss: 2.3629 +2025-05-26 19:14:32,887 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3309, loss: 2.3309 +2025-05-26 19:15:15,906 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.4589, loss: 2.4589 +2025-05-26 19:15:58,966 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:45:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.4874, loss: 2.4874 +2025-05-26 19:16:42,061 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:44:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.3857, loss: 2.3857 +2025-05-26 19:17:25,231 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:43:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4510, loss: 2.4510 +2025-05-26 19:18:08,313 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:43:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4047, loss: 2.4047 +2025-05-26 19:18:51,399 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:42:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4057, loss: 2.4057 +2025-05-26 19:19:34,487 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:41:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4470, loss: 2.4470 +2025-05-26 19:20:17,463 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:40:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4377, loss: 2.4377 +2025-05-26 19:21:00,315 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:40:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.4523, loss: 2.4523 +2025-05-26 19:21:43,291 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:39:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.4862, loss: 2.4862 +2025-05-26 19:22:26,253 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:38:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4814, loss: 2.4814 +2025-05-26 19:23:09,368 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:37:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3522, loss: 2.3522 +2025-05-26 19:23:52,399 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:37:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.3983, loss: 2.3983 +2025-05-26 19:24:35,498 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:36:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.4708, loss: 2.4708 +2025-05-26 19:25:18,517 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5405, loss: 2.5405 +2025-05-26 19:26:01,634 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.5247, loss: 2.5247 +2025-05-26 19:26:44,734 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:34:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2705, loss: 2.2705 +2025-05-26 19:26:47,834 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:28:04,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:28:04,531 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9759 +2025-05-26 19:28:04,534 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8489, top5_acc: 0.9759 +2025-05-26 19:29:09,493 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:33:45, time: 0.650, data_time: 0.217, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 19:29:52,611 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:33:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2166, loss: 2.2166 +2025-05-26 19:30:35,651 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:32:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3109, loss: 2.3109 +2025-05-26 19:31:18,754 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:31:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3135, loss: 2.3135 +2025-05-26 19:32:01,862 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:30:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4119, loss: 2.4119 +2025-05-26 19:32:44,807 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:30:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4007, loss: 2.4007 +2025-05-26 19:33:27,930 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:29:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.3541, loss: 2.3541 +2025-05-26 19:34:10,909 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:28:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3696, loss: 2.3696 +2025-05-26 19:34:53,835 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4070, loss: 2.4070 +2025-05-26 19:35:37,008 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:27:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.4284, loss: 2.4284 +2025-05-26 19:36:20,078 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.3846, loss: 2.3846 +2025-05-26 19:37:03,057 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:25:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.5128, loss: 2.5128 +2025-05-26 19:37:46,039 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:24:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3896, loss: 2.3896 +2025-05-26 19:38:28,934 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:24:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 19:39:11,828 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:23:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.3697, loss: 2.3697 +2025-05-26 19:39:54,752 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:22:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.4041, loss: 2.4041 +2025-05-26 19:40:37,800 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:21:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4279, loss: 2.4279 +2025-05-26 19:41:20,770 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:21:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4241, loss: 2.4241 +2025-05-26 19:42:03,806 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:20:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3905, loss: 2.3905 +2025-05-26 19:42:46,878 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:19:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.4733, loss: 2.4733 +2025-05-26 19:43:30,056 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:18:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.5502, loss: 2.5502 +2025-05-26 19:44:13,398 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:18:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4205, loss: 2.4205 +2025-05-26 19:44:56,599 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:17:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.5112, loss: 2.5112 +2025-05-26 19:45:39,771 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:16:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.4036, loss: 2.4036 +2025-05-26 19:46:22,798 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:15:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.4492, loss: 2.4492 +2025-05-26 19:46:25,945 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 19:47:42,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:47:42,447 - pyskl - INFO - +top1_acc 0.8557 +top5_acc 0.9794 +2025-05-26 19:47:42,449 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8557, top5_acc: 0.9794 +2025-05-26 19:48:47,360 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:15:32, time: 0.649, data_time: 0.220, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2758, loss: 2.2758 +2025-05-26 19:49:30,301 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2071, loss: 2.2071 +2025-05-26 19:50:13,218 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:14:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4053, loss: 2.4053 +2025-05-26 19:50:56,030 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:13:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.3093, loss: 2.3093 +2025-05-26 19:51:38,952 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:12:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3528, loss: 2.3528 +2025-05-26 19:52:21,976 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:11:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3951, loss: 2.3951 +2025-05-26 19:53:05,057 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:11:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3748, loss: 2.3748 +2025-05-26 19:53:48,199 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:10:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.4151, loss: 2.4151 +2025-05-26 19:54:31,383 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:09:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3810, loss: 2.3810 +2025-05-26 19:55:14,423 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:08:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.3094, loss: 2.3094 +2025-05-26 19:55:57,418 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:08:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3278, loss: 2.3278 +2025-05-26 19:56:40,502 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:07:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3852, loss: 2.3852 +2025-05-26 19:57:23,533 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:06:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.3093, loss: 2.3093 +2025-05-26 19:58:06,515 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:05:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4017, loss: 2.4017 +2025-05-26 19:58:49,210 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:05:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.4659, loss: 2.4659 +2025-05-26 19:59:32,120 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:04:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4129, loss: 2.4129 +2025-05-26 20:00:15,042 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:03:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.4011, loss: 2.4011 +2025-05-26 20:00:58,034 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 1:02:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.4510, loss: 2.4510 +2025-05-26 20:01:41,062 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 1:02:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.3453, loss: 2.3453 +2025-05-26 20:02:24,154 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 1:01:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3577, loss: 2.3577 +2025-05-26 20:03:07,241 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 1:00:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3803, loss: 2.3803 +2025-05-26 20:03:50,353 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:59:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4590, loss: 2.4590 +2025-05-26 20:04:33,364 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:59:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.3588, loss: 2.3588 +2025-05-26 20:05:16,316 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:58:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3832, loss: 2.3832 +2025-05-26 20:05:59,264 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:57:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.5650, loss: 2.5650 +2025-05-26 20:06:02,486 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:07:18,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:07:19,027 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9767 +2025-05-26 20:07:19,030 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8461, top5_acc: 0.9767 +2025-05-26 20:08:23,661 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:57:16, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2613, loss: 2.2613 +2025-05-26 20:09:06,569 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:56:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.2759, loss: 2.2759 +2025-05-26 20:09:49,675 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:55:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3347, loss: 2.3347 +2025-05-26 20:10:32,784 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:55:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.3165, loss: 2.3165 +2025-05-26 20:11:15,895 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3833, loss: 2.3833 +2025-05-26 20:11:58,965 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:53:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.2656, loss: 2.2656 +2025-05-26 20:12:42,000 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:52:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.3826, loss: 2.3826 +2025-05-26 20:13:25,076 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:52:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3297, loss: 2.3297 +2025-05-26 20:14:08,059 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:51:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.3687, loss: 2.3687 +2025-05-26 20:14:51,079 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:50:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.4007, loss: 2.4007 +2025-05-26 20:15:34,239 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:49:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3888, loss: 2.3888 +2025-05-26 20:16:17,250 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:49:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3133, loss: 2.3133 +2025-05-26 20:17:00,315 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:48:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3510, loss: 2.3510 +2025-05-26 20:17:43,522 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:47:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3553, loss: 2.3553 +2025-05-26 20:18:26,579 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:46:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3772, loss: 2.3772 +2025-05-26 20:19:09,517 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:46:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3898, loss: 2.3898 +2025-05-26 20:19:52,645 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:45:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3678, loss: 2.3678 +2025-05-26 20:20:35,622 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:44:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4296, loss: 2.4296 +2025-05-26 20:21:18,663 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:43:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.3895, loss: 2.3895 +2025-05-26 20:22:01,662 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:43:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.4131, loss: 2.4131 +2025-05-26 20:22:44,952 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:42:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.3783, loss: 2.3783 +2025-05-26 20:23:28,288 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:41:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3379, loss: 2.3379 +2025-05-26 20:24:11,310 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:40:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2801, loss: 2.2801 +2025-05-26 20:24:54,377 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:40:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4712, loss: 2.4712 +2025-05-26 20:25:37,334 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:39:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4316, loss: 2.4316 +2025-05-26 20:25:40,444 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:26:56,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:26:56,866 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9659 +2025-05-26 20:26:56,869 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8156, top5_acc: 0.9659 +2025-05-26 20:28:01,101 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:39:02, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3042, loss: 2.3042 +2025-05-26 20:28:43,922 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:38:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.2052, loss: 2.2052 +2025-05-26 20:29:26,807 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:37:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.3305, loss: 2.3305 +2025-05-26 20:30:09,750 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:36:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3348, loss: 2.3348 +2025-05-26 20:30:52,738 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:36:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.4313, loss: 2.4313 +2025-05-26 20:31:35,826 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:35:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2930, loss: 2.2930 +2025-05-26 20:32:18,863 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:34:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3710, loss: 2.3710 +2025-05-26 20:33:01,830 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:33:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 20:33:44,849 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:33:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.3152, loss: 2.3152 +2025-05-26 20:34:27,799 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:32:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.2811, loss: 2.2811 +2025-05-26 20:35:10,739 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:31:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.2390, loss: 2.2390 +2025-05-26 20:35:53,759 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:30:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4536, loss: 2.4536 +2025-05-26 20:36:36,698 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:30:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4012, loss: 2.4012 +2025-05-26 20:37:19,751 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:29:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4221, loss: 2.4221 +2025-05-26 20:38:02,704 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:28:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.4263, loss: 2.4263 +2025-05-26 20:38:45,672 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:27:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.3840, loss: 2.3840 +2025-05-26 20:39:28,806 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:27:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.3104, loss: 2.3104 +2025-05-26 20:40:11,915 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:26:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3809, loss: 2.3809 +2025-05-26 20:40:54,876 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:25:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.3443, loss: 2.3443 +2025-05-26 20:41:37,741 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:24:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2962, loss: 2.2962 +2025-05-26 20:42:20,699 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:24:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 20:43:03,706 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:23:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4325, loss: 2.4325 +2025-05-26 20:43:46,657 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:22:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3691, loss: 2.3691 +2025-05-26 20:44:29,501 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:21:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4113, loss: 2.4113 +2025-05-26 20:45:12,294 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:21:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.3928, loss: 2.3928 +2025-05-26 20:45:15,413 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 20:54:24,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:54:24,662 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9793 +2025-05-26 20:54:24,665 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8547, top5_acc: 0.9793 +2025-05-26 20:55:28,317 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:20:45, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.3418, loss: 2.3418 +2025-05-26 20:56:11,036 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:20:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2787, loss: 2.2787 +2025-05-26 20:56:53,823 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:19:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2365, loss: 2.2365 +2025-05-26 20:57:36,578 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:18:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2687, loss: 2.2687 +2025-05-26 20:58:19,539 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:17:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2683, loss: 2.2683 +2025-05-26 20:59:02,521 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:17:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2922, loss: 2.2922 +2025-05-26 20:59:45,386 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:16:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4244, loss: 2.4244 +2025-05-26 21:00:28,214 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:15:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4294, loss: 2.4294 +2025-05-26 21:01:11,022 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:14:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3354, loss: 2.3354 +2025-05-26 21:01:53,980 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:14:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3923, loss: 2.3923 +2025-05-26 21:02:36,815 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3556, loss: 2.3556 +2025-05-26 21:03:19,662 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:12:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.3203, loss: 2.3203 +2025-05-26 21:04:02,597 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:11:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3854, loss: 2.3854 +2025-05-26 21:04:45,499 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:11:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3359, loss: 2.3359 +2025-05-26 21:05:28,371 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:10:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.2360, loss: 2.2360 +2025-05-26 21:06:11,243 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:09:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.3958, loss: 2.3958 +2025-05-26 21:06:54,061 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:08:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2834, loss: 2.2834 +2025-05-26 21:07:36,931 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:08:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3235, loss: 2.3235 +2025-05-26 21:08:19,848 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:07:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3106, loss: 2.3106 +2025-05-26 21:09:02,698 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:06:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 21:09:45,633 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:05:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.2696, loss: 2.2696 +2025-05-26 21:10:28,705 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:05:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2824, loss: 2.2824 +2025-05-26 21:11:11,965 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:04:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.4334, loss: 2.4334 +2025-05-26 21:11:54,985 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:03:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.2963, loss: 2.2963 +2025-05-26 21:12:37,870 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 1 day, 0:02:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.2957, loss: 2.2957 +2025-05-26 21:12:40,966 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:13:57,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:13:57,572 - pyskl - INFO - +top1_acc 0.8556 +top5_acc 0.9788 +2025-05-26 21:13:57,574 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8556, top5_acc: 0.9788 +2025-05-26 21:15:01,604 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 1 day, 0:02:26, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.4076, loss: 2.4076 +2025-05-26 21:15:44,536 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 1 day, 0:01:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3074, loss: 2.3074 +2025-05-26 21:16:27,484 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 1 day, 0:00:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9969, loss_cls: 2.2892, loss: 2.2892 +2025-05-26 21:17:10,458 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 1 day, 0:00:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.3086, loss: 2.3086 +2025-05-26 21:17:53,580 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:59:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2114, loss: 2.2114 +2025-05-26 21:18:36,518 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.3102, loss: 2.3102 +2025-05-26 21:19:19,726 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:57:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.2415, loss: 2.2415 +2025-05-26 21:20:02,913 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:57:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2960, loss: 2.2960 +2025-05-26 21:20:46,002 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:56:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.2579, loss: 2.2579 +2025-05-26 21:21:29,044 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.2968, loss: 2.2968 +2025-05-26 21:22:11,888 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:55:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.3978, loss: 2.3978 +2025-05-26 21:22:54,832 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:54:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.4105, loss: 2.4105 +2025-05-26 21:23:37,843 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:53:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 21:24:20,783 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:52:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.3909, loss: 2.3909 +2025-05-26 21:25:03,826 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:52:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2924, loss: 2.2924 +2025-05-26 21:25:46,834 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:51:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.4240, loss: 2.4240 +2025-05-26 21:26:29,861 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:50:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4099, loss: 2.4099 +2025-05-26 21:27:12,878 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:49:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.3959, loss: 2.3959 +2025-05-26 21:27:55,948 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:49:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 2.2808, loss: 2.2808 +2025-05-26 21:28:38,937 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:48:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.3477, loss: 2.3477 +2025-05-26 21:29:22,003 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:47:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3185, loss: 2.3185 +2025-05-26 21:30:05,132 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:46:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2633, loss: 2.2633 +2025-05-26 21:30:48,269 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:46:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3289, loss: 2.3289 +2025-05-26 21:31:31,406 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:45:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.3352, loss: 2.3352 +2025-05-26 21:32:14,445 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:44:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.3280, loss: 2.3280 +2025-05-26 21:32:17,525 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:33:34,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:33:34,248 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9810 +2025-05-26 21:33:34,250 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8597, top5_acc: 0.9810 +2025-05-26 21:34:38,620 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:44:11, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9962, loss_cls: 2.2472, loss: 2.2472 +2025-05-26 21:35:21,647 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.3238, loss: 2.3238 +2025-05-26 21:36:04,657 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.2713, loss: 2.2713 +2025-05-26 21:36:47,742 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:41:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.3017, loss: 2.3017 +2025-05-26 21:37:30,868 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:41:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2479, loss: 2.2479 +2025-05-26 21:38:13,911 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3376, loss: 2.3376 +2025-05-26 21:38:56,869 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:39:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.3290, loss: 2.3290 +2025-05-26 21:39:39,652 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:38:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.3525, loss: 2.3525 +2025-05-26 21:40:22,387 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:38:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2962, loss: 2.2962 +2025-05-26 21:41:05,176 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:37:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.2824, loss: 2.2824 +2025-05-26 21:41:48,031 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.3706, loss: 2.3706 +2025-05-26 21:42:30,890 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:36:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.3833, loss: 2.3833 +2025-05-26 21:43:13,798 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:35:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2930, loss: 2.2930 +2025-05-26 21:43:56,664 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3214, loss: 2.3214 +2025-05-26 21:44:39,512 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:33:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2544, loss: 2.2544 +2025-05-26 21:45:22,366 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:33:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2701, loss: 2.2701 +2025-05-26 21:46:05,230 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2777, loss: 2.2777 +2025-05-26 21:46:48,162 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:31:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2507, loss: 2.2507 +2025-05-26 21:47:30,848 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:30:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.3201, loss: 2.3201 +2025-05-26 21:48:13,869 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:30:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 21:48:56,808 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:29:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2623, loss: 2.2623 +2025-05-26 21:49:39,786 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:28:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4296, loss: 2.4296 +2025-05-26 21:50:22,737 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:27:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 21:51:05,720 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:27:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2186, loss: 2.2186 +2025-05-26 21:51:48,598 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:26:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3239, loss: 2.3239 +2025-05-26 21:51:51,655 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 21:53:08,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:53:08,240 - pyskl - INFO - +top1_acc 0.8706 +top5_acc 0.9822 +2025-05-26 21:53:08,294 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_56.pth was removed +2025-05-26 21:53:09,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-26 21:53:09,327 - pyskl - INFO - Best top1_acc is 0.8706 at 73 epoch. +2025-05-26 21:53:09,330 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8706, top5_acc: 0.9822 +2025-05-26 21:54:13,830 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:25:53, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1769, loss: 2.1769 +2025-05-26 21:54:56,699 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:25:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1668, loss: 2.1668 +2025-05-26 21:55:39,592 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:24:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.2244, loss: 2.2244 +2025-05-26 21:56:22,519 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:23:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2832, loss: 2.2832 +2025-05-26 21:57:05,594 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:22:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.2261, loss: 2.2261 +2025-05-26 21:57:48,589 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:22:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1860, loss: 2.1860 +2025-05-26 21:58:31,626 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:21:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2594, loss: 2.2594 +2025-05-26 21:59:14,616 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:20:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2742, loss: 2.2742 +2025-05-26 21:59:57,512 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:19:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.3422, loss: 2.3422 +2025-05-26 22:00:40,511 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:19:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.2802, loss: 2.2802 +2025-05-26 22:01:23,483 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:18:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2753, loss: 2.2753 +2025-05-26 22:02:06,475 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:17:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3871, loss: 2.3871 +2025-05-26 22:02:49,357 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:16:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3098, loss: 2.3098 +2025-05-26 22:03:32,289 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:16:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3404, loss: 2.3404 +2025-05-26 22:04:15,204 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:15:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2502, loss: 2.2502 +2025-05-26 22:04:58,169 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:14:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3694, loss: 2.3694 +2025-05-26 22:05:41,142 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.2143, loss: 2.2143 +2025-05-26 22:06:24,223 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:13:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3570, loss: 2.3570 +2025-05-26 22:07:07,325 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:12:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1970, loss: 2.1970 +2025-05-26 22:07:50,302 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:11:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3733, loss: 2.3733 +2025-05-26 22:08:33,250 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:11:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2667, loss: 2.2667 +2025-05-26 22:09:16,394 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:10:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3009, loss: 2.3009 +2025-05-26 22:09:59,399 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:09:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.4111, loss: 2.4111 +2025-05-26 22:10:42,288 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:08:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3232, loss: 2.3232 +2025-05-26 22:11:25,308 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:08:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.4442, loss: 2.4442 +2025-05-26 22:11:28,392 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:12:45,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:12:45,091 - pyskl - INFO - +top1_acc 0.8722 +top5_acc 0.9793 +2025-05-26 22:12:45,148 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_73.pth was removed +2025-05-26 22:12:46,229 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-26 22:12:46,230 - pyskl - INFO - Best top1_acc is 0.8722 at 74 epoch. +2025-05-26 22:12:46,233 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8722, top5_acc: 0.9793 +2025-05-26 22:13:50,735 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:07:37, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1296, loss: 2.1296 +2025-05-26 22:14:33,731 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:06:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2294, loss: 2.2294 +2025-05-26 22:15:16,746 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:06:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.2860, loss: 2.2860 +2025-05-26 22:15:59,717 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:05:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.3486, loss: 2.3486 +2025-05-26 22:16:42,802 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:04:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1902, loss: 2.1902 +2025-05-26 22:17:25,750 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:03:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.2378, loss: 2.2378 +2025-05-26 22:18:08,868 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 23:03:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2155, loss: 2.2155 +2025-05-26 22:18:51,918 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 23:02:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3316, loss: 2.3316 +2025-05-26 22:19:34,958 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 23:01:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2668, loss: 2.2668 +2025-05-26 22:20:17,844 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 23:00:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.2664, loss: 2.2664 +2025-05-26 22:21:00,846 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 23:00:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2373, loss: 2.2373 +2025-05-26 22:21:43,875 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:59:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.3084, loss: 2.3084 +2025-05-26 22:22:26,762 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.3066, loss: 2.3066 +2025-05-26 22:23:09,620 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:57:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2171, loss: 2.2171 +2025-05-26 22:23:52,637 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.3267, loss: 2.3267 +2025-05-26 22:24:35,585 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:56:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2477, loss: 2.2477 +2025-05-26 22:25:18,565 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2650, loss: 2.2650 +2025-05-26 22:26:01,659 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.2594, loss: 2.2594 +2025-05-26 22:26:44,715 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:54:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2554, loss: 2.2554 +2025-05-26 22:27:27,786 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:53:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2922, loss: 2.2922 +2025-05-26 22:28:10,813 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:52:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.3372, loss: 2.3372 +2025-05-26 22:28:53,878 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:52:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3224, loss: 2.3224 +2025-05-26 22:29:36,972 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:51:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 2.2594, loss: 2.2594 +2025-05-26 22:30:19,897 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:50:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.3523, loss: 2.3523 +2025-05-26 22:31:02,794 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:49:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.3982, loss: 2.3982 +2025-05-26 22:31:05,886 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:39:47,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:39:47,506 - pyskl - INFO - +top1_acc 0.8746 +top5_acc 0.9798 +2025-05-26 22:39:47,560 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_74.pth was removed +2025-05-26 22:39:48,601 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-05-26 22:39:48,602 - pyskl - INFO - Best top1_acc is 0.8746 at 75 epoch. +2025-05-26 22:39:48,604 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8746, top5_acc: 0.9798 +2025-05-26 22:40:52,603 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:49:21, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1474, loss: 2.1474 +2025-05-26 22:41:35,538 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:48:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.2483, loss: 2.2483 +2025-05-26 22:42:18,493 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:47:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2431, loss: 2.2431 +2025-05-26 22:43:01,438 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:47:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1603, loss: 2.1603 +2025-05-26 22:43:44,399 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:46:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2688, loss: 2.2688 +2025-05-26 22:44:27,403 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:45:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3573, loss: 2.3573 +2025-05-26 22:45:10,342 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:44:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3005, loss: 2.3005 +2025-05-26 22:45:53,362 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:44:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.2372, loss: 2.2372 +2025-05-26 22:46:36,435 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:43:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.2705, loss: 2.2705 +2025-05-26 22:47:19,347 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:42:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2781, loss: 2.2781 +2025-05-26 22:48:02,302 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.3127, loss: 2.3127 +2025-05-26 22:48:45,450 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:41:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.1939, loss: 2.1939 +2025-05-26 22:49:28,490 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:40:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2793, loss: 2.2793 +2025-05-26 22:50:11,458 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:39:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.2318, loss: 2.2318 +2025-05-26 22:50:54,392 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:38:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2947, loss: 2.2947 +2025-05-26 22:51:37,313 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:38:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2276, loss: 2.2276 +2025-05-26 22:52:20,236 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:37:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2752, loss: 2.2752 +2025-05-26 22:53:03,174 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3691, loss: 2.3691 +2025-05-26 22:53:46,098 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:36:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2219, loss: 2.2219 +2025-05-26 22:54:29,026 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:35:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.3295, loss: 2.3295 +2025-05-26 22:55:11,939 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2646, loss: 2.2646 +2025-05-26 22:55:54,835 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:33:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.2203, loss: 2.2203 +2025-05-26 22:56:37,805 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:33:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2508, loss: 2.2508 +2025-05-26 22:57:20,755 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2543, loss: 2.2543 +2025-05-26 22:58:03,827 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:31:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.1854, loss: 2.1854 +2025-05-26 22:58:06,940 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 22:59:23,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:59:23,583 - pyskl - INFO - +top1_acc 0.8755 +top5_acc 0.9790 +2025-05-26 22:59:23,640 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_75.pth was removed +2025-05-26 22:59:24,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2025-05-26 22:59:24,711 - pyskl - INFO - Best top1_acc is 0.8755 at 76 epoch. +2025-05-26 22:59:24,713 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8755, top5_acc: 0.9790 +2025-05-26 23:00:28,973 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:31:04, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2390, loss: 2.2390 +2025-05-26 23:01:11,868 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:30:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.3078, loss: 2.3078 +2025-05-26 23:01:54,733 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2025, loss: 2.2025 +2025-05-26 23:02:37,682 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:28:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.2717, loss: 2.2717 +2025-05-26 23:03:20,553 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:28:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1997, loss: 2.1997 +2025-05-26 23:04:03,654 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:27:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2678, loss: 2.2678 +2025-05-26 23:04:46,640 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:26:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.1655, loss: 2.1655 +2025-05-26 23:05:29,575 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:25:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.2208, loss: 2.2208 +2025-05-26 23:06:12,378 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:25:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1908, loss: 2.1908 +2025-05-26 23:06:55,234 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:24:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3224, loss: 2.3224 +2025-05-26 23:07:38,065 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:23:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2465, loss: 2.2465 +2025-05-26 23:08:20,946 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:22:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2690, loss: 2.2690 +2025-05-26 23:09:03,783 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:22:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.2608, loss: 2.2608 +2025-05-26 23:09:46,651 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:21:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1810, loss: 2.1810 +2025-05-26 23:10:29,616 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:20:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2609, loss: 2.2609 +2025-05-26 23:11:12,499 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:19:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2061, loss: 2.2061 +2025-05-26 23:11:55,410 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:19:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.2003, loss: 2.2003 +2025-05-26 23:12:38,339 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:18:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2066, loss: 2.2066 +2025-05-26 23:13:21,351 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:17:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2335, loss: 2.2335 +2025-05-26 23:14:04,329 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:16:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2654, loss: 2.2654 +2025-05-26 23:14:47,259 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:16:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 2.2620, loss: 2.2620 +2025-05-26 23:15:30,286 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:15:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.2532, loss: 2.2532 +2025-05-26 23:16:13,285 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:14:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2467, loss: 2.2467 +2025-05-26 23:16:56,275 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.3271, loss: 2.3271 +2025-05-26 23:17:39,094 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:13:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2396, loss: 2.2396 +2025-05-26 23:17:42,181 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:18:58,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:18:58,631 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9810 +2025-05-26 23:18:58,635 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8653, top5_acc: 0.9810 +2025-05-26 23:20:03,000 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:12:47, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1899, loss: 2.1899 +2025-05-26 23:20:46,106 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:12:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1881, loss: 2.1881 +2025-05-26 23:21:29,145 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:11:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1690, loss: 2.1690 +2025-05-26 23:22:12,233 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:10:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2556, loss: 2.2556 +2025-05-26 23:22:55,201 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:09:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.2559, loss: 2.2559 +2025-05-26 23:23:38,342 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:09:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.1958, loss: 2.1958 +2025-05-26 23:24:21,477 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:08:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2017, loss: 2.2017 +2025-05-26 23:25:04,568 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2461, loss: 2.2461 +2025-05-26 23:25:47,652 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:06:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2467, loss: 2.2467 +2025-05-26 23:26:30,689 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:06:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.2171, loss: 2.2171 +2025-05-26 23:27:13,695 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:05:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.1289, loss: 2.1289 +2025-05-26 23:27:56,767 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:04:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2771, loss: 2.2771 +2025-05-26 23:28:39,763 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.1937, loss: 2.1937 +2025-05-26 23:29:22,723 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:03:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1610, loss: 2.1610 +2025-05-26 23:30:05,633 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 22:02:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.2802, loss: 2.2802 +2025-05-26 23:30:48,553 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 22:01:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2447, loss: 2.2447 +2025-05-26 23:31:31,544 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 22:00:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2139, loss: 2.2139 +2025-05-26 23:32:14,515 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 22:00:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3146, loss: 2.3146 +2025-05-26 23:32:57,346 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:59:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3631, loss: 2.3631 +2025-05-26 23:33:40,241 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.2993, loss: 2.2993 +2025-05-26 23:34:23,231 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:57:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 2.3094, loss: 2.3094 +2025-05-26 23:35:06,177 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:57:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.2954, loss: 2.2954 +2025-05-26 23:35:49,182 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:56:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.1877, loss: 2.1877 +2025-05-26 23:36:32,093 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:55:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2435, loss: 2.2435 +2025-05-26 23:37:15,197 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2834, loss: 2.2834 +2025-05-26 23:37:18,309 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:38:35,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:38:35,077 - pyskl - INFO - +top1_acc 0.8800 +top5_acc 0.9835 +2025-05-26 23:38:35,134 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_76.pth was removed +2025-05-26 23:38:36,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-05-26 23:38:36,195 - pyskl - INFO - Best top1_acc is 0.8800 at 78 epoch. +2025-05-26 23:38:36,197 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8800, top5_acc: 0.9835 +2025-05-26 23:39:40,577 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:54:31, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9940, loss: 1.9940 +2025-05-26 23:40:23,513 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:53:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1736, loss: 2.1736 +2025-05-26 23:41:06,466 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:53:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.1286, loss: 2.1286 +2025-05-26 23:41:49,424 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:52:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1793, loss: 2.1793 +2025-05-26 23:42:32,327 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2766, loss: 2.2766 +2025-05-26 23:43:15,425 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:50:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1647, loss: 2.1647 +2025-05-26 23:43:58,460 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:50:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.1489, loss: 2.1489 +2025-05-26 23:44:41,625 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:49:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.2152, loss: 2.2152 +2025-05-26 23:45:24,754 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:48:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.1923, loss: 2.1923 +2025-05-26 23:46:07,857 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:47:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.2353, loss: 2.2353 +2025-05-26 23:46:50,852 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:47:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2686, loss: 2.2686 +2025-05-26 23:47:34,041 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:46:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.1480, loss: 2.1480 +2025-05-26 23:48:17,050 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:45:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.2119, loss: 2.2119 +2025-05-26 23:49:00,126 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:44:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2481, loss: 2.2481 +2025-05-26 23:49:43,132 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2036, loss: 2.2036 +2025-05-26 23:50:26,127 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:43:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1467, loss: 2.1467 +2025-05-26 23:51:09,090 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:42:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.2422, loss: 2.2422 +2025-05-26 23:51:51,997 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:41:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2522, loss: 2.2522 +2025-05-26 23:52:34,881 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:41:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2132, loss: 2.2132 +2025-05-26 23:53:17,832 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:40:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2534, loss: 2.2534 +2025-05-26 23:54:00,749 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:39:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.2370, loss: 2.2370 +2025-05-26 23:54:43,679 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:38:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1863, loss: 2.1863 +2025-05-26 23:55:26,630 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:38:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1492, loss: 2.1492 +2025-05-26 23:56:09,615 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:37:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3144, loss: 2.3144 +2025-05-26 23:56:52,547 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2234, loss: 2.2234 +2025-05-26 23:56:55,647 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-26 23:58:11,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:58:11,935 - pyskl - INFO - +top1_acc 0.8715 +top5_acc 0.9828 +2025-05-26 23:58:11,937 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8715, top5_acc: 0.9828 +2025-05-26 23:59:15,983 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:36:15, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1796, loss: 2.1796 +2025-05-26 23:59:59,036 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:35:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1923, loss: 2.1923 +2025-05-27 00:00:42,130 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:34:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1463, loss: 2.1463 +2025-05-27 00:01:25,230 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:34:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2607, loss: 2.2607 +2025-05-27 00:02:08,186 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.2347, loss: 2.2347 +2025-05-27 00:02:51,350 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:32:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1678, loss: 2.1678 +2025-05-27 00:03:34,535 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:31:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.2486, loss: 2.2486 +2025-05-27 00:04:17,453 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.1311, loss: 2.1311 +2025-05-27 00:05:00,425 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:30:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.2202, loss: 2.2202 +2025-05-27 00:05:43,459 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:29:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.1174, loss: 2.1174 +2025-05-27 00:06:26,550 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:28:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.1473, loss: 2.1473 +2025-05-27 00:07:09,479 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:28:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.2563, loss: 2.2563 +2025-05-27 00:07:52,491 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:27:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1668, loss: 2.1668 +2025-05-27 00:08:35,499 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:26:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 2.1179, loss: 2.1179 +2025-05-27 00:09:18,413 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:25:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1469, loss: 2.1469 +2025-05-27 00:10:01,362 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:25:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1382, loss: 2.1382 +2025-05-27 00:10:44,318 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:24:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.2409, loss: 2.2409 +2025-05-27 00:11:27,315 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:23:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1591, loss: 2.1591 +2025-05-27 00:12:10,481 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:22:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2123, loss: 2.2123 +2025-05-27 00:12:53,742 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:22:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.2619, loss: 2.2619 +2025-05-27 00:13:37,007 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:21:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.1379, loss: 2.1379 +2025-05-27 00:14:20,223 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:20:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2566, loss: 2.2566 +2025-05-27 00:15:03,360 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:20:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9869, loss_cls: 2.2811, loss: 2.2811 +2025-05-27 00:15:46,453 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:19:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 2.1002, loss: 2.1002 +2025-05-27 00:16:29,585 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.2158, loss: 2.2158 +2025-05-27 00:16:32,775 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:24:55,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:24:55,755 - pyskl - INFO - +top1_acc 0.8585 +top5_acc 0.9790 +2025-05-27 00:24:55,757 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8585, top5_acc: 0.9790 +2025-05-27 00:25:59,539 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:18:00, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0398, loss: 2.0398 +2025-05-27 00:26:42,451 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:17:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.2117, loss: 2.2117 +2025-05-27 00:27:25,323 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:16:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 2.0960, loss: 2.0960 +2025-05-27 00:28:08,228 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:15:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0354, loss: 2.0354 +2025-05-27 00:28:51,158 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2314, loss: 2.2314 +2025-05-27 00:29:33,986 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:14:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2218, loss: 2.2218 +2025-05-27 00:30:16,850 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:13:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2177, loss: 2.2177 +2025-05-27 00:30:59,832 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:12:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.2084, loss: 2.2084 +2025-05-27 00:31:42,856 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:12:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1991, loss: 2.1991 +2025-05-27 00:32:25,878 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:11:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.0999, loss: 2.0999 +2025-05-27 00:33:08,565 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:10:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1101, loss: 2.1101 +2025-05-27 00:33:51,431 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:09:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1446, loss: 2.1446 +2025-05-27 00:34:34,219 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:09:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1202, loss: 2.1202 +2025-05-27 00:35:17,213 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.1089, loss: 2.1089 +2025-05-27 00:36:00,161 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:07:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1697, loss: 2.1697 +2025-05-27 00:36:43,241 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:06:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1771, loss: 2.1771 +2025-05-27 00:37:26,175 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:06:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.1626, loss: 2.1626 +2025-05-27 00:38:09,140 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:05:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.1971, loss: 2.1971 +2025-05-27 00:38:52,114 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:04:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.2122, loss: 2.2122 +2025-05-27 00:39:34,908 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:03:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.2247, loss: 2.2247 +2025-05-27 00:40:17,681 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:03:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1583, loss: 2.1583 +2025-05-27 00:41:00,441 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 21:02:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1411, loss: 2.1411 +2025-05-27 00:41:43,237 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 21:01:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1883, loss: 2.1883 +2025-05-27 00:42:26,212 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 21:00:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2408, loss: 2.2408 +2025-05-27 00:43:09,119 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 21:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1428, loss: 2.1428 +2025-05-27 00:43:12,232 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 00:44:28,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:44:28,634 - pyskl - INFO - +top1_acc 0.8740 +top5_acc 0.9837 +2025-05-27 00:44:28,637 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8740, top5_acc: 0.9837 +2025-05-27 00:45:32,421 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:59:42, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.1052, loss: 2.1052 +2025-05-27 00:46:15,314 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:58:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.2016, loss: 2.2016 +2025-05-27 00:46:58,221 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:58:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1727, loss: 2.1727 +2025-05-27 00:47:41,173 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0230, loss: 2.0230 +2025-05-27 00:48:24,094 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:56:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.0806, loss: 2.0806 +2025-05-27 00:49:07,122 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1364, loss: 2.1364 +2025-05-27 00:49:50,141 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:55:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1580, loss: 2.1580 +2025-05-27 00:50:33,122 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:54:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2063, loss: 2.2063 +2025-05-27 00:51:16,271 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:53:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1779, loss: 2.1779 +2025-05-27 00:51:59,470 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:53:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.1050, loss: 2.1050 +2025-05-27 00:52:42,595 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:52:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.2084, loss: 2.2084 +2025-05-27 00:53:25,702 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:51:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.0894, loss: 2.0894 +2025-05-27 00:54:08,655 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:50:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2360, loss: 2.2360 +2025-05-27 00:54:51,842 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:50:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1747, loss: 2.1747 +2025-05-27 00:55:34,946 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:49:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1327, loss: 2.1327 +2025-05-27 00:56:17,961 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:48:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.1975, loss: 2.1975 +2025-05-27 00:57:00,863 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:47:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1724, loss: 2.1724 +2025-05-27 00:57:43,738 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:47:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1962, loss: 2.1962 +2025-05-27 00:58:26,612 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:46:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2229, loss: 2.2229 +2025-05-27 00:59:09,457 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:45:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1670, loss: 2.1670 +2025-05-27 00:59:52,455 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:44:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1542, loss: 2.1542 +2025-05-27 01:00:35,459 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.1946, loss: 2.1946 +2025-05-27 01:01:18,441 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2906, loss: 2.2906 +2025-05-27 01:02:01,455 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.2002, loss: 2.2002 +2025-05-27 01:02:44,359 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:41:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0875, loss: 2.0875 +2025-05-27 01:02:47,437 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 01:04:03,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:04:03,901 - pyskl - INFO - +top1_acc 0.8748 +top5_acc 0.9819 +2025-05-27 01:04:03,904 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8748, top5_acc: 0.9819 +2025-05-27 01:05:07,923 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:41:26, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.2061, loss: 2.2061 +2025-05-27 01:05:50,763 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:40:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0674, loss: 2.0674 +2025-05-27 01:06:33,691 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:39:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 2.2297, loss: 2.2297 +2025-05-27 01:07:16,556 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:39:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0648, loss: 2.0648 +2025-05-27 01:07:59,413 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:38:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1620, loss: 2.1620 +2025-05-27 01:08:42,375 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:37:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1580, loss: 2.1580 +2025-05-27 01:09:25,323 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:36:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1325, loss: 2.1325 +2025-05-27 01:10:08,624 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:36:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1609, loss: 2.1609 +2025-05-27 01:10:51,796 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:35:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1154, loss: 2.1154 +2025-05-27 01:11:34,730 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:34:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1924, loss: 2.1924 +2025-05-27 01:12:17,695 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:34:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2204, loss: 2.2204 +2025-05-27 01:13:00,622 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:33:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1297, loss: 2.1297 +2025-05-27 01:13:43,691 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:32:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1058, loss: 2.1058 +2025-05-27 01:14:26,658 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:31:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1557, loss: 2.1557 +2025-05-27 01:15:09,573 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1920, loss: 2.1920 +2025-05-27 01:15:52,502 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:30:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1385, loss: 2.1385 +2025-05-27 01:16:35,539 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:29:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.0712, loss: 2.0712 +2025-05-27 01:17:18,535 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:28:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.2168, loss: 2.2168 +2025-05-27 01:18:01,334 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:28:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.2112, loss: 2.2112 +2025-05-27 01:18:44,227 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:27:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1148, loss: 2.1148 +2025-05-27 01:19:27,194 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:26:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.2110, loss: 2.2110 +2025-05-27 01:20:10,125 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:25:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1848, loss: 2.1848 +2025-05-27 01:20:53,030 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:25:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1809, loss: 2.1809 +2025-05-27 01:21:36,044 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:24:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1509, loss: 2.1509 +2025-05-27 01:22:18,970 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:23:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.0878, loss: 2.0878 +2025-05-27 01:22:22,099 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:23:38,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:23:38,871 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9814 +2025-05-27 01:23:38,874 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8635, top5_acc: 0.9814 +2025-05-27 01:24:43,271 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:23:09, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.0221, loss: 2.0221 +2025-05-27 01:25:26,302 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 2.0725, loss: 2.0725 +2025-05-27 01:26:09,449 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:21:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.0668, loss: 2.0668 +2025-05-27 01:26:52,520 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:20:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0596, loss: 2.0596 +2025-05-27 01:27:35,600 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:20:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1011, loss: 2.1011 +2025-05-27 01:28:18,541 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:19:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1056, loss: 2.1056 +2025-05-27 01:29:01,510 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:18:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0345, loss: 2.0345 +2025-05-27 01:29:44,386 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:17:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.1235, loss: 2.1235 +2025-05-27 01:30:27,406 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1361, loss: 2.1361 +2025-05-27 01:31:10,440 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:16:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.0956, loss: 2.0956 +2025-05-27 01:31:53,406 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:15:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1919, loss: 2.1919 +2025-05-27 01:32:36,374 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:15:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1362, loss: 2.1362 +2025-05-27 01:33:19,374 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:14:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1079, loss: 2.1079 +2025-05-27 01:34:02,342 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:13:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1029, loss: 2.1029 +2025-05-27 01:34:45,356 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:12:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 2.0808, loss: 2.0808 +2025-05-27 01:35:28,353 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:12:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1387, loss: 2.1387 +2025-05-27 01:36:11,479 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:11:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 2.1589, loss: 2.1589 +2025-05-27 01:36:54,573 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:10:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.1178, loss: 2.1178 +2025-05-27 01:37:37,635 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:09:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.1545, loss: 2.1545 +2025-05-27 01:38:20,611 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:09:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.0969, loss: 2.0969 +2025-05-27 01:39:03,633 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:08:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1289, loss: 2.1289 +2025-05-27 01:39:46,634 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:07:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.1897, loss: 2.1897 +2025-05-27 01:40:29,589 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:06:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1746, loss: 2.1746 +2025-05-27 01:41:12,620 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:06:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1883, loss: 2.1883 +2025-05-27 01:41:55,803 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:05:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0632, loss: 2.0632 +2025-05-27 01:41:58,883 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 01:43:15,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:43:15,560 - pyskl - INFO - +top1_acc 0.8929 +top5_acc 0.9855 +2025-05-27 01:43:15,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_78.pth was removed +2025-05-27 01:43:16,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-05-27 01:43:16,650 - pyskl - INFO - Best top1_acc is 0.8929 at 84 epoch. +2025-05-27 01:43:16,652 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8929, top5_acc: 0.9855 +2025-05-27 01:44:20,601 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:04:53, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.0492, loss: 2.0492 +2025-05-27 01:45:03,662 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:04:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9797, loss: 1.9797 +2025-05-27 01:45:46,690 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:03:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0688, loss: 2.0688 +2025-05-27 01:46:29,696 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 20:02:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9699, loss: 1.9699 +2025-05-27 01:47:12,803 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 20:01:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0065, loss: 2.0065 +2025-05-27 01:47:55,823 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 20:01:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 2.0474, loss: 2.0474 +2025-05-27 01:48:38,842 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 20:00:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.0584, loss: 2.0584 +2025-05-27 01:49:21,772 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:59:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0800, loss: 2.0800 +2025-05-27 01:50:04,745 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:58:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1740, loss: 2.1740 +2025-05-27 01:50:47,635 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:58:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1179, loss: 2.1179 +2025-05-27 01:51:30,615 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:57:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.1389, loss: 2.1389 +2025-05-27 01:52:13,525 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:56:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1425, loss: 2.1425 +2025-05-27 01:52:56,572 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:56:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0892, loss: 2.0892 +2025-05-27 01:53:39,675 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:55:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9894, loss_cls: 2.0949, loss: 2.0949 +2025-05-27 01:54:22,618 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:54:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1408, loss: 2.1408 +2025-05-27 01:55:05,615 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:53:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0689, loss: 2.0689 +2025-05-27 01:55:48,508 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:53:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0309, loss: 2.0309 +2025-05-27 01:56:31,406 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:52:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1666, loss: 2.1666 +2025-05-27 01:57:14,324 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.1730, loss: 2.1730 +2025-05-27 01:57:57,167 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:50:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2303, loss: 2.2303 +2025-05-27 01:58:40,043 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:50:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.1027, loss: 2.1027 +2025-05-27 01:59:23,057 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:49:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.0723, loss: 2.0723 +2025-05-27 02:00:05,943 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:48:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1612, loss: 2.1612 +2025-05-27 02:00:48,927 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:47:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.0478, loss: 2.0478 +2025-05-27 02:01:31,872 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:47:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.0979, loss: 2.0979 +2025-05-27 02:01:34,937 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:10:24,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:10:24,481 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9830 +2025-05-27 02:10:24,483 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8895, top5_acc: 0.9830 +2025-05-27 02:11:28,515 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:46:37, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.0855, loss: 2.0855 +2025-05-27 02:12:11,393 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:45:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9712, loss: 1.9712 +2025-05-27 02:12:54,304 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:45:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0682, loss: 2.0682 +2025-05-27 02:13:37,268 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:44:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1095, loss: 2.1095 +2025-05-27 02:14:20,180 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:43:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.1160, loss: 2.1160 +2025-05-27 02:15:03,110 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:42:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9981, loss_cls: 2.1900, loss: 2.1900 +2025-05-27 02:15:46,034 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:42:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.0396, loss: 2.0396 +2025-05-27 02:16:29,074 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:41:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1285, loss: 2.1285 +2025-05-27 02:17:12,096 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:40:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.0563, loss: 2.0563 +2025-05-27 02:17:55,107 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 2.1134, loss: 2.1134 +2025-05-27 02:18:38,059 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:39:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1283, loss: 2.1283 +2025-05-27 02:19:21,108 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:38:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1659, loss: 2.1659 +2025-05-27 02:20:04,008 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:37:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0397, loss: 2.0397 +2025-05-27 02:20:46,905 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:37:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.1125, loss: 2.1125 +2025-05-27 02:21:30,151 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:36:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0846, loss: 2.0846 +2025-05-27 02:22:13,094 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:35:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.0126, loss: 2.0126 +2025-05-27 02:22:56,005 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:34:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0777, loss: 2.0777 +2025-05-27 02:23:38,934 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:34:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1812, loss: 2.1812 +2025-05-27 02:24:21,766 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:33:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.1079, loss: 2.1079 +2025-05-27 02:25:04,646 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:32:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 2.0540, loss: 2.0540 +2025-05-27 02:25:47,485 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:31:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0866, loss: 2.0866 +2025-05-27 02:26:30,369 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:31:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.1265, loss: 2.1265 +2025-05-27 02:27:13,228 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:30:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9894, loss_cls: 2.1304, loss: 2.1304 +2025-05-27 02:27:56,035 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:29:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1304, loss: 2.1304 +2025-05-27 02:28:38,967 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:28:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0666, loss: 2.0666 +2025-05-27 02:28:42,122 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:29:58,764 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:29:58,831 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9836 +2025-05-27 02:29:58,833 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8757, top5_acc: 0.9836 +2025-05-27 02:31:02,944 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:28:20, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9511, loss: 1.9511 +2025-05-27 02:31:45,970 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:27:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0195, loss: 2.0195 +2025-05-27 02:32:29,047 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:26:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1011, loss: 2.1011 +2025-05-27 02:33:11,895 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:26:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9391, loss: 1.9391 +2025-05-27 02:33:54,824 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:25:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.0739, loss: 2.0739 +2025-05-27 02:34:37,772 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:24:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 2.0070, loss: 2.0070 +2025-05-27 02:35:20,743 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:23:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9724, loss: 1.9724 +2025-05-27 02:36:03,763 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0305, loss: 2.0305 +2025-05-27 02:36:46,886 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:22:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.0512, loss: 2.0512 +2025-05-27 02:37:29,858 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:21:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9678, loss: 1.9678 +2025-05-27 02:38:12,877 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:20:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1311, loss: 2.1311 +2025-05-27 02:38:55,921 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:20:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0084, loss: 2.0084 +2025-05-27 02:39:38,937 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:19:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1753, loss: 2.1753 +2025-05-27 02:40:22,085 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:18:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.9723, loss: 1.9723 +2025-05-27 02:41:05,061 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:18:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.0314, loss: 2.0314 +2025-05-27 02:41:48,108 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:17:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.0170, loss: 2.0170 +2025-05-27 02:42:31,154 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:16:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1660, loss: 2.1660 +2025-05-27 02:43:14,226 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:15:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1366, loss: 2.1366 +2025-05-27 02:43:57,330 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1171, loss: 2.1171 +2025-05-27 02:44:40,381 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:14:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1507, loss: 2.1507 +2025-05-27 02:45:23,334 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:13:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.0687, loss: 2.0687 +2025-05-27 02:46:06,337 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:12:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1193, loss: 2.1193 +2025-05-27 02:46:49,323 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:12:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0538, loss: 2.0538 +2025-05-27 02:47:32,319 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:11:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1648, loss: 2.1648 +2025-05-27 02:48:15,566 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:10:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.1103, loss: 2.1103 +2025-05-27 02:48:18,655 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 02:49:35,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:49:35,418 - pyskl - INFO - +top1_acc 0.8571 +top5_acc 0.9805 +2025-05-27 02:49:35,421 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8571, top5_acc: 0.9805 +2025-05-27 02:50:39,233 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:10:04, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0956, loss: 2.0956 +2025-05-27 02:51:22,192 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:09:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.9568, loss: 1.9568 +2025-05-27 02:52:04,959 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:08:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 02:52:47,950 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:07:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0406, loss: 2.0406 +2025-05-27 02:53:30,935 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:07:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0053, loss: 2.0053 +2025-05-27 02:54:14,014 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:06:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0358, loss: 2.0358 +2025-05-27 02:54:56,936 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:05:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.9604, loss: 1.9604 +2025-05-27 02:55:40,003 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:04:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.0296, loss: 2.0296 +2025-05-27 02:56:23,067 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:04:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0500, loss: 2.0500 +2025-05-27 02:57:06,227 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:03:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1346, loss: 2.1346 +2025-05-27 02:57:49,307 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 19:02:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0280, loss: 2.0280 +2025-05-27 02:58:32,398 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 19:01:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.0205, loss: 2.0205 +2025-05-27 02:59:15,412 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 19:01:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 2.1234, loss: 2.1234 +2025-05-27 02:59:58,412 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 19:00:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0739, loss: 2.0739 +2025-05-27 03:00:41,407 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:59:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9939, loss: 1.9939 +2025-05-27 03:01:24,436 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:59:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0530, loss: 2.0530 +2025-05-27 03:02:07,433 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:58:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1798, loss: 2.1798 +2025-05-27 03:02:50,489 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:57:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9912, loss_cls: 2.0067, loss: 2.0067 +2025-05-27 03:03:33,534 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1370, loss: 2.1370 +2025-05-27 03:04:16,547 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:56:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0541, loss: 2.0541 +2025-05-27 03:04:59,580 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:55:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9681, loss: 1.9681 +2025-05-27 03:05:42,610 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:54:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0811, loss: 2.0811 +2025-05-27 03:06:25,603 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:53:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0074, loss: 2.0074 +2025-05-27 03:07:08,622 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:53:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 03:07:51,616 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:52:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0024, loss: 2.0024 +2025-05-27 03:07:54,729 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 03:09:11,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:09:11,469 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9797 +2025-05-27 03:09:11,471 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8732, top5_acc: 0.9797 +2025-05-27 03:10:15,899 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:51:49, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.9825, loss: 1.9825 +2025-05-27 03:10:58,923 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:51:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0301, loss: 2.0301 +2025-05-27 03:11:41,919 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:50:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.9634, loss: 1.9634 +2025-05-27 03:12:24,966 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:49:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9257, loss: 1.9257 +2025-05-27 03:13:07,975 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:48:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.0027, loss: 2.0027 +2025-05-27 03:13:50,893 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:48:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.0471, loss: 2.0471 +2025-05-27 03:14:33,879 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:47:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0103, loss: 2.0103 +2025-05-27 03:15:16,922 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:46:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0272, loss: 2.0272 +2025-05-27 03:15:59,921 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:45:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.0947, loss: 2.0947 +2025-05-27 03:16:42,870 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:45:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.9597, loss: 1.9597 +2025-05-27 03:17:25,778 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:44:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1081, loss: 2.1081 +2025-05-27 03:18:08,769 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:43:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.0669, loss: 2.0669 +2025-05-27 03:18:51,668 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:42:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0799, loss: 2.0799 +2025-05-27 03:19:34,606 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:42:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0382, loss: 2.0382 +2025-05-27 03:20:17,550 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:41:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0549, loss: 2.0549 +2025-05-27 03:21:00,482 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:40:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.1046, loss: 2.1046 +2025-05-27 03:21:43,399 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:40:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0478, loss: 2.0478 +2025-05-27 03:22:26,293 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:39:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9902, loss: 1.9902 +2025-05-27 03:23:09,231 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:38:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.0048, loss: 2.0048 +2025-05-27 03:23:52,152 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:37:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.9813, loss: 1.9813 +2025-05-27 03:24:35,095 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:37:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0691, loss: 2.0691 +2025-05-27 03:25:18,002 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:36:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.1193, loss: 2.1193 +2025-05-27 03:26:00,866 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:35:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1826, loss: 2.1826 +2025-05-27 03:26:43,729 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:34:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0334, loss: 2.0334 +2025-05-27 03:27:26,785 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:34:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0657, loss: 2.0657 +2025-05-27 03:27:29,901 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:28:46,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:28:46,810 - pyskl - INFO - +top1_acc 0.8819 +top5_acc 0.9824 +2025-05-27 03:28:46,812 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8819, top5_acc: 0.9824 +2025-05-27 03:29:51,186 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:33:32, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.9396, loss: 1.9396 +2025-05-27 03:30:34,156 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:32:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9984, loss: 1.9984 +2025-05-27 03:31:17,122 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:32:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 2.0007, loss: 2.0007 +2025-05-27 03:31:59,932 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:31:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0137, loss: 2.0137 +2025-05-27 03:32:42,722 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:30:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.0231, loss: 2.0231 +2025-05-27 03:33:25,482 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:29:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9935, loss: 1.9935 +2025-05-27 03:34:08,305 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9532, loss: 1.9532 +2025-05-27 03:34:51,448 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:28:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9919, loss: 1.9919 +2025-05-27 03:35:34,584 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:27:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.0171, loss: 2.0171 +2025-05-27 03:36:17,536 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:26:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0544, loss: 2.0544 +2025-05-27 03:37:00,498 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:26:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.0813, loss: 2.0813 +2025-05-27 03:37:43,426 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:25:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 2.0210, loss: 2.0210 +2025-05-27 03:38:26,316 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:24:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0036, loss: 2.0036 +2025-05-27 03:39:09,186 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:23:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.9614, loss: 1.9614 +2025-05-27 03:39:52,078 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:23:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.0173, loss: 2.0173 +2025-05-27 03:40:35,060 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:22:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0103, loss: 2.0103 +2025-05-27 03:41:17,990 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:21:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.0364, loss: 2.0364 +2025-05-27 03:42:00,894 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:20:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.9930, loss: 1.9930 +2025-05-27 03:42:43,785 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:20:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.9919, loss: 1.9919 +2025-05-27 03:43:26,689 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:19:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9518, loss: 1.9518 +2025-05-27 03:44:09,784 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:18:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9233, loss: 1.9233 +2025-05-27 03:44:52,970 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:18:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1212, loss: 2.1212 +2025-05-27 03:45:35,991 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:17:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.1136, loss: 2.1136 +2025-05-27 03:46:18,947 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:16:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9703, loss: 1.9703 +2025-05-27 03:47:01,861 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:15:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9925, loss: 1.9925 +2025-05-27 03:47:04,927 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 03:55:25,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:55:25,764 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9813 +2025-05-27 03:55:25,766 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8794, top5_acc: 0.9813 +2025-05-27 03:56:29,893 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:15:15, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9970, loss: 1.9970 +2025-05-27 03:57:12,830 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:14:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9438, loss: 1.9438 +2025-05-27 03:57:55,655 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:13:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9838, loss: 1.9838 +2025-05-27 03:58:38,512 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:13:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8537, loss: 1.8537 +2025-05-27 03:59:21,421 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:12:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.0231, loss: 2.0231 +2025-05-27 04:00:04,314 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:11:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.9235, loss: 1.9235 +2025-05-27 04:00:47,215 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:10:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.9692, loss: 1.9692 +2025-05-27 04:01:30,161 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:10:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.9886, loss: 1.9886 +2025-05-27 04:02:13,189 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:09:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.9487, loss: 1.9487 +2025-05-27 04:02:56,092 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:08:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.0397, loss: 2.0397 +2025-05-27 04:03:39,147 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:07:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9460, loss: 1.9460 +2025-05-27 04:04:22,011 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:07:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.0384, loss: 2.0384 +2025-05-27 04:05:05,024 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:06:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9767, loss: 1.9767 +2025-05-27 04:05:48,014 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:05:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9627, loss: 1.9627 +2025-05-27 04:06:31,023 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:04:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9621, loss: 1.9621 +2025-05-27 04:07:14,025 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:04:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0847, loss: 2.0847 +2025-05-27 04:07:56,995 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:03:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0964, loss: 2.0964 +2025-05-27 04:08:39,932 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:02:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9157, loss: 1.9157 +2025-05-27 04:09:22,874 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 18:01:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9070, loss: 1.9070 +2025-05-27 04:10:05,799 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 18:01:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0545, loss: 2.0545 +2025-05-27 04:10:48,734 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 18:00:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.9869, loss: 1.9869 +2025-05-27 04:11:31,630 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:59:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0237, loss: 2.0237 +2025-05-27 04:12:14,571 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:59:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.0611, loss: 2.0611 +2025-05-27 04:12:57,511 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:58:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.0870, loss: 2.0870 +2025-05-27 04:13:40,390 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:57:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0099, loss: 2.0099 +2025-05-27 04:13:43,455 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:14:59,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:14:59,800 - pyskl - INFO - +top1_acc 0.8910 +top5_acc 0.9837 +2025-05-27 04:14:59,802 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8910, top5_acc: 0.9837 +2025-05-27 04:16:03,937 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:56:58, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8615, loss: 1.8615 +2025-05-27 04:16:47,057 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:56:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8907, loss: 1.8907 +2025-05-27 04:17:30,157 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:55:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.9917, loss: 1.9917 +2025-05-27 04:18:13,167 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9401, loss: 1.9401 +2025-05-27 04:18:56,185 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:54:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9565, loss: 1.9565 +2025-05-27 04:19:39,203 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:53:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.9791, loss: 1.9791 +2025-05-27 04:20:22,248 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.9999, loss: 1.9999 +2025-05-27 04:21:05,362 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:51:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9749, loss: 1.9749 +2025-05-27 04:21:48,467 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:51:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9305, loss: 1.9305 +2025-05-27 04:22:31,664 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:50:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9760, loss: 1.9760 +2025-05-27 04:23:14,762 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:49:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.0031, loss: 2.0031 +2025-05-27 04:23:57,852 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:48:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9381, loss: 1.9381 +2025-05-27 04:24:40,901 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:48:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9615, loss: 1.9615 +2025-05-27 04:25:23,804 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:47:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.0291, loss: 2.0291 +2025-05-27 04:26:06,801 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:46:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.0029, loss: 2.0029 +2025-05-27 04:26:49,926 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:45:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9174, loss: 1.9174 +2025-05-27 04:27:33,138 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:45:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0679, loss: 2.0679 +2025-05-27 04:28:16,290 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:44:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0442, loss: 2.0442 +2025-05-27 04:28:59,319 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:43:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0389, loss: 2.0389 +2025-05-27 04:29:42,226 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:42:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.9682, loss: 1.9682 +2025-05-27 04:30:25,167 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:42:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.9379, loss: 1.9379 +2025-05-27 04:31:07,991 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:41:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9596, loss: 1.9596 +2025-05-27 04:31:50,846 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:40:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9852, loss: 1.9852 +2025-05-27 04:32:33,733 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:40:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9620, loss: 1.9620 +2025-05-27 04:33:16,626 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:39:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9370, loss: 1.9370 +2025-05-27 04:33:19,705 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:34:36,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:34:36,116 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9853 +2025-05-27 04:34:36,119 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8917, top5_acc: 0.9853 +2025-05-27 04:35:40,145 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:38:43, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9124, loss: 1.9124 +2025-05-27 04:36:23,134 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:37:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9368, loss: 1.9368 +2025-05-27 04:37:06,057 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:37:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9034, loss: 1.9034 +2025-05-27 04:37:48,978 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:36:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.9126, loss: 1.9126 +2025-05-27 04:38:31,829 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:35:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8967, loss: 1.8967 +2025-05-27 04:39:14,754 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:35:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.8723, loss: 1.8723 +2025-05-27 04:39:57,612 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:34:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.8775, loss: 1.8775 +2025-05-27 04:40:40,373 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:33:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 1.9155, loss: 1.9155 +2025-05-27 04:41:23,371 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:32:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.9072, loss: 1.9072 +2025-05-27 04:42:06,361 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:32:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8742, loss: 1.8742 +2025-05-27 04:42:49,369 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:31:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9436, loss: 1.9436 +2025-05-27 04:43:32,405 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:30:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0675, loss: 2.0675 +2025-05-27 04:44:15,321 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:29:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0914, loss: 2.0914 +2025-05-27 04:44:58,355 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:29:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0244, loss: 2.0244 +2025-05-27 04:45:41,342 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:28:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.9146, loss: 1.9146 +2025-05-27 04:46:24,309 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:27:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0017, loss: 2.0017 +2025-05-27 04:47:07,331 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:26:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.9619, loss: 1.9619 +2025-05-27 04:47:50,315 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:26:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 1.9719, loss: 1.9719 +2025-05-27 04:48:33,250 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:25:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 04:49:16,230 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:24:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9735, loss: 1.9735 +2025-05-27 04:49:59,258 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:23:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9773, loss: 1.9773 +2025-05-27 04:50:42,305 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:23:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9745, loss: 1.9745 +2025-05-27 04:51:25,249 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:22:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9364, loss: 1.9364 +2025-05-27 04:52:08,208 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:21:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.0980, loss: 2.0980 +2025-05-27 04:52:51,221 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:21:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.9949, loss: 1.9949 +2025-05-27 04:52:54,323 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 04:54:10,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:54:10,941 - pyskl - INFO - +top1_acc 0.8738 +top5_acc 0.9811 +2025-05-27 04:54:10,943 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8738, top5_acc: 0.9811 +2025-05-27 04:55:15,014 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:20:26, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.9089, loss: 1.9089 +2025-05-27 04:55:57,922 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:19:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9083, loss: 1.9083 +2025-05-27 04:56:40,819 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:18:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9128, loss: 1.9128 +2025-05-27 04:57:23,661 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:18:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9025, loss: 1.9025 +2025-05-27 04:58:06,523 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:17:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8806, loss: 1.8806 +2025-05-27 04:58:49,456 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:16:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0297, loss: 2.0297 +2025-05-27 04:59:32,390 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:16:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9407, loss: 1.9407 +2025-05-27 05:00:15,377 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:15:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9397, loss: 1.9397 +2025-05-27 05:00:58,402 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:14:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8671, loss: 1.8671 +2025-05-27 05:01:41,512 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:13:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9226, loss: 1.9226 +2025-05-27 05:02:24,535 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:13:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 05:03:07,523 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:12:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9660, loss: 1.9660 +2025-05-27 05:03:50,379 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:11:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0074, loss: 2.0074 +2025-05-27 05:04:33,263 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:10:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9354, loss: 1.9354 +2025-05-27 05:05:16,242 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:10:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.9642, loss: 1.9642 +2025-05-27 05:05:59,223 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:09:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9681, loss: 1.9681 +2025-05-27 05:06:42,284 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:08:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8797, loss: 1.8797 +2025-05-27 05:07:25,233 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:07:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9099, loss: 1.9099 +2025-05-27 05:08:08,094 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:07:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8951, loss: 1.8951 +2025-05-27 05:08:50,955 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:06:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9785, loss: 1.9785 +2025-05-27 05:09:33,842 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:05:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.9470, loss: 1.9470 +2025-05-27 05:10:16,812 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:04:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0092, loss: 2.0092 +2025-05-27 05:10:59,974 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:04:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9425, loss: 1.9425 +2025-05-27 05:11:42,874 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:03:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.9953, loss: 1.9953 +2025-05-27 05:12:25,814 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:02:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9499, loss: 1.9499 +2025-05-27 05:12:28,857 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:13:45,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:13:45,194 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9858 +2025-05-27 05:13:45,197 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8917, top5_acc: 0.9858 +2025-05-27 05:14:49,298 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 17:02:10, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8148, loss: 1.8148 +2025-05-27 05:15:32,484 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 17:01:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9440, loss: 1.9440 +2025-05-27 05:16:15,546 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 17:00:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.8873, loss: 1.8873 +2025-05-27 05:16:58,568 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:59:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8699, loss: 1.8699 +2025-05-27 05:17:41,621 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:59:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8369, loss: 1.8369 +2025-05-27 05:18:24,657 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:58:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9022, loss: 1.9022 +2025-05-27 05:19:07,674 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:57:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9469, loss: 1.9469 +2025-05-27 05:19:50,655 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:57:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8727, loss: 1.8727 +2025-05-27 05:20:33,600 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:56:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 1.9063, loss: 1.9063 +2025-05-27 05:21:16,612 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:55:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.9098, loss: 1.9098 +2025-05-27 05:21:59,863 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:54:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9098, loss: 1.9098 +2025-05-27 05:22:42,943 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:54:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.0392, loss: 2.0392 +2025-05-27 05:23:25,952 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:53:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9447, loss: 1.9447 +2025-05-27 05:24:08,861 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:52:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9287, loss: 1.9287 +2025-05-27 05:24:51,769 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:51:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.9158, loss: 1.9158 +2025-05-27 05:25:34,701 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:51:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8773, loss: 1.8773 +2025-05-27 05:26:17,770 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:50:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.9533, loss: 1.9533 +2025-05-27 05:27:00,710 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:49:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.0344, loss: 2.0344 +2025-05-27 05:27:43,675 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:48:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.9018, loss: 1.9018 +2025-05-27 05:28:26,593 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:48:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9739, loss: 1.9739 +2025-05-27 05:29:09,460 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:47:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.9348, loss: 1.9348 +2025-05-27 05:29:52,293 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:46:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9538, loss: 1.9538 +2025-05-27 05:30:35,162 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:45:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.9936, loss: 1.9936 +2025-05-27 05:31:18,109 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:45:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8863, loss: 1.8863 +2025-05-27 05:32:00,966 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:44:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0497, loss: 2.0497 +2025-05-27 05:32:04,076 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 05:40:49,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:40:49,577 - pyskl - INFO - +top1_acc 0.8796 +top5_acc 0.9848 +2025-05-27 05:40:49,580 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8796, top5_acc: 0.9848 +2025-05-27 05:41:53,395 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:43:53, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9138, loss: 1.9138 +2025-05-27 05:42:36,421 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:43:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8611, loss: 1.8611 +2025-05-27 05:43:19,378 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:42:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8429, loss: 1.8429 +2025-05-27 05:44:02,234 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:41:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.8517, loss: 1.8517 +2025-05-27 05:44:45,171 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:40:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8151, loss: 1.8151 +2025-05-27 05:45:28,017 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:40:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8961, loss: 1.8961 +2025-05-27 05:46:10,866 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:39:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9006, loss: 1.9006 +2025-05-27 05:46:53,790 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:38:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 05:47:36,777 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:38:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8852, loss: 1.8852 +2025-05-27 05:48:20,039 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:37:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 05:49:03,225 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:36:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9139, loss: 1.9139 +2025-05-27 05:49:46,327 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:35:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.8969, loss: 1.8969 +2025-05-27 05:50:29,251 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:35:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9305, loss: 1.9305 +2025-05-27 05:51:12,212 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:34:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8975, loss: 1.8975 +2025-05-27 05:51:55,189 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:33:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9571, loss: 1.9571 +2025-05-27 05:52:38,155 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:32:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9414, loss: 1.9414 +2025-05-27 05:53:21,269 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:32:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9601, loss: 1.9601 +2025-05-27 05:54:04,220 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:31:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9949, loss: 1.9949 +2025-05-27 05:54:47,166 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:30:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0111, loss: 2.0111 +2025-05-27 05:55:30,195 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:29:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0066, loss: 2.0066 +2025-05-27 05:56:13,198 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:29:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.9002, loss: 1.9002 +2025-05-27 05:56:56,162 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:28:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.9133, loss: 1.9133 +2025-05-27 05:57:39,027 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:27:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9201, loss: 1.9201 +2025-05-27 05:58:21,870 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:26:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8773, loss: 1.8773 +2025-05-27 05:59:04,682 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:26:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.9366, loss: 1.9366 +2025-05-27 05:59:07,783 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 06:00:24,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:00:24,083 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9771 +2025-05-27 06:00:24,086 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8581, top5_acc: 0.9771 +2025-05-27 06:01:28,221 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:25:37, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8769, loss: 1.8769 +2025-05-27 06:02:11,110 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:24:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7820, loss: 1.7820 +2025-05-27 06:02:54,051 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:24:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7926, loss: 1.7926 +2025-05-27 06:03:36,859 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:23:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9050, loss: 1.9050 +2025-05-27 06:04:19,787 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:22:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8153, loss: 1.8153 +2025-05-27 06:05:02,641 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:21:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.8227, loss: 1.8227 +2025-05-27 06:05:45,540 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:21:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8085, loss: 1.8085 +2025-05-27 06:06:28,513 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:20:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9938, loss_cls: 1.9021, loss: 1.9021 +2025-05-27 06:07:11,487 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:19:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9413, loss: 1.9413 +2025-05-27 06:07:54,459 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:18:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8079, loss: 1.8079 +2025-05-27 06:08:37,395 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:18:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8364, loss: 1.8364 +2025-05-27 06:09:20,385 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9435, loss: 1.9435 +2025-05-27 06:10:03,341 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:16:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.9167, loss: 1.9167 +2025-05-27 06:10:46,274 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:16:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.8743, loss: 1.8743 +2025-05-27 06:11:29,331 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:15:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9356, loss: 1.9356 +2025-05-27 06:12:12,379 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:14:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9906, loss_cls: 1.9309, loss: 1.9309 +2025-05-27 06:12:55,341 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:13:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8352, loss: 1.8352 +2025-05-27 06:13:38,400 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:13:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8930, loss: 1.8930 +2025-05-27 06:14:21,455 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:12:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9994, loss_cls: 1.9675, loss: 1.9675 +2025-05-27 06:15:04,417 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 1.9999, loss: 1.9999 +2025-05-27 06:15:47,322 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:10:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.8370, loss: 1.8370 +2025-05-27 06:16:30,191 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:10:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.8344, loss: 1.8344 +2025-05-27 06:17:13,094 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:09:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.8056, loss: 1.8056 +2025-05-27 06:17:56,058 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:08:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0025, loss: 2.0025 +2025-05-27 06:18:39,094 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:07:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9282, loss: 1.9282 +2025-05-27 06:18:42,167 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:19:58,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:19:58,765 - pyskl - INFO - +top1_acc 0.8783 +top5_acc 0.9808 +2025-05-27 06:19:58,768 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8783, top5_acc: 0.9808 +2025-05-27 06:21:03,236 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:07:21, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7824, loss: 1.7824 +2025-05-27 06:21:46,400 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:06:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8139, loss: 1.8139 +2025-05-27 06:22:29,417 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:05:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8462, loss: 1.8462 +2025-05-27 06:23:12,406 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:05:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8592, loss: 1.8592 +2025-05-27 06:23:55,391 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:04:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8502, loss: 1.8502 +2025-05-27 06:24:38,346 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8455, loss: 1.8455 +2025-05-27 06:25:21,373 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8589, loss: 1.8589 +2025-05-27 06:26:04,407 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 16:02:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8401, loss: 1.8401 +2025-05-27 06:26:47,435 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 16:01:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.7514, loss: 1.7514 +2025-05-27 06:27:30,539 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 16:00:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 1.8470, loss: 1.8470 +2025-05-27 06:28:13,555 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 16:00:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8461, loss: 1.8461 +2025-05-27 06:28:56,555 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:59:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.8490, loss: 1.8490 +2025-05-27 06:29:39,515 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:58:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.8572, loss: 1.8572 +2025-05-27 06:30:22,540 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:57:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8863, loss: 1.8863 +2025-05-27 06:31:05,545 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:57:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8285, loss: 1.8285 +2025-05-27 06:31:48,567 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:56:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8504, loss: 1.8504 +2025-05-27 06:32:31,538 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:55:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8400, loss: 1.8400 +2025-05-27 06:33:14,483 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:54:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.8500, loss: 1.8500 +2025-05-27 06:33:57,423 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:54:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8860, loss: 1.8860 +2025-05-27 06:34:40,385 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:53:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.8311, loss: 1.8311 +2025-05-27 06:35:23,373 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:52:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9303, loss: 1.9303 +2025-05-27 06:36:06,283 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:51:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8567, loss: 1.8567 +2025-05-27 06:36:49,224 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:51:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8501, loss: 1.8501 +2025-05-27 06:37:32,073 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:50:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8415, loss: 1.8415 +2025-05-27 06:38:14,984 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:49:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9433, loss: 1.9433 +2025-05-27 06:38:18,066 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 06:39:34,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:39:34,697 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9859 +2025-05-27 06:39:34,699 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8902, top5_acc: 0.9859 +2025-05-27 06:40:38,833 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:49:05, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7330, loss: 1.7330 +2025-05-27 06:41:21,838 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:48:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8060, loss: 1.8060 +2025-05-27 06:42:04,961 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:47:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8662, loss: 1.8662 +2025-05-27 06:42:47,915 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:46:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7794, loss: 1.7794 +2025-05-27 06:43:30,971 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:46:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.8209, loss: 1.8209 +2025-05-27 06:44:14,127 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:45:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8532, loss: 1.8532 +2025-05-27 06:44:57,297 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:44:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7747, loss: 1.7747 +2025-05-27 06:45:40,167 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:43:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7831, loss: 1.7831 +2025-05-27 06:46:23,122 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:43:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.8547, loss: 1.8547 +2025-05-27 06:47:06,118 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:42:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8506, loss: 1.8506 +2025-05-27 06:47:49,058 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:41:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8784, loss: 1.8784 +2025-05-27 06:48:32,103 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:41:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8557, loss: 1.8557 +2025-05-27 06:49:15,117 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:40:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8321, loss: 1.8321 +2025-05-27 06:49:58,057 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:39:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 1.8664, loss: 1.8664 +2025-05-27 06:50:41,227 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:38:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7912, loss: 1.7912 +2025-05-27 06:51:24,261 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:38:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8333, loss: 1.8333 +2025-05-27 06:52:07,213 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:37:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8157, loss: 1.8157 +2025-05-27 06:52:50,342 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:36:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7623, loss: 1.7623 +2025-05-27 06:53:33,267 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:35:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.9024, loss: 1.9024 +2025-05-27 06:54:16,368 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:35:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 1.9324, loss: 1.9324 +2025-05-27 06:54:59,364 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:34:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9925, loss_cls: 1.8894, loss: 1.8894 +2025-05-27 06:55:42,291 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:33:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8743, loss: 1.8743 +2025-05-27 06:56:25,236 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:32:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.8514, loss: 1.8514 +2025-05-27 06:57:08,364 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:32:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8963, loss: 1.8963 +2025-05-27 06:57:51,524 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:31:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8653, loss: 1.8653 +2025-05-27 06:57:54,617 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 06:59:11,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:59:11,158 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9862 +2025-05-27 06:59:11,215 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_84.pth was removed +2025-05-27 06:59:12,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-27 06:59:12,269 - pyskl - INFO - Best top1_acc is 0.8965 at 99 epoch. +2025-05-27 06:59:12,272 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8965, top5_acc: 0.9862 +2025-05-27 07:00:16,440 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:30:49, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.8387, loss: 1.8387 +2025-05-27 07:00:59,167 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:30:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8028, loss: 1.8028 +2025-05-27 07:01:42,043 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:29:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7266, loss: 1.7266 +2025-05-27 07:02:24,783 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:28:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8267, loss: 1.8267 +2025-05-27 07:03:07,963 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:27:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7919, loss: 1.7919 +2025-05-27 07:03:51,279 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:27:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8714, loss: 1.8714 +2025-05-27 07:04:34,172 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:26:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8413, loss: 1.8413 +2025-05-27 07:05:17,017 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:25:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7934, loss: 1.7934 +2025-05-27 07:05:59,829 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:24:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 07:06:42,879 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:24:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7520, loss: 1.7520 +2025-05-27 07:07:25,946 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:23:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.8654, loss: 1.8654 +2025-05-27 07:08:08,970 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:22:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8852, loss: 1.8852 +2025-05-27 07:08:51,801 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:22:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8601, loss: 1.8601 +2025-05-27 07:09:34,636 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:21:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.9255, loss: 1.9255 +2025-05-27 07:10:17,398 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:20:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.7625, loss: 1.7625 +2025-05-27 07:11:00,182 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:19:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8541, loss: 1.8541 +2025-05-27 07:11:42,929 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:19:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.8294, loss: 1.8294 +2025-05-27 07:12:25,681 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:18:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.7128, loss: 1.7128 +2025-05-27 07:13:08,488 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:17:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8534, loss: 1.8534 +2025-05-27 07:13:51,338 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:16:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.8631, loss: 1.8631 +2025-05-27 07:14:34,080 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:16:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.8653, loss: 1.8653 +2025-05-27 07:15:16,766 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:15:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8139, loss: 1.8139 +2025-05-27 07:15:59,630 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:14:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9269, loss: 1.9269 +2025-05-27 07:16:42,449 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7991, loss: 1.7991 +2025-05-27 07:17:25,425 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:13:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8120, loss: 1.8120 +2025-05-27 07:17:28,569 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:26:06,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:26:06,504 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9836 +2025-05-27 07:26:06,506 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8882, top5_acc: 0.9836 +2025-05-27 07:27:10,808 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:12:32, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.7559, loss: 1.7559 +2025-05-27 07:27:53,634 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:11:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7314, loss: 1.7314 +2025-05-27 07:28:36,584 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:11:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.8008, loss: 1.8008 +2025-05-27 07:29:19,563 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:10:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8966, loss: 1.8966 +2025-05-27 07:30:02,528 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:09:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.7852, loss: 1.7852 +2025-05-27 07:30:45,437 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:08:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.8591, loss: 1.8591 +2025-05-27 07:31:28,413 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:08:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 1.7553, loss: 1.7553 +2025-05-27 07:32:11,298 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:07:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.8002, loss: 1.8002 +2025-05-27 07:32:54,339 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:06:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 07:33:37,300 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:05:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8257, loss: 1.8257 +2025-05-27 07:34:20,245 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:05:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8494, loss: 1.8494 +2025-05-27 07:35:03,377 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:04:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7867, loss: 1.7867 +2025-05-27 07:35:46,550 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:03:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7807, loss: 1.7807 +2025-05-27 07:36:29,767 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7807, loss: 1.7807 +2025-05-27 07:37:12,814 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:02:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8824, loss: 1.8824 +2025-05-27 07:37:55,770 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 15:01:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8615, loss: 1.8615 +2025-05-27 07:38:38,616 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 15:00:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.9024, loss: 1.9024 +2025-05-27 07:39:21,538 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 15:00:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7209, loss: 1.7209 +2025-05-27 07:40:04,519 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:59:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.7875, loss: 1.7875 +2025-05-27 07:40:47,499 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:58:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7596, loss: 1.7596 +2025-05-27 07:41:30,466 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:57:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7811, loss: 1.7811 +2025-05-27 07:42:13,510 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:57:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8398, loss: 1.8398 +2025-05-27 07:42:56,562 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:56:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.7606, loss: 1.7606 +2025-05-27 07:43:39,626 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:55:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7594, loss: 1.7594 +2025-05-27 07:44:22,661 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:54:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.8509, loss: 1.8509 +2025-05-27 07:44:25,784 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 07:45:42,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:45:42,176 - pyskl - INFO - +top1_acc 0.8905 +top5_acc 0.9839 +2025-05-27 07:45:42,179 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8905, top5_acc: 0.9839 +2025-05-27 07:46:45,818 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:54:16, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7836, loss: 1.7836 +2025-05-27 07:47:28,730 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:53:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7312, loss: 1.7312 +2025-05-27 07:48:11,694 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:52:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7413, loss: 1.7413 +2025-05-27 07:48:54,514 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:52:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8068, loss: 1.8068 +2025-05-27 07:49:37,313 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:51:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6808, loss: 1.6808 +2025-05-27 07:50:20,215 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:50:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7984, loss: 1.7984 +2025-05-27 07:51:03,114 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:49:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8006, loss: 1.8006 +2025-05-27 07:51:46,088 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:49:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7931, loss: 1.7931 +2025-05-27 07:52:29,187 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:48:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8016, loss: 1.8016 +2025-05-27 07:53:12,049 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:47:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7815, loss: 1.7815 +2025-05-27 07:53:55,002 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:46:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7393, loss: 1.7393 +2025-05-27 07:54:38,002 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:46:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7613, loss: 1.7613 +2025-05-27 07:55:21,044 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:45:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8619, loss: 1.8619 +2025-05-27 07:56:04,001 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:44:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.7895, loss: 1.7895 +2025-05-27 07:56:47,003 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:43:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8458, loss: 1.8458 +2025-05-27 07:57:30,017 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:43:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7178, loss: 1.7178 +2025-05-27 07:58:12,887 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:42:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7662, loss: 1.7662 +2025-05-27 07:58:55,721 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:41:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7415, loss: 1.7415 +2025-05-27 07:59:38,393 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7875, loss: 1.7875 +2025-05-27 08:00:21,278 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:40:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8045, loss: 1.8045 +2025-05-27 08:01:04,249 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:39:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8056, loss: 1.8056 +2025-05-27 08:01:47,306 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:38:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.7929, loss: 1.7929 +2025-05-27 08:02:30,241 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:38:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.7161, loss: 1.7161 +2025-05-27 08:03:13,153 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:37:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.8119, loss: 1.8119 +2025-05-27 08:03:55,926 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:36:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8197, loss: 1.8197 +2025-05-27 08:03:59,021 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 08:05:15,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:05:15,542 - pyskl - INFO - +top1_acc 0.8844 +top5_acc 0.9755 +2025-05-27 08:05:15,545 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8844, top5_acc: 0.9755 +2025-05-27 08:06:19,899 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:35:59, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6911, loss: 1.6911 +2025-05-27 08:07:02,816 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:35:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.6914, loss: 1.6914 +2025-05-27 08:07:45,682 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7483, loss: 1.7483 +2025-05-27 08:08:28,750 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:33:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.8196, loss: 1.8196 +2025-05-27 08:09:11,797 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:33:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7527, loss: 1.7527 +2025-05-27 08:09:54,787 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:32:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7115, loss: 1.7115 +2025-05-27 08:10:37,694 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:31:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7550, loss: 1.7550 +2025-05-27 08:11:20,703 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:30:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7584, loss: 1.7584 +2025-05-27 08:12:03,639 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:30:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8087, loss: 1.8087 +2025-05-27 08:12:46,603 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:29:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 08:13:29,455 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:28:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7206, loss: 1.7206 +2025-05-27 08:14:12,455 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:27:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7333, loss: 1.7333 +2025-05-27 08:14:55,347 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:27:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7465, loss: 1.7465 +2025-05-27 08:15:38,273 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:26:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7425, loss: 1.7425 +2025-05-27 08:16:21,123 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:25:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.7497, loss: 1.7497 +2025-05-27 08:17:03,990 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:24:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8115, loss: 1.8115 +2025-05-27 08:17:46,846 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:24:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7787, loss: 1.7787 +2025-05-27 08:18:29,735 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7939, loss: 1.7939 +2025-05-27 08:19:12,603 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:22:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7567, loss: 1.7567 +2025-05-27 08:19:55,488 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:22:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7710, loss: 1.7710 +2025-05-27 08:20:38,284 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7741, loss: 1.7741 +2025-05-27 08:21:21,106 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7445, loss: 1.7445 +2025-05-27 08:22:03,962 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:19:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8108, loss: 1.8108 +2025-05-27 08:22:46,856 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:19:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7861, loss: 1.7861 +2025-05-27 08:23:29,635 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:18:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8099, loss: 1.8099 +2025-05-27 08:23:32,665 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:24:49,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:24:49,112 - pyskl - INFO - +top1_acc 0.9016 +top5_acc 0.9872 +2025-05-27 08:24:49,171 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_99.pth was removed +2025-05-27 08:24:50,226 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-05-27 08:24:50,227 - pyskl - INFO - Best top1_acc is 0.9016 at 103 epoch. +2025-05-27 08:24:50,230 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.9016, top5_acc: 0.9872 +2025-05-27 08:25:54,730 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:17:43, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7195, loss: 1.7195 +2025-05-27 08:26:37,702 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:16:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6623, loss: 1.6623 +2025-05-27 08:27:20,605 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:16:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7299, loss: 1.7299 +2025-05-27 08:28:03,561 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:15:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.7290, loss: 1.7290 +2025-05-27 08:28:46,457 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7799, loss: 1.7799 +2025-05-27 08:29:29,290 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:14:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7136, loss: 1.7136 +2025-05-27 08:30:12,249 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:13:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7072, loss: 1.7072 +2025-05-27 08:30:55,143 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:12:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7159, loss: 1.7159 +2025-05-27 08:31:38,102 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:11:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7123, loss: 1.7123 +2025-05-27 08:32:21,126 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:11:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6968, loss: 1.6968 +2025-05-27 08:33:04,156 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:10:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6956, loss: 1.6956 +2025-05-27 08:33:47,387 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:09:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6468, loss: 1.6468 +2025-05-27 08:34:30,420 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:08:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.7308, loss: 1.7308 +2025-05-27 08:35:13,327 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:08:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.7784, loss: 1.7784 +2025-05-27 08:35:56,269 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:07:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8218, loss: 1.8218 +2025-05-27 08:36:39,131 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:06:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8078, loss: 1.8078 +2025-05-27 08:37:22,083 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:05:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7750, loss: 1.7750 +2025-05-27 08:38:04,890 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:05:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.7827, loss: 1.7827 +2025-05-27 08:38:47,783 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:04:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7604, loss: 1.7604 +2025-05-27 08:39:30,594 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:03:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7534, loss: 1.7534 +2025-05-27 08:40:13,528 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:03:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7423, loss: 1.7423 +2025-05-27 08:40:56,429 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:02:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8816, loss: 1.8816 +2025-05-27 08:41:39,446 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 14:01:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7423, loss: 1.7423 +2025-05-27 08:42:22,371 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 14:00:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.7982, loss: 1.7982 +2025-05-27 08:43:05,354 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 14:00:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8943, loss: 1.8943 +2025-05-27 08:43:08,472 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 08:44:24,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:44:24,887 - pyskl - INFO - +top1_acc 0.8880 +top5_acc 0.9827 +2025-05-27 08:44:24,890 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8880, top5_acc: 0.9827 +2025-05-27 08:45:29,167 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:59:26, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.7285, loss: 1.7285 +2025-05-27 08:46:12,155 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:58:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7140, loss: 1.7140 +2025-05-27 08:46:55,075 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:57:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6877, loss: 1.6877 +2025-05-27 08:47:37,977 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:57:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8030, loss: 1.8030 +2025-05-27 08:48:20,974 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:56:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.7499, loss: 1.7499 +2025-05-27 08:49:03,879 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:55:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7208, loss: 1.7208 +2025-05-27 08:49:46,795 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:55:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7640, loss: 1.7640 +2025-05-27 08:50:29,742 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:54:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7023, loss: 1.7023 +2025-05-27 08:51:12,562 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:53:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7051, loss: 1.7051 +2025-05-27 08:51:55,345 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7403, loss: 1.7403 +2025-05-27 08:52:38,235 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:52:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8100, loss: 1.8100 +2025-05-27 08:53:21,084 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:51:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7378, loss: 1.7378 +2025-05-27 08:54:04,021 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:50:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.7307, loss: 1.7307 +2025-05-27 08:54:47,075 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:49:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7741, loss: 1.7741 +2025-05-27 08:55:30,089 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:49:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7211, loss: 1.7211 +2025-05-27 08:56:13,037 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:48:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7485, loss: 1.7485 +2025-05-27 08:56:55,914 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:47:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7082, loss: 1.7082 +2025-05-27 08:57:38,717 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:46:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8308, loss: 1.8308 +2025-05-27 08:58:21,642 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:46:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7310, loss: 1.7310 +2025-05-27 08:59:04,514 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:45:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7368, loss: 1.7368 +2025-05-27 08:59:47,278 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:44:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7476, loss: 1.7476 +2025-05-27 09:00:30,108 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:44:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7680, loss: 1.7680 +2025-05-27 09:01:12,898 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:43:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7525, loss: 1.7525 +2025-05-27 09:01:55,742 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:42:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7988, loss: 1.7988 +2025-05-27 09:02:38,639 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:41:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7278, loss: 1.7278 +2025-05-27 09:02:41,758 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:11:51,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:11:51,685 - pyskl - INFO - +top1_acc 0.8876 +top5_acc 0.9839 +2025-05-27 09:11:51,687 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8876, top5_acc: 0.9839 +2025-05-27 09:12:55,395 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:41:09, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7007, loss: 1.7007 +2025-05-27 09:13:38,170 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:40:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7495, loss: 1.7495 +2025-05-27 09:14:20,901 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:39:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6632, loss: 1.6632 +2025-05-27 09:15:03,690 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 09:15:46,472 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:38:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7235, loss: 1.7235 +2025-05-27 09:16:29,272 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:37:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7664, loss: 1.7664 +2025-05-27 09:17:12,138 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7504, loss: 1.7504 +2025-05-27 09:17:54,966 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7438, loss: 1.7438 +2025-05-27 09:18:37,778 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:35:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7017, loss: 1.7017 +2025-05-27 09:19:20,714 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:34:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6687, loss: 1.6687 +2025-05-27 09:20:03,649 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:33:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7133, loss: 1.7133 +2025-05-27 09:20:46,589 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:33:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7459, loss: 1.7459 +2025-05-27 09:21:29,649 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:32:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 +2025-05-27 09:22:12,573 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:31:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.6987, loss: 1.6987 +2025-05-27 09:22:55,471 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:30:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7037, loss: 1.7037 +2025-05-27 09:23:38,392 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:30:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7066, loss: 1.7066 +2025-05-27 09:24:21,074 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:29:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7672, loss: 1.7672 +2025-05-27 09:25:04,065 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:28:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7652, loss: 1.7652 +2025-05-27 09:25:47,184 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:27:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6976, loss: 1.6976 +2025-05-27 09:26:30,206 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:27:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7479, loss: 1.7479 +2025-05-27 09:27:13,326 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:26:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7103, loss: 1.7103 +2025-05-27 09:27:56,385 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:25:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6902, loss: 1.6902 +2025-05-27 09:28:39,356 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:25:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7073, loss: 1.7073 +2025-05-27 09:29:22,306 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:24:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7577, loss: 1.7577 +2025-05-27 09:30:05,336 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:23:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7500, loss: 1.7500 +2025-05-27 09:30:08,422 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:31:25,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:31:25,213 - pyskl - INFO - +top1_acc 0.8985 +top5_acc 0.9849 +2025-05-27 09:31:25,216 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8985, top5_acc: 0.9849 +2025-05-27 09:32:29,095 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:22:53, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6505, loss: 1.6505 +2025-05-27 09:33:12,093 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:22:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6085, loss: 1.6085 +2025-05-27 09:33:55,165 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:21:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6304, loss: 1.6304 +2025-05-27 09:34:38,105 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:20:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6917, loss: 1.6917 +2025-05-27 09:35:21,130 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:19:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6877, loss: 1.6877 +2025-05-27 09:36:04,129 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:19:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6532, loss: 1.6532 +2025-05-27 09:36:47,115 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:18:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6520, loss: 1.6520 +2025-05-27 09:37:30,072 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:17:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7236, loss: 1.7236 +2025-05-27 09:38:13,061 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:17:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6819, loss: 1.6819 +2025-05-27 09:38:56,078 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:16:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6716, loss: 1.6716 +2025-05-27 09:39:39,138 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:15:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7097, loss: 1.7097 +2025-05-27 09:40:22,161 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:14:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6810, loss: 1.6810 +2025-05-27 09:41:05,217 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2025-05-27 09:41:48,141 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:13:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6537, loss: 1.6537 +2025-05-27 09:42:31,054 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:12:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7606, loss: 1.7606 +2025-05-27 09:43:14,021 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:11:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6785, loss: 1.6785 +2025-05-27 09:43:56,907 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:11:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5995, loss: 1.5995 +2025-05-27 09:44:39,766 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:10:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6732, loss: 1.6732 +2025-05-27 09:45:22,644 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:09:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6567, loss: 1.6567 +2025-05-27 09:46:05,637 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:08:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7101, loss: 1.7101 +2025-05-27 09:46:48,614 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:08:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6595, loss: 1.6595 +2025-05-27 09:47:31,607 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:07:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7145, loss: 1.7145 +2025-05-27 09:48:14,637 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:06:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6767, loss: 1.6767 +2025-05-27 09:48:57,665 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:06:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2025-05-27 09:49:40,598 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:05:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7306, loss: 1.7306 +2025-05-27 09:49:43,703 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 09:51:00,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:51:00,273 - pyskl - INFO - +top1_acc 0.8970 +top5_acc 0.9859 +2025-05-27 09:51:00,275 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8970, top5_acc: 0.9859 +2025-05-27 09:52:03,926 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:04:36, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6231, loss: 1.6231 +2025-05-27 09:52:46,865 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:03:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6086, loss: 1.6086 +2025-05-27 09:53:29,827 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:03:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.6844, loss: 1.6844 +2025-05-27 09:54:12,759 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:02:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6788, loss: 1.6788 +2025-05-27 09:54:55,727 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 13:01:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6692, loss: 1.6692 +2025-05-27 09:55:38,582 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 13:00:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5986, loss: 1.5986 +2025-05-27 09:56:21,524 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 13:00:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7552, loss: 1.7552 +2025-05-27 09:57:04,434 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:59:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.6803, loss: 1.6803 +2025-05-27 09:57:47,339 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:58:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6902, loss: 1.6902 +2025-05-27 09:58:30,246 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:58:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6797, loss: 1.6797 +2025-05-27 09:59:13,241 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:57:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.6230, loss: 1.6230 +2025-05-27 09:59:56,366 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:56:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6232, loss: 1.6232 +2025-05-27 10:00:39,447 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:55:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6815, loss: 1.6815 +2025-05-27 10:01:22,395 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:55:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7037, loss: 1.7037 +2025-05-27 10:02:05,263 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:54:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6217, loss: 1.6217 +2025-05-27 10:02:48,220 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:53:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6475, loss: 1.6475 +2025-05-27 10:03:30,888 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:52:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-05-27 10:04:13,831 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:52:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6153, loss: 1.6153 +2025-05-27 10:04:56,797 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:51:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6949, loss: 1.6949 +2025-05-27 10:05:39,888 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:50:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6235, loss: 1.6235 +2025-05-27 10:06:22,939 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:49:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7281, loss: 1.7281 +2025-05-27 10:07:05,923 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:49:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6936, loss: 1.6936 +2025-05-27 10:07:48,829 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:48:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6869, loss: 1.6869 +2025-05-27 10:08:31,719 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:47:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6218, loss: 1.6218 +2025-05-27 10:09:14,633 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:47:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7061, loss: 1.7061 +2025-05-27 10:09:17,731 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 10:10:34,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:10:34,080 - pyskl - INFO - +top1_acc 0.8854 +top5_acc 0.9828 +2025-05-27 10:10:34,082 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8854, top5_acc: 0.9828 +2025-05-27 10:11:38,144 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:46:20, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6816, loss: 1.6816 +2025-05-27 10:12:21,292 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:45:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6201, loss: 1.6201 +2025-05-27 10:13:04,421 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:44:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6627, loss: 1.6627 +2025-05-27 10:13:47,511 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:44:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6327, loss: 1.6327 +2025-05-27 10:14:30,429 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:43:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6116, loss: 1.6116 +2025-05-27 10:15:13,435 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:42:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5999, loss: 1.5999 +2025-05-27 10:15:56,403 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6394, loss: 1.6394 +2025-05-27 10:16:39,378 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:41:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6456, loss: 1.6456 +2025-05-27 10:17:22,211 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:40:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7003, loss: 1.7003 +2025-05-27 10:18:05,172 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:39:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5838, loss: 1.5838 +2025-05-27 10:18:48,074 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7014, loss: 1.7014 +2025-05-27 10:19:30,949 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:38:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6352, loss: 1.6352 +2025-05-27 10:20:14,007 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:37:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6454, loss: 1.6454 +2025-05-27 10:20:56,896 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:36:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6490, loss: 1.6490 +2025-05-27 10:21:39,769 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:36:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6461, loss: 1.6461 +2025-05-27 10:22:22,639 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:35:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2025-05-27 10:23:05,542 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:34:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2025-05-27 10:23:48,394 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:33:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6626, loss: 1.6626 +2025-05-27 10:24:31,202 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:33:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.6938, loss: 1.6938 +2025-05-27 10:25:14,089 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:32:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6651, loss: 1.6651 +2025-05-27 10:25:56,954 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:31:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 10:26:39,867 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:30:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6846, loss: 1.6846 +2025-05-27 10:27:22,757 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:30:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7036, loss: 1.7036 +2025-05-27 10:28:05,638 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:29:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6308, loss: 1.6308 +2025-05-27 10:28:48,517 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:28:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6657, loss: 1.6657 +2025-05-27 10:28:51,610 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:30:07,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:30:07,847 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9853 +2025-05-27 10:30:07,849 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8980, top5_acc: 0.9853 +2025-05-27 10:31:12,500 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:28:04, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-05-27 10:31:55,568 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:27:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5206, loss: 1.5206 +2025-05-27 10:32:38,763 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:26:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5639, loss: 1.5639 +2025-05-27 10:33:21,897 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:25:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6314, loss: 1.6314 +2025-05-27 10:34:05,030 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:25:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5936, loss: 1.5936 +2025-05-27 10:34:48,119 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:24:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.6100, loss: 1.6100 +2025-05-27 10:35:31,241 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:23:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6530, loss: 1.6530 +2025-05-27 10:36:14,336 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:22:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6278, loss: 1.6278 +2025-05-27 10:36:57,317 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:22:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.6100, loss: 1.6100 +2025-05-27 10:37:40,265 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:21:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6541, loss: 1.6541 +2025-05-27 10:38:23,262 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:20:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6059, loss: 1.6059 +2025-05-27 10:39:06,537 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:20:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5930, loss: 1.5930 +2025-05-27 10:39:49,787 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:19:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6216, loss: 1.6216 +2025-05-27 10:40:32,814 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:18:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6575, loss: 1.6575 +2025-05-27 10:41:15,918 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:17:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5609, loss: 1.5609 +2025-05-27 10:41:58,991 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:17:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5878, loss: 1.5878 +2025-05-27 10:42:42,122 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:16:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6556, loss: 1.6556 +2025-05-27 10:43:25,322 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6175, loss: 1.6175 +2025-05-27 10:44:08,454 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:14:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6104, loss: 1.6104 +2025-05-27 10:44:51,547 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:14:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6343, loss: 1.6343 +2025-05-27 10:45:34,710 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:13:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5776, loss: 1.5776 +2025-05-27 10:46:17,955 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:12:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6410, loss: 1.6410 +2025-05-27 10:47:00,992 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:11:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6425, loss: 1.6425 +2025-05-27 10:47:44,031 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:11:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6784, loss: 1.6784 +2025-05-27 10:48:27,015 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:10:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6124, loss: 1.6124 +2025-05-27 10:48:30,152 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 10:57:19,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:57:19,095 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9842 +2025-05-27 10:57:19,097 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8972, top5_acc: 0.9842 +2025-05-27 10:58:23,230 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:09:49, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6397, loss: 1.6397 +2025-05-27 10:59:06,088 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:09:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5698, loss: 1.5698 +2025-05-27 10:59:48,972 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:08:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5461, loss: 1.5461 +2025-05-27 11:00:31,869 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:07:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5584, loss: 1.5584 +2025-05-27 11:01:14,711 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:06:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-05-27 11:01:57,529 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5318, loss: 1.5318 +2025-05-27 11:02:40,366 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:05:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5450, loss: 1.5450 +2025-05-27 11:03:23,246 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5339, loss: 1.5339 +2025-05-27 11:04:06,151 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:03:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5590, loss: 1.5590 +2025-05-27 11:04:49,155 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:03:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-05-27 11:05:31,994 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:02:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5772, loss: 1.5772 +2025-05-27 11:06:15,083 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:01:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5022, loss: 1.5022 +2025-05-27 11:06:57,974 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 12:01:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6228, loss: 1.6228 +2025-05-27 11:07:40,895 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 12:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6477, loss: 1.6477 +2025-05-27 11:08:23,879 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:59:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6257, loss: 1.6257 +2025-05-27 11:09:06,699 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-05-27 11:09:49,635 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:58:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2025-05-27 11:10:32,478 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:57:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-05-27 11:11:15,495 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:56:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-05-27 11:11:58,447 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:55:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-05-27 11:12:41,323 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:55:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-05-27 11:13:24,279 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:54:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6869, loss: 1.6869 +2025-05-27 11:14:07,173 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:53:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5678, loss: 1.5678 +2025-05-27 11:14:50,129 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:52:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-05-27 11:15:32,964 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:52:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5896, loss: 1.5896 +2025-05-27 11:15:35,998 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:16:52,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:16:52,678 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9793 +2025-05-27 11:16:52,680 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8960, top5_acc: 0.9793 +2025-05-27 11:17:56,393 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:51:33, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6195, loss: 1.6195 +2025-05-27 11:18:39,299 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5200, loss: 1.5200 +2025-05-27 11:19:22,324 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:50:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5333, loss: 1.5333 +2025-05-27 11:20:05,331 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:49:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5982, loss: 1.5982 +2025-05-27 11:20:48,391 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:48:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5034, loss: 1.5034 +2025-05-27 11:21:31,347 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:47:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5279, loss: 1.5279 +2025-05-27 11:22:14,291 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:47:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.5912, loss: 1.5912 +2025-05-27 11:22:57,197 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:46:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5837, loss: 1.5837 +2025-05-27 11:23:40,190 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:45:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5796, loss: 1.5796 +2025-05-27 11:24:23,114 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:44:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5672, loss: 1.5672 +2025-05-27 11:25:06,016 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:44:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5277, loss: 1.5277 +2025-05-27 11:25:48,993 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:43:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6216, loss: 1.6216 +2025-05-27 11:26:32,074 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:42:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5489, loss: 1.5489 +2025-05-27 11:27:15,081 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:42:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5815, loss: 1.5815 +2025-05-27 11:27:58,005 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:41:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-05-27 11:28:41,056 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:40:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5115, loss: 1.5115 +2025-05-27 11:29:24,233 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:39:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5608, loss: 1.5608 +2025-05-27 11:30:07,109 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:39:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5792, loss: 1.5792 +2025-05-27 11:30:49,934 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:38:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5912, loss: 1.5912 +2025-05-27 11:31:32,877 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:37:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5624, loss: 1.5624 +2025-05-27 11:32:15,810 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:36:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5552, loss: 1.5552 +2025-05-27 11:32:58,692 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:36:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.6126, loss: 1.6126 +2025-05-27 11:33:41,589 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:35:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 11:34:24,504 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:34:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6470, loss: 1.6470 +2025-05-27 11:35:07,350 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6153, loss: 1.6153 +2025-05-27 11:35:10,473 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:36:26,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:36:26,935 - pyskl - INFO - +top1_acc 0.8908 +top5_acc 0.9786 +2025-05-27 11:36:26,938 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8908, top5_acc: 0.9786 +2025-05-27 11:37:30,936 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:33:17, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5508, loss: 1.5508 +2025-05-27 11:38:14,215 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:32:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-05-27 11:38:57,258 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:31:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-05-27 11:39:40,332 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:31:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5124, loss: 1.5124 +2025-05-27 11:40:23,173 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:30:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4543, loss: 1.4543 +2025-05-27 11:41:06,108 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:29:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5434, loss: 1.5434 +2025-05-27 11:41:48,780 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:28:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5060, loss: 1.5060 +2025-05-27 11:42:31,887 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:28:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5932, loss: 1.5932 +2025-05-27 11:43:14,696 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:27:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5514, loss: 1.5514 +2025-05-27 11:43:57,543 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:26:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5360, loss: 1.5360 +2025-05-27 11:44:40,686 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:25:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5403, loss: 1.5403 +2025-05-27 11:45:23,802 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:25:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5877, loss: 1.5877 +2025-05-27 11:46:06,871 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:24:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5575, loss: 1.5575 +2025-05-27 11:46:49,754 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:23:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5594, loss: 1.5594 +2025-05-27 11:47:32,638 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:23:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5533, loss: 1.5533 +2025-05-27 11:48:15,324 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:22:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5278, loss: 1.5278 +2025-05-27 11:48:58,152 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:21:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6163, loss: 1.6163 +2025-05-27 11:49:40,977 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:20:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5331, loss: 1.5331 +2025-05-27 11:50:23,840 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:20:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5983, loss: 1.5983 +2025-05-27 11:51:06,647 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:19:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5473, loss: 1.5473 +2025-05-27 11:51:49,443 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:18:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6237, loss: 1.6237 +2025-05-27 11:52:32,195 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:17:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5652, loss: 1.5652 +2025-05-27 11:53:15,003 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:17:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5219, loss: 1.5219 +2025-05-27 11:53:57,837 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:16:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5064, loss: 1.5064 +2025-05-27 11:54:40,520 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:15:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5490, loss: 1.5490 +2025-05-27 11:54:43,641 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 11:56:00,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:56:00,098 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9845 +2025-05-27 11:56:00,151 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_103.pth was removed +2025-05-27 11:56:01,167 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-27 11:56:01,168 - pyskl - INFO - Best top1_acc is 0.9027 at 113 epoch. +2025-05-27 11:56:01,171 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.9027, top5_acc: 0.9845 +2025-05-27 11:57:04,942 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:15:00, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5258, loss: 1.5258 +2025-05-27 11:57:47,854 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:14:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-05-27 11:58:30,994 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:13:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5072, loss: 1.5072 +2025-05-27 11:59:13,955 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:12:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5339, loss: 1.5339 +2025-05-27 11:59:56,883 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-05-27 12:00:39,743 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:11:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5064, loss: 1.5064 +2025-05-27 12:01:22,585 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:10:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-05-27 12:02:05,490 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:09:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-05-27 12:02:48,438 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:09:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5427, loss: 1.5427 +2025-05-27 12:03:31,337 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:08:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4814, loss: 1.4814 +2025-05-27 12:04:14,343 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:07:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5697, loss: 1.5697 +2025-05-27 12:04:57,315 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:06:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5647, loss: 1.5647 +2025-05-27 12:05:40,371 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:06:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5375, loss: 1.5375 +2025-05-27 12:06:23,247 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:05:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5796, loss: 1.5796 +2025-05-27 12:07:06,049 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:04:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5572, loss: 1.5572 +2025-05-27 12:07:48,840 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:04:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5493, loss: 1.5493 +2025-05-27 12:08:31,781 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5441, loss: 1.5441 +2025-05-27 12:09:14,634 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:02:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5633, loss: 1.5633 +2025-05-27 12:09:57,391 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5316, loss: 1.5316 +2025-05-27 12:10:40,179 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 11:01:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5538, loss: 1.5538 +2025-05-27 12:11:23,012 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 11:00:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4569, loss: 1.4569 +2025-05-27 12:12:05,909 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:59:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5885, loss: 1.5885 +2025-05-27 12:12:48,871 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:58:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5769, loss: 1.5769 +2025-05-27 12:13:31,721 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:58:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6000, loss: 1.6000 +2025-05-27 12:14:14,401 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:57:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5123, loss: 1.5123 +2025-05-27 12:14:17,483 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:15:33,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:15:34,023 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9847 +2025-05-27 12:15:34,025 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.9020, top5_acc: 0.9847 +2025-05-27 12:16:38,295 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:56:43, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6058, loss: 1.6058 +2025-05-27 12:17:21,223 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:55:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5068, loss: 1.5068 +2025-05-27 12:18:04,177 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:55:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5167, loss: 1.5167 +2025-05-27 12:18:47,206 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:54:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5624, loss: 1.5624 +2025-05-27 12:19:30,187 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:53:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5175, loss: 1.5175 +2025-05-27 12:20:13,148 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:53:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4544, loss: 1.4544 +2025-05-27 12:20:56,140 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:52:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6041, loss: 1.6041 +2025-05-27 12:21:39,038 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6405, loss: 1.6405 +2025-05-27 12:22:21,878 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:50:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-05-27 12:23:04,730 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:50:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4477, loss: 1.4477 +2025-05-27 12:23:47,549 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:49:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4892, loss: 1.4892 +2025-05-27 12:24:30,434 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:48:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5045, loss: 1.5045 +2025-05-27 12:25:13,318 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:47:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4261, loss: 1.4261 +2025-05-27 12:25:56,198 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5465, loss: 1.5465 +2025-05-27 12:26:39,100 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:46:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4800, loss: 1.4800 +2025-05-27 12:27:21,981 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:45:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5518, loss: 1.5518 +2025-05-27 12:28:04,908 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5635, loss: 1.5635 +2025-05-27 12:28:48,141 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4574, loss: 1.4574 +2025-05-27 12:29:31,147 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5416, loss: 1.5416 +2025-05-27 12:30:14,215 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-27 12:30:57,228 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:42:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4723, loss: 1.4723 +2025-05-27 12:31:40,251 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:41:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5292, loss: 1.5292 +2025-05-27 12:32:23,263 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:40:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4916, loss: 1.4916 +2025-05-27 12:33:06,073 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:39:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5373, loss: 1.5373 +2025-05-27 12:33:48,643 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:39:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5895, loss: 1.5895 +2025-05-27 12:33:51,733 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 12:42:10,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:42:10,078 - pyskl - INFO - +top1_acc 0.9036 +top5_acc 0.9786 +2025-05-27 12:42:10,128 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_113.pth was removed +2025-05-27 12:42:11,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-27 12:42:11,128 - pyskl - INFO - Best top1_acc is 0.9036 at 115 epoch. +2025-05-27 12:42:11,130 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.9036, top5_acc: 0.9786 +2025-05-27 12:43:15,115 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:38:27, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4911, loss: 1.4911 +2025-05-27 12:43:57,938 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:37:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5037, loss: 1.5037 +2025-05-27 12:44:40,756 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:36:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4794, loss: 1.4794 +2025-05-27 12:45:23,514 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:36:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5000, loss: 1.5000 +2025-05-27 12:46:06,291 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:35:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-05-27 12:46:49,174 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:34:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4936, loss: 1.4936 +2025-05-27 12:47:32,084 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:34:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4345, loss: 1.4345 +2025-05-27 12:48:15,091 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:33:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5206, loss: 1.5206 +2025-05-27 12:48:58,109 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:32:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5060, loss: 1.5060 +2025-05-27 12:49:41,015 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:31:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5302, loss: 1.5302 +2025-05-27 12:50:23,978 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:31:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5123, loss: 1.5123 +2025-05-27 12:51:07,017 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:30:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4282, loss: 1.4282 +2025-05-27 12:51:50,207 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:29:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-05-27 12:52:33,344 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:28:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4617, loss: 1.4617 +2025-05-27 12:53:16,397 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:28:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5707, loss: 1.5707 +2025-05-27 12:53:59,337 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:27:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4823, loss: 1.4823 +2025-05-27 12:54:42,254 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:26:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5352, loss: 1.5352 +2025-05-27 12:55:25,125 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:26:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.5071, loss: 1.5071 +2025-05-27 12:56:08,082 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:25:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-05-27 12:56:50,961 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:24:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4673, loss: 1.4673 +2025-05-27 12:57:34,010 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:23:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5475, loss: 1.5475 +2025-05-27 12:58:16,915 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:23:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4923, loss: 1.4923 +2025-05-27 12:58:59,814 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:22:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4919, loss: 1.4919 +2025-05-27 12:59:42,793 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:21:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4608, loss: 1.4608 +2025-05-27 13:00:25,805 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:20:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-05-27 13:00:28,871 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 13:01:45,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:01:45,315 - pyskl - INFO - +top1_acc 0.9012 +top5_acc 0.9854 +2025-05-27 13:01:45,318 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.9012, top5_acc: 0.9854 +2025-05-27 13:02:49,185 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:20:11, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4506, loss: 1.4506 +2025-05-27 13:03:32,193 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:19:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4516, loss: 1.4516 +2025-05-27 13:04:15,163 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:18:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4071, loss: 1.4071 +2025-05-27 13:04:58,175 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:17:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-05-27 13:05:41,165 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3793, loss: 1.3793 +2025-05-27 13:06:24,173 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:16:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-05-27 13:07:07,039 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:15:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4018, loss: 1.4018 +2025-05-27 13:07:50,010 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:15:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4537, loss: 1.4537 +2025-05-27 13:08:32,931 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:14:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3726, loss: 1.3726 +2025-05-27 13:09:15,789 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:13:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4703, loss: 1.4703 +2025-05-27 13:09:58,624 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:12:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4261, loss: 1.4261 +2025-05-27 13:10:41,606 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:12:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4736, loss: 1.4736 +2025-05-27 13:11:24,656 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:11:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-05-27 13:12:07,582 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:10:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-05-27 13:12:50,442 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-05-27 13:13:33,231 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:09:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-05-27 13:14:16,061 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:08:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-05-27 13:14:58,890 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:07:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-27 13:15:41,723 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-05-27 13:16:24,601 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:06:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4766, loss: 1.4766 +2025-05-27 13:17:07,459 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:05:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-05-27 13:17:50,325 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:04:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4539, loss: 1.4539 +2025-05-27 13:18:33,167 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:04:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4742, loss: 1.4742 +2025-05-27 13:19:16,065 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:03:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4949, loss: 1.4949 +2025-05-27 13:19:58,977 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:02:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4897, loss: 1.4897 +2025-05-27 13:20:02,059 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:21:18,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:21:18,494 - pyskl - INFO - +top1_acc 0.9074 +top5_acc 0.9865 +2025-05-27 13:21:18,545 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_115.pth was removed +2025-05-27 13:21:19,547 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-05-27 13:21:19,548 - pyskl - INFO - Best top1_acc is 0.9074 at 117 epoch. +2025-05-27 13:21:19,550 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.9074, top5_acc: 0.9865 +2025-05-27 13:22:23,849 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:01:55, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4272, loss: 1.4272 +2025-05-27 13:23:06,916 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 10:01:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-05-27 13:23:49,930 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 10:00:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-05-27 13:24:33,271 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-05-27 13:25:16,449 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:58:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3770, loss: 1.3770 +2025-05-27 13:25:59,661 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:58:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4439, loss: 1.4439 +2025-05-27 13:26:42,794 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:57:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4228, loss: 1.4228 +2025-05-27 13:27:25,754 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5450, loss: 1.5450 +2025-05-27 13:28:08,785 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:56:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-27 13:28:51,835 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:55:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4220, loss: 1.4220 +2025-05-27 13:29:34,924 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:54:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-05-27 13:30:18,150 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:53:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4762, loss: 1.4762 +2025-05-27 13:31:01,418 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:53:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3670, loss: 1.3670 +2025-05-27 13:31:44,499 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:52:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4442, loss: 1.4442 +2025-05-27 13:32:27,587 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:51:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4928, loss: 1.4928 +2025-05-27 13:33:10,603 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:50:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3888, loss: 1.3888 +2025-05-27 13:33:53,549 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:50:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4665, loss: 1.4665 +2025-05-27 13:34:36,418 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:49:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4751, loss: 1.4751 +2025-05-27 13:35:19,397 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:48:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4696, loss: 1.4696 +2025-05-27 13:36:02,370 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:48:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-05-27 13:36:45,404 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:47:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4756, loss: 1.4756 +2025-05-27 13:37:28,351 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:46:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-05-27 13:38:11,333 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:45:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4279, loss: 1.4279 +2025-05-27 13:38:54,298 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:45:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4771, loss: 1.4771 +2025-05-27 13:39:37,169 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:44:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-05-27 13:39:40,265 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 13:40:56,585 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:40:56,652 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9872 +2025-05-27 13:40:56,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_117.pth was removed +2025-05-27 13:40:57,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-27 13:40:57,717 - pyskl - INFO - Best top1_acc is 0.9162 at 118 epoch. +2025-05-27 13:40:57,719 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.9162, top5_acc: 0.9872 +2025-05-27 13:42:02,260 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:43:40, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3620, loss: 1.3620 +2025-05-27 13:42:45,199 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:42:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-05-27 13:43:28,186 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:42:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3900, loss: 1.3900 +2025-05-27 13:44:11,378 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:41:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3966, loss: 1.3966 +2025-05-27 13:44:54,509 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:40:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3154, loss: 1.3154 +2025-05-27 13:45:37,718 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:40:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 +2025-05-27 13:46:20,852 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:39:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-27 13:47:03,795 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:38:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4471, loss: 1.4471 +2025-05-27 13:47:46,717 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:37:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4189, loss: 1.4189 +2025-05-27 13:48:29,746 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-05-27 13:49:12,795 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:36:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3977, loss: 1.3977 +2025-05-27 13:49:55,946 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:35:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-05-27 13:50:38,943 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:34:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4224, loss: 1.4224 +2025-05-27 13:51:21,970 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:34:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4272, loss: 1.4272 +2025-05-27 13:52:05,083 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:33:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4437, loss: 1.4437 +2025-05-27 13:52:48,022 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:32:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4420, loss: 1.4420 +2025-05-27 13:53:30,891 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:31:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3829, loss: 1.3829 +2025-05-27 13:54:13,834 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:31:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4647, loss: 1.4647 +2025-05-27 13:54:56,790 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:30:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4051, loss: 1.4051 +2025-05-27 13:55:39,858 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:29:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-05-27 13:56:22,889 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:29:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4589, loss: 1.4589 +2025-05-27 13:57:05,935 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:28:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4464, loss: 1.4464 +2025-05-27 13:57:48,897 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:27:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3884, loss: 1.3884 +2025-05-27 13:58:31,827 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:26:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4730, loss: 1.4730 +2025-05-27 13:59:14,739 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:26:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-05-27 13:59:17,846 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 14:00:34,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:00:34,360 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9875 +2025-05-27 14:00:34,363 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9111, top5_acc: 0.9875 +2025-05-27 14:01:38,758 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:25:24, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-05-27 14:02:21,789 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:24:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3300, loss: 1.3300 +2025-05-27 14:03:04,719 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:23:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3285, loss: 1.3285 +2025-05-27 14:03:47,687 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:23:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2823, loss: 1.2823 +2025-05-27 14:04:30,659 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:22:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-27 14:05:13,754 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:21:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3646, loss: 1.3646 +2025-05-27 14:05:56,840 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:21:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-05-27 14:06:39,903 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:20:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3549, loss: 1.3549 +2025-05-27 14:07:22,906 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:19:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-05-27 14:08:05,899 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:18:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4131, loss: 1.4131 +2025-05-27 14:08:48,912 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:18:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3284, loss: 1.3284 +2025-05-27 14:09:32,118 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:17:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-05-27 14:10:15,223 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:16:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-05-27 14:10:58,178 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:15:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-05-27 14:11:41,086 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:15:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4688, loss: 1.4688 +2025-05-27 14:12:23,938 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:14:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4378, loss: 1.4378 +2025-05-27 14:13:07,002 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4504, loss: 1.4504 +2025-05-27 14:13:50,052 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:12:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-05-27 14:14:33,025 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:12:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3345, loss: 1.3345 +2025-05-27 14:15:16,078 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:11:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4290, loss: 1.4290 +2025-05-27 14:15:58,997 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:10:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3880, loss: 1.3880 +2025-05-27 14:16:42,031 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:10:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3531, loss: 1.3531 +2025-05-27 14:17:25,045 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:09:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3521, loss: 1.3521 +2025-05-27 14:18:08,319 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:08:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4511, loss: 1.4511 +2025-05-27 14:18:51,289 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:07:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-05-27 14:18:54,359 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:27:11,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:27:12,023 - pyskl - INFO - +top1_acc 0.9147 +top5_acc 0.9844 +2025-05-27 14:27:12,026 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9147, top5_acc: 0.9844 +2025-05-27 14:28:16,013 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:07:09, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-27 14:28:58,798 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:06:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-05-27 14:29:41,574 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:05:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-05-27 14:30:24,370 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:04:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3263, loss: 1.3263 +2025-05-27 14:31:07,143 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3208, loss: 1.3208 +2025-05-27 14:31:49,926 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:03:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3676, loss: 1.3676 +2025-05-27 14:32:32,706 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:02:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3745, loss: 1.3745 +2025-05-27 14:33:15,511 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:02:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-05-27 14:33:58,288 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:01:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-05-27 14:34:41,049 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 9:00:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-05-27 14:35:23,770 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:59:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3740, loss: 1.3740 +2025-05-27 14:36:06,677 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:59:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4014, loss: 1.4014 +2025-05-27 14:36:49,593 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:58:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4228, loss: 1.4228 +2025-05-27 14:37:32,590 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:57:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-05-27 14:38:15,511 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:56:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3680, loss: 1.3680 +2025-05-27 14:38:58,290 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:56:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3789, loss: 1.3789 +2025-05-27 14:39:41,114 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:55:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3895, loss: 1.3895 +2025-05-27 14:40:23,872 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:54:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-05-27 14:41:06,642 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:53:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3692, loss: 1.3692 +2025-05-27 14:41:49,442 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3881, loss: 1.3881 +2025-05-27 14:42:32,127 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:52:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-05-27 14:43:14,944 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:51:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-05-27 14:43:57,645 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:51:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3221, loss: 1.3221 +2025-05-27 14:44:40,726 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:50:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3540, loss: 1.3540 +2025-05-27 14:45:23,541 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:49:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3769, loss: 1.3769 +2025-05-27 14:45:26,646 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 14:46:42,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:46:42,937 - pyskl - INFO - +top1_acc 0.9140 +top5_acc 0.9851 +2025-05-27 14:46:42,940 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9140, top5_acc: 0.9851 +2025-05-27 14:47:47,335 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:48:52, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2877, loss: 1.2877 +2025-05-27 14:48:30,367 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:48:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2973, loss: 1.2973 +2025-05-27 14:49:13,297 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:47:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-05-27 14:49:56,199 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:46:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3227, loss: 1.3227 +2025-05-27 14:50:39,263 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:45:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3461, loss: 1.3461 +2025-05-27 14:51:22,230 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:45:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3611, loss: 1.3611 +2025-05-27 14:52:05,312 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:44:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-27 14:52:48,297 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:43:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3156, loss: 1.3156 +2025-05-27 14:53:31,431 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:43:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-05-27 14:54:14,425 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:42:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-05-27 14:54:57,421 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3399, loss: 1.3399 +2025-05-27 14:55:40,489 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:40:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3187, loss: 1.3187 +2025-05-27 14:56:23,542 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:40:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-05-27 14:57:06,664 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3809, loss: 1.3809 +2025-05-27 14:57:49,859 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:38:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-05-27 14:58:33,000 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:37:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3386, loss: 1.3386 +2025-05-27 14:59:16,075 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:37:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3528, loss: 1.3528 +2025-05-27 14:59:59,083 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:36:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-05-27 15:00:42,100 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:35:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3533, loss: 1.3533 +2025-05-27 15:01:25,105 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:34:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-05-27 15:02:08,123 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:34:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3561, loss: 1.3561 +2025-05-27 15:02:51,125 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:33:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-05-27 15:03:34,079 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:32:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3641, loss: 1.3641 +2025-05-27 15:04:17,063 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:32:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3517, loss: 1.3517 +2025-05-27 15:05:00,044 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:31:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-05-27 15:05:03,163 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 15:06:19,659 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:06:19,725 - pyskl - INFO - +top1_acc 0.9143 +top5_acc 0.9887 +2025-05-27 15:06:19,728 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.9143, top5_acc: 0.9887 +2025-05-27 15:07:23,569 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:30:36, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-05-27 15:08:06,524 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:29:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-05-27 15:08:49,555 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3331, loss: 1.3331 +2025-05-27 15:09:32,517 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:28:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2914, loss: 1.2914 +2025-05-27 15:10:15,572 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:27:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3512, loss: 1.3512 +2025-05-27 15:10:58,648 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:26:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-05-27 15:11:41,873 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:26:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-05-27 15:12:24,936 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:25:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3687, loss: 1.3687 +2025-05-27 15:13:07,963 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:24:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3369, loss: 1.3369 +2025-05-27 15:13:50,961 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2975, loss: 1.2975 +2025-05-27 15:14:34,071 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:23:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3132, loss: 1.3132 +2025-05-27 15:15:17,006 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:22:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-05-27 15:16:00,032 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:21:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3061, loss: 1.3061 +2025-05-27 15:16:43,121 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:21:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-05-27 15:17:26,184 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:20:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3252, loss: 1.3252 +2025-05-27 15:18:09,219 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:19:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3409, loss: 1.3409 +2025-05-27 15:18:52,379 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:18:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2983, loss: 1.2983 +2025-05-27 15:19:35,635 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:18:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2824, loss: 1.2824 +2025-05-27 15:20:18,778 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:17:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3234, loss: 1.3234 +2025-05-27 15:21:01,890 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:16:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3580, loss: 1.3580 +2025-05-27 15:21:44,840 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:15:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-05-27 15:22:27,738 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:15:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3085, loss: 1.3085 +2025-05-27 15:23:10,658 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:14:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-05-27 15:23:53,596 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:13:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3151, loss: 1.3151 +2025-05-27 15:24:36,475 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:13:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-05-27 15:24:39,590 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:25:55,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:25:56,014 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9769 +2025-05-27 15:25:56,016 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9057, top5_acc: 0.9769 +2025-05-27 15:26:59,985 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:12:21, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2811, loss: 1.2811 +2025-05-27 15:27:42,843 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:11:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3239, loss: 1.3239 +2025-05-27 15:28:25,730 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:10:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 15:29:08,614 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:10:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3084, loss: 1.3084 +2025-05-27 15:29:51,642 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:09:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-05-27 15:30:34,595 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:08:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3133, loss: 1.3133 +2025-05-27 15:31:17,658 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:07:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2574, loss: 1.2574 +2025-05-27 15:32:00,670 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2962, loss: 1.2962 +2025-05-27 15:32:43,715 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:06:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2473, loss: 1.2473 +2025-05-27 15:33:26,683 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:05:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-27 15:34:09,674 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:05:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-05-27 15:34:52,648 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2526, loss: 1.2526 +2025-05-27 15:35:35,724 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2678, loss: 1.2678 +2025-05-27 15:36:18,802 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:02:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3076, loss: 1.3076 +2025-05-27 15:37:01,812 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:02:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-05-27 15:37:44,746 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2712, loss: 1.2712 +2025-05-27 15:38:27,721 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 8:00:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2493, loss: 1.2493 +2025-05-27 15:39:10,604 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:59:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3219, loss: 1.3219 +2025-05-27 15:39:53,614 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:59:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-05-27 15:40:36,598 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:58:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-05-27 15:41:19,527 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:57:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-05-27 15:42:02,476 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:56:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-05-27 15:42:45,408 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:56:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-05-27 15:43:28,390 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:55:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3405, loss: 1.3405 +2025-05-27 15:44:11,413 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:54:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 15:44:14,547 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 15:45:30,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:45:30,930 - pyskl - INFO - +top1_acc 0.9086 +top5_acc 0.9851 +2025-05-27 15:45:30,933 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9086, top5_acc: 0.9851 +2025-05-27 15:46:35,059 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:54:05, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-05-27 15:47:17,957 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:53:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2854, loss: 1.2854 +2025-05-27 15:48:00,888 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:52:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-05-27 15:48:43,957 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:51:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2641, loss: 1.2641 +2025-05-27 15:49:26,867 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:51:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-05-27 15:50:09,764 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:50:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2906, loss: 1.2906 +2025-05-27 15:50:52,766 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:49:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2423, loss: 1.2423 +2025-05-27 15:51:35,686 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:48:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2783, loss: 1.2783 +2025-05-27 15:52:18,741 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:48:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2533, loss: 1.2533 +2025-05-27 15:53:01,725 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:47:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2471, loss: 1.2471 +2025-05-27 15:53:44,786 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-27 15:54:28,059 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:46:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3209, loss: 1.3209 +2025-05-27 15:55:11,093 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:45:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2433, loss: 1.2433 +2025-05-27 15:55:53,967 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2920, loss: 1.2920 +2025-05-27 15:56:36,872 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:43:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-05-27 15:57:19,783 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:43:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-05-27 15:58:02,793 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:42:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2730, loss: 1.2730 +2025-05-27 15:58:45,654 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:41:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2942, loss: 1.2942 +2025-05-27 15:59:28,498 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:40:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3033, loss: 1.3033 +2025-05-27 16:00:11,459 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:40:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3053, loss: 1.3053 +2025-05-27 16:00:54,403 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:39:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3011, loss: 1.3011 +2025-05-27 16:01:37,370 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:38:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 16:02:20,439 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:38:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2883, loss: 1.2883 +2025-05-27 16:03:03,484 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:37:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2678, loss: 1.2678 +2025-05-27 16:03:46,511 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:36:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2690, loss: 1.2690 +2025-05-27 16:03:49,600 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:12:55,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:12:55,625 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9868 +2025-05-27 16:12:55,627 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9111, top5_acc: 0.9868 +2025-05-27 16:13:59,243 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:35:49, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2119, loss: 1.2119 +2025-05-27 16:14:42,080 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:35:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-05-27 16:15:24,934 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:34:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-05-27 16:16:07,778 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:33:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2378, loss: 1.2378 +2025-05-27 16:16:50,690 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:32:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2302, loss: 1.2302 +2025-05-27 16:17:33,576 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2589, loss: 1.2589 +2025-05-27 16:18:16,433 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:31:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2983, loss: 1.2983 +2025-05-27 16:18:59,185 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:30:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2792, loss: 1.2792 +2025-05-27 16:19:41,991 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-05-27 16:20:24,942 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2602, loss: 1.2602 +2025-05-27 16:21:07,864 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:28:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2839, loss: 1.2839 +2025-05-27 16:21:50,787 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:27:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-05-27 16:22:33,618 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 +2025-05-27 16:23:16,719 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2421, loss: 1.2421 +2025-05-27 16:23:59,731 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:25:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-05-27 16:24:42,684 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:24:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2412, loss: 1.2412 +2025-05-27 16:25:25,549 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:24:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2632, loss: 1.2632 +2025-05-27 16:26:08,408 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:23:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2541, loss: 1.2541 +2025-05-27 16:26:51,259 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:22:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2787, loss: 1.2787 +2025-05-27 16:27:34,127 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:21:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-05-27 16:28:17,069 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:21:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2317, loss: 1.2317 +2025-05-27 16:29:00,002 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:20:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-05-27 16:29:42,861 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:19:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2636, loss: 1.2636 +2025-05-27 16:30:25,686 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:19:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2260, loss: 1.2260 +2025-05-27 16:31:08,570 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:18:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2171, loss: 1.2171 +2025-05-27 16:31:11,605 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:32:27,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:32:27,891 - pyskl - INFO - +top1_acc 0.9230 +top5_acc 0.9884 +2025-05-27 16:32:27,947 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_118.pth was removed +2025-05-27 16:32:28,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:32:28,980 - pyskl - INFO - Best top1_acc is 0.9230 at 126 epoch. +2025-05-27 16:32:28,983 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9230, top5_acc: 0.9884 +2025-05-27 16:33:32,713 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:17:33, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2608, loss: 1.2608 +2025-05-27 16:34:15,547 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2262, loss: 1.2262 +2025-05-27 16:34:58,440 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:16:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-05-27 16:35:41,349 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:15:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-05-27 16:36:24,342 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:14:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-05-27 16:37:07,270 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:13:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2206, loss: 1.2206 +2025-05-27 16:37:50,297 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:13:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2159, loss: 1.2159 +2025-05-27 16:38:33,431 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:12:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1997, loss: 1.1997 +2025-05-27 16:39:16,614 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:11:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2221, loss: 1.2221 +2025-05-27 16:39:59,765 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:10:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2117, loss: 1.2117 +2025-05-27 16:40:42,730 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:10:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2215, loss: 1.2215 +2025-05-27 16:41:25,819 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:09:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2317, loss: 1.2317 +2025-05-27 16:42:08,917 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:08:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-05-27 16:42:51,930 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:08:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2303, loss: 1.2303 +2025-05-27 16:43:34,983 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:07:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1897, loss: 1.1897 +2025-05-27 16:44:17,969 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:06:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2901, loss: 1.2901 +2025-05-27 16:45:01,014 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:05:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2141, loss: 1.2141 +2025-05-27 16:45:44,029 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:05:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1954, loss: 1.1954 +2025-05-27 16:46:27,092 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2035, loss: 1.2035 +2025-05-27 16:47:09,937 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:03:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-05-27 16:47:52,852 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:02:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1881, loss: 1.1881 +2025-05-27 16:48:35,683 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:02:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-05-27 16:49:18,636 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:01:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-05-27 16:50:01,502 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 7:00:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2236, loss: 1.2236 +2025-05-27 16:50:44,416 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 7:00:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2348, loss: 1.2348 +2025-05-27 16:50:47,519 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 16:52:03,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:52:04,020 - pyskl - INFO - +top1_acc 0.9198 +top5_acc 0.9880 +2025-05-27 16:52:04,023 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9198, top5_acc: 0.9880 +2025-05-27 16:53:08,302 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:59:17, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1649, loss: 1.1649 +2025-05-27 16:53:51,278 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:58:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-05-27 16:54:34,050 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:57:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2507, loss: 1.2507 +2025-05-27 16:55:16,885 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:57:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2244, loss: 1.2244 +2025-05-27 16:55:59,367 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:56:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-05-27 16:56:42,361 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:55:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1700, loss: 1.1700 +2025-05-27 16:57:25,453 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:54:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 +2025-05-27 16:58:08,417 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:54:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1807, loss: 1.1807 +2025-05-27 16:58:51,224 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:53:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-05-27 16:59:34,189 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:52:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-05-27 17:00:17,133 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:51:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2418, loss: 1.2418 +2025-05-27 17:01:00,063 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:51:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-05-27 17:01:43,099 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:50:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2295, loss: 1.2295 +2025-05-27 17:02:26,199 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:49:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1914, loss: 1.1914 +2025-05-27 17:03:09,313 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:49:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2686, loss: 1.2686 +2025-05-27 17:03:52,351 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:48:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-05-27 17:04:35,442 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:47:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1220, loss: 1.1220 +2025-05-27 17:05:18,541 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:46:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2104, loss: 1.2104 +2025-05-27 17:06:01,607 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:46:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-05-27 17:06:44,666 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:45:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2405, loss: 1.2405 +2025-05-27 17:07:27,657 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:44:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1928, loss: 1.1928 +2025-05-27 17:08:10,662 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:43:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2098, loss: 1.2098 +2025-05-27 17:08:53,637 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:43:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2561, loss: 1.2561 +2025-05-27 17:09:36,637 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:42:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-05-27 17:10:19,699 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:41:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2752, loss: 1.2752 +2025-05-27 17:10:22,812 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:11:39,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:11:39,080 - pyskl - INFO - +top1_acc 0.9204 +top5_acc 0.9879 +2025-05-27 17:11:39,082 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9204, top5_acc: 0.9879 +2025-05-27 17:12:43,138 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:41:02, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1880, loss: 1.1880 +2025-05-27 17:13:26,193 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:40:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1811, loss: 1.1811 +2025-05-27 17:14:09,228 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:39:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1850, loss: 1.1850 +2025-05-27 17:14:52,271 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:38:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1851, loss: 1.1851 +2025-05-27 17:15:35,302 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:38:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1625, loss: 1.1625 +2025-05-27 17:16:18,330 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:37:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 +2025-05-27 17:17:01,324 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:36:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2062, loss: 1.2062 +2025-05-27 17:17:44,308 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:35:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1707, loss: 1.1707 +2025-05-27 17:18:27,463 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:35:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1736, loss: 1.1736 +2025-05-27 17:19:10,558 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:34:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-05-27 17:19:53,646 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:33:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1504, loss: 1.1504 +2025-05-27 17:20:36,801 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:32:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1274, loss: 1.1274 +2025-05-27 17:21:20,066 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:32:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2153, loss: 1.2153 +2025-05-27 17:22:03,202 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:31:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1938, loss: 1.1938 +2025-05-27 17:22:46,349 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:30:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-05-27 17:23:29,355 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:30:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-27 17:24:12,382 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:29:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2643, loss: 1.2643 +2025-05-27 17:24:55,396 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:28:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1905, loss: 1.1905 +2025-05-27 17:25:38,481 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:27:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-05-27 17:26:21,483 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:27:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1764, loss: 1.1764 +2025-05-27 17:27:04,512 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:26:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-05-27 17:27:47,496 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:25:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1654, loss: 1.1654 +2025-05-27 17:28:30,482 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:24:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-05-27 17:29:13,470 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:24:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1669, loss: 1.1669 +2025-05-27 17:29:56,419 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1727, loss: 1.1727 +2025-05-27 17:29:59,531 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:31:15,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:31:16,062 - pyskl - INFO - +top1_acc 0.9176 +top5_acc 0.9813 +2025-05-27 17:31:16,065 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9176, top5_acc: 0.9813 +2025-05-27 17:32:20,559 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:22:46, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1408, loss: 1.1408 +2025-05-27 17:33:03,424 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:22:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 17:33:46,399 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:21:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1484, loss: 1.1484 +2025-05-27 17:34:29,443 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1926, loss: 1.1926 +2025-05-27 17:35:12,405 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:19:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 +2025-05-27 17:35:55,427 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:19:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1738, loss: 1.1738 +2025-05-27 17:36:38,462 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:18:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1568, loss: 1.1568 +2025-05-27 17:37:21,445 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:17:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1859, loss: 1.1859 +2025-05-27 17:38:04,393 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:16:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-27 17:38:47,305 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:16:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1966, loss: 1.1966 +2025-05-27 17:39:30,304 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:15:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1842, loss: 1.1842 +2025-05-27 17:40:13,381 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:14:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1834, loss: 1.1834 +2025-05-27 17:40:56,538 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:14:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1944, loss: 1.1944 +2025-05-27 17:41:39,794 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:13:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1641, loss: 1.1641 +2025-05-27 17:42:22,909 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:12:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-05-27 17:43:06,195 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:11:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1660, loss: 1.1660 +2025-05-27 17:43:49,085 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:11:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1456, loss: 1.1456 +2025-05-27 17:44:31,898 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:10:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1940, loss: 1.1940 +2025-05-27 17:45:14,628 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1342, loss: 1.1342 +2025-05-27 17:45:57,829 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:08:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1675, loss: 1.1675 +2025-05-27 17:46:40,974 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:08:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 17:47:23,978 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:07:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1867, loss: 1.1867 +2025-05-27 17:48:06,854 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:06:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1885, loss: 1.1885 +2025-05-27 17:48:49,804 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1898, loss: 1.1898 +2025-05-27 17:49:33,027 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:05:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1616, loss: 1.1616 +2025-05-27 17:49:36,180 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 17:58:31,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:58:31,982 - pyskl - INFO - +top1_acc 0.9143 +top5_acc 0.9888 +2025-05-27 17:58:31,984 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9143, top5_acc: 0.9888 +2025-05-27 17:59:37,382 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:04:31, time: 0.654, data_time: 0.222, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1028, loss: 1.1028 +2025-05-27 18:00:20,785 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:03:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-05-27 18:01:04,182 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:03:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1955, loss: 1.1955 +2025-05-27 18:01:47,411 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:02:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1613, loss: 1.1613 +2025-05-27 18:02:30,436 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:01:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1402, loss: 1.1402 +2025-05-27 18:03:13,351 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:00:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1283, loss: 1.1283 +2025-05-27 18:03:56,212 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 6:00:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1695, loss: 1.1695 +2025-05-27 18:04:39,262 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:59:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1340, loss: 1.1340 +2025-05-27 18:05:22,451 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:58:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1695, loss: 1.1695 +2025-05-27 18:06:05,767 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:57:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1315, loss: 1.1315 +2025-05-27 18:06:48,993 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:57:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1734, loss: 1.1734 +2025-05-27 18:07:32,375 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:56:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-05-27 18:08:15,558 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:55:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1191, loss: 1.1191 +2025-05-27 18:08:58,478 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:55:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-27 18:09:41,281 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:54:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1077, loss: 1.1077 +2025-05-27 18:10:24,078 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:53:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-05-27 18:11:06,830 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1324, loss: 1.1324 +2025-05-27 18:11:49,576 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:52:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1418, loss: 1.1418 +2025-05-27 18:12:32,374 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:51:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1473, loss: 1.1473 +2025-05-27 18:13:15,135 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:50:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1498, loss: 1.1498 +2025-05-27 18:13:58,082 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:49:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1618, loss: 1.1618 +2025-05-27 18:14:41,012 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:49:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1131, loss: 1.1131 +2025-05-27 18:15:24,041 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:48:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1586, loss: 1.1586 +2025-05-27 18:16:06,938 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:47:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-05-27 18:16:49,806 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:46:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1330, loss: 1.1330 +2025-05-27 18:16:52,916 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:18:09,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:18:09,588 - pyskl - INFO - +top1_acc 0.9144 +top5_acc 0.9851 +2025-05-27 18:18:09,591 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9144, top5_acc: 0.9851 +2025-05-27 18:19:14,351 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:46:15, time: 0.648, data_time: 0.218, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1027, loss: 1.1027 +2025-05-27 18:19:57,330 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:45:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-27 18:20:40,519 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:44:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-05-27 18:21:23,897 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:44:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-27 18:22:06,944 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:43:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1259, loss: 1.1259 +2025-05-27 18:22:49,963 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:42:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1442, loss: 1.1442 +2025-05-27 18:23:32,986 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1673, loss: 1.1673 +2025-05-27 18:24:16,031 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:41:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1147, loss: 1.1147 +2025-05-27 18:24:59,168 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:40:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-27 18:25:42,318 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:39:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-05-27 18:26:25,210 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:38:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1174, loss: 1.1174 +2025-05-27 18:27:08,130 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:38:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1252, loss: 1.1252 +2025-05-27 18:27:51,135 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:37:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1368, loss: 1.1368 +2025-05-27 18:28:34,041 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 +2025-05-27 18:29:16,915 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:36:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1606, loss: 1.1606 +2025-05-27 18:29:59,802 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:35:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-27 18:30:42,690 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:34:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-05-27 18:31:25,575 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:33:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-27 18:32:08,476 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:33:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1407, loss: 1.1407 +2025-05-27 18:32:51,357 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:32:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 18:33:34,263 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:31:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1426, loss: 1.1426 +2025-05-27 18:34:17,529 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:30:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-27 18:35:00,872 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:30:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1114, loss: 1.1114 +2025-05-27 18:35:43,718 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:29:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1818, loss: 1.1818 +2025-05-27 18:36:26,508 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:28:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1295, loss: 1.1295 +2025-05-27 18:36:29,648 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 18:37:46,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:37:46,199 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9767 +2025-05-27 18:37:46,202 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9043, top5_acc: 0.9767 +2025-05-27 18:38:51,100 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:28:00, time: 0.649, data_time: 0.219, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-05-27 18:39:34,137 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:27:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 +2025-05-27 18:40:17,052 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:26:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-05-27 18:40:59,936 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:25:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-05-27 18:41:43,099 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:25:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1440, loss: 1.1440 +2025-05-27 18:42:26,205 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:24:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-05-27 18:43:09,305 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:23:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1117, loss: 1.1117 +2025-05-27 18:43:52,343 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:22:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-27 18:44:35,428 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:22:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1100, loss: 1.1100 +2025-05-27 18:45:18,470 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:21:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1395, loss: 1.1395 +2025-05-27 18:46:01,374 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:20:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1145, loss: 1.1145 +2025-05-27 18:46:44,399 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:19:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-05-27 18:47:27,398 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:19:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-27 18:48:10,482 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:18:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1237, loss: 1.1237 +2025-05-27 18:48:53,356 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:17:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-27 18:49:36,265 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:17:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-05-27 18:50:19,232 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:16:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-27 18:51:02,131 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:15:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1048, loss: 1.1048 +2025-05-27 18:51:45,287 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:14:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-27 18:52:28,230 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:14:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-27 18:53:11,102 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:13:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 +2025-05-27 18:53:53,789 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:12:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1308, loss: 1.1308 +2025-05-27 18:54:36,802 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:11:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1043, loss: 1.1043 +2025-05-27 18:55:19,792 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:11:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1110, loss: 1.1110 +2025-05-27 18:56:02,801 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:10:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-27 18:56:05,956 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 18:57:24,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:57:24,195 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9816 +2025-05-27 18:57:24,198 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9118, top5_acc: 0.9816 +2025-05-27 18:58:30,138 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:09:44, time: 0.659, data_time: 0.231, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1159, loss: 1.1159 +2025-05-27 18:59:13,057 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:09:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0961, loss: 1.0961 +2025-05-27 18:59:55,962 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:08:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 19:00:38,906 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:07:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1183, loss: 1.1183 +2025-05-27 19:01:21,825 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:06:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-05-27 19:02:04,717 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:06:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-27 19:02:47,682 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:05:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-05-27 19:03:30,728 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:04:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1050, loss: 1.1050 +2025-05-27 19:04:13,769 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0874, loss: 1.0874 +2025-05-27 19:04:56,735 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:03:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1053, loss: 1.1053 +2025-05-27 19:05:39,588 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:02:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0738, loss: 1.0738 +2025-05-27 19:06:22,515 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:01:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-05-27 19:07:05,466 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:00:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1101, loss: 1.1101 +2025-05-27 19:07:48,379 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 5:00:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1508, loss: 1.1508 +2025-05-27 19:08:31,239 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1020, loss: 1.1020 +2025-05-27 19:09:14,130 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:58:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0959, loss: 1.0959 +2025-05-27 19:09:57,029 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:58:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-05-27 19:10:39,939 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:57:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-27 19:11:22,816 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:56:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1141, loss: 1.1141 +2025-05-27 19:12:05,661 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:55:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-27 19:12:48,515 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:55:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0842, loss: 1.0842 +2025-05-27 19:13:31,428 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:54:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1087, loss: 1.1087 +2025-05-27 19:14:14,154 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:53:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-27 19:14:56,821 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:52:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-27 19:15:39,668 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:52:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-05-27 19:15:42,818 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:16:59,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:16:59,828 - pyskl - INFO - +top1_acc 0.9164 +top5_acc 0.9864 +2025-05-27 19:16:59,831 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9164, top5_acc: 0.9864 +2025-05-27 19:18:04,904 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:51:28, time: 0.651, data_time: 0.221, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0481, loss: 1.0481 +2025-05-27 19:18:47,882 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:50:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-27 19:19:30,899 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:50:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-27 19:20:13,901 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:49:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 19:20:56,930 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:48:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0988, loss: 1.0988 +2025-05-27 19:21:39,881 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:47:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0790, loss: 1.0790 +2025-05-27 19:22:23,138 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:47:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-05-27 19:23:06,303 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:46:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1199, loss: 1.1199 +2025-05-27 19:23:49,498 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:45:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0900, loss: 1.0900 +2025-05-27 19:24:32,478 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:44:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1161, loss: 1.1161 +2025-05-27 19:25:15,447 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0780, loss: 1.0780 +2025-05-27 19:25:58,459 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2025-05-27 19:26:41,654 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:42:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-05-27 19:27:24,688 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:41:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 +2025-05-27 19:28:07,590 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:41:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0889, loss: 1.0889 +2025-05-27 19:28:50,441 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:40:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0840, loss: 1.0840 +2025-05-27 19:29:33,298 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:39:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 +2025-05-27 19:30:16,242 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:39:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1112, loss: 1.1112 +2025-05-27 19:30:59,195 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:38:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0800, loss: 1.0800 +2025-05-27 19:31:42,180 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:37:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-27 19:32:25,212 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:36:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2025-05-27 19:33:08,108 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:36:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0691, loss: 1.0691 +2025-05-27 19:33:51,019 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:35:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1072, loss: 1.1072 +2025-05-27 19:34:33,890 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:34:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1082, loss: 1.1082 +2025-05-27 19:35:16,727 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-05-27 19:35:19,859 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 19:44:30,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:44:30,543 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9867 +2025-05-27 19:44:30,545 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9131, top5_acc: 0.9867 +2025-05-27 19:45:34,761 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:33:12, time: 0.642, data_time: 0.215, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-27 19:46:17,483 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:32:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1030, loss: 1.1030 +2025-05-27 19:47:00,247 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:31:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-05-27 19:47:43,042 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0741, loss: 1.0741 +2025-05-27 19:48:25,874 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:30:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-27 19:49:08,721 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:29:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0729, loss: 1.0729 +2025-05-27 19:49:51,771 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:28:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-27 19:50:35,006 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:28:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1051, loss: 1.1051 +2025-05-27 19:51:18,111 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:27:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-27 19:52:01,061 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:26:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0587, loss: 1.0587 +2025-05-27 19:52:44,075 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:25:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0517, loss: 1.0517 +2025-05-27 19:53:27,158 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:25:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-05-27 19:54:10,196 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:24:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0649, loss: 1.0649 +2025-05-27 19:54:53,272 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:23:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-27 19:55:36,290 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:22:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-05-27 19:56:19,253 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:22:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0571, loss: 1.0571 +2025-05-27 19:57:02,425 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:21:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-27 19:57:45,416 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:20:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2025-05-27 19:58:28,315 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:20:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0665, loss: 1.0665 +2025-05-27 19:59:11,301 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:19:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0512, loss: 1.0512 +2025-05-27 19:59:54,203 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:18:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-05-27 20:00:37,149 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:17:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1072, loss: 1.1072 +2025-05-27 20:01:20,106 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:17:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0840, loss: 1.0840 +2025-05-27 20:02:03,074 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:16:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-27 20:02:46,051 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:15:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-05-27 20:02:49,153 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 20:04:05,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:04:05,829 - pyskl - INFO - +top1_acc 0.9271 +top5_acc 0.9879 +2025-05-27 20:04:05,882 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_126.pth was removed +2025-05-27 20:04:06,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-05-27 20:04:06,920 - pyskl - INFO - Best top1_acc is 0.9271 at 136 epoch. +2025-05-27 20:04:06,923 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9271, top5_acc: 0.9879 +2025-05-27 20:05:10,519 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:14:57, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:05:53,442 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:14:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0741, loss: 1.0741 +2025-05-27 20:06:36,333 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:13:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-05-27 20:07:19,193 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:12:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 20:08:02,074 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:12:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0502, loss: 1.0502 +2025-05-27 20:08:44,979 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:11:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0587, loss: 1.0587 +2025-05-27 20:09:27,947 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:10:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-27 20:10:10,923 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:09:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0407, loss: 1.0407 +2025-05-27 20:10:53,906 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:09:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 20:11:36,893 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0673, loss: 1.0673 +2025-05-27 20:12:19,850 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:07:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-27 20:13:02,867 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:06:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-05-27 20:13:45,637 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2025-05-27 20:14:28,472 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:05:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0627, loss: 1.0627 +2025-05-27 20:15:11,363 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:04:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0518, loss: 1.0518 +2025-05-27 20:15:54,198 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:04:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0573, loss: 1.0573 +2025-05-27 20:16:37,170 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:03:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0554, loss: 1.0554 +2025-05-27 20:17:19,984 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:02:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-27 20:18:02,866 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:01:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0544, loss: 1.0544 +2025-05-27 20:18:45,785 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:01:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2025-05-27 20:19:28,675 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 4:00:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2025-05-27 20:20:11,569 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:59:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1007, loss: 1.1007 +2025-05-27 20:20:54,538 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:58:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 20:21:37,476 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:58:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-27 20:22:20,379 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:57:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-05-27 20:22:23,464 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:23:40,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:23:40,212 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9617 +2025-05-27 20:23:40,214 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8959, top5_acc: 0.9617 +2025-05-27 20:24:44,481 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:56:41, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-27 20:25:27,597 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:55:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0391, loss: 1.0391 +2025-05-27 20:26:10,727 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:55:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-27 20:26:53,529 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:54:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-27 20:27:36,476 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:53:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-05-27 20:28:19,382 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:53:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0203, loss: 1.0203 +2025-05-27 20:29:02,440 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:52:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0318, loss: 1.0318 +2025-05-27 20:29:45,606 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:51:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0721, loss: 1.0721 +2025-05-27 20:30:28,919 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:50:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-05-27 20:31:12,063 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:50:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-05-27 20:31:55,218 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:49:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:32:38,196 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:48:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0415, loss: 1.0415 +2025-05-27 20:33:21,331 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0666, loss: 1.0666 +2025-05-27 20:34:04,512 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:47:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2025-05-27 20:34:47,713 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:46:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0607, loss: 1.0607 +2025-05-27 20:35:30,750 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:45:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0641, loss: 1.0641 +2025-05-27 20:36:13,946 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:45:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0698, loss: 1.0698 +2025-05-27 20:36:56,945 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:44:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0686, loss: 1.0686 +2025-05-27 20:37:39,949 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:43:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0491, loss: 1.0491 +2025-05-27 20:38:22,910 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:42:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-05-27 20:39:05,818 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:42:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-27 20:39:48,517 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:41:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-05-27 20:40:31,524 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:40:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0681, loss: 1.0681 +2025-05-27 20:41:14,521 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:39:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-05-27 20:41:57,442 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:39:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 20:42:00,522 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 20:43:16,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:43:16,948 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9869 +2025-05-27 20:43:16,951 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9178, top5_acc: 0.9869 +2025-05-27 20:44:20,948 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:38:25, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-05-27 20:45:03,957 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:37:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 20:45:46,902 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:36:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0286, loss: 1.0286 +2025-05-27 20:46:30,116 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:36:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-05-27 20:47:13,148 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:35:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0809, loss: 1.0809 +2025-05-27 20:47:56,177 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:34:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-27 20:48:39,195 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:34:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0541, loss: 1.0541 +2025-05-27 20:49:22,225 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:33:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-05-27 20:50:05,341 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:32:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-27 20:50:48,373 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:31:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0388, loss: 1.0388 +2025-05-27 20:51:31,364 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:31:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:52:14,432 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:30:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1012, loss: 1.1012 +2025-05-27 20:52:57,491 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:29:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0340, loss: 1.0340 +2025-05-27 20:53:40,383 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:28:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-27 20:54:23,233 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:28:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0260, loss: 1.0260 +2025-05-27 20:55:06,182 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:27:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-05-27 20:55:49,111 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:26:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0309, loss: 1.0309 +2025-05-27 20:56:32,030 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:26:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 20:57:14,848 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:25:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0466, loss: 1.0466 +2025-05-27 20:57:57,703 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:24:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-05-27 20:58:40,595 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:23:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0614, loss: 1.0614 +2025-05-27 20:59:23,465 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:23:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-05-27 21:00:06,509 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:22:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0289, loss: 1.0289 +2025-05-27 21:00:49,422 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-05-27 21:01:32,374 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:20:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0294, loss: 1.0294 +2025-05-27 21:01:35,470 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 21:02:52,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:02:52,097 - pyskl - INFO - +top1_acc 0.9190 +top5_acc 0.9879 +2025-05-27 21:02:52,100 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9190, top5_acc: 0.9879 +2025-05-27 21:03:56,425 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:20:09, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0432, loss: 1.0432 +2025-05-27 21:04:39,349 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:19:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-27 21:05:22,291 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:18:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0512, loss: 1.0512 +2025-05-27 21:06:05,258 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:17:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-27 21:06:48,226 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:17:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-27 21:07:31,140 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:16:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2025-05-27 21:08:14,099 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:15:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0342, loss: 1.0342 +2025-05-27 21:08:56,946 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:15:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0070, loss: 1.0070 +2025-05-27 21:09:40,098 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:14:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 21:10:23,473 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:13:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-05-27 21:11:06,912 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:12:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 21:11:50,136 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:12:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-05-27 21:12:33,107 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:11:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0585, loss: 1.0585 +2025-05-27 21:13:16,144 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:10:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0603, loss: 1.0603 +2025-05-27 21:13:59,024 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-05-27 21:14:41,885 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:09:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0456, loss: 1.0456 +2025-05-27 21:15:24,747 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:08:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-05-27 21:16:07,883 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:07:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-05-27 21:16:51,102 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:07:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-27 21:17:34,295 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:06:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-05-27 21:18:17,439 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:05:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0307, loss: 1.0307 +2025-05-27 21:19:00,939 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:04:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0190, loss: 1.0190 +2025-05-27 21:19:44,063 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:04:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0519, loss: 1.0519 +2025-05-27 21:20:27,218 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:03:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-27 21:21:10,305 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:02:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0415, loss: 1.0415 +2025-05-27 21:21:13,436 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:29:35,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:29:36,004 - pyskl - INFO - +top1_acc 0.9074 +top5_acc 0.9774 +2025-05-27 21:29:36,007 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9074, top5_acc: 0.9774 +2025-05-27 21:30:40,845 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:01:54, time: 0.648, data_time: 0.219, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-05-27 21:31:24,111 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:01:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-05-27 21:32:07,340 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:00:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-05-27 21:32:50,612 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0568, loss: 1.0568 +2025-05-27 21:33:33,657 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:58:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-27 21:34:16,416 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:58:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-27 21:34:59,187 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:57:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-05-27 21:35:42,308 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:56:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0283, loss: 1.0283 +2025-05-27 21:36:25,295 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:56:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-27 21:37:08,107 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 21:37:50,816 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:54:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0793, loss: 1.0793 +2025-05-27 21:38:33,698 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:53:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0313, loss: 1.0313 +2025-05-27 21:39:16,604 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:53:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-05-27 21:39:59,610 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:52:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-27 21:40:42,575 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:51:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-05-27 21:41:25,721 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:50:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 21:42:08,878 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:50:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 21:42:51,912 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:49:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 21:43:34,841 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:48:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-27 21:44:17,718 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:48:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9951, loss: 0.9951 +2025-05-27 21:45:00,641 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:47:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0285, loss: 1.0285 +2025-05-27 21:45:43,602 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:46:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-27 21:46:26,583 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:45:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2025-05-27 21:47:09,646 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:45:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-27 21:47:52,748 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:44:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-05-27 21:47:55,847 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 21:49:12,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:49:12,686 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9830 +2025-05-27 21:49:12,689 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9048, top5_acc: 0.9830 +2025-05-27 21:50:17,719 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:43:38, time: 0.650, data_time: 0.218, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9677, loss: 0.9677 +2025-05-27 21:51:01,186 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:42:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0210, loss: 1.0210 +2025-05-27 21:51:44,976 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:42:10, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-05-27 21:52:28,444 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:41:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-27 21:53:11,791 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:40:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0216, loss: 1.0216 +2025-05-27 21:53:55,022 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:39:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-05-27 21:54:38,102 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:39:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0038, loss: 1.0038 +2025-05-27 21:55:21,087 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:38:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0155, loss: 1.0155 +2025-05-27 21:56:04,108 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:37:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-05-27 21:56:47,032 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:37:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0340, loss: 1.0340 +2025-05-27 21:57:30,183 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:36:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-05-27 21:58:13,157 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-27 21:58:56,284 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0175, loss: 1.0175 +2025-05-27 21:59:39,343 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:34:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-27 22:00:22,350 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:33:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-05-27 22:01:05,281 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:32:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0391, loss: 1.0391 +2025-05-27 22:01:48,175 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:31:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9777, loss: 0.9777 +2025-05-27 22:02:31,123 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:31:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0121, loss: 1.0121 +2025-05-27 22:03:14,038 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 22:03:56,941 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:29:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 22:04:39,822 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:29:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-05-27 22:05:22,676 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:28:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 22:06:05,530 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:27:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2025-05-27 22:06:48,413 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:26:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0024, loss: 1.0024 +2025-05-27 22:07:31,289 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:26:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-05-27 22:07:34,394 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 22:08:51,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:08:51,615 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9786 +2025-05-27 22:08:51,618 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9002, top5_acc: 0.9786 +2025-05-27 22:09:56,083 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:25:22, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 22:10:39,001 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:24:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 22:11:22,163 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:23:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-27 22:12:05,321 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:23:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 +2025-05-27 22:12:48,442 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:22:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0194, loss: 1.0194 +2025-05-27 22:13:31,566 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:21:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-27 22:14:14,661 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:21:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-27 22:14:57,506 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:20:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 22:15:40,530 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:19:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 22:16:23,487 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:18:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2025-05-27 22:17:06,566 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:18:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 22:17:49,609 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:17:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2025-05-27 22:18:32,582 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:16:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0138, loss: 1.0138 +2025-05-27 22:19:15,559 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-27 22:19:58,509 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:15:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-27 22:20:41,540 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:14:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0085, loss: 1.0085 +2025-05-27 22:21:24,462 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:13:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9669, loss: 0.9669 +2025-05-27 22:22:07,462 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-05-27 22:22:50,322 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:12:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2025-05-27 22:23:33,262 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:11:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-27 22:24:16,219 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:10:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0194, loss: 1.0194 +2025-05-27 22:24:59,171 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:10:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0191, loss: 1.0191 +2025-05-27 22:25:42,068 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:09:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0263, loss: 1.0263 +2025-05-27 22:26:24,916 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9816, loss: 0.9816 +2025-05-27 22:27:07,844 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 22:27:10,914 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:28:27,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:28:27,261 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9700 +2025-05-27 22:28:27,264 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8983, top5_acc: 0.9700 +2025-05-27 22:29:31,347 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:07:06, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9904, loss: 0.9904 +2025-05-27 22:30:14,387 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:06:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9870, loss: 0.9870 +2025-05-27 22:30:57,449 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:05:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 22:31:40,543 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9969, loss: 0.9969 +2025-05-27 22:32:23,435 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:04:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2025-05-27 22:33:06,647 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:03:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9843, loss: 0.9843 +2025-05-27 22:33:49,757 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:02:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-05-27 22:34:32,719 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:02:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 22:35:15,791 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-05-27 22:35:58,754 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:00:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-27 22:36:41,784 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2025-05-27 22:37:24,780 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:59:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 +2025-05-27 22:38:07,830 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:58:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 22:38:50,891 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2025-05-27 22:39:33,952 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 22:40:16,923 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:56:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9937, loss: 0.9937 +2025-05-27 22:40:59,943 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:55:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-27 22:41:42,988 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:54:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-27 22:42:26,031 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0249, loss: 1.0249 +2025-05-27 22:43:09,005 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:53:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0395, loss: 1.0395 +2025-05-27 22:43:51,910 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:52:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 22:44:34,910 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0121, loss: 1.0121 +2025-05-27 22:45:17,998 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:51:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0271, loss: 1.0271 +2025-05-27 22:46:00,946 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:50:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-05-27 22:46:43,839 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9922, loss: 0.9922 +2025-05-27 22:46:46,907 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 22:48:03,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:48:03,502 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9608 +2025-05-27 22:48:03,504 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8919, top5_acc: 0.9608 +2025-05-27 22:49:07,559 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:51, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-27 22:49:50,341 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-05-27 22:50:33,116 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:47:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-27 22:51:16,014 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 22:51:58,949 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0489, loss: 1.0489 +2025-05-27 22:52:41,804 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-27 22:53:24,792 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:44:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-05-27 22:54:07,582 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-27 22:54:50,355 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:43:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9925, loss: 0.9925 +2025-05-27 22:55:33,126 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2025-05-27 22:56:16,033 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 22:56:59,018 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 22:57:41,931 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:40:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 22:58:24,771 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:39:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-05-27 22:59:07,692 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9978, loss: 0.9978 +2025-05-27 22:59:50,739 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0019, loss: 1.0019 +2025-05-27 23:00:33,888 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:37:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2025-05-27 23:01:16,791 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:36:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9668, loss: 0.9668 +2025-05-27 23:01:59,484 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-27 23:02:42,317 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 23:03:25,163 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:34:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0066, loss: 1.0066 +2025-05-27 23:04:07,824 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9836, loss: 0.9836 +2025-05-27 23:04:50,720 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 23:05:33,595 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:32:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2025-05-27 23:06:16,434 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:31:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-05-27 23:06:19,478 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:14:38,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:14:38,941 - pyskl - INFO - +top1_acc 0.9138 +top5_acc 0.9731 +2025-05-27 23:14:38,943 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9138, top5_acc: 0.9731 +2025-05-27 23:15:43,003 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:35, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9850, loss: 0.9850 +2025-05-27 23:16:25,917 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-27 23:17:08,886 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:29:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 23:17:51,877 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:28:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9978, loss: 0.9978 +2025-05-27 23:18:34,806 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-05-27 23:19:17,814 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 23:20:00,909 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9896, loss: 0.9896 +2025-05-27 23:20:44,138 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0121, loss: 1.0121 +2025-05-27 23:21:27,190 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 23:22:10,251 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:24:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 23:22:53,249 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:23:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-05-27 23:23:36,132 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2025-05-27 23:24:18,923 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-27 23:25:01,676 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:21:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0247, loss: 1.0247 +2025-05-27 23:25:44,508 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:20:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0151, loss: 1.0151 +2025-05-27 23:26:27,362 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 23:27:10,138 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0085, loss: 1.0085 +2025-05-27 23:27:52,949 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2025-05-27 23:28:35,760 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9792, loss: 0.9792 +2025-05-27 23:29:18,503 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2025-05-27 23:30:01,317 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 23:30:44,094 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0110, loss: 1.0110 +2025-05-27 23:31:26,912 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9854, loss: 0.9854 +2025-05-27 23:32:09,705 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-05-27 23:32:52,537 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:13:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-05-27 23:32:55,659 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-27 23:34:11,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:34:12,046 - pyskl - INFO - +top1_acc 0.9008 +top5_acc 0.9636 +2025-05-27 23:34:12,048 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9008, top5_acc: 0.9636 +2025-05-27 23:35:16,206 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:19, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2025-05-27 23:35:59,266 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9668, loss: 0.9668 +2025-05-27 23:36:42,158 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9913, loss: 0.9913 +2025-05-27 23:37:25,025 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:10:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-05-27 23:38:07,937 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0005, loss: 1.0005 +2025-05-27 23:38:51,186 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 23:39:34,333 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 23:40:17,460 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 23:41:00,458 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9946, loss: 0.9946 +2025-05-27 23:41:43,359 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0137, loss: 1.0137 +2025-05-27 23:42:26,623 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:05:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-05-27 23:43:09,663 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-27 23:43:52,779 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2025-05-27 23:44:35,784 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0095, loss: 1.0095 +2025-05-27 23:45:18,759 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:02:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-05-27 23:46:01,635 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-27 23:46:44,869 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 23:47:27,937 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0097, loss: 1.0097 +2025-05-27 23:48:11,063 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0167, loss: 1.0167 +2025-05-27 23:48:54,114 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-05-27 23:49:37,243 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2025-05-27 23:50:20,225 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:57:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9815, loss: 0.9815 +2025-05-27 23:51:03,240 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9755, loss: 0.9755 +2025-05-27 23:51:46,259 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0016, loss: 1.0016 +2025-05-27 23:52:29,315 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-05-27 23:52:32,378 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-27 23:53:48,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:53:48,841 - pyskl - INFO - +top1_acc 0.8997 +top5_acc 0.9683 +2025-05-27 23:53:48,843 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8997, top5_acc: 0.9683 +2025-05-27 23:54:52,683 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:54:03, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 23:55:35,617 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9610, loss: 0.9610 +2025-05-27 23:56:18,499 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0043, loss: 1.0043 +2025-05-27 23:57:01,471 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9823, loss: 0.9823 +2025-05-27 23:57:44,406 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-27 23:58:27,315 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0029, loss: 1.0029 +2025-05-27 23:59:10,220 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-27 23:59:53,385 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2025-05-28 00:00:36,531 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9930, loss: 0.9930 +2025-05-28 00:01:19,490 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0056, loss: 1.0056 +2025-05-28 00:02:02,484 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9857, loss: 0.9857 +2025-05-28 00:02:45,847 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:46:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-28 00:03:29,051 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-05-28 00:04:12,015 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2025-05-28 00:04:54,976 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-05-28 00:05:37,798 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2025-05-28 00:06:20,638 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9977, loss: 0.9977 +2025-05-28 00:07:03,534 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9868, loss: 0.9868 +2025-05-28 00:07:46,349 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-28 00:08:29,227 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-28 00:09:12,211 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-05-28 00:09:55,264 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0424, loss: 1.0424 +2025-05-28 00:10:37,992 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:38:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-28 00:11:20,880 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9804, loss: 0.9804 +2025-05-28 00:12:03,796 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-28 00:12:06,871 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:13:23,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:13:23,305 - pyskl - INFO - +top1_acc 0.8864 +top5_acc 0.9503 +2025-05-28 00:13:23,308 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8864, top5_acc: 0.9503 +2025-05-28 00:14:27,266 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:47, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2025-05-28 00:15:10,098 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:35:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-28 00:15:52,902 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9818, loss: 0.9818 +2025-05-28 00:16:35,746 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2025-05-28 00:17:18,638 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9990, loss: 0.9990 +2025-05-28 00:18:01,567 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-28 00:18:44,504 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-28 00:19:27,613 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0279, loss: 1.0279 +2025-05-28 00:20:10,474 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9976, loss: 0.9976 +2025-05-28 00:20:53,310 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9607, loss: 0.9607 +2025-05-28 00:21:36,139 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0143, loss: 1.0143 +2025-05-28 00:22:19,010 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-28 00:23:01,975 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:27:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2025-05-28 00:23:44,838 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9951, loss: 0.9951 +2025-05-28 00:24:27,641 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0057, loss: 1.0057 +2025-05-28 00:25:10,410 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 +2025-05-28 00:25:53,206 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2025-05-28 00:26:36,195 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9956, loss: 0.9956 +2025-05-28 00:27:19,181 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0274, loss: 1.0274 +2025-05-28 00:28:01,950 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9604, loss: 0.9604 +2025-05-28 00:28:44,765 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9917, loss: 0.9917 +2025-05-28 00:29:27,610 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 +2025-05-28 00:30:10,514 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2025-05-28 00:30:53,287 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:19:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-28 00:31:36,107 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-05-28 00:31:39,196 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 00:32:55,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:32:55,744 - pyskl - INFO - +top1_acc 0.9045 +top5_acc 0.9787 +2025-05-28 00:32:55,746 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9045, top5_acc: 0.9787 +2025-05-28 00:33:59,520 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:32, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2025-05-28 00:34:42,487 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0301, loss: 1.0301 +2025-05-28 00:35:25,518 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9866, loss: 0.9866 +2025-05-28 00:36:08,503 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-28 00:36:51,444 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0174, loss: 1.0174 +2025-05-28 00:37:34,451 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-05-28 00:38:17,461 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0292, loss: 1.0292 +2025-05-28 00:39:00,464 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2025-05-28 00:39:43,566 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-28 00:40:26,947 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-28 00:41:10,078 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-28 00:41:53,214 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2025-05-28 00:42:36,636 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9786, loss: 0.9786 +2025-05-28 00:43:19,687 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-28 00:44:02,740 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2025-05-28 00:44:45,879 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9990, loss: 0.9990 +2025-05-28 00:45:28,977 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2025-05-28 00:46:12,115 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2025-05-28 00:46:55,413 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-28 00:47:38,702 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-28 00:48:21,745 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2025-05-28 00:49:04,821 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-28 00:49:47,845 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9875, loss: 0.9875 +2025-05-28 00:50:30,673 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0284, loss: 1.0284 +2025-05-28 00:51:13,631 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-05-28 00:51:16,730 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 00:52:33,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:52:33,086 - pyskl - INFO - +top1_acc 0.9130 +top5_acc 0.9831 +2025-05-28 00:52:33,089 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9130, top5_acc: 0.9831 +2025-05-28 00:52:41,025 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 01:02:04,110 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 01:02:04,111 - pyskl - INFO - top1_acc: 0.9154 +2025-05-28 01:02:04,111 - pyskl - INFO - top5_acc: 0.9843 +2025-05-28 01:02:04,111 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_136.pth +2025-05-28 01:11:25,190 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 01:11:25,190 - pyskl - INFO - top1_acc: 0.9301 +2025-05-28 01:11:25,190 - pyskl - INFO - top5_acc: 0.9885 diff --git a/ntu60_xsub/b_1/best_pred.pkl b/ntu60_xsub/b_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..d9fade39c7d016acdb52b08d27acf82d8c4664da --- /dev/null +++ b/ntu60_xsub/b_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:60ceee33b0753006faaafa2ad3e9247a900cd1f61226bf74c24659786e6ca992 +size 6637461 diff --git a/ntu60_xsub/b_1/best_top1_acc_epoch_136.pth b/ntu60_xsub/b_1/best_top1_acc_epoch_136.pth new file mode 100644 index 0000000000000000000000000000000000000000..4a12a4062c80f0e56d4df2f5f723bf5f120aed79 --- /dev/null +++ b/ntu60_xsub/b_1/best_top1_acc_epoch_136.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ffca2e68cefd59be825383831222797a204050e254c580a410e2821cf92805c +size 16153947 diff --git a/ntu60_xsub/b_2/20250525_201821.log b/ntu60_xsub/b_2/20250525_201821.log new file mode 100644 index 0000000000000000000000000000000000000000..70e5919a18337cf2e8c2b68fa1d033aa9013eb86 --- /dev/null +++ b/ntu60_xsub/b_2/20250525_201821.log @@ -0,0 +1,4964 @@ +2025-05-25 20:18:21,315 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-25 20:18:21,629 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/b_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-25 20:18:21,630 - pyskl - INFO - Set random seed to 482853196, deterministic: False +2025-05-25 20:18:31,215 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:18:36,693 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:18:36,718 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2 +2025-05-25 20:18:36,718 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-25 20:18:36,718 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:18:36,718 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2 by HardDiskBackend. +2025-05-25 20:19:41,823 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:57:31, time: 0.651, data_time: 0.215, memory: 13125, top1_acc: 0.0369, top5_acc: 0.1512, loss_cls: 10.2047, loss: 10.2047 +2025-05-25 20:20:24,841 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 8:25:01, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0425, top5_acc: 0.1706, loss_cls: 8.9772, loss: 8.9772 +2025-05-25 20:21:07,899 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:34:32, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0462, top5_acc: 0.1981, loss_cls: 8.8579, loss: 8.8579 +2025-05-25 20:21:51,010 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:39:47, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0762, top5_acc: 0.3056, loss_cls: 8.5260, loss: 8.5260 +2025-05-25 20:22:34,184 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:31:25, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0819, top5_acc: 0.3456, loss_cls: 8.2994, loss: 8.2994 +2025-05-25 20:23:17,224 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:44:12, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1094, top5_acc: 0.3831, loss_cls: 8.1519, loss: 8.1519 +2025-05-25 20:24:00,186 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:09:35, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1025, top5_acc: 0.4119, loss_cls: 7.9644, loss: 7.9644 +2025-05-25 20:24:43,147 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:43:26, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1181, top5_acc: 0.4344, loss_cls: 7.8497, loss: 7.8497 +2025-05-25 20:25:26,133 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:23:06, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1225, top5_acc: 0.4400, loss_cls: 7.7676, loss: 7.7676 +2025-05-25 20:26:09,045 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:06:14, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1431, top5_acc: 0.4669, loss_cls: 7.7165, loss: 7.7165 +2025-05-25 20:26:51,986 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:52:28, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1588, top5_acc: 0.5169, loss_cls: 7.4953, loss: 7.4953 +2025-05-25 20:27:35,018 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:41:21, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1450, top5_acc: 0.5156, loss_cls: 7.5204, loss: 7.5204 +2025-05-25 20:28:18,035 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:31:46, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1456, top5_acc: 0.5162, loss_cls: 7.3869, loss: 7.3869 +2025-05-25 20:29:01,054 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:23:27, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1688, top5_acc: 0.5444, loss_cls: 7.4719, loss: 7.4719 +2025-05-25 20:29:44,092 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:16:14, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1862, top5_acc: 0.5919, loss_cls: 7.2224, loss: 7.2224 +2025-05-25 20:30:27,114 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:09:46, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1531, top5_acc: 0.5700, loss_cls: 7.3317, loss: 7.3317 +2025-05-25 20:31:10,073 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 22:03:44, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1862, top5_acc: 0.5850, loss_cls: 7.2475, loss: 7.2475 +2025-05-25 20:31:53,153 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:58:43, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1988, top5_acc: 0.5856, loss_cls: 7.2115, loss: 7.2115 +2025-05-25 20:32:36,235 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:54:10, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2006, top5_acc: 0.5962, loss_cls: 7.2172, loss: 7.2172 +2025-05-25 20:33:19,304 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:49:57, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2069, top5_acc: 0.6000, loss_cls: 7.1307, loss: 7.1307 +2025-05-25 20:34:02,378 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:46:05, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2200, top5_acc: 0.6594, loss_cls: 6.9999, loss: 6.9999 +2025-05-25 20:34:45,393 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:42:20, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2531, top5_acc: 0.6825, loss_cls: 6.8184, loss: 6.8184 +2025-05-25 20:35:28,438 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:38:56, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2475, top5_acc: 0.6781, loss_cls: 6.8924, loss: 6.8924 +2025-05-25 20:36:11,415 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:35:35, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2469, top5_acc: 0.7025, loss_cls: 6.7875, loss: 6.7875 +2025-05-25 20:36:54,479 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:32:39, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2750, top5_acc: 0.7050, loss_cls: 6.6716, loss: 6.6716 +2025-05-25 20:36:57,597 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:38:14,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:38:14,356 - pyskl - INFO - +top1_acc 0.2696 +top5_acc 0.7037 +2025-05-25 20:38:15,438 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:38:15,439 - pyskl - INFO - Best top1_acc is 0.2696 at 1 epoch. +2025-05-25 20:38:15,441 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.2696, top5_acc: 0.7037 +2025-05-25 20:39:20,829 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:16:51, time: 0.654, data_time: 0.223, memory: 13126, top1_acc: 0.2950, top5_acc: 0.7306, loss_cls: 6.5692, loss: 6.5692 +2025-05-25 20:40:04,214 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:13:14, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.2825, top5_acc: 0.7219, loss_cls: 6.6284, loss: 6.6284 +2025-05-25 20:40:47,401 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:09:24, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.2994, top5_acc: 0.7538, loss_cls: 6.4638, loss: 6.4638 +2025-05-25 20:41:30,480 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 22:05:32, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3356, top5_acc: 0.7831, loss_cls: 6.3472, loss: 6.3472 +2025-05-25 20:42:13,434 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 22:01:37, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3581, top5_acc: 0.7837, loss_cls: 6.2741, loss: 6.2741 +2025-05-25 20:42:56,502 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:58:09, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3563, top5_acc: 0.8063, loss_cls: 6.1600, loss: 6.1600 +2025-05-25 20:43:39,517 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:54:44, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3713, top5_acc: 0.8106, loss_cls: 6.1803, loss: 6.1803 +2025-05-25 20:44:22,480 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:51:24, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3937, top5_acc: 0.8069, loss_cls: 6.0124, loss: 6.0124 +2025-05-25 20:45:05,458 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:48:14, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4275, top5_acc: 0.8387, loss_cls: 5.9372, loss: 5.9372 +2025-05-25 20:45:48,421 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:45:11, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4194, top5_acc: 0.8306, loss_cls: 5.9694, loss: 5.9694 +2025-05-25 20:46:31,333 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:42:11, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4319, top5_acc: 0.8419, loss_cls: 5.8463, loss: 5.8463 +2025-05-25 20:47:14,309 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:39:24, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4300, top5_acc: 0.8369, loss_cls: 5.7713, loss: 5.7713 +2025-05-25 20:47:57,204 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:36:36, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4469, top5_acc: 0.8531, loss_cls: 5.6618, loss: 5.6618 +2025-05-25 20:48:40,164 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:34:01, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4587, top5_acc: 0.8538, loss_cls: 5.6194, loss: 5.6194 +2025-05-25 20:49:23,115 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:31:30, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4713, top5_acc: 0.8600, loss_cls: 5.6429, loss: 5.6429 +2025-05-25 20:50:06,018 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:29:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4756, top5_acc: 0.8675, loss_cls: 5.4853, loss: 5.4853 +2025-05-25 20:50:48,975 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:26:41, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5019, top5_acc: 0.8750, loss_cls: 5.4944, loss: 5.4944 +2025-05-25 20:51:31,888 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:24:21, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5094, top5_acc: 0.8681, loss_cls: 5.4679, loss: 5.4679 +2025-05-25 20:52:14,820 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:22:08, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5119, top5_acc: 0.8744, loss_cls: 5.4220, loss: 5.4220 +2025-05-25 20:52:57,771 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:20:01, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5056, top5_acc: 0.8925, loss_cls: 5.3649, loss: 5.3649 +2025-05-25 20:53:40,736 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:17:58, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5413, top5_acc: 0.8950, loss_cls: 5.2358, loss: 5.2358 +2025-05-25 20:54:23,688 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:15:57, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5300, top5_acc: 0.8988, loss_cls: 5.1555, loss: 5.1555 +2025-05-25 20:55:06,644 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:14:01, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5381, top5_acc: 0.8925, loss_cls: 5.2608, loss: 5.2608 +2025-05-25 20:55:49,563 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:12:04, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5619, top5_acc: 0.9062, loss_cls: 5.0109, loss: 5.0109 +2025-05-25 20:56:32,580 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:10:17, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5594, top5_acc: 0.9038, loss_cls: 5.0673, loss: 5.0673 +2025-05-25 20:56:35,705 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 20:57:52,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:57:52,982 - pyskl - INFO - +top1_acc 0.5529 +top5_acc 0.8879 +2025-05-25 20:57:53,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_1.pth was removed +2025-05-25 20:57:54,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 20:57:54,105 - pyskl - INFO - Best top1_acc is 0.5529 at 2 epoch. +2025-05-25 20:57:54,107 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5529, top5_acc: 0.8879 +2025-05-25 20:58:58,889 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:31:38, time: 0.648, data_time: 0.217, memory: 13127, top1_acc: 0.5687, top5_acc: 0.9006, loss_cls: 5.1639, loss: 5.1639 +2025-05-25 20:59:42,142 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:29:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5613, top5_acc: 0.9075, loss_cls: 5.0565, loss: 5.0565 +2025-05-25 21:00:25,222 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:27:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5806, top5_acc: 0.9081, loss_cls: 4.9288, loss: 4.9288 +2025-05-25 21:01:08,220 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:25:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5825, top5_acc: 0.9206, loss_cls: 4.8154, loss: 4.8154 +2025-05-25 21:01:51,215 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:23:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9106, loss_cls: 4.8876, loss: 4.8876 +2025-05-25 21:02:34,173 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:21:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9206, loss_cls: 4.7434, loss: 4.7434 +2025-05-25 21:03:17,159 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:19:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6000, top5_acc: 0.9181, loss_cls: 4.8535, loss: 4.8535 +2025-05-25 21:04:00,144 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:17:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5850, top5_acc: 0.9106, loss_cls: 4.7772, loss: 4.7772 +2025-05-25 21:04:43,222 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:16:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9163, loss_cls: 4.7701, loss: 4.7701 +2025-05-25 21:05:26,239 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:14:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9363, loss_cls: 4.6553, loss: 4.6553 +2025-05-25 21:06:09,414 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:12:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6069, top5_acc: 0.9187, loss_cls: 4.8068, loss: 4.8068 +2025-05-25 21:06:52,449 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:10:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6244, top5_acc: 0.9131, loss_cls: 4.7352, loss: 4.7352 +2025-05-25 21:07:35,455 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:09:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6344, top5_acc: 0.9300, loss_cls: 4.7261, loss: 4.7261 +2025-05-25 21:08:18,342 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 21:07:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9269, loss_cls: 4.5797, loss: 4.5797 +2025-05-25 21:09:01,207 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 21:05:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6375, top5_acc: 0.9287, loss_cls: 4.5433, loss: 4.5433 +2025-05-25 21:09:44,161 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 21:04:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9331, loss_cls: 4.5446, loss: 4.5446 +2025-05-25 21:10:27,186 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 21:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6381, top5_acc: 0.9263, loss_cls: 4.5566, loss: 4.5566 +2025-05-25 21:11:10,230 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 21:00:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9331, loss_cls: 4.5665, loss: 4.5665 +2025-05-25 21:11:53,206 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:59:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6438, top5_acc: 0.9300, loss_cls: 4.4812, loss: 4.4812 +2025-05-25 21:12:36,127 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:57:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9381, loss_cls: 4.5026, loss: 4.5026 +2025-05-25 21:13:19,089 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:56:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9319, loss_cls: 4.5223, loss: 4.5223 +2025-05-25 21:14:02,142 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:54:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9350, loss_cls: 4.5299, loss: 4.5299 +2025-05-25 21:14:45,104 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:53:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9375, loss_cls: 4.2842, loss: 4.2842 +2025-05-25 21:15:27,984 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:51:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9375, loss_cls: 4.5408, loss: 4.5408 +2025-05-25 21:16:11,041 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:50:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9400, loss_cls: 4.3243, loss: 4.3243 +2025-05-25 21:16:14,125 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:17:30,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:17:30,961 - pyskl - INFO - +top1_acc 0.6760 +top5_acc 0.9338 +2025-05-25 21:17:31,015 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:17:32,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:17:32,032 - pyskl - INFO - Best top1_acc is 0.6760 at 3 epoch. +2025-05-25 21:17:32,034 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6760, top5_acc: 0.9338 +2025-05-25 21:18:36,561 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 21:04:16, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9413, loss_cls: 4.2998, loss: 4.2998 +2025-05-25 21:19:19,766 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 21:02:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9294, loss_cls: 4.4073, loss: 4.4073 +2025-05-25 21:20:03,143 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 21:01:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9369, loss_cls: 4.4201, loss: 4.4201 +2025-05-25 21:20:46,423 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 21:00:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9406, loss_cls: 4.3212, loss: 4.3212 +2025-05-25 21:21:29,556 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:58:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9463, loss_cls: 4.1770, loss: 4.1770 +2025-05-25 21:22:12,714 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:57:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9500, loss_cls: 4.2153, loss: 4.2153 +2025-05-25 21:22:55,822 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:56:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 4.2309, loss: 4.2309 +2025-05-25 21:23:38,908 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:54:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9437, loss_cls: 4.1617, loss: 4.1617 +2025-05-25 21:24:22,068 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:53:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9456, loss_cls: 4.2252, loss: 4.2252 +2025-05-25 21:25:05,090 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:51:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9406, loss_cls: 4.2849, loss: 4.2849 +2025-05-25 21:25:48,250 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:50:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9431, loss_cls: 4.1600, loss: 4.1600 +2025-05-25 21:26:31,441 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:49:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9456, loss_cls: 4.1496, loss: 4.1496 +2025-05-25 21:27:14,655 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:48:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9437, loss_cls: 4.1150, loss: 4.1150 +2025-05-25 21:27:57,713 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9525, loss_cls: 4.1848, loss: 4.1848 +2025-05-25 21:28:40,791 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:45:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9475, loss_cls: 4.1897, loss: 4.1897 +2025-05-25 21:29:24,027 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9519, loss_cls: 4.1756, loss: 4.1756 +2025-05-25 21:30:07,150 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:43:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9550, loss_cls: 4.0818, loss: 4.0818 +2025-05-25 21:30:50,231 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:41:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9375, loss_cls: 4.0979, loss: 4.0979 +2025-05-25 21:31:33,428 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:40:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9500, loss_cls: 4.1696, loss: 4.1696 +2025-05-25 21:32:16,654 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:39:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7100, top5_acc: 0.9556, loss_cls: 4.0379, loss: 4.0379 +2025-05-25 21:32:59,635 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:38:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 4.0728, loss: 4.0728 +2025-05-25 21:33:42,655 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:36:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6887, top5_acc: 0.9400, loss_cls: 4.1734, loss: 4.1734 +2025-05-25 21:34:25,697 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9525, loss_cls: 3.9134, loss: 3.9134 +2025-05-25 21:35:08,780 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:34:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9550, loss_cls: 4.0140, loss: 4.0140 +2025-05-25 21:35:51,774 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:33:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9519, loss_cls: 4.0375, loss: 4.0375 +2025-05-25 21:35:54,886 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:37:12,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:37:12,109 - pyskl - INFO - +top1_acc 0.7166 +top5_acc 0.9523 +2025-05-25 21:37:12,161 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:37:13,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:37:13,150 - pyskl - INFO - Best top1_acc is 0.7166 at 4 epoch. +2025-05-25 21:37:13,152 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7166, top5_acc: 0.9523 +2025-05-25 21:38:18,201 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:43:33, time: 0.650, data_time: 0.219, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9525, loss_cls: 4.0062, loss: 4.0062 +2025-05-25 21:39:01,372 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:42:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9550, loss_cls: 3.9329, loss: 3.9329 +2025-05-25 21:39:44,759 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:41:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9550, loss_cls: 3.8480, loss: 3.8480 +2025-05-25 21:40:28,006 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:40:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9525, loss_cls: 4.0322, loss: 4.0322 +2025-05-25 21:41:11,230 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:38:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 3.8761, loss: 3.8761 +2025-05-25 21:41:54,284 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:37:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9625, loss_cls: 3.8431, loss: 3.8431 +2025-05-25 21:42:37,343 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:36:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 3.8874, loss: 3.8874 +2025-05-25 21:43:20,471 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:35:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9631, loss_cls: 3.8579, loss: 3.8579 +2025-05-25 21:44:03,542 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:33:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 3.8608, loss: 3.8608 +2025-05-25 21:44:46,682 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:32:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9500, loss_cls: 3.9632, loss: 3.9632 +2025-05-25 21:45:29,644 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:31:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9519, loss_cls: 3.8712, loss: 3.8712 +2025-05-25 21:46:12,673 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:30:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 3.8496, loss: 3.8496 +2025-05-25 21:46:55,627 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:28:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 3.9255, loss: 3.9255 +2025-05-25 21:47:38,547 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:27:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9631, loss_cls: 3.7868, loss: 3.7868 +2025-05-25 21:48:21,359 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:26:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9525, loss_cls: 3.9946, loss: 3.9946 +2025-05-25 21:49:04,308 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:25:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9537, loss_cls: 3.9866, loss: 3.9866 +2025-05-25 21:49:47,224 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:23:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9537, loss_cls: 3.9064, loss: 3.9064 +2025-05-25 21:50:30,429 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:22:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9650, loss_cls: 3.7914, loss: 3.7914 +2025-05-25 21:51:13,335 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:21:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9613, loss_cls: 3.7870, loss: 3.7870 +2025-05-25 21:51:56,404 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:20:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 3.8787, loss: 3.8787 +2025-05-25 21:52:39,298 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:19:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 3.7775, loss: 3.7775 +2025-05-25 21:53:22,342 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:18:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 3.7007, loss: 3.7007 +2025-05-25 21:54:05,347 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:16:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9644, loss_cls: 3.7326, loss: 3.7326 +2025-05-25 21:54:48,274 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:15:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9513, loss_cls: 3.9590, loss: 3.9590 +2025-05-25 21:55:31,241 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:14:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 3.8917, loss: 3.8917 +2025-05-25 21:55:34,354 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:04:38,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:04:38,301 - pyskl - INFO - +top1_acc 0.6772 +top5_acc 0.9433 +2025-05-25 22:04:38,303 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6772, top5_acc: 0.9433 +2025-05-25 22:05:43,179 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:22:39, time: 0.649, data_time: 0.217, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9650, loss_cls: 3.8164, loss: 3.8164 +2025-05-25 22:06:26,206 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:21:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9656, loss_cls: 3.7764, loss: 3.7764 +2025-05-25 22:07:09,183 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:20:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 3.7022, loss: 3.7022 +2025-05-25 22:07:52,330 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:19:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 3.8584, loss: 3.8584 +2025-05-25 22:08:35,541 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:18:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9594, loss_cls: 3.8402, loss: 3.8402 +2025-05-25 22:09:18,592 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:16:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 3.8028, loss: 3.8028 +2025-05-25 22:10:01,672 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:15:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9681, loss_cls: 3.7511, loss: 3.7511 +2025-05-25 22:10:44,666 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:14:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.6832, loss: 3.6832 +2025-05-25 22:11:27,654 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:13:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 3.8357, loss: 3.8357 +2025-05-25 22:12:10,600 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:12:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9637, loss_cls: 3.6890, loss: 3.6890 +2025-05-25 22:12:53,698 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 20:11:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 3.7355, loss: 3.7355 +2025-05-25 22:13:37,028 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 20:10:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 3.7333, loss: 3.7333 +2025-05-25 22:14:20,132 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 20:09:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9575, loss_cls: 3.8048, loss: 3.8048 +2025-05-25 22:15:03,304 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 20:08:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9581, loss_cls: 3.9274, loss: 3.9274 +2025-05-25 22:15:46,279 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 20:06:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 3.7460, loss: 3.7460 +2025-05-25 22:16:29,271 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 20:05:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9625, loss_cls: 3.7778, loss: 3.7778 +2025-05-25 22:17:12,331 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 20:04:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 3.6505, loss: 3.6505 +2025-05-25 22:17:55,301 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 20:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9563, loss_cls: 3.7975, loss: 3.7975 +2025-05-25 22:18:38,327 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 20:02:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.6261, loss: 3.6261 +2025-05-25 22:19:21,297 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 20:01:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 3.7546, loss: 3.7546 +2025-05-25 22:20:04,220 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 20:00:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.6410, loss: 3.6410 +2025-05-25 22:20:47,160 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:59:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 3.6751, loss: 3.6751 +2025-05-25 22:21:30,042 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:58:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.7537, loss: 3.7537 +2025-05-25 22:22:12,942 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:57:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 3.5720, loss: 3.5720 +2025-05-25 22:22:56,017 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:56:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 3.6411, loss: 3.6411 +2025-05-25 22:22:59,112 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:24:15,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:24:15,521 - pyskl - INFO - +top1_acc 0.7472 +top5_acc 0.9526 +2025-05-25 22:24:15,572 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:24:16,563 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-25 22:24:16,564 - pyskl - INFO - Best top1_acc is 0.7472 at 6 epoch. +2025-05-25 22:24:16,566 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7472, top5_acc: 0.9526 +2025-05-25 22:25:20,546 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 20:02:11, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 3.6878, loss: 3.6878 +2025-05-25 22:26:03,437 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 20:01:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.6666, loss: 3.6666 +2025-05-25 22:26:46,764 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 20:00:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.5756, loss: 3.5756 +2025-05-25 22:27:29,950 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:59:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.6477, loss: 3.6477 +2025-05-25 22:28:13,068 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 3.5304, loss: 3.5304 +2025-05-25 22:28:56,118 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:56:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9675, loss_cls: 3.6363, loss: 3.6363 +2025-05-25 22:29:39,148 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:55:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.6014, loss: 3.6014 +2025-05-25 22:30:22,168 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:54:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.5743, loss: 3.5743 +2025-05-25 22:31:05,190 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:53:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.5318, loss: 3.5318 +2025-05-25 22:31:48,256 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:52:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9775, loss_cls: 3.5862, loss: 3.5862 +2025-05-25 22:32:31,378 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:51:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9719, loss_cls: 3.6130, loss: 3.6130 +2025-05-25 22:33:14,464 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:50:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9725, loss_cls: 3.4790, loss: 3.4790 +2025-05-25 22:33:57,541 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:49:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9663, loss_cls: 3.7175, loss: 3.7175 +2025-05-25 22:34:40,627 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:48:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.6384, loss: 3.6384 +2025-05-25 22:35:23,837 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:47:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.5482, loss: 3.5482 +2025-05-25 22:36:06,917 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:46:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 3.7007, loss: 3.7007 +2025-05-25 22:36:50,001 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:45:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.5551, loss: 3.5551 +2025-05-25 22:37:33,053 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.7446, loss: 3.7446 +2025-05-25 22:38:16,114 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:43:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.5801, loss: 3.5801 +2025-05-25 22:38:59,183 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:42:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.4978, loss: 3.4978 +2025-05-25 22:39:42,245 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:41:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9694, loss_cls: 3.6091, loss: 3.6091 +2025-05-25 22:40:25,285 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:40:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 3.5321, loss: 3.5321 +2025-05-25 22:41:08,360 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:39:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 3.5277, loss: 3.5277 +2025-05-25 22:41:51,410 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:38:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.4902, loss: 3.4902 +2025-05-25 22:42:34,435 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:37:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.4734, loss: 3.4734 +2025-05-25 22:42:37,496 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:43:53,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:43:53,997 - pyskl - INFO - +top1_acc 0.7741 +top5_acc 0.9600 +2025-05-25 22:43:54,051 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_6.pth was removed +2025-05-25 22:43:55,055 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-25 22:43:55,056 - pyskl - INFO - Best top1_acc is 0.7741 at 7 epoch. +2025-05-25 22:43:55,058 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7741, top5_acc: 0.9600 +2025-05-25 22:44:59,015 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:42:41, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.5750, loss: 3.5750 +2025-05-25 22:45:42,062 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:41:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 3.5034, loss: 3.5034 +2025-05-25 22:46:25,105 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:40:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.6197, loss: 3.6197 +2025-05-25 22:47:08,472 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:39:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9731, loss_cls: 3.4991, loss: 3.4991 +2025-05-25 22:47:51,866 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:38:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 3.4244, loss: 3.4244 +2025-05-25 22:48:34,970 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:37:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.3306, loss: 3.3306 +2025-05-25 22:49:17,991 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:36:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.5374, loss: 3.5374 +2025-05-25 22:50:01,034 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:35:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.5640, loss: 3.5640 +2025-05-25 22:50:44,057 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:34:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.4906, loss: 3.4906 +2025-05-25 22:51:27,070 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:33:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.3973, loss: 3.3973 +2025-05-25 22:52:10,094 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 3.5405, loss: 3.5405 +2025-05-25 22:52:53,096 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:31:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.3470, loss: 3.3470 +2025-05-25 22:53:36,092 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.4798, loss: 3.4798 +2025-05-25 22:54:19,106 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:29:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.5568, loss: 3.5568 +2025-05-25 22:55:02,022 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:28:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.2894, loss: 3.2894 +2025-05-25 22:55:44,926 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:27:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.4227, loss: 3.4227 +2025-05-25 22:56:27,871 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:26:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9738, loss_cls: 3.4313, loss: 3.4313 +2025-05-25 22:57:10,798 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:25:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9775, loss_cls: 3.3959, loss: 3.3959 +2025-05-25 22:57:53,785 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:24:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.4098, loss: 3.4098 +2025-05-25 22:58:36,809 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:23:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.4548, loss: 3.4548 +2025-05-25 22:59:19,839 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:22:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9756, loss_cls: 3.4819, loss: 3.4819 +2025-05-25 23:00:02,778 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:21:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.4317, loss: 3.4317 +2025-05-25 23:00:46,272 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:20:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.4614, loss: 3.4614 +2025-05-25 23:01:29,191 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:19:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.3713, loss: 3.3713 +2025-05-25 23:02:12,294 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:18:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.3784, loss: 3.3784 +2025-05-25 23:02:15,428 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:03:31,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:03:31,742 - pyskl - INFO - +top1_acc 0.7349 +top5_acc 0.9502 +2025-05-25 23:03:31,744 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7349, top5_acc: 0.9502 +2025-05-25 23:04:36,324 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:23:29, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9769, loss_cls: 3.4478, loss: 3.4478 +2025-05-25 23:05:19,333 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:22:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.4478, loss: 3.4478 +2025-05-25 23:06:02,439 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:21:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.3203, loss: 3.3203 +2025-05-25 23:06:45,701 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:20:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.4026, loss: 3.4026 +2025-05-25 23:07:28,881 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:19:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5360, loss: 3.5360 +2025-05-25 23:08:12,008 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:18:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2723, loss: 3.2723 +2025-05-25 23:08:55,243 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:17:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.3747, loss: 3.3747 +2025-05-25 23:09:38,326 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:16:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.3739, loss: 3.3739 +2025-05-25 23:10:21,432 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:15:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.3965, loss: 3.3965 +2025-05-25 23:11:04,565 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:14:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9744, loss_cls: 3.4826, loss: 3.4826 +2025-05-25 23:11:47,585 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:13:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.3059, loss: 3.3059 +2025-05-25 23:12:30,586 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:13:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.3312, loss: 3.3312 +2025-05-25 23:13:13,626 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:12:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9831, loss_cls: 3.2596, loss: 3.2596 +2025-05-25 23:13:56,680 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:11:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.4115, loss: 3.4115 +2025-05-25 23:14:39,697 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:10:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.2450, loss: 3.2450 +2025-05-25 23:15:22,746 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 19:09:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.3747, loss: 3.3747 +2025-05-25 23:16:05,778 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 19:08:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.4417, loss: 3.4417 +2025-05-25 23:16:48,790 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 19:07:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 3.5520, loss: 3.5520 +2025-05-25 23:17:31,827 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 19:06:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.3610, loss: 3.3610 +2025-05-25 23:18:14,756 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 19:05:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.4089, loss: 3.4089 +2025-05-25 23:18:57,825 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 19:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 3.4065, loss: 3.4065 +2025-05-25 23:19:40,909 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 19:03:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.4185, loss: 3.4185 +2025-05-25 23:20:23,931 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 19:02:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.4232, loss: 3.4232 +2025-05-25 23:21:06,986 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 19:01:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9756, loss_cls: 3.3829, loss: 3.3829 +2025-05-25 23:21:50,130 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 19:00:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.3029, loss: 3.3029 +2025-05-25 23:21:53,263 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:23:09,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:23:09,825 - pyskl - INFO - +top1_acc 0.7758 +top5_acc 0.9627 +2025-05-25 23:23:09,880 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_7.pth was removed +2025-05-25 23:23:10,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-25 23:23:10,883 - pyskl - INFO - Best top1_acc is 0.7758 at 9 epoch. +2025-05-25 23:23:10,886 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7758, top5_acc: 0.9627 +2025-05-25 23:24:15,127 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 19:04:32, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.3975, loss: 3.3975 +2025-05-25 23:24:58,062 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 19:03:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.4334, loss: 3.4334 +2025-05-25 23:25:41,234 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 19:02:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.2466, loss: 3.2466 +2025-05-25 23:26:24,363 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 19:01:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.2657, loss: 3.2657 +2025-05-25 23:27:07,406 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 19:00:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.3570, loss: 3.3570 +2025-05-25 23:27:50,459 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:59:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.3481, loss: 3.3481 +2025-05-25 23:28:33,459 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:58:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.2798, loss: 3.2798 +2025-05-25 23:29:16,646 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:57:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9744, loss_cls: 3.4144, loss: 3.4144 +2025-05-25 23:29:59,738 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:57:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.3778, loss: 3.3778 +2025-05-25 23:30:42,851 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:56:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 3.2598, loss: 3.2598 +2025-05-25 23:31:25,918 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:55:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.2007, loss: 3.2007 +2025-05-25 23:32:08,906 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:54:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2910, loss: 3.2910 +2025-05-25 23:32:51,953 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:53:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.2969, loss: 3.2969 +2025-05-25 23:33:35,046 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 3.2963, loss: 3.2963 +2025-05-25 23:34:18,090 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:51:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2488, loss: 3.2488 +2025-05-25 23:35:01,094 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:50:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.3959, loss: 3.3959 +2025-05-25 23:35:44,204 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:49:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9800, loss_cls: 3.2726, loss: 3.2726 +2025-05-25 23:36:27,223 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:48:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.3128, loss: 3.3128 +2025-05-25 23:37:10,203 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.3776, loss: 3.3776 +2025-05-25 23:37:53,221 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:46:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.3011, loss: 3.3011 +2025-05-25 23:38:36,194 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:45:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.3863, loss: 3.3863 +2025-05-25 23:39:19,314 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:44:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.2539, loss: 3.2539 +2025-05-25 23:40:02,300 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:44:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9806, loss_cls: 3.2558, loss: 3.2558 +2025-05-25 23:40:45,355 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:43:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.3027, loss: 3.3027 +2025-05-25 23:41:28,388 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:42:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9794, loss_cls: 3.3085, loss: 3.3085 +2025-05-25 23:41:31,509 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:50:15,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:50:16,018 - pyskl - INFO - +top1_acc 0.7863 +top5_acc 0.9626 +2025-05-25 23:50:16,075 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_9.pth was removed +2025-05-25 23:50:17,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-25 23:50:17,090 - pyskl - INFO - Best top1_acc is 0.7863 at 10 epoch. +2025-05-25 23:50:17,093 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7863, top5_acc: 0.9626 +2025-05-25 23:51:21,552 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:45:39, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.2712, loss: 3.2712 +2025-05-25 23:52:04,637 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:44:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.2562, loss: 3.2562 +2025-05-25 23:52:47,844 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:43:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.2347, loss: 3.2347 +2025-05-25 23:53:31,029 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:42:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.2965, loss: 3.2965 +2025-05-25 23:54:14,028 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:42:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.1989, loss: 3.1989 +2025-05-25 23:54:57,005 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:41:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.1507, loss: 3.1507 +2025-05-25 23:55:39,879 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.3210, loss: 3.3210 +2025-05-25 23:56:22,758 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:39:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3268, loss: 3.3268 +2025-05-25 23:57:05,798 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:38:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1780, loss: 3.1780 +2025-05-25 23:57:48,837 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:37:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.3741, loss: 3.3741 +2025-05-25 23:58:31,908 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:36:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.2505, loss: 3.2505 +2025-05-25 23:59:14,961 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:35:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.3016, loss: 3.3016 +2025-05-25 23:59:58,011 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:34:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.2602, loss: 3.2602 +2025-05-26 00:00:41,037 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:33:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.3596, loss: 3.3596 +2025-05-26 00:01:24,124 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:32:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.1908, loss: 3.1908 +2025-05-26 00:02:07,250 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:31:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.1994, loss: 3.1994 +2025-05-26 00:02:50,228 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:30:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.2204, loss: 3.2204 +2025-05-26 00:03:33,142 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:30:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.1824, loss: 3.1824 +2025-05-26 00:04:16,190 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 3.3989, loss: 3.3989 +2025-05-26 00:04:59,158 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:28:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.3258, loss: 3.3258 +2025-05-26 00:05:42,123 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:27:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.2992, loss: 3.2992 +2025-05-26 00:06:25,269 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:26:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.2920, loss: 3.2920 +2025-05-26 00:07:08,603 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:25:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.2053, loss: 3.2053 +2025-05-26 00:07:51,769 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:24:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.2797, loss: 3.2797 +2025-05-26 00:08:34,955 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:23:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.2369, loss: 3.2369 +2025-05-26 00:08:38,086 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:09:54,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:09:54,723 - pyskl - INFO - +top1_acc 0.7773 +top5_acc 0.9618 +2025-05-26 00:09:54,725 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7773, top5_acc: 0.9618 +2025-05-26 00:10:58,591 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:26:46, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.2173, loss: 3.2173 +2025-05-26 00:11:41,496 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:25:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.1839, loss: 3.1839 +2025-05-26 00:12:24,555 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:24:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1778, loss: 3.1778 +2025-05-26 00:13:07,673 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:24:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.3578, loss: 3.3578 +2025-05-26 00:13:50,735 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:23:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9819, loss_cls: 3.2675, loss: 3.2675 +2025-05-26 00:14:33,771 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:22:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.1999, loss: 3.1999 +2025-05-26 00:15:16,842 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:21:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.2306, loss: 3.2306 +2025-05-26 00:16:00,170 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:20:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.3295, loss: 3.3295 +2025-05-26 00:16:43,598 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:19:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.1727, loss: 3.1727 +2025-05-26 00:17:26,732 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:18:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1543, loss: 3.1543 +2025-05-26 00:18:09,748 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:17:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1864, loss: 3.1864 +2025-05-26 00:18:52,722 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:17:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.1306, loss: 3.1306 +2025-05-26 00:19:35,727 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:16:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1560, loss: 3.1560 +2025-05-26 00:20:18,761 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:15:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.2253, loss: 3.2253 +2025-05-26 00:21:01,722 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:14:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9750, loss_cls: 3.2654, loss: 3.2654 +2025-05-26 00:21:44,758 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:13:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.3282, loss: 3.3282 +2025-05-26 00:22:27,789 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:12:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.3463, loss: 3.3463 +2025-05-26 00:23:10,717 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:11:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.2161, loss: 3.2161 +2025-05-26 00:23:53,623 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:10:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.1970, loss: 3.1970 +2025-05-26 00:24:36,545 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:09:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2540, loss: 3.2540 +2025-05-26 00:25:19,450 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:08:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1644, loss: 3.1644 +2025-05-26 00:26:02,315 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:07:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 3.1535, loss: 3.1535 +2025-05-26 00:26:45,258 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 18:07:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.1136, loss: 3.1136 +2025-05-26 00:27:28,184 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 18:06:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.2711, loss: 3.2711 +2025-05-26 00:28:11,226 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 18:05:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9844, loss_cls: 3.0892, loss: 3.0892 +2025-05-26 00:28:14,294 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:29:30,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:29:30,940 - pyskl - INFO - +top1_acc 0.8000 +top5_acc 0.9714 +2025-05-26 00:29:30,990 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_10.pth was removed +2025-05-26 00:29:31,935 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-26 00:29:31,936 - pyskl - INFO - Best top1_acc is 0.8000 at 12 epoch. +2025-05-26 00:29:31,938 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.8000, top5_acc: 0.9714 +2025-05-26 00:30:35,934 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:07:51, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2965, loss: 3.2965 +2025-05-26 00:31:18,838 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 18:06:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.2037, loss: 3.2037 +2025-05-26 00:32:01,755 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 18:06:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.2725, loss: 3.2725 +2025-05-26 00:32:44,762 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 18:05:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.0192, loss: 3.0192 +2025-05-26 00:33:27,693 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 18:04:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.1303, loss: 3.1303 +2025-05-26 00:34:10,640 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 18:03:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.2154, loss: 3.2154 +2025-05-26 00:34:53,575 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 18:02:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.1971, loss: 3.1971 +2025-05-26 00:35:36,521 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 18:01:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1387, loss: 3.1387 +2025-05-26 00:36:19,625 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 18:00:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.2304, loss: 3.2304 +2025-05-26 00:37:02,597 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:59:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9894, loss_cls: 3.1883, loss: 3.1883 +2025-05-26 00:37:45,746 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:58:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.2367, loss: 3.2367 +2025-05-26 00:38:28,777 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:58:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 3.1262, loss: 3.1262 +2025-05-26 00:39:11,777 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:57:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.2229, loss: 3.2229 +2025-05-26 00:39:54,791 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:56:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.1570, loss: 3.1570 +2025-05-26 00:40:37,778 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:55:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.1097, loss: 3.1097 +2025-05-26 00:41:20,721 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:54:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.1971, loss: 3.1971 +2025-05-26 00:42:03,663 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:53:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0627, loss: 3.0627 +2025-05-26 00:42:46,664 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:52:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.1272, loss: 3.1272 +2025-05-26 00:43:29,660 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.1801, loss: 3.1801 +2025-05-26 00:44:12,692 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.1511, loss: 3.1511 +2025-05-26 00:44:55,671 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:50:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9825, loss_cls: 3.0926, loss: 3.0926 +2025-05-26 00:45:38,686 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:49:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1865, loss: 3.1865 +2025-05-26 00:46:21,713 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:48:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.1366, loss: 3.1366 +2025-05-26 00:47:04,781 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:47:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.1340, loss: 3.1340 +2025-05-26 00:47:47,986 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:46:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.2742, loss: 3.2742 +2025-05-26 00:47:51,072 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:49:07,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:49:07,473 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9613 +2025-05-26 00:49:07,476 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7807, top5_acc: 0.9613 +2025-05-26 00:50:11,118 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:48:53, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.2072, loss: 3.2072 +2025-05-26 00:50:54,093 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:48:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.1332, loss: 3.1332 +2025-05-26 00:51:37,182 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:47:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.1269, loss: 3.1269 +2025-05-26 00:52:20,192 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:46:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.1339, loss: 3.1339 +2025-05-26 00:53:03,213 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:45:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9844, loss_cls: 3.0172, loss: 3.0172 +2025-05-26 00:53:46,251 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:44:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.2557, loss: 3.2557 +2025-05-26 00:54:29,186 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:43:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1927, loss: 3.1927 +2025-05-26 00:55:12,142 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:42:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1372, loss: 3.1372 +2025-05-26 00:55:55,119 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0454, loss: 3.0454 +2025-05-26 00:56:37,940 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:40:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.1717, loss: 3.1717 +2025-05-26 00:57:20,992 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:40:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.0828, loss: 3.0828 +2025-05-26 00:58:04,045 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:39:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2884, loss: 3.2884 +2025-05-26 00:58:47,019 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:38:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.1865, loss: 3.1865 +2025-05-26 00:59:30,004 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:37:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.0408, loss: 3.0408 +2025-05-26 01:00:13,202 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:36:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0865, loss: 3.0865 +2025-05-26 01:00:56,298 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:35:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.1901, loss: 3.1901 +2025-05-26 01:01:39,288 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1097, loss: 3.1097 +2025-05-26 01:02:22,268 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:34:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.1422, loss: 3.1422 +2025-05-26 01:03:05,305 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:33:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.2400, loss: 3.2400 +2025-05-26 01:03:48,365 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:32:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.2398, loss: 3.2398 +2025-05-26 01:04:31,434 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:31:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.1886, loss: 3.1886 +2025-05-26 01:05:14,487 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:30:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.1105, loss: 3.1105 +2025-05-26 01:05:57,476 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:29:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.2051, loss: 3.2051 +2025-05-26 01:06:40,583 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:28:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.1761, loss: 3.1761 +2025-05-26 01:07:23,690 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:28:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.1829, loss: 3.1829 +2025-05-26 01:07:26,703 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:08:43,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:08:43,550 - pyskl - INFO - +top1_acc 0.7796 +top5_acc 0.9634 +2025-05-26 01:08:43,553 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7796, top5_acc: 0.9634 +2025-05-26 01:09:48,074 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:30:14, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 3.0683, loss: 3.0683 +2025-05-26 01:10:30,898 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:29:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 3.1698, loss: 3.1698 +2025-05-26 01:11:13,766 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:28:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.0196, loss: 3.0196 +2025-05-26 01:11:56,718 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:27:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0932, loss: 3.0932 +2025-05-26 01:12:39,746 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:26:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1107, loss: 3.1107 +2025-05-26 01:13:22,793 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:25:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0849, loss: 3.0849 +2025-05-26 01:14:05,816 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:25:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.1469, loss: 3.1469 +2025-05-26 01:14:48,833 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:24:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.0670, loss: 3.0670 +2025-05-26 01:15:31,763 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:23:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.2083, loss: 3.2083 +2025-05-26 01:16:14,781 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2039, loss: 3.2039 +2025-05-26 01:16:57,863 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0925, loss: 3.0925 +2025-05-26 01:17:40,929 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:20:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.2440, loss: 3.2440 +2025-05-26 01:18:24,212 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:19:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0094, loss: 3.0094 +2025-05-26 01:19:07,245 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:19:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1328, loss: 3.1328 +2025-05-26 01:19:50,227 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:18:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 3.0994, loss: 3.0994 +2025-05-26 01:20:33,225 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:17:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.1454, loss: 3.1454 +2025-05-26 01:21:16,166 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:16:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.1650, loss: 3.1650 +2025-05-26 01:21:59,096 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:15:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.0601, loss: 3.0601 +2025-05-26 01:22:42,056 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:14:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0738, loss: 3.0738 +2025-05-26 01:23:25,035 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:13:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0364, loss: 3.0364 +2025-05-26 01:24:07,999 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:13:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 3.0252, loss: 3.0252 +2025-05-26 01:24:50,917 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:12:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.0295, loss: 3.0295 +2025-05-26 01:25:33,986 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:11:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0337, loss: 3.0337 +2025-05-26 01:26:17,041 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:10:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.0675, loss: 3.0675 +2025-05-26 01:27:00,005 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:09:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 3.0204, loss: 3.0204 +2025-05-26 01:27:03,095 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:35:56,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:35:56,637 - pyskl - INFO - +top1_acc 0.7828 +top5_acc 0.9666 +2025-05-26 01:35:56,639 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7828, top5_acc: 0.9666 +2025-05-26 01:37:00,839 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:11:30, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0508, loss: 3.0508 +2025-05-26 01:37:43,930 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:10:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1187, loss: 3.1187 +2025-05-26 01:38:26,935 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:09:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9552, loss: 2.9552 +2025-05-26 01:39:10,021 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:08:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.0903, loss: 3.0903 +2025-05-26 01:39:53,070 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:08:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9958, loss: 2.9958 +2025-05-26 01:40:36,297 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:07:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8887, loss: 2.8887 +2025-05-26 01:41:19,369 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 17:06:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.1443, loss: 3.1443 +2025-05-26 01:42:02,398 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 17:05:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.0785, loss: 3.0785 +2025-05-26 01:42:45,499 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 17:04:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9842, loss: 2.9842 +2025-05-26 01:43:28,655 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 17:03:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.0509, loss: 3.0509 +2025-05-26 01:44:11,763 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 17:03:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.0964, loss: 3.0964 +2025-05-26 01:44:54,795 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 17:02:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.0613, loss: 3.0613 +2025-05-26 01:45:37,966 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 17:01:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0327, loss: 3.0327 +2025-05-26 01:46:21,056 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 17:00:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1363, loss: 3.1363 +2025-05-26 01:47:04,113 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:59:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1415, loss: 3.1415 +2025-05-26 01:47:47,089 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:58:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0471, loss: 3.0471 +2025-05-26 01:48:30,052 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:58:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.0271, loss: 3.0271 +2025-05-26 01:49:12,979 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:57:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9831, loss_cls: 3.1760, loss: 3.1760 +2025-05-26 01:49:56,109 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:56:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.0961, loss: 3.0961 +2025-05-26 01:50:39,111 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:55:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.1441, loss: 3.1441 +2025-05-26 01:51:21,963 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:54:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0492, loss: 3.0492 +2025-05-26 01:52:05,083 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:53:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9656, loss_cls: 3.1113, loss: 3.1113 +2025-05-26 01:52:48,153 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:53:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.0540, loss: 3.0540 +2025-05-26 01:53:31,269 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:52:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 3.0436, loss: 3.0436 +2025-05-26 01:54:14,410 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:51:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.1758, loss: 3.1758 +2025-05-26 01:54:17,555 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 01:55:33,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:55:33,959 - pyskl - INFO - +top1_acc 0.7391 +top5_acc 0.9461 +2025-05-26 01:55:33,961 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7391, top5_acc: 0.9461 +2025-05-26 01:56:37,635 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:52:58, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.0100, loss: 3.0100 +2025-05-26 01:57:20,555 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:52:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0539, loss: 3.0539 +2025-05-26 01:58:03,549 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0086, loss: 3.0086 +2025-05-26 01:58:46,498 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:50:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.0694, loss: 3.0694 +2025-05-26 01:59:29,603 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:49:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.0058, loss: 3.0058 +2025-05-26 02:00:12,827 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:48:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.0518, loss: 3.0518 +2025-05-26 02:00:56,071 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:47:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.0032, loss: 3.0032 +2025-05-26 02:01:39,136 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:47:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 3.1309, loss: 3.1309 +2025-05-26 02:02:22,323 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:46:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9962, loss: 2.9962 +2025-05-26 02:03:05,418 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:45:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0825, loss: 3.0825 +2025-05-26 02:03:48,422 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:44:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9841, loss: 2.9841 +2025-05-26 02:04:31,537 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:43:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.0698, loss: 3.0698 +2025-05-26 02:05:14,619 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:42:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 3.0084, loss: 3.0084 +2025-05-26 02:05:57,690 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:42:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9558, loss: 2.9558 +2025-05-26 02:06:40,750 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:41:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0198, loss: 3.0198 +2025-05-26 02:07:23,777 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:40:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.1478, loss: 3.1478 +2025-05-26 02:08:06,720 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:39:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9924, loss: 2.9924 +2025-05-26 02:08:49,659 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.0873, loss: 3.0873 +2025-05-26 02:09:32,731 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:37:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.0518, loss: 3.0518 +2025-05-26 02:10:15,721 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:37:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.0714, loss: 3.0714 +2025-05-26 02:10:58,705 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 2.9551, loss: 2.9551 +2025-05-26 02:11:41,837 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:35:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.0653, loss: 3.0653 +2025-05-26 02:12:24,920 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:34:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.0455, loss: 3.0455 +2025-05-26 02:13:08,054 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:33:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.1625, loss: 3.1625 +2025-05-26 02:13:51,157 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:33:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.1314, loss: 3.1314 +2025-05-26 02:13:54,254 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:15:10,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:15:10,821 - pyskl - INFO - +top1_acc 0.8203 +top5_acc 0.9731 +2025-05-26 02:15:10,873 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_12.pth was removed +2025-05-26 02:15:11,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-26 02:15:11,881 - pyskl - INFO - Best top1_acc is 0.8203 at 17 epoch. +2025-05-26 02:15:11,883 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.8203, top5_acc: 0.9731 +2025-05-26 02:16:16,576 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:34:36, time: 0.647, data_time: 0.211, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.9466, loss: 2.9466 +2025-05-26 02:16:59,677 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:33:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9208, loss: 2.9208 +2025-05-26 02:17:42,631 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:32:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0282, loss: 3.0282 +2025-05-26 02:18:25,525 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:32:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 2.9598, loss: 2.9598 +2025-05-26 02:19:08,757 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:31:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 2.9165, loss: 2.9165 +2025-05-26 02:19:52,020 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:30:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9286, loss: 2.9286 +2025-05-26 02:20:35,173 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:29:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.9840, loss: 2.9840 +2025-05-26 02:21:18,238 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:28:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.9421, loss: 2.9421 +2025-05-26 02:22:01,308 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:27:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.1128, loss: 3.1128 +2025-05-26 02:22:44,306 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:27:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.0128, loss: 3.0128 +2025-05-26 02:23:27,345 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:26:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9905, loss: 2.9905 +2025-05-26 02:24:10,505 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:25:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0168, loss: 3.0168 +2025-05-26 02:24:53,747 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:24:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.0701, loss: 3.0701 +2025-05-26 02:25:36,825 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:23:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.1092, loss: 3.1092 +2025-05-26 02:26:19,913 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:23:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0947, loss: 3.0947 +2025-05-26 02:27:02,974 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:22:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 2.9987, loss: 2.9987 +2025-05-26 02:27:46,021 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:21:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0030, loss: 3.0030 +2025-05-26 02:28:29,038 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.9713, loss: 2.9713 +2025-05-26 02:29:11,972 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:19:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.0384, loss: 3.0384 +2025-05-26 02:29:54,952 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:18:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.9293, loss: 2.9293 +2025-05-26 02:30:37,876 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:18:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0707, loss: 3.0707 +2025-05-26 02:31:20,884 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:17:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0004, loss: 3.0004 +2025-05-26 02:32:03,987 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:16:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0638, loss: 3.0638 +2025-05-26 02:32:47,059 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:15:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0545, loss: 3.0545 +2025-05-26 02:33:29,991 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.1050, loss: 3.1050 +2025-05-26 02:33:33,112 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:34:49,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:34:49,777 - pyskl - INFO - +top1_acc 0.8225 +top5_acc 0.9745 +2025-05-26 02:34:49,834 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_17.pth was removed +2025-05-26 02:34:50,864 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-26 02:34:50,865 - pyskl - INFO - Best top1_acc is 0.8225 at 18 epoch. +2025-05-26 02:34:50,868 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.8225, top5_acc: 0.9745 +2025-05-26 02:35:55,117 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:16:10, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9087, loss: 2.9087 +2025-05-26 02:36:38,248 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:15:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0380, loss: 3.0380 +2025-05-26 02:37:21,341 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:14:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9022, loss: 2.9022 +2025-05-26 02:38:04,439 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.9305, loss: 2.9305 +2025-05-26 02:38:47,510 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0634, loss: 3.0634 +2025-05-26 02:39:30,670 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:12:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9362, loss: 2.9362 +2025-05-26 02:40:13,854 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:11:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9681, loss: 2.9681 +2025-05-26 02:40:56,883 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:10:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9555, loss: 2.9555 +2025-05-26 02:41:39,957 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:09:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0376, loss: 3.0376 +2025-05-26 02:42:23,052 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:08:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 02:43:06,116 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:07:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0010, loss: 3.0010 +2025-05-26 02:43:49,201 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:07:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.0573, loss: 3.0573 +2025-05-26 02:44:32,276 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 16:06:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9882, loss: 2.9882 +2025-05-26 02:45:15,474 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 16:05:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 2.9594, loss: 2.9594 +2025-05-26 02:45:58,549 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 16:04:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 3.0209, loss: 3.0209 +2025-05-26 02:46:41,713 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 16:03:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9398, loss: 2.9398 +2025-05-26 02:47:24,818 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 16:03:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8444, loss: 2.8444 +2025-05-26 02:48:07,837 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 16:02:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.0711, loss: 3.0711 +2025-05-26 02:48:50,876 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 16:01:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0166, loss: 3.0166 +2025-05-26 02:49:33,929 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 16:00:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.0541, loss: 3.0541 +2025-05-26 02:50:17,113 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:59:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 2.9857, loss: 2.9857 +2025-05-26 02:51:00,258 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:59:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.9669, loss: 2.9669 +2025-05-26 02:51:43,421 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:58:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0950, loss: 3.0950 +2025-05-26 02:52:26,521 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:57:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 2.9741, loss: 2.9741 +2025-05-26 02:53:09,660 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:56:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0999, loss: 3.0999 +2025-05-26 02:53:12,772 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:54:29,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:54:29,352 - pyskl - INFO - +top1_acc 0.8327 +top5_acc 0.9757 +2025-05-26 02:54:29,404 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_18.pth was removed +2025-05-26 02:54:30,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-26 02:54:30,429 - pyskl - INFO - Best top1_acc is 0.8327 at 19 epoch. +2025-05-26 02:54:30,432 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8327, top5_acc: 0.9757 +2025-05-26 02:55:34,842 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:57:54, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9023, loss: 2.9023 +2025-05-26 02:56:17,894 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:57:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8774, loss: 2.8774 +2025-05-26 02:57:00,934 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:56:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9888, loss_cls: 2.8515, loss: 2.8515 +2025-05-26 02:57:43,991 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:55:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 2.9626, loss: 2.9626 +2025-05-26 02:58:27,054 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:54:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9539, loss: 2.9539 +2025-05-26 02:59:10,160 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:53:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9467, loss: 2.9467 +2025-05-26 02:59:53,235 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:52:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.9623, loss: 2.9623 +2025-05-26 03:00:36,299 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:52:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 2.9207, loss: 2.9207 +2025-05-26 03:01:19,344 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:51:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9980, loss: 2.9980 +2025-05-26 03:02:02,322 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:50:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.0170, loss: 3.0170 +2025-05-26 03:02:45,392 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0080, loss: 3.0080 +2025-05-26 03:03:28,345 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:48:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9844, loss_cls: 3.0401, loss: 3.0401 +2025-05-26 03:04:11,326 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:48:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9504, loss: 2.9504 +2025-05-26 03:04:54,339 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:47:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 2.9207, loss: 2.9207 +2025-05-26 03:05:37,485 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:46:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.0640, loss: 3.0640 +2025-05-26 03:06:20,532 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:45:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 2.9577, loss: 2.9577 +2025-05-26 03:07:03,613 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:44:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 2.9884, loss: 2.9884 +2025-05-26 03:07:46,614 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:43:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0489, loss: 3.0489 +2025-05-26 03:08:29,651 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:43:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.0236, loss: 3.0236 +2025-05-26 03:09:12,709 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:42:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0557, loss: 3.0557 +2025-05-26 03:09:55,690 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:41:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 2.9089, loss: 2.9089 +2025-05-26 03:10:38,695 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:40:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.8971, loss: 2.8971 +2025-05-26 03:11:21,884 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:39:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 3.0510, loss: 3.0510 +2025-05-26 03:12:04,973 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:39:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.0223, loss: 3.0223 +2025-05-26 03:12:48,006 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:38:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9822, loss: 2.9822 +2025-05-26 03:12:51,088 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:21:53,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:21:53,141 - pyskl - INFO - +top1_acc 0.8235 +top5_acc 0.9696 +2025-05-26 03:21:53,144 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.8235, top5_acc: 0.9696 +2025-05-26 03:22:57,462 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:39:28, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.9340, loss: 2.9340 +2025-05-26 03:23:40,412 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:38:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8740, loss: 2.8740 +2025-05-26 03:24:23,381 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9498, loss: 2.9498 +2025-05-26 03:25:06,339 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:36:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 03:25:49,468 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:36:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.9435, loss: 2.9435 +2025-05-26 03:26:32,591 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:35:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0547, loss: 3.0547 +2025-05-26 03:27:15,731 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:34:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9087, loss: 2.9087 +2025-05-26 03:27:58,969 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:33:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.8693, loss: 2.8693 +2025-05-26 03:28:42,039 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:32:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9952, loss: 2.9952 +2025-05-26 03:29:25,126 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:32:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.0648, loss: 3.0648 +2025-05-26 03:30:08,090 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:31:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9390, loss: 2.9390 +2025-05-26 03:30:51,186 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:30:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.0965, loss: 3.0965 +2025-05-26 03:31:34,222 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:29:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 2.9567, loss: 2.9567 +2025-05-26 03:32:17,226 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:28:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9132, loss: 2.9132 +2025-05-26 03:33:00,282 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:28:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9231, loss: 2.9231 +2025-05-26 03:33:43,329 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:27:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0414, loss: 3.0414 +2025-05-26 03:34:26,336 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:26:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0151, loss: 3.0151 +2025-05-26 03:35:09,403 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:25:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9811, loss: 2.9811 +2025-05-26 03:35:52,452 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:24:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.9618, loss: 2.9618 +2025-05-26 03:36:35,460 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 2.9557, loss: 2.9557 +2025-05-26 03:37:18,501 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:23:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9568, loss: 2.9568 +2025-05-26 03:38:01,706 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:22:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.9569, loss: 2.9569 +2025-05-26 03:38:44,917 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:21:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.0215, loss: 3.0215 +2025-05-26 03:39:28,082 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:20:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9405, loss: 2.9405 +2025-05-26 03:40:11,338 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:20:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8056, loss: 2.8056 +2025-05-26 03:40:14,491 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:41:31,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:41:31,486 - pyskl - INFO - +top1_acc 0.7732 +top5_acc 0.9632 +2025-05-26 03:41:31,488 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7732, top5_acc: 0.9632 +2025-05-26 03:42:36,101 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:21:09, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0257, loss: 3.0257 +2025-05-26 03:43:19,101 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:20:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.8337, loss: 2.8337 +2025-05-26 03:44:02,155 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:19:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0340, loss: 3.0340 +2025-05-26 03:44:45,179 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:18:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 2.7555, loss: 2.7555 +2025-05-26 03:45:28,265 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:17:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8367, loss: 2.8367 +2025-05-26 03:46:11,596 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:17:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8713, loss: 2.8713 +2025-05-26 03:46:54,907 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:16:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.9978, loss: 2.9978 +2025-05-26 03:47:38,266 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:15:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 2.9156, loss: 2.9156 +2025-05-26 03:48:21,482 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:14:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8867, loss: 2.8867 +2025-05-26 03:49:04,461 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:13:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 2.8776, loss: 2.8776 +2025-05-26 03:49:47,496 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:13:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 2.9706, loss: 2.9706 +2025-05-26 03:50:30,513 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:12:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 2.9831, loss: 2.9831 +2025-05-26 03:51:13,519 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:11:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.9647, loss: 2.9647 +2025-05-26 03:51:56,499 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:10:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.8727, loss: 2.8727 +2025-05-26 03:52:39,573 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:09:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8407, loss: 2.8407 +2025-05-26 03:53:22,731 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:09:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9452, loss: 2.9452 +2025-05-26 03:54:05,725 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0117, loss: 3.0117 +2025-05-26 03:54:49,006 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9958, loss: 2.9958 +2025-05-26 03:55:32,092 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 15:06:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9106, loss: 2.9106 +2025-05-26 03:56:15,199 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 15:05:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.9828, loss: 2.9828 +2025-05-26 03:56:58,281 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 15:05:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8437, loss: 2.8437 +2025-05-26 03:57:41,454 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 15:04:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 2.9997, loss: 2.9997 +2025-05-26 03:58:24,678 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 15:03:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9664, loss: 2.9664 +2025-05-26 03:59:07,972 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 15:02:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9348, loss: 2.9348 +2025-05-26 03:59:51,166 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 15:01:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9933, loss: 2.9933 +2025-05-26 03:59:54,300 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 04:01:11,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:01:11,087 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9709 +2025-05-26 04:01:11,090 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8253, top5_acc: 0.9709 +2025-05-26 04:02:15,817 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 15:02:57, time: 0.647, data_time: 0.217, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.8750, loss: 2.8750 +2025-05-26 04:02:58,985 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 15:02:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9262, loss: 2.9262 +2025-05-26 04:03:42,062 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 15:01:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.8393, loss: 2.8393 +2025-05-26 04:04:25,113 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 15:00:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8956, loss: 2.8956 +2025-05-26 04:05:08,091 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:59:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0717, loss: 3.0717 +2025-05-26 04:05:51,555 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:58:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.0034, loss: 3.0034 +2025-05-26 04:06:34,740 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:58:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.0553, loss: 3.0553 +2025-05-26 04:07:17,957 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:57:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9034, loss: 2.9034 +2025-05-26 04:08:01,063 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:56:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.8546, loss: 2.8546 +2025-05-26 04:08:44,085 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:55:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 2.9931, loss: 2.9931 +2025-05-26 04:09:27,078 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:54:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9438, loss: 2.9438 +2025-05-26 04:10:10,134 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:54:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9390, loss: 2.9390 +2025-05-26 04:10:53,097 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:53:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.8919, loss: 2.8919 +2025-05-26 04:11:36,143 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.0118, loss: 3.0118 +2025-05-26 04:12:19,153 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:51:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.9507, loss: 2.9507 +2025-05-26 04:13:02,128 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:50:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.0387, loss: 3.0387 +2025-05-26 04:13:45,185 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:50:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9819, loss: 2.9819 +2025-05-26 04:14:28,329 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:49:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 2.9970, loss: 2.9970 +2025-05-26 04:15:11,389 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:48:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 2.8949, loss: 2.8949 +2025-05-26 04:15:54,538 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:47:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9025, loss: 2.9025 +2025-05-26 04:16:37,926 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:46:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 2.9702, loss: 2.9702 +2025-05-26 04:17:21,418 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:46:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.0242, loss: 3.0242 +2025-05-26 04:18:04,738 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:45:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9181, loss: 2.9181 +2025-05-26 04:18:47,825 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:44:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9453, loss: 2.9453 +2025-05-26 04:19:30,912 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:43:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9717, loss: 2.9717 +2025-05-26 04:19:34,018 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:20:50,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:20:50,882 - pyskl - INFO - +top1_acc 0.8240 +top5_acc 0.9713 +2025-05-26 04:20:50,884 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8240, top5_acc: 0.9713 +2025-05-26 04:21:55,563 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:44:45, time: 0.647, data_time: 0.217, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 04:22:38,558 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:43:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8969, loss: 2.8969 +2025-05-26 04:23:21,628 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:43:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9781, loss: 2.9781 +2025-05-26 04:24:04,680 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:42:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8346, loss: 2.8346 +2025-05-26 04:24:47,754 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:41:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.9963, loss: 2.9963 +2025-05-26 04:25:30,963 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:40:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.9584, loss: 2.9584 +2025-05-26 04:26:14,082 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:39:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.8799, loss: 2.8799 +2025-05-26 04:26:57,421 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8547, loss: 2.8547 +2025-05-26 04:27:40,474 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:38:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 3.0792, loss: 3.0792 +2025-05-26 04:28:23,506 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:37:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9900, loss_cls: 2.8864, loss: 2.8864 +2025-05-26 04:29:06,599 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:36:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9312, loss: 2.9312 +2025-05-26 04:29:49,553 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:35:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9473, loss: 2.9473 +2025-05-26 04:30:32,662 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:35:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9139, loss: 2.9139 +2025-05-26 04:31:15,745 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:34:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.9132, loss: 2.9132 +2025-05-26 04:31:58,755 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:33:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.8729, loss: 2.8729 +2025-05-26 04:32:41,708 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:32:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 2.9918, loss: 2.9918 +2025-05-26 04:33:24,681 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:31:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.0201, loss: 3.0201 +2025-05-26 04:34:07,698 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:31:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8462, loss: 2.8462 +2025-05-26 04:34:50,658 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:30:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8257, loss: 2.8257 +2025-05-26 04:35:33,774 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:29:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.0619, loss: 3.0619 +2025-05-26 04:36:16,787 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:28:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0747, loss: 3.0747 +2025-05-26 04:37:00,125 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:27:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0070, loss: 3.0070 +2025-05-26 04:37:43,414 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.0638, loss: 3.0638 +2025-05-26 04:38:26,573 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:26:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.8296, loss: 2.8296 +2025-05-26 04:39:09,593 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:25:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9649, loss: 2.9649 +2025-05-26 04:39:12,707 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:40:29,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:40:29,555 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9729 +2025-05-26 04:40:29,558 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8031, top5_acc: 0.9729 +2025-05-26 04:41:34,051 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:26:25, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7611, loss: 2.7611 +2025-05-26 04:42:17,248 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:25:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9359, loss: 2.9359 +2025-05-26 04:43:00,628 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:24:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.8834, loss: 2.8834 +2025-05-26 04:43:43,731 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:24:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8563, loss: 2.8563 +2025-05-26 04:44:26,867 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:23:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.8211, loss: 2.8211 +2025-05-26 04:45:10,002 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:22:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.9483, loss: 2.9483 +2025-05-26 04:45:52,991 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:21:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 2.9267, loss: 2.9267 +2025-05-26 04:46:36,135 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:20:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8773, loss: 2.8773 +2025-05-26 04:47:19,121 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:20:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7461, loss: 2.7461 +2025-05-26 04:48:02,262 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:19:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8790, loss: 2.8790 +2025-05-26 04:48:45,355 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.9942, loss: 2.9942 +2025-05-26 04:49:28,329 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:17:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0666, loss: 3.0666 +2025-05-26 04:50:11,330 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:16:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8146, loss: 2.8146 +2025-05-26 04:50:54,332 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:16:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0717, loss: 3.0717 +2025-05-26 04:51:37,382 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.8522, loss: 2.8522 +2025-05-26 04:52:20,376 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:14:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8271, loss: 2.8271 +2025-05-26 04:53:03,406 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:13:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.8399, loss: 2.8399 +2025-05-26 04:53:46,441 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:12:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9586, loss: 2.9586 +2025-05-26 04:54:29,496 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:12:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8522, loss: 2.8522 +2025-05-26 04:55:12,555 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:11:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.8529, loss: 2.8529 +2025-05-26 04:55:55,653 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:10:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 2.8948, loss: 2.8948 +2025-05-26 04:56:38,601 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:09:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 2.9130, loss: 2.9130 +2025-05-26 04:57:21,555 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:08:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.7246, loss: 2.7246 +2025-05-26 04:58:04,468 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:08:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9049, loss: 2.9049 +2025-05-26 04:58:47,406 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 14:07:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 2.9748, loss: 2.9748 +2025-05-26 04:58:50,526 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:07:18,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:07:18,158 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9748 +2025-05-26 05:07:18,208 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_19.pth was removed +2025-05-26 05:07:19,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-05-26 05:07:19,158 - pyskl - INFO - Best top1_acc is 0.8328 at 25 epoch. +2025-05-26 05:07:19,160 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8328, top5_acc: 0.9748 +2025-05-26 05:08:23,339 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:08:01, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9192, loss: 2.9192 +2025-05-26 05:09:06,303 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 14:07:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.8944, loss: 2.8944 +2025-05-26 05:09:49,204 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 14:06:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9151, loss: 2.9151 +2025-05-26 05:10:32,160 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 14:05:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.8079, loss: 2.8079 +2025-05-26 05:11:15,160 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 14:04:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 05:11:58,110 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 14:04:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 05:12:41,219 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 14:03:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0668, loss: 3.0668 +2025-05-26 05:13:24,227 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 14:02:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.8485, loss: 2.8485 +2025-05-26 05:14:07,176 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 14:01:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 2.8910, loss: 2.8910 +2025-05-26 05:14:50,203 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 14:00:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9311, loss: 2.9311 +2025-05-26 05:15:33,358 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 14:00:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 2.9319, loss: 2.9319 +2025-05-26 05:16:16,397 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:59:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.9348, loss: 2.9348 +2025-05-26 05:16:59,469 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:58:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8433, loss: 2.8433 +2025-05-26 05:17:42,764 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:57:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8313, loss: 2.8313 +2025-05-26 05:18:25,986 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:56:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9008, loss: 2.9008 +2025-05-26 05:19:09,093 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:56:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8179, loss: 2.8179 +2025-05-26 05:19:52,278 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:55:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.8789, loss: 2.8789 +2025-05-26 05:20:35,449 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:54:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 2.8726, loss: 2.8726 +2025-05-26 05:21:18,495 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:53:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8876, loss: 2.8876 +2025-05-26 05:22:01,534 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:52:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9048, loss: 2.9048 +2025-05-26 05:22:44,585 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:52:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9033, loss: 2.9033 +2025-05-26 05:23:27,827 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:51:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.7631, loss: 2.7631 +2025-05-26 05:24:10,977 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:50:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 2.9143, loss: 2.9143 +2025-05-26 05:24:54,073 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:49:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 2.9219, loss: 2.9219 +2025-05-26 05:25:37,157 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:49:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.8667, loss: 2.8667 +2025-05-26 05:25:40,258 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:26:56,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:26:56,776 - pyskl - INFO - +top1_acc 0.7747 +top5_acc 0.9516 +2025-05-26 05:26:56,779 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7747, top5_acc: 0.9516 +2025-05-26 05:28:01,445 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:49:42, time: 0.647, data_time: 0.215, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.8122, loss: 2.8122 +2025-05-26 05:28:44,431 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:48:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.7649, loss: 2.7649 +2025-05-26 05:29:27,367 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:48:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8977, loss: 2.8977 +2025-05-26 05:30:10,351 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:47:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8136, loss: 2.8136 +2025-05-26 05:30:53,335 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:46:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.7308, loss: 2.7308 +2025-05-26 05:31:36,401 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:45:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.9115, loss: 2.9115 +2025-05-26 05:32:19,495 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:44:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9070, loss: 2.9070 +2025-05-26 05:33:02,668 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:44:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9212, loss: 2.9212 +2025-05-26 05:33:45,842 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:43:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.8637, loss: 2.8637 +2025-05-26 05:34:28,919 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 2.8699, loss: 2.8699 +2025-05-26 05:35:11,986 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:41:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9134, loss: 2.9134 +2025-05-26 05:35:54,982 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:40:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 05:36:38,056 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:40:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9021, loss: 2.9021 +2025-05-26 05:37:21,129 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:39:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6760, loss: 2.6760 +2025-05-26 05:38:04,193 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:38:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.8874, loss: 2.8874 +2025-05-26 05:38:47,324 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:37:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 05:39:30,196 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:37:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.9058, loss: 2.9058 +2025-05-26 05:40:13,038 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:36:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9484, loss: 2.9484 +2025-05-26 05:40:56,072 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:35:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.9591, loss: 2.9591 +2025-05-26 05:41:39,193 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:34:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.7885, loss: 2.7885 +2025-05-26 05:42:22,341 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:33:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9325, loss: 2.9325 +2025-05-26 05:43:05,478 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:33:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.9392, loss: 2.9392 +2025-05-26 05:43:48,621 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:32:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8523, loss: 2.8523 +2025-05-26 05:44:31,725 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:31:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 2.9857, loss: 2.9857 +2025-05-26 05:45:14,743 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8880, loss: 2.8880 +2025-05-26 05:45:17,890 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:46:34,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:46:34,518 - pyskl - INFO - +top1_acc 0.8203 +top5_acc 0.9687 +2025-05-26 05:46:34,520 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8203, top5_acc: 0.9687 +2025-05-26 05:47:38,841 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:31:19, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8099, loss: 2.8099 +2025-05-26 05:48:21,803 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:30:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8369, loss: 2.8369 +2025-05-26 05:49:04,890 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:29:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.7807, loss: 2.7807 +2025-05-26 05:49:48,053 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:28:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 2.8287, loss: 2.8287 +2025-05-26 05:50:31,166 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:28:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.8361, loss: 2.8361 +2025-05-26 05:51:14,372 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:27:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8022, loss: 2.8022 +2025-05-26 05:51:57,585 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:26:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7390, loss: 2.7390 +2025-05-26 05:52:40,746 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:25:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8828, loss: 2.8828 +2025-05-26 05:53:23,905 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:25:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.7687, loss: 2.7687 +2025-05-26 05:54:06,867 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:24:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7792, loss: 2.7792 +2025-05-26 05:54:49,950 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:23:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.8317, loss: 2.8317 +2025-05-26 05:55:32,980 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:22:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8716, loss: 2.8716 +2025-05-26 05:56:15,957 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:21:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8852, loss: 2.8852 +2025-05-26 05:56:58,897 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:21:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.8982, loss: 2.8982 +2025-05-26 05:57:41,800 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:20:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.8639, loss: 2.8639 +2025-05-26 05:58:24,822 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 2.9313, loss: 2.9313 +2025-05-26 05:59:07,903 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:18:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7592, loss: 2.7592 +2025-05-26 05:59:50,891 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:17:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7672, loss: 2.7672 +2025-05-26 06:00:33,926 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:17:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.9057, loss: 2.9057 +2025-05-26 06:01:16,910 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:16:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 2.8735, loss: 2.8735 +2025-05-26 06:01:59,927 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:15:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.7950, loss: 2.7950 +2025-05-26 06:02:43,101 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:14:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8074, loss: 2.8074 +2025-05-26 06:03:26,422 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:14:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 2.9208, loss: 2.9208 +2025-05-26 06:04:09,629 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:13:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0151, loss: 3.0151 +2025-05-26 06:04:52,751 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:12:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.7774, loss: 2.7774 +2025-05-26 06:04:55,890 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:06:12,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:06:12,531 - pyskl - INFO - +top1_acc 0.8204 +top5_acc 0.9710 +2025-05-26 06:06:12,534 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8204, top5_acc: 0.9710 +2025-05-26 06:07:17,194 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:13:00, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.7711, loss: 2.7711 +2025-05-26 06:08:00,225 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:12:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7669, loss: 2.7669 +2025-05-26 06:08:43,375 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:11:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7308, loss: 2.7308 +2025-05-26 06:09:26,208 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:10:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8661, loss: 2.8661 +2025-05-26 06:10:09,165 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:09:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8211, loss: 2.8211 +2025-05-26 06:10:52,217 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:09:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.8227, loss: 2.8227 +2025-05-26 06:11:35,335 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:08:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8854, loss: 2.8854 +2025-05-26 06:12:18,470 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 13:07:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8866, loss: 2.8866 +2025-05-26 06:13:01,617 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 13:06:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8030, loss: 2.8030 +2025-05-26 06:13:44,663 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 13:05:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.7429, loss: 2.7429 +2025-05-26 06:14:27,801 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 13:05:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 2.8970, loss: 2.8970 +2025-05-26 06:15:10,897 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 13:04:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8831, loss: 2.8831 +2025-05-26 06:15:53,931 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 13:03:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.8074, loss: 2.8074 +2025-05-26 06:16:37,009 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 13:02:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8181, loss: 2.8181 +2025-05-26 06:17:20,037 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 13:02:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.8590, loss: 2.8590 +2025-05-26 06:18:03,169 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 13:01:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 06:18:46,290 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 13:00:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8980, loss: 2.8980 +2025-05-26 06:19:29,517 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:59:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8984, loss: 2.8984 +2025-05-26 06:20:12,686 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:58:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.9492, loss: 2.9492 +2025-05-26 06:20:55,769 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:58:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 2.8510, loss: 2.8510 +2025-05-26 06:21:38,993 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:57:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.8321, loss: 2.8321 +2025-05-26 06:22:22,267 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:56:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8604, loss: 2.8604 +2025-05-26 06:23:05,522 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:55:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 2.9329, loss: 2.9329 +2025-05-26 06:23:48,690 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:55:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7607, loss: 2.7607 +2025-05-26 06:24:31,742 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:54:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 06:24:34,837 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:25:51,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:25:51,457 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9639 +2025-05-26 06:25:51,460 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7952, top5_acc: 0.9639 +2025-05-26 06:26:55,951 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:54:44, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.7609, loss: 2.7609 +2025-05-26 06:27:39,078 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:53:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8144, loss: 2.8144 +2025-05-26 06:28:22,169 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6836, loss: 2.6836 +2025-05-26 06:29:05,272 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.8737, loss: 2.8737 +2025-05-26 06:29:48,285 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:51:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7768, loss: 2.7768 +2025-05-26 06:30:31,361 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:50:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7702, loss: 2.7702 +2025-05-26 06:31:14,450 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:50:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.7486, loss: 2.7486 +2025-05-26 06:31:57,648 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:49:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.8019, loss: 2.8019 +2025-05-26 06:32:40,856 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:48:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7993, loss: 2.7993 +2025-05-26 06:33:24,037 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:47:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.7921, loss: 2.7921 +2025-05-26 06:34:07,191 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:46:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 06:34:50,358 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:46:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.9461, loss: 2.9461 +2025-05-26 06:35:33,517 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:45:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.7933, loss: 2.7933 +2025-05-26 06:36:16,821 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:44:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7322, loss: 2.7322 +2025-05-26 06:36:59,986 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:43:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.9296, loss: 2.9296 +2025-05-26 06:37:42,967 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:43:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7291, loss: 2.7291 +2025-05-26 06:38:25,970 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:42:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8069, loss: 2.8069 +2025-05-26 06:39:08,988 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:41:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 2.8291, loss: 2.8291 +2025-05-26 06:39:51,986 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:40:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.8536, loss: 2.8536 +2025-05-26 06:40:34,990 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:39:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.8780, loss: 2.8780 +2025-05-26 06:41:18,125 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.8467, loss: 2.8467 +2025-05-26 06:42:01,017 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:38:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9312, loss: 2.9312 +2025-05-26 06:42:44,014 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:37:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.8226, loss: 2.8226 +2025-05-26 06:43:26,964 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.7610, loss: 2.7610 +2025-05-26 06:44:09,956 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:35:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.7718, loss: 2.7718 +2025-05-26 06:44:13,029 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:52:31,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:52:31,513 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9728 +2025-05-26 06:52:31,515 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8300, top5_acc: 0.9728 +2025-05-26 06:53:35,722 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:36:23, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 06:54:18,768 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.8199, loss: 2.8199 +2025-05-26 06:55:01,804 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:34:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.7692, loss: 2.7692 +2025-05-26 06:55:44,851 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:34:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7443, loss: 2.7443 +2025-05-26 06:56:27,898 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:33:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.7290, loss: 2.7290 +2025-05-26 06:57:10,971 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:32:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7061, loss: 2.7061 +2025-05-26 06:57:54,240 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:31:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9117, loss: 2.9117 +2025-05-26 06:58:37,294 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:30:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.8158, loss: 2.8158 +2025-05-26 06:59:20,497 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:30:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.7667, loss: 2.7667 +2025-05-26 07:00:03,990 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:29:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.8369, loss: 2.8369 +2025-05-26 07:00:47,125 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:28:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.8439, loss: 2.8439 +2025-05-26 07:01:30,206 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:27:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9725, loss_cls: 2.7962, loss: 2.7962 +2025-05-26 07:02:13,294 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:27:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.8996, loss: 2.8996 +2025-05-26 07:02:56,477 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:26:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7223, loss: 2.7223 +2025-05-26 07:03:39,652 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:25:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.8430, loss: 2.8430 +2025-05-26 07:04:22,779 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.8514, loss: 2.8514 +2025-05-26 07:05:05,825 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:23:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7924, loss: 2.7924 +2025-05-26 07:05:48,889 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:23:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9906, loss_cls: 2.6781, loss: 2.6781 +2025-05-26 07:06:32,134 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:22:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.8016, loss: 2.8016 +2025-05-26 07:07:15,139 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:21:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.8348, loss: 2.8348 +2025-05-26 07:07:58,198 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:20:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.9220, loss: 2.9220 +2025-05-26 07:08:41,296 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:20:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.7962, loss: 2.7962 +2025-05-26 07:09:24,687 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:19:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.8603, loss: 2.8603 +2025-05-26 07:10:07,706 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:18:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 07:10:50,760 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:17:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8533, loss: 2.8533 +2025-05-26 07:10:53,885 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:12:10,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:12:10,621 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9726 +2025-05-26 07:12:10,623 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8106, top5_acc: 0.9726 +2025-05-26 07:13:15,070 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:18:08, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.6657, loss: 2.6657 +2025-05-26 07:13:58,055 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:17:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8581, loss: 2.8581 +2025-05-26 07:14:41,109 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:16:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.7066, loss: 2.7066 +2025-05-26 07:15:24,266 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:15:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8521, loss: 2.8521 +2025-05-26 07:16:07,363 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:15:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8015, loss: 2.8015 +2025-05-26 07:16:50,478 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:14:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9756, loss_cls: 2.7335, loss: 2.7335 +2025-05-26 07:17:33,539 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:13:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.7481, loss: 2.7481 +2025-05-26 07:18:16,719 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:12:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.6641, loss: 2.6641 +2025-05-26 07:18:59,892 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:11:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8273, loss: 2.8273 +2025-05-26 07:19:42,940 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:11:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7169, loss: 2.7169 +2025-05-26 07:20:25,967 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:10:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7771, loss: 2.7771 +2025-05-26 07:21:08,990 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:09:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7507, loss: 2.7507 +2025-05-26 07:21:52,017 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:08:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.7099, loss: 2.7099 +2025-05-26 07:22:35,033 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:08:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7977, loss: 2.7977 +2025-05-26 07:23:18,077 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 12:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.8616, loss: 2.8616 +2025-05-26 07:24:01,085 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 12:06:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8945, loss: 2.8945 +2025-05-26 07:24:44,105 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 12:05:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8291, loss: 2.8291 +2025-05-26 07:25:27,100 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 12:04:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.8051, loss: 2.8051 +2025-05-26 07:26:10,182 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 12:04:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8217, loss: 2.8217 +2025-05-26 07:26:53,266 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 12:03:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 2.8184, loss: 2.8184 +2025-05-26 07:27:36,422 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 12:02:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7729, loss: 2.7729 +2025-05-26 07:28:19,545 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 12:01:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8271, loss: 2.8271 +2025-05-26 07:29:02,761 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 12:01:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 2.9336, loss: 2.9336 +2025-05-26 07:29:45,890 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 12:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9850, loss_cls: 2.9264, loss: 2.9264 +2025-05-26 07:30:28,885 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:59:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7968, loss: 2.7968 +2025-05-26 07:30:31,966 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:31:48,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:31:48,655 - pyskl - INFO - +top1_acc 0.8392 +top5_acc 0.9776 +2025-05-26 07:31:48,704 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_25.pth was removed +2025-05-26 07:31:49,679 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2025-05-26 07:31:49,680 - pyskl - INFO - Best top1_acc is 0.8392 at 32 epoch. +2025-05-26 07:31:49,682 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8392, top5_acc: 0.9776 +2025-05-26 07:32:53,633 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:59:47, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7188, loss: 2.7188 +2025-05-26 07:33:36,742 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:59:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.7191, loss: 2.7191 +2025-05-26 07:34:19,827 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:58:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8665, loss: 2.8665 +2025-05-26 07:35:02,893 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8439, loss: 2.8439 +2025-05-26 07:35:45,940 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:56:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6214, loss: 2.6214 +2025-05-26 07:36:29,022 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:55:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.8228, loss: 2.8228 +2025-05-26 07:37:12,092 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:55:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7575, loss: 2.7575 +2025-05-26 07:37:55,280 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:54:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7570, loss: 2.7570 +2025-05-26 07:38:38,670 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:53:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.8308, loss: 2.8308 +2025-05-26 07:39:21,841 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:52:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.8412, loss: 2.8412 +2025-05-26 07:40:04,862 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:52:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8031, loss: 2.8031 +2025-05-26 07:40:47,881 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8328, loss: 2.8328 +2025-05-26 07:41:30,971 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:50:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.7498, loss: 2.7498 +2025-05-26 07:42:14,050 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.7870, loss: 2.7870 +2025-05-26 07:42:57,305 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:48:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7285, loss: 2.7285 +2025-05-26 07:43:40,330 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.7210, loss: 2.7210 +2025-05-26 07:44:23,341 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:47:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7879, loss: 2.7879 +2025-05-26 07:45:06,492 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:46:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9322, loss: 2.9322 +2025-05-26 07:45:49,602 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:45:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.8421, loss: 2.8421 +2025-05-26 07:46:32,688 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:45:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7543, loss: 2.7543 +2025-05-26 07:47:15,802 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:44:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.8054, loss: 2.8054 +2025-05-26 07:47:58,969 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:43:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.8081, loss: 2.8081 +2025-05-26 07:48:42,181 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:42:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 2.8203, loss: 2.8203 +2025-05-26 07:49:25,361 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:42:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.7697, loss: 2.7697 +2025-05-26 07:50:08,391 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8241, loss: 2.8241 +2025-05-26 07:50:11,500 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:51:28,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:51:28,224 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9718 +2025-05-26 07:51:28,226 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8137, top5_acc: 0.9718 +2025-05-26 07:52:32,773 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:41:31, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8008, loss: 2.8008 +2025-05-26 07:53:15,822 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:40:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.7948, loss: 2.7948 +2025-05-26 07:53:58,876 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:39:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.7879, loss: 2.7879 +2025-05-26 07:54:42,040 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:39:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7238, loss: 2.7238 +2025-05-26 07:55:25,107 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:38:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.7209, loss: 2.7209 +2025-05-26 07:56:08,410 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:37:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.7309, loss: 2.7309 +2025-05-26 07:56:51,579 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:36:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6689, loss: 2.6689 +2025-05-26 07:57:34,746 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:36:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6842, loss: 2.6842 +2025-05-26 07:58:18,067 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:35:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 2.8806, loss: 2.8806 +2025-05-26 07:59:01,262 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:34:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.8718, loss: 2.8718 +2025-05-26 07:59:44,240 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:33:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6620, loss: 2.6620 +2025-05-26 08:00:27,166 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6979, loss: 2.6979 +2025-05-26 08:01:10,322 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:32:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7234, loss: 2.7234 +2025-05-26 08:01:53,449 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.8503, loss: 2.8503 +2025-05-26 08:02:36,437 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:30:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.7260, loss: 2.7260 +2025-05-26 08:03:19,466 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:29:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8320, loss: 2.8320 +2025-05-26 08:04:02,469 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7112, loss: 2.7112 +2025-05-26 08:04:45,448 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:28:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.6333, loss: 2.6333 +2025-05-26 08:05:28,544 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:27:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.8341, loss: 2.8341 +2025-05-26 08:06:11,618 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:26:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 2.8787, loss: 2.8787 +2025-05-26 08:06:54,820 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:26:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8259, loss: 2.8259 +2025-05-26 08:07:38,049 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:25:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.6681, loss: 2.6681 +2025-05-26 08:08:21,458 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:24:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.7106, loss: 2.7106 +2025-05-26 08:09:04,741 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:23:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.8265, loss: 2.8265 +2025-05-26 08:09:47,965 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:23:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7256, loss: 2.7256 +2025-05-26 08:09:51,105 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:11:07,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:11:07,746 - pyskl - INFO - +top1_acc 0.8241 +top5_acc 0.9730 +2025-05-26 08:11:07,749 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8241, top5_acc: 0.9730 +2025-05-26 08:12:12,174 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:23:16, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7378, loss: 2.7378 +2025-05-26 08:12:55,195 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:22:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.6552, loss: 2.6552 +2025-05-26 08:13:38,281 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:21:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.7299, loss: 2.7299 +2025-05-26 08:14:21,324 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:20:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6498, loss: 2.6498 +2025-05-26 08:15:04,450 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:20:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 2.8268, loss: 2.8268 +2025-05-26 08:15:47,542 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:19:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 2.8983, loss: 2.8983 +2025-05-26 08:16:30,621 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:18:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.5991, loss: 2.5991 +2025-05-26 08:17:13,770 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:17:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.6723, loss: 2.6723 +2025-05-26 08:17:57,105 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:17:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.7800, loss: 2.7800 +2025-05-26 08:18:40,331 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:16:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.8051, loss: 2.8051 +2025-05-26 08:19:23,394 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:15:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.8143, loss: 2.8143 +2025-05-26 08:20:06,473 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:14:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.7682, loss: 2.7682 +2025-05-26 08:20:49,578 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:14:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.7475, loss: 2.7475 +2025-05-26 08:21:32,606 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:13:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6934, loss: 2.6934 +2025-05-26 08:22:15,651 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:12:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7174, loss: 2.7174 +2025-05-26 08:22:58,742 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:11:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6870, loss: 2.6870 +2025-05-26 08:23:41,798 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:10:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7863, loss: 2.7863 +2025-05-26 08:24:24,888 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:10:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8257, loss: 2.8257 +2025-05-26 08:25:07,918 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:09:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.8229, loss: 2.8229 +2025-05-26 08:25:50,986 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:08:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.8708, loss: 2.8708 +2025-05-26 08:26:34,150 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 11:07:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 08:27:17,273 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 11:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.7605, loss: 2.7605 +2025-05-26 08:28:00,254 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 11:06:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.7822, loss: 2.7822 +2025-05-26 08:28:43,193 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 11:05:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.7399, loss: 2.7399 +2025-05-26 08:29:26,158 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 11:04:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8182, loss: 2.8182 +2025-05-26 08:29:29,259 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:37:58,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:37:58,595 - pyskl - INFO - +top1_acc 0.7927 +top5_acc 0.9688 +2025-05-26 08:37:58,597 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7927, top5_acc: 0.9688 +2025-05-26 08:39:02,636 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 11:04:55, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.6228, loss: 2.6228 +2025-05-26 08:39:45,637 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 11:04:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.6773, loss: 2.6773 +2025-05-26 08:40:28,667 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 11:03:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.7323, loss: 2.7323 +2025-05-26 08:41:11,720 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 11:02:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6726, loss: 2.6726 +2025-05-26 08:41:54,717 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 11:01:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.7042, loss: 2.7042 +2025-05-26 08:42:37,760 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 11:01:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.7628, loss: 2.7628 +2025-05-26 08:43:20,867 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 11:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6393, loss: 2.6393 +2025-05-26 08:44:04,027 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:59:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7095, loss: 2.7095 +2025-05-26 08:44:47,120 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:58:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.8558, loss: 2.8558 +2025-05-26 08:45:30,245 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:57:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.6404, loss: 2.6404 +2025-05-26 08:46:13,395 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:57:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.6622, loss: 2.6622 +2025-05-26 08:46:56,625 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:56:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.6765, loss: 2.6765 +2025-05-26 08:47:39,785 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:55:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 2.7436, loss: 2.7436 +2025-05-26 08:48:22,877 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:54:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 08:49:05,976 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:54:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.6168, loss: 2.6168 +2025-05-26 08:49:49,101 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7427, loss: 2.7427 +2025-05-26 08:50:32,189 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:52:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6814, loss: 2.6814 +2025-05-26 08:51:15,342 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:51:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.7653, loss: 2.7653 +2025-05-26 08:51:58,442 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:51:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.6341, loss: 2.6341 +2025-05-26 08:52:41,595 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 08:53:24,794 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:49:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8657, loss: 2.8657 +2025-05-26 08:54:08,066 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:48:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.6712, loss: 2.6712 +2025-05-26 08:54:51,292 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:48:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.7252, loss: 2.7252 +2025-05-26 08:55:34,761 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:47:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.7687, loss: 2.7687 +2025-05-26 08:56:17,978 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:46:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.7772, loss: 2.7772 +2025-05-26 08:56:21,058 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 08:57:37,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:57:37,902 - pyskl - INFO - +top1_acc 0.8138 +top5_acc 0.9720 +2025-05-26 08:57:37,905 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8138, top5_acc: 0.9720 +2025-05-26 08:58:42,375 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:46:40, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 2.7166, loss: 2.7166 +2025-05-26 08:59:25,461 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:45:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6957, loss: 2.6957 +2025-05-26 09:00:08,654 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:45:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6102, loss: 2.6102 +2025-05-26 09:00:51,560 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:44:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.7327, loss: 2.7327 +2025-05-26 09:01:34,629 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:43:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7256, loss: 2.7256 +2025-05-26 09:02:17,645 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:42:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6268, loss: 2.6268 +2025-05-26 09:03:00,752 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:42:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.6558, loss: 2.6558 +2025-05-26 09:03:43,736 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.8251, loss: 2.8251 +2025-05-26 09:04:26,781 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:40:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.7553, loss: 2.7553 +2025-05-26 09:05:09,842 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:39:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6660, loss: 2.6660 +2025-05-26 09:05:53,031 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:38:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.6805, loss: 2.6805 +2025-05-26 09:06:35,867 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:38:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.7527, loss: 2.7527 +2025-05-26 09:07:19,002 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:37:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7167, loss: 2.7167 +2025-05-26 09:08:01,813 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:36:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7259, loss: 2.7259 +2025-05-26 09:08:44,910 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:35:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.7099, loss: 2.7099 +2025-05-26 09:09:27,970 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:35:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6849, loss: 2.6849 +2025-05-26 09:10:10,894 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:34:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.7298, loss: 2.7298 +2025-05-26 09:10:53,910 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:33:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.6701, loss: 2.6701 +2025-05-26 09:11:36,982 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:32:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.7575, loss: 2.7575 +2025-05-26 09:12:19,937 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:32:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.7520, loss: 2.7520 +2025-05-26 09:13:02,998 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:31:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6215, loss: 2.6215 +2025-05-26 09:13:46,203 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:30:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6676, loss: 2.6676 +2025-05-26 09:14:29,347 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:29:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7243, loss: 2.7243 +2025-05-26 09:15:12,376 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:28:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.6841, loss: 2.6841 +2025-05-26 09:15:55,345 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:28:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 2.6790, loss: 2.6790 +2025-05-26 09:15:58,406 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:17:14,750 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:17:14,818 - pyskl - INFO - +top1_acc 0.8299 +top5_acc 0.9766 +2025-05-26 09:17:14,820 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8299, top5_acc: 0.9766 +2025-05-26 09:18:19,007 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:28:17, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 2.7215, loss: 2.7215 +2025-05-26 09:19:01,946 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:27:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.5374, loss: 2.5374 +2025-05-26 09:19:44,962 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:26:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6251, loss: 2.6251 +2025-05-26 09:20:27,938 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:25:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8069, loss: 2.8069 +2025-05-26 09:21:10,932 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:25:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.6911, loss: 2.6911 +2025-05-26 09:21:53,878 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.7428, loss: 2.7428 +2025-05-26 09:22:36,910 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:23:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7385, loss: 2.7385 +2025-05-26 09:23:19,893 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:22:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.6969, loss: 2.6969 +2025-05-26 09:24:02,874 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:22:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.7345, loss: 2.7345 +2025-05-26 09:24:45,991 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:21:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8830, loss: 2.8830 +2025-05-26 09:25:29,084 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:20:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7278, loss: 2.7278 +2025-05-26 09:26:12,155 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:19:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6766, loss: 2.6766 +2025-05-26 09:26:55,098 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:19:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.6716, loss: 2.6716 +2025-05-26 09:27:38,089 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:18:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.7178, loss: 2.7178 +2025-05-26 09:28:20,935 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:17:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.8740, loss: 2.8740 +2025-05-26 09:29:03,807 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:16:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7121, loss: 2.7121 +2025-05-26 09:29:46,780 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:15:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.6800, loss: 2.6800 +2025-05-26 09:30:29,507 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6120, loss: 2.6120 +2025-05-26 09:31:12,387 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:14:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9912, loss_cls: 2.6995, loss: 2.6995 +2025-05-26 09:31:55,409 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:13:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.6993, loss: 2.6993 +2025-05-26 09:32:38,454 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:12:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.8488, loss: 2.8488 +2025-05-26 09:33:21,598 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:12:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.6438, loss: 2.6438 +2025-05-26 09:34:04,762 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:11:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 2.8483, loss: 2.8483 +2025-05-26 09:34:47,829 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:10:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.7063, loss: 2.7063 +2025-05-26 09:35:30,964 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:09:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7309, loss: 2.7309 +2025-05-26 09:35:34,055 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:36:50,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:36:50,601 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9725 +2025-05-26 09:36:50,604 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8031, top5_acc: 0.9725 +2025-05-26 09:37:54,444 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:09:50, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7150, loss: 2.7150 +2025-05-26 09:38:37,457 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:09:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.6339, loss: 2.6339 +2025-05-26 09:39:20,497 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.6945, loss: 2.6945 +2025-05-26 09:40:03,579 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 10:07:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6598, loss: 2.6598 +2025-05-26 09:40:46,628 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 10:06:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7247, loss: 2.7247 +2025-05-26 09:41:29,624 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 10:05:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.8449, loss: 2.8449 +2025-05-26 09:42:12,658 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 10:05:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7656, loss: 2.7656 +2025-05-26 09:42:55,610 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 10:04:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 09:43:38,599 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 10:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6348, loss: 2.6348 +2025-05-26 09:44:21,681 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 10:02:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5896, loss: 2.5896 +2025-05-26 09:45:04,728 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 10:02:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.6845, loss: 2.6845 +2025-05-26 09:45:47,822 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 10:01:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9906, loss_cls: 2.6452, loss: 2.6452 +2025-05-26 09:46:30,897 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 10:00:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.7323, loss: 2.7323 +2025-05-26 09:47:13,995 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.6715, loss: 2.6715 +2025-05-26 09:47:57,138 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:59:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.7151, loss: 2.7151 +2025-05-26 09:48:40,280 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:58:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.6621, loss: 2.6621 +2025-05-26 09:49:23,333 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:57:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6018, loss: 2.6018 +2025-05-26 09:50:06,397 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:56:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.6757, loss: 2.6757 +2025-05-26 09:50:49,375 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6843, loss: 2.6843 +2025-05-26 09:51:32,442 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:55:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7280, loss: 2.7280 +2025-05-26 09:52:15,509 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:54:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.6812, loss: 2.6812 +2025-05-26 09:52:58,650 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:53:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7321, loss: 2.7321 +2025-05-26 09:53:41,767 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:52:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.7273, loss: 2.7273 +2025-05-26 09:54:24,991 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:52:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5708, loss: 2.5708 +2025-05-26 09:55:08,424 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.6912, loss: 2.6912 +2025-05-26 09:55:11,555 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 09:56:28,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:56:28,194 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9771 +2025-05-26 09:56:28,247 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_32.pth was removed +2025-05-26 09:56:29,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2025-05-26 09:56:29,365 - pyskl - INFO - Best top1_acc is 0.8500 at 39 epoch. +2025-05-26 09:56:29,368 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8500, top5_acc: 0.9771 +2025-05-26 09:57:33,319 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:51:30, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5693, loss: 2.5693 +2025-05-26 09:58:16,224 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:50:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.5923, loss: 2.5923 +2025-05-26 09:58:59,243 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:49:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.5944, loss: 2.5944 +2025-05-26 09:59:42,246 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:49:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.6997, loss: 2.6997 +2025-05-26 10:00:25,276 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:48:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.6913, loss: 2.6913 +2025-05-26 10:01:08,122 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:47:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6084, loss: 2.6084 +2025-05-26 10:01:51,084 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:46:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6005, loss: 2.6005 +2025-05-26 10:02:34,055 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:46:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.6630, loss: 2.6630 +2025-05-26 10:03:16,986 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:45:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7075, loss: 2.7075 +2025-05-26 10:04:00,086 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.6764, loss: 2.6764 +2025-05-26 10:04:43,229 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:43:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6479, loss: 2.6479 +2025-05-26 10:05:26,506 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:43:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.6283, loss: 2.6283 +2025-05-26 10:06:09,679 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:42:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.6837, loss: 2.6837 +2025-05-26 10:06:52,696 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:41:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6352, loss: 2.6352 +2025-05-26 10:07:35,736 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:40:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.5658, loss: 2.5658 +2025-05-26 10:08:18,728 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:39:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.7329, loss: 2.7329 +2025-05-26 10:09:01,676 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:39:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.7081, loss: 2.7081 +2025-05-26 10:09:44,975 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:38:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 2.6237, loss: 2.6237 +2025-05-26 10:10:28,018 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:37:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.8040, loss: 2.8040 +2025-05-26 10:11:11,082 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:36:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9756, loss_cls: 2.7545, loss: 2.7545 +2025-05-26 10:11:54,335 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:36:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 10:12:37,661 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:35:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.4915, loss: 2.4915 +2025-05-26 10:13:20,570 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:34:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.6979, loss: 2.6979 +2025-05-26 10:14:03,487 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:33:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.7057, loss: 2.7057 +2025-05-26 10:14:46,375 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:33:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.6799, loss: 2.6799 +2025-05-26 10:14:49,477 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:23:22,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:23:22,982 - pyskl - INFO - +top1_acc 0.8332 +top5_acc 0.9740 +2025-05-26 10:23:22,985 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8332, top5_acc: 0.9740 +2025-05-26 10:24:27,248 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:33:08, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5684, loss: 2.5684 +2025-05-26 10:25:10,176 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:32:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.6267, loss: 2.6267 +2025-05-26 10:25:53,193 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:31:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7158, loss: 2.7158 +2025-05-26 10:26:36,209 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:30:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 2.7237, loss: 2.7237 +2025-05-26 10:27:19,174 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:30:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5830, loss: 2.5830 +2025-05-26 10:28:02,174 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:29:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.6968, loss: 2.6968 +2025-05-26 10:28:45,140 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:28:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6489, loss: 2.6489 +2025-05-26 10:29:28,121 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:27:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5385, loss: 2.5385 +2025-05-26 10:30:11,146 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:26:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7386, loss: 2.7386 +2025-05-26 10:30:54,144 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:26:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.5605, loss: 2.5605 +2025-05-26 10:31:37,275 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:25:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.7018, loss: 2.7018 +2025-05-26 10:32:20,578 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:24:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8188, loss: 2.8188 +2025-05-26 10:33:03,815 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:23:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.6944, loss: 2.6944 +2025-05-26 10:33:46,943 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:23:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7253, loss: 2.7253 +2025-05-26 10:34:29,961 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.7365, loss: 2.7365 +2025-05-26 10:35:13,006 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:21:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7314, loss: 2.7314 +2025-05-26 10:35:56,125 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:20:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.6245, loss: 2.6245 +2025-05-26 10:36:39,151 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:20:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.6346, loss: 2.6346 +2025-05-26 10:37:22,236 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:19:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.6931, loss: 2.6931 +2025-05-26 10:38:05,332 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:18:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7135, loss: 2.7135 +2025-05-26 10:38:48,505 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:17:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6708, loss: 2.6708 +2025-05-26 10:39:31,858 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:17:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.6953, loss: 2.6953 +2025-05-26 10:40:15,030 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:16:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7309, loss: 2.7309 +2025-05-26 10:40:58,103 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:15:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.6671, loss: 2.6671 +2025-05-26 10:41:41,215 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6201, loss: 2.6201 +2025-05-26 10:41:44,317 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:43:00,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:43:01,063 - pyskl - INFO - +top1_acc 0.8140 +top5_acc 0.9707 +2025-05-26 10:43:01,066 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8140, top5_acc: 0.9707 +2025-05-26 10:44:05,167 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:14:48, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.6165, loss: 2.6165 +2025-05-26 10:44:48,196 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:14:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5534, loss: 2.5534 +2025-05-26 10:45:31,161 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:13:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.6293, loss: 2.6293 +2025-05-26 10:46:13,930 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:12:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9881, loss_cls: 2.6973, loss: 2.6973 +2025-05-26 10:46:56,878 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:11:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6170, loss: 2.6170 +2025-05-26 10:47:39,907 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:10:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7170, loss: 2.7170 +2025-05-26 10:48:23,010 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:10:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5912, loss: 2.5912 +2025-05-26 10:49:05,932 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:09:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.5682, loss: 2.5682 +2025-05-26 10:49:48,901 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 2.8390, loss: 2.8390 +2025-05-26 10:50:31,883 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:07:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6691, loss: 2.6691 +2025-05-26 10:51:15,043 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 9:07:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.6107, loss: 2.6107 +2025-05-26 10:51:58,129 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 9:06:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6157, loss: 2.6157 +2025-05-26 10:52:41,254 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 9:05:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.7094, loss: 2.7094 +2025-05-26 10:53:24,329 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 9:04:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.7396, loss: 2.7396 +2025-05-26 10:54:07,359 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 9:04:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.6090, loss: 2.6090 +2025-05-26 10:54:50,589 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 9:03:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.7582, loss: 2.7582 +2025-05-26 10:55:33,642 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 9:02:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.6537, loss: 2.6537 +2025-05-26 10:56:16,814 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 9:01:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.5697, loss: 2.5697 +2025-05-26 10:56:59,930 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 9:01:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.6712, loss: 2.6712 +2025-05-26 10:57:43,025 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 9:00:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6239, loss: 2.6239 +2025-05-26 10:58:26,131 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:59:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7083, loss: 2.7083 +2025-05-26 10:59:09,275 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:58:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.6933, loss: 2.6933 +2025-05-26 10:59:52,415 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.6899, loss: 2.6899 +2025-05-26 11:00:35,476 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:57:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5880, loss: 2.5880 +2025-05-26 11:01:18,491 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:56:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.5576, loss: 2.5576 +2025-05-26 11:01:21,605 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 11:02:38,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:02:38,391 - pyskl - INFO - +top1_acc 0.8353 +top5_acc 0.9773 +2025-05-26 11:02:38,394 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8353, top5_acc: 0.9773 +2025-05-26 11:03:42,370 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:56:27, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5654, loss: 2.5654 +2025-05-26 11:04:25,482 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:55:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.6477, loss: 2.6477 +2025-05-26 11:05:08,585 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:54:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.5396, loss: 2.5396 +2025-05-26 11:05:51,653 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:54:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5414, loss: 2.5414 +2025-05-26 11:06:34,635 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:53:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6399, loss: 2.6399 +2025-05-26 11:07:17,705 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:52:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.6448, loss: 2.6448 +2025-05-26 11:08:00,750 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:51:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6362, loss: 2.6362 +2025-05-26 11:08:43,744 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:51:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5586, loss: 2.5586 +2025-05-26 11:09:26,687 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:50:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.6389, loss: 2.6389 +2025-05-26 11:10:09,726 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6147, loss: 2.6147 +2025-05-26 11:10:52,769 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:48:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.5862, loss: 2.5862 +2025-05-26 11:11:35,849 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:48:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.6289, loss: 2.6289 +2025-05-26 11:12:18,950 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:47:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7430, loss: 2.7430 +2025-05-26 11:13:01,955 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:46:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.6471, loss: 2.6471 +2025-05-26 11:13:44,992 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:45:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5036, loss: 2.5036 +2025-05-26 11:14:28,060 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:45:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.6115, loss: 2.6115 +2025-05-26 11:15:11,082 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:44:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7122, loss: 2.7122 +2025-05-26 11:15:54,089 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:43:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 2.5791, loss: 2.5791 +2025-05-26 11:16:37,082 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.5950, loss: 2.5950 +2025-05-26 11:17:20,233 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:41:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.7538, loss: 2.7538 +2025-05-26 11:18:03,279 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:41:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.6752, loss: 2.6752 +2025-05-26 11:18:46,370 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:40:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.7635, loss: 2.7635 +2025-05-26 11:19:29,432 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:39:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7007, loss: 2.7007 +2025-05-26 11:20:12,500 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:38:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.6474, loss: 2.6474 +2025-05-26 11:20:55,601 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:38:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.6884, loss: 2.6884 +2025-05-26 11:20:58,716 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:22:15,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:22:15,697 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9749 +2025-05-26 11:22:15,699 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8308, top5_acc: 0.9749 +2025-05-26 11:23:19,665 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:38:05, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.5979, loss: 2.5979 +2025-05-26 11:24:02,815 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:37:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6002, loss: 2.6002 +2025-05-26 11:24:45,929 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:36:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5613, loss: 2.5613 +2025-05-26 11:25:29,174 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:35:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.5955, loss: 2.5955 +2025-05-26 11:26:12,247 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:35:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.6259, loss: 2.6259 +2025-05-26 11:26:55,357 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:34:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.6578, loss: 2.6578 +2025-05-26 11:27:38,346 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:33:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.5978, loss: 2.5978 +2025-05-26 11:28:21,324 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:32:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 11:29:04,265 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:32:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.6327, loss: 2.6327 +2025-05-26 11:29:47,263 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:31:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.6303, loss: 2.6303 +2025-05-26 11:30:30,266 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:30:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5184, loss: 2.5184 +2025-05-26 11:31:13,315 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:29:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.7496, loss: 2.7496 +2025-05-26 11:31:56,720 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:28:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.5498, loss: 2.5498 +2025-05-26 11:32:39,966 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:28:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.7682, loss: 2.7682 +2025-05-26 11:33:23,170 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:27:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.6982, loss: 2.6982 +2025-05-26 11:34:06,321 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:26:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.6709, loss: 2.6709 +2025-05-26 11:34:49,346 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:25:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6560, loss: 2.6560 +2025-05-26 11:35:32,386 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:25:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.5454, loss: 2.5454 +2025-05-26 11:36:15,465 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:24:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.7167, loss: 2.7167 +2025-05-26 11:36:58,564 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:23:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.5898, loss: 2.5898 +2025-05-26 11:37:41,616 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:22:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 2.7146, loss: 2.7146 +2025-05-26 11:38:24,676 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:22:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.5820, loss: 2.5820 +2025-05-26 11:39:07,636 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:21:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5103, loss: 2.5103 +2025-05-26 11:39:50,744 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:20:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.6505, loss: 2.6505 +2025-05-26 11:40:33,703 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:19:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.6220, loss: 2.6220 +2025-05-26 11:40:36,848 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:41:53,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:41:53,433 - pyskl - INFO - +top1_acc 0.8304 +top5_acc 0.9737 +2025-05-26 11:41:53,436 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8304, top5_acc: 0.9737 +2025-05-26 11:42:57,513 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:19:46, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.6556, loss: 2.6556 +2025-05-26 11:43:40,538 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:19:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.6209, loss: 2.6209 +2025-05-26 11:44:23,738 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:18:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5411, loss: 2.5411 +2025-05-26 11:45:06,950 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:17:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.6037, loss: 2.6037 +2025-05-26 11:45:50,071 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:16:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 2.5844, loss: 2.5844 +2025-05-26 11:46:33,202 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:15:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.6621, loss: 2.6621 +2025-05-26 11:47:16,337 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:15:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5307, loss: 2.5307 +2025-05-26 11:47:59,321 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:14:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5602, loss: 2.5602 +2025-05-26 11:48:42,411 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.6515, loss: 2.6515 +2025-05-26 11:49:25,566 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:12:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.6262, loss: 2.6262 +2025-05-26 11:50:08,663 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:12:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.6197, loss: 2.6197 +2025-05-26 11:50:51,735 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:11:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.6717, loss: 2.6717 +2025-05-26 11:51:34,824 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:10:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7054, loss: 2.7054 +2025-05-26 11:52:17,845 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:09:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6887, loss: 2.6887 +2025-05-26 11:53:00,760 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:09:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6149, loss: 2.6149 +2025-05-26 11:53:43,817 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:08:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.5792, loss: 2.5792 +2025-05-26 11:54:26,859 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:07:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.7060, loss: 2.7060 +2025-05-26 11:55:09,985 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 8:06:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.6220, loss: 2.6220 +2025-05-26 11:55:53,077 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 8:06:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.6674, loss: 2.6674 +2025-05-26 11:56:36,078 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 8:05:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6324, loss: 2.6324 +2025-05-26 11:57:19,080 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 8:04:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 11:58:01,990 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 8:03:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6147, loss: 2.6147 +2025-05-26 11:58:44,932 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 8:03:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.5169, loss: 2.5169 +2025-05-26 11:59:27,875 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 8:02:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6310, loss: 2.6310 +2025-05-26 12:00:10,778 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 8:01:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.6781, loss: 2.6781 +2025-05-26 12:00:13,832 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:09:09,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:09:09,258 - pyskl - INFO - +top1_acc 0.8382 +top5_acc 0.9725 +2025-05-26 12:09:09,261 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8382, top5_acc: 0.9725 +2025-05-26 12:10:14,319 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 8:01:28, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.5557, loss: 2.5557 +2025-05-26 12:10:57,345 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 8:00:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5433, loss: 2.5433 +2025-05-26 12:11:40,290 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:59:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.6605, loss: 2.6605 +2025-05-26 12:12:23,293 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:59:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.5518, loss: 2.5518 +2025-05-26 12:13:06,392 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:58:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.6159, loss: 2.6159 +2025-05-26 12:13:49,442 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:57:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.5427, loss: 2.5427 +2025-05-26 12:14:32,510 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:56:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.5641, loss: 2.5641 +2025-05-26 12:15:15,558 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 2.6036, loss: 2.6036 +2025-05-26 12:15:58,541 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:55:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.6347, loss: 2.6347 +2025-05-26 12:16:41,584 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:54:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.6183, loss: 2.6183 +2025-05-26 12:17:24,619 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:53:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6112, loss: 2.6112 +2025-05-26 12:18:07,657 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:53:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 12:18:50,710 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:52:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 2.5929, loss: 2.5929 +2025-05-26 12:19:33,830 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:51:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.6226, loss: 2.6226 +2025-05-26 12:20:16,862 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:50:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 12:20:59,853 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.5574, loss: 2.5574 +2025-05-26 12:21:42,992 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:49:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6060, loss: 2.6060 +2025-05-26 12:22:26,123 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:48:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.6038, loss: 2.6038 +2025-05-26 12:23:09,230 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:47:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.6005, loss: 2.6005 +2025-05-26 12:23:52,196 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:47:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5305, loss: 2.5305 +2025-05-26 12:24:34,971 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:46:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.5706, loss: 2.5706 +2025-05-26 12:25:17,814 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:45:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.5639, loss: 2.5639 +2025-05-26 12:26:00,999 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:44:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.6184, loss: 2.6184 +2025-05-26 12:26:44,074 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:43:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.5122, loss: 2.5122 +2025-05-26 12:27:27,196 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:43:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7750, loss: 2.7750 +2025-05-26 12:27:30,309 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:28:46,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:28:47,047 - pyskl - INFO - +top1_acc 0.8424 +top5_acc 0.9782 +2025-05-26 12:28:47,049 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8424, top5_acc: 0.9782 +2025-05-26 12:29:51,494 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:43:07, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.5535, loss: 2.5535 +2025-05-26 12:30:34,534 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:42:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.5973, loss: 2.5973 +2025-05-26 12:31:17,616 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:41:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.5537, loss: 2.5537 +2025-05-26 12:32:00,734 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:40:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.5962, loss: 2.5962 +2025-05-26 12:32:43,773 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:40:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4274, loss: 2.4274 +2025-05-26 12:33:26,914 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:39:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.6274, loss: 2.6274 +2025-05-26 12:34:10,102 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:38:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.5831, loss: 2.5831 +2025-05-26 12:34:53,181 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.7066, loss: 2.7066 +2025-05-26 12:35:36,368 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:37:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.5295, loss: 2.5295 +2025-05-26 12:36:19,597 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:36:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.6324, loss: 2.6324 +2025-05-26 12:37:02,631 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:35:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.4890, loss: 2.4890 +2025-05-26 12:37:45,803 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:34:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.5783, loss: 2.5783 +2025-05-26 12:38:28,797 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.6351, loss: 2.6351 +2025-05-26 12:39:11,787 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:33:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.5719, loss: 2.5719 +2025-05-26 12:39:54,807 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:32:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.5802, loss: 2.5802 +2025-05-26 12:40:37,863 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:31:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.5865, loss: 2.5865 +2025-05-26 12:41:20,895 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:30:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.6420, loss: 2.6420 +2025-05-26 12:42:03,993 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:30:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6309, loss: 2.6309 +2025-05-26 12:42:47,091 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:29:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.6925, loss: 2.6925 +2025-05-26 12:43:30,249 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:28:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.5945, loss: 2.5945 +2025-05-26 12:44:13,433 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:27:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.5512, loss: 2.5512 +2025-05-26 12:44:56,578 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:27:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.6688, loss: 2.6688 +2025-05-26 12:45:39,662 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:26:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6137, loss: 2.6137 +2025-05-26 12:46:22,705 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:25:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.6669, loss: 2.6669 +2025-05-26 12:47:05,839 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:24:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 12:47:08,948 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:48:25,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:48:25,652 - pyskl - INFO - +top1_acc 0.8406 +top5_acc 0.9757 +2025-05-26 12:48:25,655 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8406, top5_acc: 0.9757 +2025-05-26 12:49:29,849 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:24:49, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.5744, loss: 2.5744 +2025-05-26 12:50:12,920 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:24:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6066, loss: 2.6066 +2025-05-26 12:50:55,972 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:23:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.5591, loss: 2.5591 +2025-05-26 12:51:38,914 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:22:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.5257, loss: 2.5257 +2025-05-26 12:52:21,857 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:21:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.6081, loss: 2.6081 +2025-05-26 12:53:04,862 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5404, loss: 2.5404 +2025-05-26 12:53:47,865 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:20:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.4981, loss: 2.4981 +2025-05-26 12:54:30,912 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:19:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.5970, loss: 2.5970 +2025-05-26 12:55:13,894 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6198, loss: 2.6198 +2025-05-26 12:55:56,883 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:17:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5332, loss: 2.5332 +2025-05-26 12:56:39,991 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:17:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.6286, loss: 2.6286 +2025-05-26 12:57:23,111 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:16:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.6742, loss: 2.6742 +2025-05-26 12:58:06,202 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:15:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.4672, loss: 2.4672 +2025-05-26 12:58:48,960 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:14:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.7223, loss: 2.7223 +2025-05-26 12:59:31,858 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:14:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.5800, loss: 2.5800 +2025-05-26 13:00:14,825 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:13:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.6613, loss: 2.6613 +2025-05-26 13:00:57,998 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5704, loss: 2.5704 +2025-05-26 13:01:41,173 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:11:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6558, loss: 2.6558 +2025-05-26 13:02:24,169 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:11:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6238, loss: 2.6238 +2025-05-26 13:03:07,296 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:10:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.5423, loss: 2.5423 +2025-05-26 13:03:50,362 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:09:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.5956, loss: 2.5956 +2025-05-26 13:04:33,381 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:08:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4589, loss: 2.4589 +2025-05-26 13:05:16,419 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:08:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6066, loss: 2.6066 +2025-05-26 13:05:59,476 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 7:07:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 13:06:42,401 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 7:06:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.7092, loss: 2.7092 +2025-05-26 13:06:45,467 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:08:01,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:08:02,055 - pyskl - INFO - +top1_acc 0.8177 +top5_acc 0.9739 +2025-05-26 13:08:02,058 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8177, top5_acc: 0.9739 +2025-05-26 13:09:06,018 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 7:06:26, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.6945, loss: 2.6945 +2025-05-26 13:09:48,939 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 7:05:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5870, loss: 2.5870 +2025-05-26 13:10:31,972 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 7:04:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.4851, loss: 2.4851 +2025-05-26 13:11:15,002 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 7:04:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5513, loss: 2.5513 +2025-05-26 13:11:58,010 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 7:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.5355, loss: 2.5355 +2025-05-26 13:12:41,052 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 7:02:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.5973, loss: 2.5973 +2025-05-26 13:13:24,141 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 7:01:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6261, loss: 2.6261 +2025-05-26 13:14:07,243 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 7:01:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.5758, loss: 2.5758 +2025-05-26 13:14:50,393 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 7:00:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.5964, loss: 2.5964 +2025-05-26 13:15:33,456 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:59:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6704, loss: 2.6704 +2025-05-26 13:16:16,654 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:58:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.5588, loss: 2.5588 +2025-05-26 13:16:59,825 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:58:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.6234, loss: 2.6234 +2025-05-26 13:17:42,995 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:57:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 2.6674, loss: 2.6674 +2025-05-26 13:18:26,211 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:56:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.5484, loss: 2.5484 +2025-05-26 13:19:09,325 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.4541, loss: 2.4541 +2025-05-26 13:19:52,522 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:55:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6123, loss: 2.6123 +2025-05-26 13:20:35,698 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:54:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.6510, loss: 2.6510 +2025-05-26 13:21:18,849 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:53:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.5612, loss: 2.5612 +2025-05-26 13:22:01,907 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:52:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.5801, loss: 2.5801 +2025-05-26 13:22:44,879 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:52:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.5861, loss: 2.5861 +2025-05-26 13:23:27,978 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:51:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 2.6516, loss: 2.6516 +2025-05-26 13:24:11,134 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:50:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.6006, loss: 2.6006 +2025-05-26 13:24:54,292 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:49:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.5384, loss: 2.5384 +2025-05-26 13:25:37,481 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:49:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.6189, loss: 2.6189 +2025-05-26 13:26:20,578 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:48:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4558, loss: 2.4558 +2025-05-26 13:26:23,670 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:27:40,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:27:40,387 - pyskl - INFO - +top1_acc 0.8474 +top5_acc 0.9776 +2025-05-26 13:27:40,390 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8474, top5_acc: 0.9776 +2025-05-26 13:28:44,582 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:48:09, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5365, loss: 2.5365 +2025-05-26 13:29:27,542 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:47:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.6395, loss: 2.6395 +2025-05-26 13:30:10,581 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:46:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.4949, loss: 2.4949 +2025-05-26 13:30:53,562 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:45:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.5506, loss: 2.5506 +2025-05-26 13:31:36,469 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:45:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.4509, loss: 2.4509 +2025-05-26 13:32:19,432 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:44:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5875, loss: 2.5875 +2025-05-26 13:33:02,404 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:43:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5025, loss: 2.5025 +2025-05-26 13:33:45,410 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:42:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5430, loss: 2.5430 +2025-05-26 13:34:28,461 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:42:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.5643, loss: 2.5643 +2025-05-26 13:35:11,480 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:41:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.5956, loss: 2.5956 +2025-05-26 13:35:54,490 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:40:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5413, loss: 2.5413 +2025-05-26 13:36:37,574 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:39:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.5716, loss: 2.5716 +2025-05-26 13:37:20,488 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:39:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.4770, loss: 2.4770 +2025-05-26 13:38:03,306 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:38:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.4873, loss: 2.4873 +2025-05-26 13:38:46,734 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:37:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.5276, loss: 2.5276 +2025-05-26 13:39:29,894 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:36:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5333, loss: 2.5333 +2025-05-26 13:40:12,921 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:36:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.4436, loss: 2.4436 +2025-05-26 13:40:55,865 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:35:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.6168, loss: 2.6168 +2025-05-26 13:41:38,965 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:34:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.4721, loss: 2.4721 +2025-05-26 13:42:22,247 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:33:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.5496, loss: 2.5496 +2025-05-26 13:43:05,574 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:33:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9812, loss_cls: 2.4178, loss: 2.4178 +2025-05-26 13:43:48,976 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:32:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6071, loss: 2.6071 +2025-05-26 13:44:32,127 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:31:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.6092, loss: 2.6092 +2025-05-26 13:45:15,051 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:30:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6023, loss: 2.6023 +2025-05-26 13:45:58,010 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:30:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.5978, loss: 2.5978 +2025-05-26 13:46:01,039 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 13:54:36,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:54:36,697 - pyskl - INFO - +top1_acc 0.8436 +top5_acc 0.9788 +2025-05-26 13:54:36,700 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8436, top5_acc: 0.9788 +2025-05-26 13:55:40,826 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:29:49, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.4359, loss: 2.4359 +2025-05-26 13:56:23,856 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:29:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3972, loss: 2.3972 +2025-05-26 13:57:07,230 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:28:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5307, loss: 2.5307 +2025-05-26 13:57:50,414 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:27:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4951, loss: 2.4951 +2025-05-26 13:58:33,541 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:26:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4581, loss: 2.4581 +2025-05-26 13:59:16,585 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:26:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.4712, loss: 2.4712 +2025-05-26 13:59:59,722 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:25:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.4886, loss: 2.4886 +2025-05-26 14:00:42,808 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:24:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 14:01:25,937 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:23:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.5227, loss: 2.5227 +2025-05-26 14:02:08,948 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:23:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.5174, loss: 2.5174 +2025-05-26 14:02:51,999 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:22:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.5175, loss: 2.5175 +2025-05-26 14:03:35,110 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:21:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.5599, loss: 2.5599 +2025-05-26 14:04:18,209 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:20:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.4909, loss: 2.4909 +2025-05-26 14:05:01,430 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:20:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.6497, loss: 2.6497 +2025-05-26 14:05:44,601 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:19:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.5793, loss: 2.5793 +2025-05-26 14:06:27,674 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.5208, loss: 2.5208 +2025-05-26 14:07:10,785 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:17:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.5699, loss: 2.5699 +2025-05-26 14:07:54,001 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:17:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.5409, loss: 2.5409 +2025-05-26 14:08:37,174 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:16:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.6317, loss: 2.6317 +2025-05-26 14:09:20,250 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:15:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.5003, loss: 2.5003 +2025-05-26 14:10:03,316 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:14:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.6452, loss: 2.6452 +2025-05-26 14:10:46,469 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:14:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6467, loss: 2.6467 +2025-05-26 14:11:29,718 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:13:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.6051, loss: 2.6051 +2025-05-26 14:12:12,841 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:12:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.5725, loss: 2.5725 +2025-05-26 14:12:55,830 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:11:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 2.5595, loss: 2.5595 +2025-05-26 14:12:58,945 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:14:15,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:14:15,669 - pyskl - INFO - +top1_acc 0.8317 +top5_acc 0.9797 +2025-05-26 14:14:15,672 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8317, top5_acc: 0.9797 +2025-05-26 14:15:19,849 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:11:32, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5157, loss: 2.5157 +2025-05-26 14:16:02,812 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:10:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9800, loss_cls: 2.4681, loss: 2.4681 +2025-05-26 14:16:46,012 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:10:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.4497, loss: 2.4497 +2025-05-26 14:17:29,433 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:09:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5144, loss: 2.5144 +2025-05-26 14:18:12,610 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:08:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.4884, loss: 2.4884 +2025-05-26 14:18:55,761 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:07:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 14:19:39,025 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 6:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.4931, loss: 2.4931 +2025-05-26 14:20:22,081 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 6:06:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.5788, loss: 2.5788 +2025-05-26 14:21:05,147 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 6:05:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.5774, loss: 2.5774 +2025-05-26 14:21:48,215 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 6:04:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.5562, loss: 2.5562 +2025-05-26 14:22:31,318 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 6:04:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.5947, loss: 2.5947 +2025-05-26 14:23:14,340 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 6:03:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.5476, loss: 2.5476 +2025-05-26 14:23:57,411 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 6:02:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.6248, loss: 2.6248 +2025-05-26 14:24:40,445 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 6:01:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5379, loss: 2.5379 +2025-05-26 14:25:23,677 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 6:01:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.5186, loss: 2.5186 +2025-05-26 14:26:06,705 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 6:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5271, loss: 2.5271 +2025-05-26 14:26:49,829 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:59:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5534, loss: 2.5534 +2025-05-26 14:27:32,962 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:58:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.4658, loss: 2.4658 +2025-05-26 14:28:16,162 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:57:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5300, loss: 2.5300 +2025-05-26 14:28:59,397 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:57:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.5444, loss: 2.5444 +2025-05-26 14:29:42,574 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:56:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.5409, loss: 2.5409 +2025-05-26 14:30:25,702 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:55:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 2.5090, loss: 2.5090 +2025-05-26 14:31:08,794 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:54:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.5708, loss: 2.5708 +2025-05-26 14:31:51,743 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 14:32:34,806 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:53:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.5886, loss: 2.5886 +2025-05-26 14:32:37,871 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:33:54,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:33:54,694 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9702 +2025-05-26 14:33:54,697 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8194, top5_acc: 0.9702 +2025-05-26 14:34:59,145 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:53:16, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.5052, loss: 2.5052 +2025-05-26 14:35:42,338 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:52:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4611, loss: 2.4611 +2025-05-26 14:36:25,509 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:51:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.5475, loss: 2.5475 +2025-05-26 14:37:08,553 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:51:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.4154, loss: 2.4154 +2025-05-26 14:37:51,426 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:50:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4917, loss: 2.4917 +2025-05-26 14:38:34,493 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:49:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.4294, loss: 2.4294 +2025-05-26 14:39:17,586 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:48:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.4944, loss: 2.4944 +2025-05-26 14:40:00,740 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:47:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.5974, loss: 2.5974 +2025-05-26 14:40:43,621 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:47:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.5475, loss: 2.5475 +2025-05-26 14:41:26,739 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:46:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.4072, loss: 2.4072 +2025-05-26 14:42:09,593 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:45:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.4807, loss: 2.4807 +2025-05-26 14:42:52,804 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:44:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5335, loss: 2.5335 +2025-05-26 14:43:35,950 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:44:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.4844, loss: 2.4844 +2025-05-26 14:44:19,095 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:43:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6055, loss: 2.6055 +2025-05-26 14:45:02,320 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:42:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.5448, loss: 2.5448 +2025-05-26 14:45:45,424 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:41:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 14:46:28,581 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:41:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.5388, loss: 2.5388 +2025-05-26 14:47:11,707 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:40:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.6203, loss: 2.6203 +2025-05-26 14:47:54,809 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:39:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3921, loss: 2.3921 +2025-05-26 14:48:37,914 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:38:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.5428, loss: 2.5428 +2025-05-26 14:49:20,982 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:38:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 14:50:04,111 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:37:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.5549, loss: 2.5549 +2025-05-26 14:50:47,313 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:36:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.5765, loss: 2.5765 +2025-05-26 14:51:30,638 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:35:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7016, loss: 2.7016 +2025-05-26 14:52:13,797 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:35:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 14:52:16,944 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 14:53:33,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:53:33,934 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9752 +2025-05-26 14:53:33,937 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8360, top5_acc: 0.9752 +2025-05-26 14:54:38,542 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:34:59, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.4326, loss: 2.4326 +2025-05-26 14:55:21,627 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.4596, loss: 2.4596 +2025-05-26 14:56:04,576 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:33:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.4731, loss: 2.4731 +2025-05-26 14:56:47,699 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:32:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4235, loss: 2.4235 +2025-05-26 14:57:30,750 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:31:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.4584, loss: 2.4584 +2025-05-26 14:58:13,758 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:31:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.4652, loss: 2.4652 +2025-05-26 14:58:56,757 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:30:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4123, loss: 2.4123 +2025-05-26 14:59:39,954 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:29:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.5650, loss: 2.5650 +2025-05-26 15:00:23,195 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:28:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4629, loss: 2.4629 +2025-05-26 15:01:06,206 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:28:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.5836, loss: 2.5836 +2025-05-26 15:01:49,244 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:27:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.5460, loss: 2.5460 +2025-05-26 15:02:32,264 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:26:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.6692, loss: 2.6692 +2025-05-26 15:03:15,330 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:25:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 15:03:58,379 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:25:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.4820, loss: 2.4820 +2025-05-26 15:04:41,366 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:24:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5011, loss: 2.5011 +2025-05-26 15:05:24,497 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:23:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.5392, loss: 2.5392 +2025-05-26 15:06:07,585 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:22:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5022, loss: 2.5022 +2025-05-26 15:06:50,621 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:22:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.4343, loss: 2.4343 +2025-05-26 15:07:33,656 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:21:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.3796, loss: 2.3796 +2025-05-26 15:08:16,625 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:20:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.5988, loss: 2.5988 +2025-05-26 15:08:59,722 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:19:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.5929, loss: 2.5929 +2025-05-26 15:09:42,874 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:19:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5007, loss: 2.5007 +2025-05-26 15:10:25,949 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:18:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.5602, loss: 2.5602 +2025-05-26 15:11:08,843 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:17:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4437, loss: 2.4437 +2025-05-26 15:11:51,710 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:16:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.5720, loss: 2.5720 +2025-05-26 15:11:54,800 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:13:11,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:13:11,836 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9723 +2025-05-26 15:13:11,839 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8316, top5_acc: 0.9723 +2025-05-26 15:14:16,091 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:16:39, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.3631, loss: 2.3631 +2025-05-26 15:14:59,170 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:15:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.3410, loss: 2.3410 +2025-05-26 15:15:42,273 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:15:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4569, loss: 2.4569 +2025-05-26 15:16:25,346 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:14:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.5210, loss: 2.5210 +2025-05-26 15:17:08,445 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:13:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.5096, loss: 2.5096 +2025-05-26 15:17:51,582 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.5007, loss: 2.5007 +2025-05-26 15:18:34,715 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:12:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.5231, loss: 2.5231 +2025-05-26 15:19:17,786 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:11:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.4759, loss: 2.4759 +2025-05-26 15:20:00,886 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:10:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5100, loss: 2.5100 +2025-05-26 15:20:43,973 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:09:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.5543, loss: 2.5543 +2025-05-26 15:21:27,022 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:09:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5030, loss: 2.5030 +2025-05-26 15:22:10,085 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:08:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.4919, loss: 2.4919 +2025-05-26 15:22:53,277 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:07:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.4427, loss: 2.4427 +2025-05-26 15:23:36,454 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 5:06:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.5458, loss: 2.5458 +2025-05-26 15:24:19,754 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 5:06:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.5280, loss: 2.5280 +2025-05-26 15:25:02,997 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 5:05:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.5963, loss: 2.5963 +2025-05-26 15:25:46,148 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 5:04:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.5874, loss: 2.5874 +2025-05-26 15:26:29,277 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 5:03:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.5524, loss: 2.5524 +2025-05-26 15:27:12,390 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 5:03:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.5176, loss: 2.5176 +2025-05-26 15:27:55,418 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 5:02:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.5172, loss: 2.5172 +2025-05-26 15:28:38,511 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 5:01:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.4445, loss: 2.4445 +2025-05-26 15:29:21,598 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 5:00:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.5237, loss: 2.5237 +2025-05-26 15:30:04,572 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 5:00:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.4557, loss: 2.4557 +2025-05-26 15:30:47,578 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:59:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.4305, loss: 2.4305 +2025-05-26 15:31:30,558 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:58:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.4921, loss: 2.4921 +2025-05-26 15:31:33,644 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:40:45,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:40:45,680 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9763 +2025-05-26 15:40:45,682 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8320, top5_acc: 0.9763 +2025-05-26 15:41:50,277 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:58:22, time: 0.646, data_time: 0.216, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.4402, loss: 2.4402 +2025-05-26 15:42:33,319 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:57:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.4633, loss: 2.4633 +2025-05-26 15:43:16,256 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:56:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.3925, loss: 2.3925 +2025-05-26 15:43:59,385 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:56:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9912, loss_cls: 2.4572, loss: 2.4572 +2025-05-26 15:44:42,402 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:55:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5225, loss: 2.5225 +2025-05-26 15:45:25,424 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:54:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4881, loss: 2.4881 +2025-05-26 15:46:08,453 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:53:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.4598, loss: 2.4598 +2025-05-26 15:46:51,529 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:53:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.4119, loss: 2.4119 +2025-05-26 15:47:34,593 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:52:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.4271, loss: 2.4271 +2025-05-26 15:48:17,559 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:51:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.3692, loss: 2.3692 +2025-05-26 15:49:00,599 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:50:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.5883, loss: 2.5883 +2025-05-26 15:49:43,581 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:50:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.5031, loss: 2.5031 +2025-05-26 15:50:26,582 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:49:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.4915, loss: 2.4915 +2025-05-26 15:51:09,686 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:48:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.5842, loss: 2.5842 +2025-05-26 15:51:52,907 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:47:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4566, loss: 2.4566 +2025-05-26 15:52:35,986 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6518, loss: 2.6518 +2025-05-26 15:53:19,186 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:46:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.3779, loss: 2.3779 +2025-05-26 15:54:02,313 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:45:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.4533, loss: 2.4533 +2025-05-26 15:54:45,376 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:44:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5243, loss: 2.5243 +2025-05-26 15:55:28,387 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:44:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.6362, loss: 2.6362 +2025-05-26 15:56:11,455 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:43:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.5392, loss: 2.5392 +2025-05-26 15:56:54,537 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.6559, loss: 2.6559 +2025-05-26 15:57:37,622 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:41:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4905, loss: 2.4905 +2025-05-26 15:58:20,686 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:41:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3937, loss: 2.3937 +2025-05-26 15:59:03,758 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:40:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.5347, loss: 2.5347 +2025-05-26 15:59:06,891 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 16:00:23,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:00:23,783 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9647 +2025-05-26 16:00:23,785 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8190, top5_acc: 0.9647 +2025-05-26 16:01:27,919 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:40:02, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.4332, loss: 2.4332 +2025-05-26 16:02:10,942 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:39:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.3162, loss: 2.3162 +2025-05-26 16:02:53,966 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:38:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.4776, loss: 2.4776 +2025-05-26 16:03:37,062 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:37:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.3612, loss: 2.3612 +2025-05-26 16:04:20,212 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.4858, loss: 2.4858 +2025-05-26 16:05:03,428 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:36:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.4667, loss: 2.4667 +2025-05-26 16:05:46,854 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:35:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.3286, loss: 2.3286 +2025-05-26 16:06:30,289 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:34:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.4868, loss: 2.4868 +2025-05-26 16:07:13,545 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:34:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.4918, loss: 2.4918 +2025-05-26 16:07:56,591 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.4081, loss: 2.4081 +2025-05-26 16:08:39,702 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:32:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.4097, loss: 2.4097 +2025-05-26 16:09:22,893 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:31:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.4045, loss: 2.4045 +2025-05-26 16:10:06,130 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:31:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.5305, loss: 2.5305 +2025-05-26 16:10:49,323 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:30:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.4753, loss: 2.4753 +2025-05-26 16:11:32,719 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:29:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.5390, loss: 2.5390 +2025-05-26 16:12:15,993 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:28:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.5459, loss: 2.5459 +2025-05-26 16:12:59,108 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:28:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.4763, loss: 2.4763 +2025-05-26 16:13:42,269 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:27:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.3894, loss: 2.3894 +2025-05-26 16:14:25,334 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:26:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.4367, loss: 2.4367 +2025-05-26 16:15:08,441 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:25:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.4576, loss: 2.4576 +2025-05-26 16:15:51,541 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:25:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.5823, loss: 2.5823 +2025-05-26 16:16:34,634 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:24:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4728, loss: 2.4728 +2025-05-26 16:17:17,831 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:23:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4229, loss: 2.4229 +2025-05-26 16:18:00,984 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:22:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.4603, loss: 2.4603 +2025-05-26 16:18:44,122 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:22:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.5028, loss: 2.5028 +2025-05-26 16:18:47,254 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:20:03,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:20:04,027 - pyskl - INFO - +top1_acc 0.7866 +top5_acc 0.9532 +2025-05-26 16:20:04,029 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7866, top5_acc: 0.9532 +2025-05-26 16:21:08,511 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:21:47, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.4085, loss: 2.4085 +2025-05-26 16:21:51,300 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:21:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.5082, loss: 2.5082 +2025-05-26 16:22:34,346 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:20:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.4265, loss: 2.4265 +2025-05-26 16:23:17,498 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:19:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.5182, loss: 2.5182 +2025-05-26 16:24:00,529 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:18:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 16:24:43,667 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:18:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 2.4331, loss: 2.4331 +2025-05-26 16:25:26,859 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:17:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.2775, loss: 2.2775 +2025-05-26 16:26:09,988 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:16:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.4872, loss: 2.4872 +2025-05-26 16:26:53,186 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:15:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 2.4615, loss: 2.4615 +2025-05-26 16:27:36,387 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:15:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.4290, loss: 2.4290 +2025-05-26 16:28:19,499 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:14:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.4294, loss: 2.4294 +2025-05-26 16:29:02,450 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:13:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 2.5109, loss: 2.5109 +2025-05-26 16:29:45,672 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:12:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5350, loss: 2.5350 +2025-05-26 16:30:29,075 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:12:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4574, loss: 2.4574 +2025-05-26 16:31:12,435 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:11:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.3529, loss: 2.3529 +2025-05-26 16:31:55,684 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:10:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.4333, loss: 2.4333 +2025-05-26 16:32:38,716 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:09:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.4864, loss: 2.4864 +2025-05-26 16:33:21,903 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:09:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.4887, loss: 2.4887 +2025-05-26 16:34:05,104 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:08:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.4907, loss: 2.4907 +2025-05-26 16:34:48,229 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:07:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.4381, loss: 2.4381 +2025-05-26 16:35:31,365 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 4:06:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5060, loss: 2.5060 +2025-05-26 16:36:14,581 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 4:06:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4516, loss: 2.4516 +2025-05-26 16:36:57,638 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 4:05:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3825, loss: 2.3825 +2025-05-26 16:37:40,707 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 4:04:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.4367, loss: 2.4367 +2025-05-26 16:38:23,737 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 4:03:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.4865, loss: 2.4865 +2025-05-26 16:38:26,798 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:39:43,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:39:43,728 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9711 +2025-05-26 16:39:43,730 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8201, top5_acc: 0.9711 +2025-05-26 16:40:48,274 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 4:03:31, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3408, loss: 2.3408 +2025-05-26 16:41:31,245 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 4:02:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3480, loss: 2.3480 +2025-05-26 16:42:14,238 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 4:02:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.3286, loss: 2.3286 +2025-05-26 16:42:57,295 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 4:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.3479, loss: 2.3479 +2025-05-26 16:43:40,382 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 4:00:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.4288, loss: 2.4288 +2025-05-26 16:44:23,517 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:59:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.5003, loss: 2.5003 +2025-05-26 16:45:06,615 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:59:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.3865, loss: 2.3865 +2025-05-26 16:45:49,704 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:58:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.5190, loss: 2.5190 +2025-05-26 16:46:32,705 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:57:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.3863, loss: 2.3863 +2025-05-26 16:47:15,793 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:56:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 16:47:58,817 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:56:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.4237, loss: 2.4237 +2025-05-26 16:48:41,795 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:55:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5015, loss: 2.5015 +2025-05-26 16:49:24,885 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:54:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.3613, loss: 2.3613 +2025-05-26 16:50:08,202 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4221, loss: 2.4221 +2025-05-26 16:50:51,402 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:53:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3776, loss: 2.3776 +2025-05-26 16:51:34,482 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:52:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.4024, loss: 2.4024 +2025-05-26 16:52:17,653 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:51:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.4075, loss: 2.4075 +2025-05-26 16:53:00,723 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:50:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.4371, loss: 2.4371 +2025-05-26 16:53:43,867 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:50:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.4876, loss: 2.4876 +2025-05-26 16:54:26,968 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.5065, loss: 2.5065 +2025-05-26 16:55:10,081 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:48:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4962, loss: 2.4962 +2025-05-26 16:55:53,319 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:47:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.4919, loss: 2.4919 +2025-05-26 16:56:36,504 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:47:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.4845, loss: 2.4845 +2025-05-26 16:57:19,618 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:46:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.5188, loss: 2.5188 +2025-05-26 16:58:02,725 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:45:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4085, loss: 2.4085 +2025-05-26 16:58:05,827 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 16:59:22,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:59:22,719 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9766 +2025-05-26 16:59:22,721 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8398, top5_acc: 0.9766 +2025-05-26 17:00:27,305 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:45:14, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.3733, loss: 2.3733 +2025-05-26 17:01:10,354 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:44:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4344, loss: 2.4344 +2025-05-26 17:01:53,385 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:43:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.4297, loss: 2.4297 +2025-05-26 17:02:36,418 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:42:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4393, loss: 2.4393 +2025-05-26 17:03:19,442 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:42:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.3746, loss: 2.3746 +2025-05-26 17:04:02,544 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:41:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.5636, loss: 2.5636 +2025-05-26 17:04:45,589 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:40:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.3540, loss: 2.3540 +2025-05-26 17:05:28,630 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3634, loss: 2.3634 +2025-05-26 17:06:11,677 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:39:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.3421, loss: 2.3421 +2025-05-26 17:06:54,776 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.3740, loss: 2.3740 +2025-05-26 17:07:37,861 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:37:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.4794, loss: 2.4794 +2025-05-26 17:08:20,930 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:36:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.3519, loss: 2.3519 +2025-05-26 17:09:04,018 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:36:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4794, loss: 2.4794 +2025-05-26 17:09:47,327 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:35:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.4396, loss: 2.4396 +2025-05-26 17:10:30,700 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:34:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4653, loss: 2.4653 +2025-05-26 17:11:13,825 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:33:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.3903, loss: 2.3903 +2025-05-26 17:11:56,889 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:33:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.4739, loss: 2.4739 +2025-05-26 17:12:40,433 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:32:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.5281, loss: 2.5281 +2025-05-26 17:13:24,101 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:31:46, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.4759, loss: 2.4759 +2025-05-26 17:14:07,757 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:31:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.4986, loss: 2.4986 +2025-05-26 17:14:51,343 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:30:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.4507, loss: 2.4507 +2025-05-26 17:15:35,052 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:29:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.4244, loss: 2.4244 +2025-05-26 17:16:18,516 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:28:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4303, loss: 2.4303 +2025-05-26 17:17:01,942 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:28:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.4602, loss: 2.4602 +2025-05-26 17:17:45,456 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:27:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.3893, loss: 2.3893 +2025-05-26 17:17:48,607 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:26:56,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:26:57,044 - pyskl - INFO - +top1_acc 0.8376 +top5_acc 0.9758 +2025-05-26 17:26:57,046 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8376, top5_acc: 0.9758 +2025-05-26 17:28:01,523 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:27:01, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.3822, loss: 2.3822 +2025-05-26 17:28:44,747 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:26:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.3064, loss: 2.3064 +2025-05-26 17:29:28,053 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:25:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 17:30:11,346 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:24:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.4698, loss: 2.4698 +2025-05-26 17:30:54,447 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:24:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.5432, loss: 2.5432 +2025-05-26 17:31:37,582 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:23:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.4480, loss: 2.4480 +2025-05-26 17:32:20,681 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:22:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.4579, loss: 2.4579 +2025-05-26 17:33:03,811 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:21:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.4002, loss: 2.4002 +2025-05-26 17:33:46,978 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:21:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.4533, loss: 2.4533 +2025-05-26 17:34:30,194 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:20:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.4246, loss: 2.4246 +2025-05-26 17:35:13,378 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:19:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.4412, loss: 2.4412 +2025-05-26 17:35:56,442 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:18:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.3711, loss: 2.3711 +2025-05-26 17:36:39,591 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:18:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.3673, loss: 2.3673 +2025-05-26 17:37:22,685 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:17:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.4317, loss: 2.4317 +2025-05-26 17:38:05,942 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:16:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.3852, loss: 2.3852 +2025-05-26 17:38:49,036 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:15:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4090, loss: 2.4090 +2025-05-26 17:39:32,178 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:15:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.4359, loss: 2.4359 +2025-05-26 17:40:15,250 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:14:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.4006, loss: 2.4006 +2025-05-26 17:40:58,418 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:13:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.3715, loss: 2.3715 +2025-05-26 17:41:41,582 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:12:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3191, loss: 2.3191 +2025-05-26 17:42:25,223 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:12:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.3769, loss: 2.3769 +2025-05-26 17:43:08,583 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:11:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.4723, loss: 2.4723 +2025-05-26 17:43:51,961 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:10:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.3697, loss: 2.3697 +2025-05-26 17:44:35,121 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:09:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.4547, loss: 2.4547 +2025-05-26 17:45:18,162 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:09:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.4151, loss: 2.4151 +2025-05-26 17:45:21,258 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:46:37,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:46:37,888 - pyskl - INFO - +top1_acc 0.8637 +top5_acc 0.9760 +2025-05-26 17:46:37,940 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_39.pth was removed +2025-05-26 17:46:39,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-05-26 17:46:39,041 - pyskl - INFO - Best top1_acc is 0.8637 at 61 epoch. +2025-05-26 17:46:39,043 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8637, top5_acc: 0.9760 +2025-05-26 17:47:43,589 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:08:47, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3339, loss: 2.3339 +2025-05-26 17:48:26,693 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:08:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.4006, loss: 2.4006 +2025-05-26 17:49:09,829 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:07:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.3940, loss: 2.3940 +2025-05-26 17:49:52,948 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 3:06:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.3588, loss: 2.3588 +2025-05-26 17:50:36,069 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 3:05:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.4237, loss: 2.4237 +2025-05-26 17:51:19,187 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 3:05:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.4526, loss: 2.4526 +2025-05-26 17:52:02,334 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 3:04:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2792, loss: 2.2792 +2025-05-26 17:52:45,363 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 3:03:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.3449, loss: 2.3449 +2025-05-26 17:53:28,377 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 3:02:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.3970, loss: 2.3970 +2025-05-26 17:54:11,558 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 3:02:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.4314, loss: 2.4314 +2025-05-26 17:54:54,801 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 3:01:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.4106, loss: 2.4106 +2025-05-26 17:55:38,057 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 3:00:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.3789, loss: 2.3789 +2025-05-26 17:56:21,442 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:59:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.4064, loss: 2.4064 +2025-05-26 17:57:04,870 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:59:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.3682, loss: 2.3682 +2025-05-26 17:57:48,082 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:58:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 17:58:31,262 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:57:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.3830, loss: 2.3830 +2025-05-26 17:59:14,394 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:56:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3349, loss: 2.3349 +2025-05-26 17:59:57,525 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:56:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.4591, loss: 2.4591 +2025-05-26 18:00:40,639 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:55:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.3640, loss: 2.3640 +2025-05-26 18:01:23,750 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:54:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.3537, loss: 2.3537 +2025-05-26 18:02:06,881 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:53:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 2.4592, loss: 2.4592 +2025-05-26 18:02:50,031 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:53:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.4211, loss: 2.4211 +2025-05-26 18:03:33,245 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:52:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.3850, loss: 2.3850 +2025-05-26 18:04:16,374 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:51:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 18:04:59,450 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:50:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.2790, loss: 2.2790 +2025-05-26 18:05:02,633 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 18:06:19,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:06:19,251 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9726 +2025-05-26 18:06:19,253 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8360, top5_acc: 0.9726 +2025-05-26 18:07:24,006 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:50:31, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.4139, loss: 2.4139 +2025-05-26 18:08:07,202 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:49:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.3692, loss: 2.3692 +2025-05-26 18:08:50,350 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:49:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9962, loss_cls: 2.2044, loss: 2.2044 +2025-05-26 18:09:33,479 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:48:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.5047, loss: 2.5047 +2025-05-26 18:10:16,595 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:47:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.3415, loss: 2.3415 +2025-05-26 18:10:59,640 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:46:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.2661, loss: 2.2661 +2025-05-26 18:11:42,653 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.3425, loss: 2.3425 +2025-05-26 18:12:25,731 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:45:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.3861, loss: 2.3861 +2025-05-26 18:13:08,814 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:44:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.5343, loss: 2.5343 +2025-05-26 18:13:51,890 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:43:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.3713, loss: 2.3713 +2025-05-26 18:14:34,953 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:43:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4098, loss: 2.4098 +2025-05-26 18:15:18,121 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:42:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.4081, loss: 2.4081 +2025-05-26 18:16:01,322 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:41:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3060, loss: 2.3060 +2025-05-26 18:16:44,559 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:40:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.3710, loss: 2.3710 +2025-05-26 18:17:27,765 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:40:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.4034, loss: 2.4034 +2025-05-26 18:18:11,030 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:39:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.3578, loss: 2.3578 +2025-05-26 18:18:54,119 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:38:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.3486, loss: 2.3486 +2025-05-26 18:19:37,107 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.4355, loss: 2.4355 +2025-05-26 18:20:20,101 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:37:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.4312, loss: 2.4312 +2025-05-26 18:21:03,322 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:36:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.3407, loss: 2.3407 +2025-05-26 18:21:46,553 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:35:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.3988, loss: 2.3988 +2025-05-26 18:22:29,795 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:34:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.3833, loss: 2.3833 +2025-05-26 18:23:13,129 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:34:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.3816, loss: 2.3816 +2025-05-26 18:23:56,293 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:33:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.3392, loss: 2.3392 +2025-05-26 18:24:39,459 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:32:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.4508, loss: 2.4508 +2025-05-26 18:24:42,534 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:25:59,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:25:59,346 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9795 +2025-05-26 18:25:59,349 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8592, top5_acc: 0.9795 +2025-05-26 18:27:03,253 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:32:14, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 2.3050, loss: 2.3050 +2025-05-26 18:27:46,257 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:31:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.3188, loss: 2.3188 +2025-05-26 18:28:29,289 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 18:29:12,313 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:29:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.3670, loss: 2.3670 +2025-05-26 18:29:55,330 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.3734, loss: 2.3734 +2025-05-26 18:30:38,430 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:28:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3556, loss: 2.3556 +2025-05-26 18:31:21,521 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:27:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 2.3164, loss: 2.3164 +2025-05-26 18:32:04,682 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:26:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4189, loss: 2.4189 +2025-05-26 18:32:47,786 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:26:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3111, loss: 2.3111 +2025-05-26 18:33:30,775 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:25:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 18:34:13,915 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.2685, loss: 2.2685 +2025-05-26 18:34:56,942 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:24:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.3715, loss: 2.3715 +2025-05-26 18:35:39,965 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:23:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.4305, loss: 2.4305 +2025-05-26 18:36:23,107 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:22:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3042, loss: 2.3042 +2025-05-26 18:37:06,250 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:21:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.4444, loss: 2.4444 +2025-05-26 18:37:49,322 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:21:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.4945, loss: 2.4945 +2025-05-26 18:38:32,407 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:20:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.4011, loss: 2.4011 +2025-05-26 18:39:15,489 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:19:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.4299, loss: 2.4299 +2025-05-26 18:39:58,694 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:18:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 18:40:41,958 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:18:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.3187, loss: 2.3187 +2025-05-26 18:41:25,241 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:17:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4117, loss: 2.4117 +2025-05-26 18:42:08,453 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:16:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4117, loss: 2.4117 +2025-05-26 18:42:51,542 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:15:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.4258, loss: 2.4258 +2025-05-26 18:43:34,672 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.2769, loss: 2.2769 +2025-05-26 18:44:17,758 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:14:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.3712, loss: 2.3712 +2025-05-26 18:44:20,875 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:45:37,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:45:37,617 - pyskl - INFO - +top1_acc 0.8078 +top5_acc 0.9735 +2025-05-26 18:45:37,620 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8078, top5_acc: 0.9735 +2025-05-26 18:46:41,510 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:13:55, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.5317, loss: 2.5317 +2025-05-26 18:47:24,581 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:13:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.3532, loss: 2.3532 +2025-05-26 18:48:07,669 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:12:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.2517, loss: 2.2517 +2025-05-26 18:48:50,668 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:11:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4441, loss: 2.4441 +2025-05-26 18:49:33,692 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:10:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3752, loss: 2.3752 +2025-05-26 18:50:16,683 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:10:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 2.3537, loss: 2.3537 +2025-05-26 18:50:59,714 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:09:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.3443, loss: 2.3443 +2025-05-26 18:51:42,755 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.3464, loss: 2.3464 +2025-05-26 18:52:25,772 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:07:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3675, loss: 2.3675 +2025-05-26 18:53:08,793 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:07:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.2740, loss: 2.2740 +2025-05-26 18:53:51,849 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 2:06:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.3180, loss: 2.3180 +2025-05-26 18:54:34,905 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 2:05:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 18:55:17,875 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 2:04:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.3370, loss: 2.3370 +2025-05-26 18:56:00,948 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 2:04:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.3607, loss: 2.3607 +2025-05-26 18:56:44,041 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 2:03:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3012, loss: 2.3012 +2025-05-26 18:57:27,226 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 2:02:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.4467, loss: 2.4467 +2025-05-26 18:58:10,384 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 2:01:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 2.3829, loss: 2.3829 +2025-05-26 18:58:53,576 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 2:01:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.2915, loss: 2.2915 +2025-05-26 18:59:36,565 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 2:00:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.2891, loss: 2.2891 +2025-05-26 19:00:19,657 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:59:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9800, loss_cls: 2.3900, loss: 2.3900 +2025-05-26 19:01:02,617 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:58:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.3944, loss: 2.3944 +2025-05-26 19:01:45,611 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:58:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.3245, loss: 2.3245 +2025-05-26 19:02:28,733 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.3616, loss: 2.3616 +2025-05-26 19:03:11,883 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:56:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3604, loss: 2.3604 +2025-05-26 19:03:54,912 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:55:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.3835, loss: 2.3835 +2025-05-26 19:03:57,999 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:12:59,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:12:59,162 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9776 +2025-05-26 19:12:59,165 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8496, top5_acc: 0.9776 +2025-05-26 19:14:03,186 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:55:35, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.3547, loss: 2.3547 +2025-05-26 19:14:46,110 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:54:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.3821, loss: 2.3821 +2025-05-26 19:15:29,165 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:54:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.2110, loss: 2.2110 +2025-05-26 19:16:12,240 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:53:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.3537, loss: 2.3537 +2025-05-26 19:16:55,274 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:52:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.2408, loss: 2.2408 +2025-05-26 19:17:38,213 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:51:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.3017, loss: 2.3017 +2025-05-26 19:18:21,213 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:51:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.4482, loss: 2.4482 +2025-05-26 19:19:04,209 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:50:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.3383, loss: 2.3383 +2025-05-26 19:19:47,286 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:49:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.3158, loss: 2.3158 +2025-05-26 19:20:30,298 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.2921, loss: 2.2921 +2025-05-26 19:21:13,285 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:48:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.2965, loss: 2.2965 +2025-05-26 19:21:56,345 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:47:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.2628, loss: 2.2628 +2025-05-26 19:22:39,446 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:46:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9912, loss_cls: 2.4670, loss: 2.4670 +2025-05-26 19:23:22,502 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:45:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.3580, loss: 2.3580 +2025-05-26 19:24:05,620 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:45:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3428, loss: 2.3428 +2025-05-26 19:24:48,866 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:44:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.3591, loss: 2.3591 +2025-05-26 19:25:31,926 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:43:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1756, loss: 2.1756 +2025-05-26 19:26:14,959 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:42:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.3133, loss: 2.3133 +2025-05-26 19:26:58,017 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:42:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.2953, loss: 2.2953 +2025-05-26 19:27:41,176 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:41:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.3506, loss: 2.3506 +2025-05-26 19:28:24,372 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:40:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.3404, loss: 2.3404 +2025-05-26 19:29:07,537 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:39:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.3802, loss: 2.3802 +2025-05-26 19:29:50,619 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.2707, loss: 2.2707 +2025-05-26 19:30:33,798 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:38:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.2675, loss: 2.2675 +2025-05-26 19:31:16,974 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:37:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2443, loss: 2.2443 +2025-05-26 19:31:20,084 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:32:36,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:32:36,651 - pyskl - INFO - +top1_acc 0.8162 +top5_acc 0.9722 +2025-05-26 19:32:36,653 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8162, top5_acc: 0.9722 +2025-05-26 19:33:41,622 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:37:16, time: 0.650, data_time: 0.214, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.2312, loss: 2.2312 +2025-05-26 19:34:24,761 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:36:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.2871, loss: 2.2871 +2025-05-26 19:35:07,857 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:35:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2615, loss: 2.2615 +2025-05-26 19:35:50,844 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:35:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.2731, loss: 2.2731 +2025-05-26 19:36:33,860 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:34:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.3969, loss: 2.3969 +2025-05-26 19:37:16,879 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:33:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.4031, loss: 2.4031 +2025-05-26 19:37:59,841 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:32:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.3268, loss: 2.3268 +2025-05-26 19:38:42,905 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:32:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.3645, loss: 2.3645 +2025-05-26 19:39:25,952 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:31:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.3877, loss: 2.3877 +2025-05-26 19:40:09,001 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:30:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.4361, loss: 2.4361 +2025-05-26 19:40:51,981 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:29:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.4248, loss: 2.4248 +2025-05-26 19:41:35,006 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:29:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4215, loss: 2.4215 +2025-05-26 19:42:18,109 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:28:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.3567, loss: 2.3567 +2025-05-26 19:43:01,227 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:27:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.4137, loss: 2.4137 +2025-05-26 19:43:44,363 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:26:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.3810, loss: 2.3810 +2025-05-26 19:44:27,738 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:26:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.3406, loss: 2.3406 +2025-05-26 19:45:10,830 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:25:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.3399, loss: 2.3399 +2025-05-26 19:45:53,917 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:24:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3903, loss: 2.3903 +2025-05-26 19:46:36,972 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:23:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.4547, loss: 2.4547 +2025-05-26 19:47:20,279 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:23:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.3455, loss: 2.3455 +2025-05-26 19:48:03,413 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:22:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.3407, loss: 2.3407 +2025-05-26 19:48:46,538 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:21:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.3185, loss: 2.3185 +2025-05-26 19:49:29,650 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:20:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.3933, loss: 2.3933 +2025-05-26 19:50:12,771 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:20:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.2909, loss: 2.2909 +2025-05-26 19:50:55,953 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:19:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.3316, loss: 2.3316 +2025-05-26 19:50:59,061 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 19:52:15,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:52:15,861 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9785 +2025-05-26 19:52:15,863 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8541, top5_acc: 0.9785 +2025-05-26 19:53:20,400 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:18:58, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2148, loss: 2.2148 +2025-05-26 19:54:03,607 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:18:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2048, loss: 2.2048 +2025-05-26 19:54:46,835 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:17:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.3019, loss: 2.3019 +2025-05-26 19:55:30,102 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:16:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.1966, loss: 2.1966 +2025-05-26 19:56:13,282 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:16:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.2430, loss: 2.2430 +2025-05-26 19:56:56,718 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:15:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2692, loss: 2.2692 +2025-05-26 19:57:40,129 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:14:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3080, loss: 2.3080 +2025-05-26 19:58:23,281 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:13:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.3986, loss: 2.3986 +2025-05-26 19:59:06,374 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:13:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.3658, loss: 2.3658 +2025-05-26 19:59:49,375 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:12:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3045, loss: 2.3045 +2025-05-26 20:00:32,493 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:11:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.3227, loss: 2.3227 +2025-05-26 20:01:15,590 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:10:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9800, loss_cls: 2.3727, loss: 2.3727 +2025-05-26 20:01:58,651 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:10:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.1955, loss: 2.1955 +2025-05-26 20:02:41,793 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:09:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.4274, loss: 2.4274 +2025-05-26 20:03:24,957 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:08:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.2904, loss: 2.2904 +2025-05-26 20:04:08,126 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:07:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.3071, loss: 2.3071 +2025-05-26 20:04:51,226 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.3131, loss: 2.3131 +2025-05-26 20:05:34,314 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 1:06:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.3675, loss: 2.3675 +2025-05-26 20:06:17,445 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 1:05:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.3008, loss: 2.3008 +2025-05-26 20:07:00,633 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 1:04:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.3141, loss: 2.3141 +2025-05-26 20:07:43,814 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 1:04:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.2973, loss: 2.2973 +2025-05-26 20:08:26,813 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 1:03:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.3217, loss: 2.3217 +2025-05-26 20:09:09,937 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 1:02:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.3119, loss: 2.3119 +2025-05-26 20:09:53,190 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 1:01:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.3737, loss: 2.3737 +2025-05-26 20:10:36,404 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 1:01:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.1897, loss: 2.1897 +2025-05-26 20:10:39,479 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:11:56,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:11:56,415 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9757 +2025-05-26 20:11:56,417 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8320, top5_acc: 0.9757 +2025-05-26 20:13:00,197 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 1:00:41, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.2858, loss: 2.2858 +2025-05-26 20:13:43,209 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:59:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.2817, loss: 2.2817 +2025-05-26 20:14:26,205 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:59:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.3091, loss: 2.3091 +2025-05-26 20:15:13,508 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:58:31, time: 0.473, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.2754, loss: 2.2754 +2025-05-26 20:15:59,582 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:57:50, time: 0.461, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2815, loss: 2.2815 +2025-05-26 20:16:46,693 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:57:10, time: 0.471, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2296, loss: 2.2296 +2025-05-26 20:17:31,169 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:56:27, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3391, loss: 2.3391 +2025-05-26 20:18:14,258 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:55:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.3147, loss: 2.3147 +2025-05-26 20:18:57,348 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:54:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.2817, loss: 2.2817 +2025-05-26 20:19:40,532 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:54:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.2958, loss: 2.2958 +2025-05-26 20:20:23,625 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:53:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.4227, loss: 2.4227 +2025-05-26 20:21:06,774 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:52:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2806, loss: 2.2806 +2025-05-26 20:21:49,941 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:51:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.3476, loss: 2.3476 +2025-05-26 20:22:33,105 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:51:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2422, loss: 2.2422 +2025-05-26 20:23:16,250 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:50:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.2153, loss: 2.2153 +2025-05-26 20:23:59,386 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:49:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.2592, loss: 2.2592 +2025-05-26 20:24:42,479 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:49:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.3808, loss: 2.3808 +2025-05-26 20:25:25,675 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:48:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.2402, loss: 2.2402 +2025-05-26 20:26:08,721 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:47:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9950, loss_cls: 2.2224, loss: 2.2224 +2025-05-26 20:26:51,797 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.3308, loss: 2.3308 +2025-05-26 20:27:34,910 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:46:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2362, loss: 2.2362 +2025-05-26 20:28:17,811 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:45:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.2597, loss: 2.2597 +2025-05-26 20:29:00,679 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:44:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2308, loss: 2.2308 +2025-05-26 20:29:43,745 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:43:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.3175, loss: 2.3175 +2025-05-26 20:30:26,872 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:43:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.3877, loss: 2.3877 +2025-05-26 20:30:29,962 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:31:47,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:31:47,136 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9747 +2025-05-26 20:31:47,139 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8334, top5_acc: 0.9747 +2025-05-26 20:32:51,163 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:42:36, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.2448, loss: 2.2448 +2025-05-26 20:33:34,160 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.1551, loss: 2.1551 +2025-05-26 20:34:17,198 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2470, loss: 2.2470 +2025-05-26 20:35:00,241 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:40:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.2362, loss: 2.2362 +2025-05-26 20:35:43,325 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:39:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.3512, loss: 2.3512 +2025-05-26 20:36:26,343 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:38:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 20:37:09,352 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:38:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2047, loss: 2.2047 +2025-05-26 20:37:52,523 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:37:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.3377, loss: 2.3377 +2025-05-26 20:38:35,738 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:36:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.3310, loss: 2.3310 +2025-05-26 20:39:18,943 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:35:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.3226, loss: 2.3226 +2025-05-26 20:40:02,029 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:35:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.3270, loss: 2.3270 +2025-05-26 20:40:45,121 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:34:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.3139, loss: 2.3139 +2025-05-26 20:41:28,322 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:33:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.2938, loss: 2.2938 +2025-05-26 20:42:11,700 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:32:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.4300, loss: 2.4300 +2025-05-26 20:42:55,016 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:32:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.2844, loss: 2.2844 +2025-05-26 20:43:38,038 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:31:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2091, loss: 2.2091 +2025-05-26 20:44:21,058 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.2765, loss: 2.2765 +2025-05-26 20:45:04,042 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2077, loss: 2.2077 +2025-05-26 20:45:47,131 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:29:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2793, loss: 2.2793 +2025-05-26 20:46:30,110 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:28:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 2.3299, loss: 2.3299 +2025-05-26 20:47:13,125 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:27:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.2444, loss: 2.2444 +2025-05-26 20:47:56,110 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:26:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.3449, loss: 2.3449 +2025-05-26 20:48:39,074 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:26:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.3544, loss: 2.3544 +2025-05-26 20:49:22,202 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:25:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.3350, loss: 2.3350 +2025-05-26 20:50:05,270 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:24:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.2703, loss: 2.2703 +2025-05-26 20:50:08,413 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 20:58:43,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:58:43,188 - pyskl - INFO - +top1_acc 0.8448 +top5_acc 0.9765 +2025-05-26 20:58:43,191 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8448, top5_acc: 0.9765 +2025-05-26 20:59:47,230 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:24:17, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0912, loss: 2.0912 +2025-05-26 21:00:30,339 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:23:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.2656, loss: 2.2656 +2025-05-26 21:01:13,320 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:22:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.1475, loss: 2.1475 +2025-05-26 21:01:56,480 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:22:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.2395, loss: 2.2395 +2025-05-26 21:02:39,557 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:21:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2495, loss: 2.2495 +2025-05-26 21:03:22,651 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:20:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1194, loss: 2.1194 +2025-05-26 21:04:05,771 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:19:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.2682, loss: 2.2682 +2025-05-26 21:04:48,913 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:19:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.2212, loss: 2.2212 +2025-05-26 21:05:31,975 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:18:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.2479, loss: 2.2479 +2025-05-26 21:06:15,149 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:17:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2015, loss: 2.2015 +2025-05-26 21:06:58,280 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:16:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.3274, loss: 2.3274 +2025-05-26 21:07:41,434 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:16:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.4120, loss: 2.4120 +2025-05-26 21:08:24,622 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:15:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.2597, loss: 2.2597 +2025-05-26 21:09:07,762 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:14:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.2661, loss: 2.2661 +2025-05-26 21:09:50,888 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:13:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.2260, loss: 2.2260 +2025-05-26 21:10:34,056 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:13:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.2752, loss: 2.2752 +2025-05-26 21:11:17,157 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:12:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 2.3183, loss: 2.3183 +2025-05-26 21:12:00,140 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.3505, loss: 2.3505 +2025-05-26 21:12:43,074 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:10:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.3517, loss: 2.3517 +2025-05-26 21:13:26,121 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:10:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3333, loss: 2.3333 +2025-05-26 21:14:09,101 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:09:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1747, loss: 2.1747 +2025-05-26 21:14:52,129 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:08:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.2809, loss: 2.2809 +2025-05-26 21:15:35,056 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:07:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.3414, loss: 2.3414 +2025-05-26 21:16:18,018 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:07:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3366, loss: 2.3366 +2025-05-26 21:17:00,939 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 1 day, 0:06:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.2512, loss: 2.2512 +2025-05-26 21:17:04,051 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:18:20,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:18:20,812 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9785 +2025-05-26 21:18:20,814 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8553, top5_acc: 0.9785 +2025-05-26 21:19:25,069 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 1 day, 0:05:57, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.1112, loss: 2.1112 +2025-05-26 21:20:08,127 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 1 day, 0:05:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.1529, loss: 2.1529 +2025-05-26 21:20:51,124 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 1 day, 0:04:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.1938, loss: 2.1938 +2025-05-26 21:21:34,193 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 1 day, 0:03:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.2655, loss: 2.2655 +2025-05-26 21:22:17,276 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 1 day, 0:02:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.2271, loss: 2.2271 +2025-05-26 21:23:00,349 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 1 day, 0:02:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.1954, loss: 2.1954 +2025-05-26 21:23:43,346 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 1 day, 0:01:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.2049, loss: 2.2049 +2025-05-26 21:24:26,282 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 1 day, 0:00:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.2131, loss: 2.2131 +2025-05-26 21:25:09,298 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:59:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.2189, loss: 2.2189 +2025-05-26 21:25:52,325 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:59:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1073, loss: 2.1073 +2025-05-26 21:26:35,385 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:58:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.2674, loss: 2.2674 +2025-05-26 21:27:18,494 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:57:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.2390, loss: 2.2390 +2025-05-26 21:28:01,521 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:57:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3145, loss: 2.3145 +2025-05-26 21:28:44,588 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:56:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.3441, loss: 2.3441 +2025-05-26 21:29:27,725 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:55:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3097, loss: 2.3097 +2025-05-26 21:30:10,784 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:54:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.3786, loss: 2.3786 +2025-05-26 21:30:53,983 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:54:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2015, loss: 2.2015 +2025-05-26 21:31:37,125 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:53:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.2984, loss: 2.2984 +2025-05-26 21:32:20,127 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.2897, loss: 2.2897 +2025-05-26 21:33:03,288 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:51:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.2913, loss: 2.2913 +2025-05-26 21:33:46,484 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:51:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.2091, loss: 2.2091 +2025-05-26 21:34:29,562 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:50:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.1572, loss: 2.1572 +2025-05-26 21:35:12,594 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.4207, loss: 2.4207 +2025-05-26 21:35:55,565 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:48:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.3455, loss: 2.3455 +2025-05-26 21:36:38,667 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:48:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.2875, loss: 2.2875 +2025-05-26 21:36:41,742 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:37:59,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:37:59,433 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9769 +2025-05-26 21:37:59,436 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8365, top5_acc: 0.9769 +2025-05-26 21:39:03,785 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:47:38, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.1930, loss: 2.1930 +2025-05-26 21:39:46,682 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:46:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1517, loss: 2.1517 +2025-05-26 21:40:29,731 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:46:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.1148, loss: 2.1148 +2025-05-26 21:41:12,729 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:45:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.2078, loss: 2.2078 +2025-05-26 21:41:55,726 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:44:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.1938, loss: 2.1938 +2025-05-26 21:42:38,751 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:43:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.1767, loss: 2.1767 +2025-05-26 21:43:21,743 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:43:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.1528, loss: 2.1528 +2025-05-26 21:44:04,762 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:42:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.2592, loss: 2.2592 +2025-05-26 21:44:47,854 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:41:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.1936, loss: 2.1936 +2025-05-26 21:45:30,895 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:40:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2307, loss: 2.2307 +2025-05-26 21:46:14,043 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:40:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.2554, loss: 2.2554 +2025-05-26 21:46:57,159 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:39:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.2620, loss: 2.2620 +2025-05-26 21:47:40,212 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:38:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2286, loss: 2.2286 +2025-05-26 21:48:23,246 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:37:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.1763, loss: 2.1763 +2025-05-26 21:49:06,400 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:37:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.1107, loss: 2.1107 +2025-05-26 21:49:49,617 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:36:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.2225, loss: 2.2225 +2025-05-26 21:50:32,748 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:35:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 2.2056, loss: 2.2056 +2025-05-26 21:51:15,843 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:34:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 2.2752, loss: 2.2752 +2025-05-26 21:51:58,802 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:34:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.1434, loss: 2.1434 +2025-05-26 21:52:41,930 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:33:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.3001, loss: 2.3001 +2025-05-26 21:53:25,074 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:32:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.3065, loss: 2.3065 +2025-05-26 21:54:08,230 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:32:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.2512, loss: 2.2512 +2025-05-26 21:54:51,234 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:31:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 21:55:34,241 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:30:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2338, loss: 2.2338 +2025-05-26 21:56:17,210 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:29:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.2262, loss: 2.2262 +2025-05-26 21:56:20,299 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 21:57:36,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:57:37,004 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9770 +2025-05-26 21:57:37,007 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8467, top5_acc: 0.9770 +2025-05-26 21:58:41,532 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:29:18, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 21:59:24,643 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:28:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.1965, loss: 2.1965 +2025-05-26 22:00:07,825 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:27:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.1752, loss: 2.1752 +2025-05-26 22:00:50,846 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:27:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9831, loss_cls: 2.1847, loss: 2.1847 +2025-05-26 22:01:33,937 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.1781, loss: 2.1781 +2025-05-26 22:02:17,013 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:25:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1574, loss: 2.1574 +2025-05-26 22:03:00,146 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:24:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.3515, loss: 2.3515 +2025-05-26 22:03:43,252 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:24:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.1825, loss: 2.1825 +2025-05-26 22:04:26,321 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:23:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.1892, loss: 2.1892 +2025-05-26 22:05:09,370 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:22:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.1347, loss: 2.1347 +2025-05-26 22:05:52,461 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:21:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.2724, loss: 2.2724 +2025-05-26 22:06:35,542 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:21:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.2380, loss: 2.2380 +2025-05-26 22:07:18,606 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:20:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.2315, loss: 2.2315 +2025-05-26 22:08:01,701 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:19:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.1475, loss: 2.1475 +2025-05-26 22:08:44,905 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:18:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.2831, loss: 2.2831 +2025-05-26 22:09:28,135 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:18:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.1386, loss: 2.1386 +2025-05-26 22:10:11,226 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:17:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.1737, loss: 2.1737 +2025-05-26 22:10:54,316 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:16:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 2.2319, loss: 2.2319 +2025-05-26 22:11:37,438 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:15:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2096, loss: 2.2096 +2025-05-26 22:12:20,611 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:15:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.2547, loss: 2.2547 +2025-05-26 22:13:03,696 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:14:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2392, loss: 2.2392 +2025-05-26 22:13:46,886 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:13:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.3295, loss: 2.3295 +2025-05-26 22:14:30,021 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:12:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.1801, loss: 2.1801 +2025-05-26 22:15:13,065 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:12:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.3402, loss: 2.3402 +2025-05-26 22:15:56,076 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:11:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.2001, loss: 2.2001 +2025-05-26 22:15:59,152 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:17:15,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:17:15,763 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9794 +2025-05-26 22:17:15,766 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8536, top5_acc: 0.9794 +2025-05-26 22:18:19,950 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:10:59, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2246, loss: 2.2246 +2025-05-26 22:19:02,917 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:10:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.1909, loss: 2.1909 +2025-05-26 22:19:45,941 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:09:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.1527, loss: 2.1527 +2025-05-26 22:20:28,940 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:08:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.0943, loss: 2.0943 +2025-05-26 22:21:11,905 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:08:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2510, loss: 2.2510 +2025-05-26 22:21:54,955 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:07:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.2073, loss: 2.2073 +2025-05-26 22:22:37,860 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 23:06:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 2.2526, loss: 2.2526 +2025-05-26 22:23:20,636 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 23:05:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 2.0870, loss: 2.0870 +2025-05-26 22:24:03,674 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 23:05:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.1597, loss: 2.1597 +2025-05-26 22:24:46,613 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 23:04:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.1719, loss: 2.1719 +2025-05-26 22:25:29,621 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 23:03:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.2035, loss: 2.2035 +2025-05-26 22:26:13,290 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 23:02:48, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2215, loss: 2.2215 +2025-05-26 22:26:56,758 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 23:02:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.2464, loss: 2.2464 +2025-05-26 22:27:40,264 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 23:01:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.1572, loss: 2.1572 +2025-05-26 22:28:24,008 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 23:00:36, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.2593, loss: 2.2593 +2025-05-26 22:29:07,519 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:59:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1594, loss: 2.1594 +2025-05-26 22:29:50,920 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:59:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.1399, loss: 2.1399 +2025-05-26 22:30:34,232 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:58:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.2609, loss: 2.2609 +2025-05-26 22:31:17,544 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:57:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.1045, loss: 2.1045 +2025-05-26 22:32:01,161 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:56:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2249, loss: 2.2249 +2025-05-26 22:32:44,803 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:56:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.2491, loss: 2.2491 +2025-05-26 22:33:28,527 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:55:26, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1465, loss: 2.1465 +2025-05-26 22:34:12,158 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:54:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.1047, loss: 2.1047 +2025-05-26 22:34:55,617 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:53:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.2663, loss: 2.2663 +2025-05-26 22:35:39,077 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:53:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.1969, loss: 2.1969 +2025-05-26 22:35:42,346 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:44:57,241 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:44:57,307 - pyskl - INFO - +top1_acc 0.8584 +top5_acc 0.9794 +2025-05-26 22:44:57,310 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8584, top5_acc: 0.9794 +2025-05-26 22:46:01,563 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:52:45, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.0531, loss: 2.0531 +2025-05-26 22:46:44,551 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:52:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.1700, loss: 2.1700 +2025-05-26 22:47:27,553 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.1730, loss: 2.1730 +2025-05-26 22:48:10,617 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:50:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 2.2700, loss: 2.2700 +2025-05-26 22:48:53,704 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:49:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.1092, loss: 2.1092 +2025-05-26 22:49:36,738 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:49:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.2043, loss: 2.2043 +2025-05-26 22:50:19,853 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:48:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.1217, loss: 2.1217 +2025-05-26 22:51:02,936 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:47:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2035, loss: 2.2035 +2025-05-26 22:51:46,035 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:46:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.2339, loss: 2.2339 +2025-05-26 22:52:29,199 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:46:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 2.1677, loss: 2.1677 +2025-05-26 22:53:12,310 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:45:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.1780, loss: 2.1780 +2025-05-26 22:53:55,383 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.1895, loss: 2.1895 +2025-05-26 22:54:38,542 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:43:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.1098, loss: 2.1098 +2025-05-26 22:55:21,672 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:43:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.1884, loss: 2.1884 +2025-05-26 22:56:04,788 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:42:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.1224, loss: 2.1224 +2025-05-26 22:56:47,833 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:41:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.2649, loss: 2.2649 +2025-05-26 22:57:31,099 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:40:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.1301, loss: 2.1301 +2025-05-26 22:58:14,417 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:40:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.1849, loss: 2.1849 +2025-05-26 22:58:57,725 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.1717, loss: 2.1717 +2025-05-26 22:59:40,914 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:38:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.1176, loss: 2.1176 +2025-05-26 23:00:24,029 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:37:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2111, loss: 2.2111 +2025-05-26 23:01:07,158 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:37:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.1390, loss: 2.1390 +2025-05-26 23:01:50,204 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:36:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.1542, loss: 2.1542 +2025-05-26 23:02:33,140 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:35:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.2441, loss: 2.2441 +2025-05-26 23:03:16,154 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.0745, loss: 2.0745 +2025-05-26 23:03:19,208 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 23:04:35,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:04:35,582 - pyskl - INFO - +top1_acc 0.8518 +top5_acc 0.9795 +2025-05-26 23:04:35,585 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8518, top5_acc: 0.9795 +2025-05-26 23:05:39,421 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:34:26, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2261, loss: 2.2261 +2025-05-26 23:06:22,367 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:33:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9844, loss_cls: 2.1578, loss: 2.1578 +2025-05-26 23:07:05,381 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:32:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0784, loss: 2.0784 +2025-05-26 23:07:48,439 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:32:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.1237, loss: 2.1237 +2025-05-26 23:08:31,495 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:31:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.0430, loss: 2.0430 +2025-05-26 23:09:14,527 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:30:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1498, loss: 2.1498 +2025-05-26 23:09:57,705 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:29:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.0966, loss: 2.0966 +2025-05-26 23:10:40,839 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:29:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.1887, loss: 2.1887 +2025-05-26 23:11:24,004 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:28:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.0644, loss: 2.0644 +2025-05-26 23:12:07,023 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:27:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2414, loss: 2.2414 +2025-05-26 23:12:50,111 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:27:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.1506, loss: 2.1506 +2025-05-26 23:13:33,037 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:26:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.1809, loss: 2.1809 +2025-05-26 23:14:16,199 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:25:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.1470, loss: 2.1470 +2025-05-26 23:14:59,336 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:24:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.1955, loss: 2.1955 +2025-05-26 23:15:42,409 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:24:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.1505, loss: 2.1505 +2025-05-26 23:16:25,389 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:23:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.2764, loss: 2.2764 +2025-05-26 23:17:08,630 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:22:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.2756, loss: 2.2756 +2025-05-26 23:17:51,694 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:21:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.2408, loss: 2.2408 +2025-05-26 23:18:34,834 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:21:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.1677, loss: 2.1677 +2025-05-26 23:19:17,914 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:20:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.1743, loss: 2.1743 +2025-05-26 23:20:01,000 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:19:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.1864, loss: 2.1864 +2025-05-26 23:20:44,045 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1358, loss: 2.1358 +2025-05-26 23:21:27,053 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:18:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.0881, loss: 2.0881 +2025-05-26 23:22:09,974 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:17:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.2440, loss: 2.2440 +2025-05-26 23:22:52,995 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:16:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.1724, loss: 2.1724 +2025-05-26 23:22:55,982 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:24:12,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:24:12,420 - pyskl - INFO - +top1_acc 0.8446 +top5_acc 0.9772 +2025-05-26 23:24:12,422 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8446, top5_acc: 0.9772 +2025-05-26 23:25:16,221 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:16:06, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0902, loss: 2.0902 +2025-05-26 23:25:59,229 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:15:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.1989, loss: 2.1989 +2025-05-26 23:26:42,228 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:14:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1028, loss: 2.1028 +2025-05-26 23:27:25,176 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:13:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.1688, loss: 2.1688 +2025-05-26 23:28:08,247 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:13:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.1418, loss: 2.1418 +2025-05-26 23:28:51,240 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:12:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.1663, loss: 2.1663 +2025-05-26 23:29:34,248 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.0497, loss: 2.0497 +2025-05-26 23:30:17,237 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:10:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.2286, loss: 2.2286 +2025-05-26 23:31:00,318 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:10:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.2062, loss: 2.2062 +2025-05-26 23:31:43,402 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:09:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.1793, loss: 2.1793 +2025-05-26 23:32:26,543 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:08:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.0922, loss: 2.0922 +2025-05-26 23:33:09,542 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:07:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0400, loss: 2.0400 +2025-05-26 23:33:52,616 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:07:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.1243, loss: 2.1243 +2025-05-26 23:34:35,700 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:06:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.1779, loss: 2.1779 +2025-05-26 23:35:18,770 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 22:05:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1645, loss: 2.1645 +2025-05-26 23:36:02,085 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 22:04:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.1066, loss: 2.1066 +2025-05-26 23:36:45,393 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 22:04:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.2014, loss: 2.2014 +2025-05-26 23:37:28,543 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 22:03:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.1901, loss: 2.1901 +2025-05-26 23:38:11,650 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 22:02:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.0618, loss: 2.0618 +2025-05-26 23:38:54,653 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 22:01:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2205, loss: 2.2205 +2025-05-26 23:39:37,638 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 22:01:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.1473, loss: 2.1473 +2025-05-26 23:40:20,693 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 22:00:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.2461, loss: 2.2461 +2025-05-26 23:41:03,596 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:59:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.1475, loss: 2.1475 +2025-05-26 23:41:46,673 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:59:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 2.0883, loss: 2.0883 +2025-05-26 23:42:29,744 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:58:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.1529, loss: 2.1529 +2025-05-26 23:42:32,778 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:43:49,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:43:49,473 - pyskl - INFO - +top1_acc 0.8426 +top5_acc 0.9751 +2025-05-26 23:43:49,475 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8426, top5_acc: 0.9751 +2025-05-26 23:44:53,388 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:57:46, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9831, loss_cls: 2.2421, loss: 2.2421 +2025-05-26 23:45:36,459 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:57:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.0208, loss: 2.0208 +2025-05-26 23:46:19,526 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:56:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.0581, loss: 2.0581 +2025-05-26 23:47:02,682 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:55:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.0333, loss: 2.0333 +2025-05-26 23:47:45,865 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:54:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0403, loss: 2.0403 +2025-05-26 23:48:28,969 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:54:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0764, loss: 2.0764 +2025-05-26 23:49:12,090 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:53:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.0988, loss: 2.0988 +2025-05-26 23:49:55,134 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:52:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.2000, loss: 2.2000 +2025-05-26 23:50:38,213 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:51:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.2706, loss: 2.2706 +2025-05-26 23:51:21,313 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:51:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1330, loss: 2.1330 +2025-05-26 23:52:04,416 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:50:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0619, loss: 2.0619 +2025-05-26 23:52:47,422 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:49:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.1916, loss: 2.1916 +2025-05-26 23:53:30,531 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:48:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2023, loss: 2.2023 +2025-05-26 23:54:13,590 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:48:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.0508, loss: 2.0508 +2025-05-26 23:54:56,617 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:47:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.1610, loss: 2.1610 +2025-05-26 23:55:40,069 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:46:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.2735, loss: 2.2735 +2025-05-26 23:56:23,482 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:45:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.1934, loss: 2.1934 +2025-05-26 23:57:06,673 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:45:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.1750, loss: 2.1750 +2025-05-26 23:57:49,727 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:44:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.1001, loss: 2.1001 +2025-05-26 23:58:32,791 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:43:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.1072, loss: 2.1072 +2025-05-26 23:59:15,965 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:42:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2389, loss: 2.2389 +2025-05-26 23:59:59,117 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:42:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.1236, loss: 2.1236 +2025-05-27 00:00:42,224 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:41:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.1506, loss: 2.1506 +2025-05-27 00:01:25,313 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:40:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.1862, loss: 2.1862 +2025-05-27 00:02:08,405 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:39:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.1245, loss: 2.1245 +2025-05-27 00:02:11,442 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-27 00:03:28,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:03:28,167 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9774 +2025-05-27 00:03:28,221 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_61.pth was removed +2025-05-27 00:03:29,221 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-05-27 00:03:29,221 - pyskl - INFO - Best top1_acc is 0.8695 at 79 epoch. +2025-05-27 00:03:29,224 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8695, top5_acc: 0.9774 +2025-05-27 00:04:32,917 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:39:27, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.9486, loss: 1.9486 +2025-05-27 00:05:15,962 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:38:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.9724, loss: 1.9724 +2025-05-27 00:05:59,021 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:37:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.0739, loss: 2.0739 +2025-05-27 00:06:42,074 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:37:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1812, loss: 2.1812 +2025-05-27 00:07:25,166 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:36:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.0469, loss: 2.0469 +2025-05-27 00:08:08,289 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:35:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.0243, loss: 2.0243 +2025-05-27 00:08:51,417 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:35:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.0990, loss: 2.0990 +2025-05-27 00:09:34,537 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:34:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 2.1085, loss: 2.1085 +2025-05-27 00:10:17,731 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:33:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1129, loss: 2.1129 +2025-05-27 00:11:01,382 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:32:47, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.1310, loss: 2.1310 +2025-05-27 00:11:44,759 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:32:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.1540, loss: 2.1540 +2025-05-27 00:12:28,274 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:31:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.1394, loss: 2.1394 +2025-05-27 00:13:11,494 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:30:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.0579, loss: 2.0579 +2025-05-27 00:13:54,602 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:29:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.1201, loss: 2.1201 +2025-05-27 00:14:37,703 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:29:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.1633, loss: 2.1633 +2025-05-27 00:15:20,898 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:28:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1102, loss: 2.1102 +2025-05-27 00:16:04,057 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:27:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.1058, loss: 2.1058 +2025-05-27 00:16:47,214 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:26:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.1303, loss: 2.1303 +2025-05-27 00:17:30,266 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:26:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.1207, loss: 2.1207 +2025-05-27 00:18:13,355 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:25:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.1675, loss: 2.1675 +2025-05-27 00:18:56,368 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.0718, loss: 2.0718 +2025-05-27 00:19:39,330 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:23:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.1930, loss: 2.1930 +2025-05-27 00:20:22,337 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:23:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.2335, loss: 2.2335 +2025-05-27 00:21:05,386 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.0342, loss: 2.0342 +2025-05-27 00:21:48,461 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:21:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.1099, loss: 2.1099 +2025-05-27 00:21:51,517 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:31:07,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:31:07,178 - pyskl - INFO - +top1_acc 0.8532 +top5_acc 0.9795 +2025-05-27 00:31:07,181 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8532, top5_acc: 0.9795 +2025-05-27 00:32:11,167 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:21:09, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.9528, loss: 1.9528 +2025-05-27 00:32:54,185 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:20:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.0798, loss: 2.0798 +2025-05-27 00:33:37,201 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:19:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.1018, loss: 2.1018 +2025-05-27 00:34:20,229 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:18:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0279, loss: 2.0279 +2025-05-27 00:35:03,249 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:18:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.0806, loss: 2.0806 +2025-05-27 00:35:46,360 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:17:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.1300, loss: 2.1300 +2025-05-27 00:36:29,434 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:16:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.1259, loss: 2.1259 +2025-05-27 00:37:12,507 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:15:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.1916, loss: 2.1916 +2025-05-27 00:37:55,445 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:15:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.0754, loss: 2.0754 +2025-05-27 00:38:38,469 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:14:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.1221, loss: 2.1221 +2025-05-27 00:39:21,396 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:13:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.1009, loss: 2.1009 +2025-05-27 00:40:04,344 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.1406, loss: 2.1406 +2025-05-27 00:40:47,282 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:12:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.0293, loss: 2.0293 +2025-05-27 00:41:30,212 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:11:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.1858, loss: 2.1858 +2025-05-27 00:42:13,212 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:10:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.1558, loss: 2.1558 +2025-05-27 00:42:56,095 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:10:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0350, loss: 2.0350 +2025-05-27 00:43:39,142 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:09:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.0951, loss: 2.0951 +2025-05-27 00:44:22,087 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:08:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.0619, loss: 2.0619 +2025-05-27 00:45:05,085 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:07:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0703, loss: 2.0703 +2025-05-27 00:45:48,030 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:07:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.0631, loss: 2.0631 +2025-05-27 00:46:31,014 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:06:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.0682, loss: 2.0682 +2025-05-27 00:47:14,085 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 21:05:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1612, loss: 2.1612 +2025-05-27 00:47:57,142 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 21:04:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.1864, loss: 2.1864 +2025-05-27 00:48:40,105 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 21:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.0885, loss: 2.0885 +2025-05-27 00:49:23,148 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 21:03:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.1417, loss: 2.1417 +2025-05-27 00:49:26,193 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 00:50:42,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:50:42,749 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9805 +2025-05-27 00:50:42,752 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8529, top5_acc: 0.9805 +2025-05-27 00:51:47,040 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 21:02:48, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.0783, loss: 2.0783 +2025-05-27 00:52:30,026 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 21:02:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.0262, loss: 2.0262 +2025-05-27 00:53:13,072 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 21:01:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0123, loss: 2.0123 +2025-05-27 00:53:56,120 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 21:00:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.1440, loss: 2.1440 +2025-05-27 00:54:39,235 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.0286, loss: 2.0286 +2025-05-27 00:55:22,361 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:59:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.0792, loss: 2.0792 +2025-05-27 00:56:05,458 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:58:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.0438, loss: 2.0438 +2025-05-27 00:56:48,547 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.0277, loss: 2.0277 +2025-05-27 00:57:31,595 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:56:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.1298, loss: 2.1298 +2025-05-27 00:58:14,643 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.0340, loss: 2.0340 +2025-05-27 00:58:57,678 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:55:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.0468, loss: 2.0468 +2025-05-27 00:59:40,789 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:54:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0250, loss: 2.0250 +2025-05-27 01:00:23,929 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:53:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1219, loss: 2.1219 +2025-05-27 01:01:07,022 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.0574, loss: 2.0574 +2025-05-27 01:01:50,173 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:52:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.0914, loss: 2.0914 +2025-05-27 01:02:33,270 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:51:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.1352, loss: 2.1352 +2025-05-27 01:03:16,341 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:50:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.0451, loss: 2.0451 +2025-05-27 01:03:59,522 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:50:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0736, loss: 2.0736 +2025-05-27 01:04:42,777 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:49:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.0536, loss: 2.0536 +2025-05-27 01:05:26,130 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:48:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.0630, loss: 2.0630 +2025-05-27 01:06:09,361 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:47:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.0939, loss: 2.0939 +2025-05-27 01:06:52,538 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:47:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0418, loss: 2.0418 +2025-05-27 01:07:35,649 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:46:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.1174, loss: 2.1174 +2025-05-27 01:08:18,862 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:45:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.0817, loss: 2.0817 +2025-05-27 01:09:02,001 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:45:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.0404, loss: 2.0404 +2025-05-27 01:09:05,138 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 01:10:21,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:10:22,056 - pyskl - INFO - +top1_acc 0.8515 +top5_acc 0.9739 +2025-05-27 01:10:22,059 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8515, top5_acc: 0.9739 +2025-05-27 01:11:26,396 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:44:30, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.9844, loss: 1.9844 +2025-05-27 01:12:09,457 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:43:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.0079, loss: 2.0079 +2025-05-27 01:12:52,522 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:43:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0456, loss: 2.0456 +2025-05-27 01:13:35,543 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:42:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9228, loss: 1.9228 +2025-05-27 01:14:18,628 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:41:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.9995, loss: 1.9995 +2025-05-27 01:15:01,725 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:40:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.1318, loss: 2.1318 +2025-05-27 01:15:44,751 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:40:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 1.9683, loss: 1.9683 +2025-05-27 01:16:27,852 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:39:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0041, loss: 2.0041 +2025-05-27 01:17:10,989 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:38:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.0065, loss: 2.0065 +2025-05-27 01:17:54,059 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:37:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.0445, loss: 2.0445 +2025-05-27 01:18:37,097 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.0717, loss: 2.0717 +2025-05-27 01:19:20,117 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:36:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.0995, loss: 2.0995 +2025-05-27 01:20:03,178 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:35:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.0574, loss: 2.0574 +2025-05-27 01:20:46,308 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.1447, loss: 2.1447 +2025-05-27 01:21:29,531 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:34:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.0973, loss: 2.0973 +2025-05-27 01:22:12,721 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:33:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.1025, loss: 2.1025 +2025-05-27 01:22:55,934 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:32:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.0742, loss: 2.0742 +2025-05-27 01:23:39,102 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:31:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.0432, loss: 2.0432 +2025-05-27 01:24:22,214 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:31:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.0176, loss: 2.0176 +2025-05-27 01:25:05,313 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:30:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.1064, loss: 2.1064 +2025-05-27 01:25:48,430 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:29:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.1219, loss: 2.1219 +2025-05-27 01:26:31,433 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:28:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.1088, loss: 2.1088 +2025-05-27 01:27:14,441 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:28:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 01:27:57,513 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:27:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.0502, loss: 2.0502 +2025-05-27 01:28:40,541 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:26:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.1260, loss: 2.1260 +2025-05-27 01:28:43,624 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:30:00,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:30:00,282 - pyskl - INFO - +top1_acc 0.8629 +top5_acc 0.9782 +2025-05-27 01:30:00,285 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8629, top5_acc: 0.9782 +2025-05-27 01:31:04,444 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:26:11, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 1.9889, loss: 1.9889 +2025-05-27 01:31:47,430 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:25:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.8513, loss: 1.8513 +2025-05-27 01:32:30,453 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:24:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.1082, loss: 2.1082 +2025-05-27 01:33:13,661 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:23:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.0703, loss: 2.0703 +2025-05-27 01:33:57,092 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:23:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.0365, loss: 2.0365 +2025-05-27 01:34:40,319 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:22:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.0495, loss: 2.0495 +2025-05-27 01:35:23,383 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:21:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.1139, loss: 2.1139 +2025-05-27 01:36:06,429 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:21:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.0245, loss: 2.0245 +2025-05-27 01:36:49,498 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:20:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.9585, loss: 1.9585 +2025-05-27 01:37:32,573 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:19:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.0254, loss: 2.0254 +2025-05-27 01:38:15,543 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:18:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 1.9802, loss: 1.9802 +2025-05-27 01:38:58,560 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:18:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.0783, loss: 2.0783 +2025-05-27 01:39:41,563 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:17:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.0612, loss: 2.0612 +2025-05-27 01:40:24,505 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:16:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.9148, loss: 1.9148 +2025-05-27 01:41:07,478 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:15:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 2.0042, loss: 2.0042 +2025-05-27 01:41:50,530 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:15:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 1.9975, loss: 1.9975 +2025-05-27 01:42:33,774 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:14:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.9805, loss: 1.9805 +2025-05-27 01:43:17,002 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:13:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.0803, loss: 2.0803 +2025-05-27 01:44:00,275 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:12:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.0949, loss: 2.0949 +2025-05-27 01:44:43,371 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:12:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1076, loss: 2.1076 +2025-05-27 01:45:26,360 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:11:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.1032, loss: 2.1032 +2025-05-27 01:46:09,431 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:10:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.1790, loss: 2.1790 +2025-05-27 01:46:52,465 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:09:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.1147, loss: 2.1147 +2025-05-27 01:47:35,619 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:09:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.0377, loss: 2.0377 +2025-05-27 01:48:18,574 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:08:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.1047, loss: 2.1047 +2025-05-27 01:48:21,651 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 01:49:38,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:49:38,394 - pyskl - INFO - +top1_acc 0.8509 +top5_acc 0.9776 +2025-05-27 01:49:38,396 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8509, top5_acc: 0.9776 +2025-05-27 01:50:42,266 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:07:51, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.9790, loss: 1.9790 +2025-05-27 01:51:25,284 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:07:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.0002, loss: 2.0002 +2025-05-27 01:52:08,289 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:06:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.0594, loss: 2.0594 +2025-05-27 01:52:51,422 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 20:05:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.9039, loss: 1.9039 +2025-05-27 01:53:34,490 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 20:04:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 1.8913, loss: 1.8913 +2025-05-27 01:54:17,450 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 20:04:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.9783, loss: 1.9783 +2025-05-27 01:55:00,492 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 20:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.0042, loss: 2.0042 +2025-05-27 01:55:43,918 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 20:02:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.0952, loss: 2.0952 +2025-05-27 01:56:27,278 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 20:01:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.1078, loss: 2.1078 +2025-05-27 01:57:10,629 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 20:01:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.1108, loss: 2.1108 +2025-05-27 01:57:53,993 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 20:00:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.1807, loss: 2.1807 +2025-05-27 01:58:37,302 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.1793, loss: 2.1793 +2025-05-27 01:59:20,599 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.9832, loss: 1.9832 +2025-05-27 02:00:03,903 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:58:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9750, loss: 1.9750 +2025-05-27 02:00:47,282 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:57:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0311, loss: 2.0311 +2025-05-27 02:01:30,896 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:56:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.9823, loss: 1.9823 +2025-05-27 02:02:14,552 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:56:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.1443, loss: 2.1443 +2025-05-27 02:02:57,843 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:55:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.1091, loss: 2.1091 +2025-05-27 02:03:41,029 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.0405, loss: 2.0405 +2025-05-27 02:04:24,065 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:53:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.0496, loss: 2.0496 +2025-05-27 02:05:07,056 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:53:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.1315, loss: 2.1315 +2025-05-27 02:05:50,020 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:52:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.0598, loss: 2.0598 +2025-05-27 02:06:33,053 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:51:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.1103, loss: 2.1103 +2025-05-27 02:07:16,020 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:50:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.0595, loss: 2.0595 +2025-05-27 02:07:58,991 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:50:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.0385, loss: 2.0385 +2025-05-27 02:08:02,109 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:17:01,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:17:01,655 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9792 +2025-05-27 02:17:01,657 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8547, top5_acc: 0.9792 +2025-05-27 02:18:05,873 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:49:34, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.9956, loss: 1.9956 +2025-05-27 02:18:48,902 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0020, loss: 2.0020 +2025-05-27 02:19:32,045 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:48:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9956, loss: 1.9956 +2025-05-27 02:20:15,090 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:47:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9219, loss: 1.9219 +2025-05-27 02:20:58,190 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:46:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9378, loss: 1.9378 +2025-05-27 02:21:41,318 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:45:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 1.9674, loss: 1.9674 +2025-05-27 02:22:24,433 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:45:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0672, loss: 2.0672 +2025-05-27 02:23:07,536 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:44:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.9904, loss: 1.9904 +2025-05-27 02:23:50,537 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:43:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.0498, loss: 2.0498 +2025-05-27 02:24:33,476 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:42:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 02:25:16,453 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:42:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.1360, loss: 2.1360 +2025-05-27 02:25:59,435 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:41:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 1.9658, loss: 1.9658 +2025-05-27 02:26:42,444 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:40:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.9738, loss: 1.9738 +2025-05-27 02:27:25,422 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:39:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.0226, loss: 2.0226 +2025-05-27 02:28:08,427 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:39:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9188, loss: 1.9188 +2025-05-27 02:28:51,522 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.8947, loss: 1.8947 +2025-05-27 02:29:34,869 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:37:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.0169, loss: 2.0169 +2025-05-27 02:30:17,949 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:36:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.9463, loss: 1.9463 +2025-05-27 02:31:00,976 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:36:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.0582, loss: 2.0582 +2025-05-27 02:31:44,049 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:35:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.0130, loss: 2.0130 +2025-05-27 02:32:27,138 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:34:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.0645, loss: 2.0645 +2025-05-27 02:33:10,159 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 1.9380, loss: 1.9380 +2025-05-27 02:33:53,165 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:33:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.0016, loss: 2.0016 +2025-05-27 02:34:36,266 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:32:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.1025, loss: 2.1025 +2025-05-27 02:35:19,416 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:31:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.0796, loss: 2.0796 +2025-05-27 02:35:22,489 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:36:39,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:36:39,176 - pyskl - INFO - +top1_acc 0.8501 +top5_acc 0.9788 +2025-05-27 02:36:39,179 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8501, top5_acc: 0.9788 +2025-05-27 02:37:43,513 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:31:15, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.9506, loss: 1.9506 +2025-05-27 02:38:26,577 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:30:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 1.9434, loss: 1.9434 +2025-05-27 02:39:09,722 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:29:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.9144, loss: 1.9144 +2025-05-27 02:39:52,865 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:29:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 1.9220, loss: 1.9220 +2025-05-27 02:40:35,977 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:28:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9759, loss: 1.9759 +2025-05-27 02:41:19,016 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:27:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 2.0157, loss: 2.0157 +2025-05-27 02:42:02,145 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:26:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.9314, loss: 1.9314 +2025-05-27 02:42:45,323 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:26:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9883, loss: 1.9883 +2025-05-27 02:43:28,432 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:25:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 1.9293, loss: 1.9293 +2025-05-27 02:44:11,627 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:24:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 2.0195, loss: 2.0195 +2025-05-27 02:44:54,609 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:23:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0835, loss: 2.0835 +2025-05-27 02:45:37,637 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:23:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.0200, loss: 2.0200 +2025-05-27 02:46:20,817 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:22:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9485, loss: 1.9485 +2025-05-27 02:47:03,945 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:21:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.0405, loss: 2.0405 +2025-05-27 02:47:47,064 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:20:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.8689, loss: 1.8689 +2025-05-27 02:48:30,367 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:20:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 1.9158, loss: 1.9158 +2025-05-27 02:49:13,551 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.1106, loss: 2.1106 +2025-05-27 02:49:56,594 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:18:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.0911, loss: 2.0911 +2025-05-27 02:50:39,670 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:17:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.9986, loss: 1.9986 +2025-05-27 02:51:22,686 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:17:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0094, loss: 2.0094 +2025-05-27 02:52:05,714 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:16:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.0868, loss: 2.0868 +2025-05-27 02:52:48,745 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:15:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0823, loss: 2.0823 +2025-05-27 02:53:31,736 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:14:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.0071, loss: 2.0071 +2025-05-27 02:54:14,834 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:14:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.1120, loss: 2.1120 +2025-05-27 02:54:57,989 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:13:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.0996, loss: 2.0996 +2025-05-27 02:55:01,148 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 02:56:17,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:56:17,861 - pyskl - INFO - +top1_acc 0.8583 +top5_acc 0.9828 +2025-05-27 02:56:17,864 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8583, top5_acc: 0.9828 +2025-05-27 02:57:22,388 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:12:56, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.9378, loss: 1.9378 +2025-05-27 02:58:05,461 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:12:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9511, loss: 1.9511 +2025-05-27 02:58:48,521 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:11:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.8956, loss: 1.8956 +2025-05-27 02:59:31,554 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:10:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.9004, loss: 1.9004 +2025-05-27 03:00:14,630 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:09:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9415, loss: 1.9415 +2025-05-27 03:00:57,747 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:09:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.9650, loss: 1.9650 +2025-05-27 03:01:40,811 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:08:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.0051, loss: 2.0051 +2025-05-27 03:02:23,994 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:07:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.8818, loss: 1.8818 +2025-05-27 03:03:07,022 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:07:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.9814, loss: 1.9814 +2025-05-27 03:03:50,115 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:06:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.9850, loss: 1.9850 +2025-05-27 03:04:33,092 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 19:05:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.9084, loss: 1.9084 +2025-05-27 03:05:16,133 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 19:04:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.0117, loss: 2.0117 +2025-05-27 03:05:59,162 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 19:04:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.9723, loss: 1.9723 +2025-05-27 03:06:42,230 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 19:03:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.0353, loss: 2.0353 +2025-05-27 03:07:25,161 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 19:02:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.9922, loss: 1.9922 +2025-05-27 03:08:08,348 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 19:01:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8963, loss: 1.8963 +2025-05-27 03:08:51,512 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 19:01:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 1.9672, loss: 1.9672 +2025-05-27 03:09:34,715 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 19:00:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.9744, loss: 1.9744 +2025-05-27 03:10:17,890 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:59:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.9964, loss: 1.9964 +2025-05-27 03:11:00,940 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:58:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.9436, loss: 1.9436 +2025-05-27 03:11:43,930 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:58:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9894, loss_cls: 1.9189, loss: 1.9189 +2025-05-27 03:12:26,995 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:57:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.9774, loss: 1.9774 +2025-05-27 03:13:10,041 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:56:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.8777, loss: 1.8777 +2025-05-27 03:13:53,113 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:55:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.0552, loss: 2.0552 +2025-05-27 03:14:36,156 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:55:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0054, loss: 2.0054 +2025-05-27 03:14:39,273 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 03:15:55,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:15:56,048 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9791 +2025-05-27 03:15:56,051 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8635, top5_acc: 0.9791 +2025-05-27 03:17:00,173 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:54:37, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.9499, loss: 1.9499 +2025-05-27 03:17:43,127 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:53:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.0046, loss: 2.0046 +2025-05-27 03:18:26,280 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:53:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.8838, loss: 1.8838 +2025-05-27 03:19:09,380 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:52:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 03:19:52,420 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:51:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.9747, loss: 1.9747 +2025-05-27 03:20:35,545 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:50:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0284, loss: 2.0284 +2025-05-27 03:21:18,737 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:50:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0217, loss: 2.0217 +2025-05-27 03:22:01,906 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:49:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.0589, loss: 2.0589 +2025-05-27 03:22:45,066 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:48:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9900, loss_cls: 1.9371, loss: 1.9371 +2025-05-27 03:23:28,198 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:47:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.0301, loss: 2.0301 +2025-05-27 03:24:11,300 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:47:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 1.9980, loss: 1.9980 +2025-05-27 03:24:54,419 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:46:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.8563, loss: 1.8563 +2025-05-27 03:25:37,570 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:45:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9490, loss: 1.9490 +2025-05-27 03:26:20,743 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:45:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.0053, loss: 2.0053 +2025-05-27 03:27:03,896 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.8832, loss: 1.8832 +2025-05-27 03:27:47,105 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:43:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.0182, loss: 2.0182 +2025-05-27 03:28:30,267 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:42:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 1.9829, loss: 1.9829 +2025-05-27 03:29:13,466 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:42:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.9232, loss: 1.9232 +2025-05-27 03:29:56,850 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:41:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 1.9997, loss: 1.9997 +2025-05-27 03:30:39,978 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:40:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 1.9259, loss: 1.9259 +2025-05-27 03:31:23,120 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:39:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.0157, loss: 2.0157 +2025-05-27 03:32:06,200 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:39:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 1.9335, loss: 1.9335 +2025-05-27 03:32:49,198 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:38:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9010, loss: 1.9010 +2025-05-27 03:33:32,233 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:37:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 1.9203, loss: 1.9203 +2025-05-27 03:34:15,205 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:36:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.9194, loss: 1.9194 +2025-05-27 03:34:18,257 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:35:35,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:35:35,267 - pyskl - INFO - +top1_acc 0.8703 +top5_acc 0.9819 +2025-05-27 03:35:35,320 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_79.pth was removed +2025-05-27 03:35:36,309 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-05-27 03:35:36,310 - pyskl - INFO - Best top1_acc is 0.8703 at 89 epoch. +2025-05-27 03:35:36,312 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8703, top5_acc: 0.9819 +2025-05-27 03:36:40,334 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:36:18, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8265, loss: 1.8265 +2025-05-27 03:37:23,400 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:35:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.9136, loss: 1.9136 +2025-05-27 03:38:06,398 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:34:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 1.8303, loss: 1.8303 +2025-05-27 03:38:49,395 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:34:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.9190, loss: 1.9190 +2025-05-27 03:39:32,462 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:33:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.0052, loss: 2.0052 +2025-05-27 03:40:15,583 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:32:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 1.9691, loss: 1.9691 +2025-05-27 03:40:58,594 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:31:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9036, loss: 1.9036 +2025-05-27 03:41:41,602 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:31:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.0642, loss: 2.0642 +2025-05-27 03:42:24,670 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:30:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.8623, loss: 1.8623 +2025-05-27 03:43:07,634 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:29:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 1.9609, loss: 1.9609 +2025-05-27 03:43:50,728 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:28:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.0142, loss: 2.0142 +2025-05-27 03:44:33,910 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:28:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 1.9739, loss: 1.9739 +2025-05-27 03:45:17,083 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:27:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.0043, loss: 2.0043 +2025-05-27 03:46:00,225 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:26:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.9396, loss: 1.9396 +2025-05-27 03:46:43,343 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:25:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.8597, loss: 1.8597 +2025-05-27 03:47:26,522 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:25:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 1.9880, loss: 1.9880 +2025-05-27 03:48:09,711 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:24:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.8561, loss: 1.8561 +2025-05-27 03:48:52,933 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:23:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.9937, loss: 1.9937 +2025-05-27 03:49:36,035 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:23:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.9796, loss: 1.9796 +2025-05-27 03:50:19,154 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:22:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 1.8512, loss: 1.8512 +2025-05-27 03:51:02,136 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:21:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 1.9440, loss: 1.9440 +2025-05-27 03:51:45,126 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:20:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9045, loss: 1.9045 +2025-05-27 03:52:28,138 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:20:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.9756, loss: 1.9756 +2025-05-27 03:53:11,425 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:19:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.0583, loss: 2.0583 +2025-05-27 03:53:54,379 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:18:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.9125, loss: 1.9125 +2025-05-27 03:53:57,454 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 04:02:47,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:02:47,970 - pyskl - INFO - +top1_acc 0.8629 +top5_acc 0.9800 +2025-05-27 04:02:47,972 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8629, top5_acc: 0.9800 +2025-05-27 04:03:52,059 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:17:59, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.8770, loss: 1.8770 +2025-05-27 04:04:35,079 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.8975, loss: 1.8975 +2025-05-27 04:05:18,115 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:16:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8269, loss: 1.8269 +2025-05-27 04:06:01,063 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:15:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8238, loss: 1.8238 +2025-05-27 04:06:44,034 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:15:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 1.8760, loss: 1.8760 +2025-05-27 04:07:27,179 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:14:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 1.9251, loss: 1.9251 +2025-05-27 04:08:10,333 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:13:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.9217, loss: 1.9217 +2025-05-27 04:08:53,513 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:12:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.9851, loss: 1.9851 +2025-05-27 04:09:36,722 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:12:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 1.9600, loss: 1.9600 +2025-05-27 04:10:19,804 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:11:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.9317, loss: 1.9317 +2025-05-27 04:11:02,857 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:10:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.9349, loss: 1.9349 +2025-05-27 04:11:45,887 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:09:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 1.9075, loss: 1.9075 +2025-05-27 04:12:29,047 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:09:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.9064, loss: 1.9064 +2025-05-27 04:13:12,134 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:08:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.9583, loss: 1.9583 +2025-05-27 04:13:55,253 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:07:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.9741, loss: 1.9741 +2025-05-27 04:14:38,742 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:06:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.9372, loss: 1.9372 +2025-05-27 04:15:22,024 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:06:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9447, loss: 1.9447 +2025-05-27 04:16:05,366 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:05:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.9334, loss: 1.9334 +2025-05-27 04:16:48,443 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 18:04:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 1.9868, loss: 1.9868 +2025-05-27 04:17:31,548 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 18:03:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.9118, loss: 1.9118 +2025-05-27 04:18:14,703 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 18:03:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 1.8280, loss: 1.8280 +2025-05-27 04:18:57,724 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 18:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 1.8924, loss: 1.8924 +2025-05-27 04:19:40,702 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 18:01:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.9407, loss: 1.9407 +2025-05-27 04:20:23,701 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 18:01:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.9360, loss: 1.9360 +2025-05-27 04:21:06,774 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 18:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.8884, loss: 1.8884 +2025-05-27 04:21:09,902 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:22:26,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:22:26,581 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9794 +2025-05-27 04:22:26,634 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_89.pth was removed +2025-05-27 04:22:27,628 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-05-27 04:22:27,629 - pyskl - INFO - Best top1_acc is 0.8733 at 91 epoch. +2025-05-27 04:22:27,631 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8733, top5_acc: 0.9794 +2025-05-27 04:23:31,740 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:59:41, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.8505, loss: 1.8505 +2025-05-27 04:24:14,859 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:58:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 1.8067, loss: 1.8067 +2025-05-27 04:24:58,012 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:58:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 1.9068, loss: 1.9068 +2025-05-27 04:25:41,094 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 04:26:24,223 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:56:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 1.8521, loss: 1.8521 +2025-05-27 04:27:07,303 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:55:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.8524, loss: 1.8524 +2025-05-27 04:27:50,475 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:55:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.8818, loss: 1.8818 +2025-05-27 04:28:33,494 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:54:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.9082, loss: 1.9082 +2025-05-27 04:29:16,460 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:53:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.8759, loss: 1.8759 +2025-05-27 04:29:59,474 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:53:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.8032, loss: 1.8032 +2025-05-27 04:30:42,496 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:52:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 1.9169, loss: 1.9169 +2025-05-27 04:31:25,490 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:51:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8995, loss: 1.8995 +2025-05-27 04:32:08,531 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:50:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.8950, loss: 1.8950 +2025-05-27 04:32:51,527 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:50:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.0197, loss: 2.0197 +2025-05-27 04:33:34,590 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:49:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.0392, loss: 2.0392 +2025-05-27 04:34:17,862 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:48:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.9722, loss: 1.9722 +2025-05-27 04:35:01,338 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:47:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9803, loss: 1.9803 +2025-05-27 04:35:44,359 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:47:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.9460, loss: 1.9460 +2025-05-27 04:36:27,159 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:46:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0240, loss: 2.0240 +2025-05-27 04:37:10,158 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:45:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 1.9714, loss: 1.9714 +2025-05-27 04:37:53,140 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:44:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.0244, loss: 2.0244 +2025-05-27 04:38:36,139 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 1.9457, loss: 1.9457 +2025-05-27 04:39:19,131 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:43:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.8914, loss: 1.8914 +2025-05-27 04:40:02,081 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:42:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.9988, loss: 1.9988 +2025-05-27 04:40:45,054 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.8840, loss: 1.8840 +2025-05-27 04:40:48,137 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:42:04,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:42:04,919 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9822 +2025-05-27 04:42:04,922 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8726, top5_acc: 0.9822 +2025-05-27 04:43:09,088 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:41:21, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8053, loss: 1.8053 +2025-05-27 04:43:52,159 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:40:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.8083, loss: 1.8083 +2025-05-27 04:44:35,234 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:39:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7913, loss: 1.7913 +2025-05-27 04:45:18,312 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.9263, loss: 1.9263 +2025-05-27 04:46:01,453 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:38:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 04:46:44,452 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:37:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 04:47:27,594 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:36:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.8685, loss: 1.8685 +2025-05-27 04:48:10,716 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:36:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9981, loss_cls: 1.8324, loss: 1.8324 +2025-05-27 04:48:53,789 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:35:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.8169, loss: 1.8169 +2025-05-27 04:49:36,905 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:34:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9003, loss: 1.9003 +2025-05-27 04:50:19,985 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:33:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.8135, loss: 1.8135 +2025-05-27 04:51:03,028 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:33:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 1.8912, loss: 1.8912 +2025-05-27 04:51:46,045 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:32:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.9190, loss: 1.9190 +2025-05-27 04:52:29,081 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:31:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.9373, loss: 1.9373 +2025-05-27 04:53:12,156 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:31:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.9006, loss: 1.9006 +2025-05-27 04:53:55,289 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:30:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.9079, loss: 1.9079 +2025-05-27 04:54:38,414 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:29:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 1.9205, loss: 1.9205 +2025-05-27 04:55:21,514 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:28:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 1.8976, loss: 1.8976 +2025-05-27 04:56:04,688 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:28:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 1.8905, loss: 1.8905 +2025-05-27 04:56:47,825 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:27:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 1.9072, loss: 1.9072 +2025-05-27 04:57:31,006 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:26:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9339, loss: 1.9339 +2025-05-27 04:58:14,134 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:25:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8467, loss: 1.8467 +2025-05-27 04:58:57,130 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:25:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 1.8254, loss: 1.8254 +2025-05-27 04:59:40,209 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:24:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.8750, loss: 1.8750 +2025-05-27 05:00:23,266 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:23:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.8339, loss: 1.8339 +2025-05-27 05:00:26,368 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 05:01:42,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:01:42,958 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9806 +2025-05-27 05:01:43,010 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_91.pth was removed +2025-05-27 05:01:44,015 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-05-27 05:01:44,016 - pyskl - INFO - Best top1_acc is 0.8758 at 93 epoch. +2025-05-27 05:01:44,018 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8758, top5_acc: 0.9806 +2025-05-27 05:02:48,294 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:23:02, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8111, loss: 1.8111 +2025-05-27 05:03:31,269 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:22:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8098, loss: 1.8098 +2025-05-27 05:04:14,240 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:21:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7734, loss: 1.7734 +2025-05-27 05:04:57,280 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:20:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.8718, loss: 1.8718 +2025-05-27 05:05:40,376 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:20:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7420, loss: 1.7420 +2025-05-27 05:06:23,554 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:19:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.9731, loss: 1.9731 +2025-05-27 05:07:06,643 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:18:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8833, loss: 1.8833 +2025-05-27 05:07:49,522 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:17:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8295, loss: 1.8295 +2025-05-27 05:08:32,502 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:17:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.8664, loss: 1.8664 +2025-05-27 05:09:15,509 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:16:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 1.8796, loss: 1.8796 +2025-05-27 05:09:58,530 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:15:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.8165, loss: 1.8165 +2025-05-27 05:10:41,498 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:14:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9073, loss: 1.9073 +2025-05-27 05:11:24,614 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:14:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.8825, loss: 1.8825 +2025-05-27 05:12:07,650 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:13:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.8661, loss: 1.8661 +2025-05-27 05:12:50,761 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.9120, loss: 1.9120 +2025-05-27 05:13:34,026 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:11:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.0122, loss: 2.0122 +2025-05-27 05:14:17,195 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:11:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.8977, loss: 1.8977 +2025-05-27 05:15:00,182 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:10:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 1.8931, loss: 1.8931 +2025-05-27 05:15:43,410 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 1.7690, loss: 1.7690 +2025-05-27 05:16:26,781 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:09:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.8692, loss: 1.8692 +2025-05-27 05:17:09,843 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:08:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8579, loss: 1.8579 +2025-05-27 05:17:52,797 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:07:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.8835, loss: 1.8835 +2025-05-27 05:18:35,794 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:06:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.9166, loss: 1.9166 +2025-05-27 05:19:18,739 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:06:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8170, loss: 1.8170 +2025-05-27 05:20:01,762 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:05:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.8771, loss: 1.8771 +2025-05-27 05:20:04,850 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:21:21,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:21:21,699 - pyskl - INFO - +top1_acc 0.8552 +top5_acc 0.9796 +2025-05-27 05:21:21,701 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8552, top5_acc: 0.9796 +2025-05-27 05:22:25,722 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 17:04:43, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.8236, loss: 1.8236 +2025-05-27 05:23:08,729 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 17:03:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.9181, loss: 1.9181 +2025-05-27 05:23:51,780 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 17:03:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.7926, loss: 1.7926 +2025-05-27 05:24:34,880 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 17:02:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.7637, loss: 1.7637 +2025-05-27 05:25:17,953 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 17:01:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8505, loss: 1.8505 +2025-05-27 05:26:01,062 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 17:01:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9912, loss_cls: 1.8003, loss: 1.8003 +2025-05-27 05:26:44,116 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 17:00:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.8641, loss: 1.8641 +2025-05-27 05:27:27,096 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:59:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.8118, loss: 1.8118 +2025-05-27 05:28:10,105 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:58:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.7936, loss: 1.7936 +2025-05-27 05:28:53,142 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:58:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 1.9135, loss: 1.9135 +2025-05-27 05:29:36,171 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:57:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 1.8080, loss: 1.8080 +2025-05-27 05:30:19,216 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:56:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8153, loss: 1.8153 +2025-05-27 05:31:02,311 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.8755, loss: 1.8755 +2025-05-27 05:31:45,348 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:55:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9505, loss: 1.9505 +2025-05-27 05:32:28,474 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:54:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.9372, loss: 1.9372 +2025-05-27 05:33:11,686 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:53:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 1.8660, loss: 1.8660 +2025-05-27 05:33:54,942 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:52:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.8943, loss: 1.8943 +2025-05-27 05:34:38,098 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:52:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.8736, loss: 1.8736 +2025-05-27 05:35:21,118 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:51:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.8953, loss: 1.8953 +2025-05-27 05:36:04,146 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:50:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.8406, loss: 1.8406 +2025-05-27 05:36:47,088 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:49:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 1.8256, loss: 1.8256 +2025-05-27 05:37:30,088 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:49:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.8931, loss: 1.8931 +2025-05-27 05:38:13,089 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:48:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8215, loss: 1.8215 +2025-05-27 05:38:56,043 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:47:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8328, loss: 1.8328 +2025-05-27 05:39:39,035 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:47:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.7842, loss: 1.7842 +2025-05-27 05:39:42,129 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 05:48:43,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:48:44,059 - pyskl - INFO - +top1_acc 0.8778 +top5_acc 0.9825 +2025-05-27 05:48:44,111 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_93.pth was removed +2025-05-27 05:48:45,102 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-05-27 05:48:45,103 - pyskl - INFO - Best top1_acc is 0.8778 at 95 epoch. +2025-05-27 05:48:45,105 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8778, top5_acc: 0.9825 +2025-05-27 05:49:49,411 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:46:23, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.8285, loss: 1.8285 +2025-05-27 05:50:32,433 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:45:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.7967, loss: 1.7967 +2025-05-27 05:51:15,437 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:44:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.7557, loss: 1.7557 +2025-05-27 05:51:58,477 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.7647, loss: 1.7647 +2025-05-27 05:52:41,503 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 1.7687, loss: 1.7687 +2025-05-27 05:53:24,750 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:42:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.7569, loss: 1.7569 +2025-05-27 05:54:07,953 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:41:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.7701, loss: 1.7701 +2025-05-27 05:54:50,976 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 1.7424, loss: 1.7424 +2025-05-27 05:55:34,005 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.8938, loss: 1.8938 +2025-05-27 05:56:17,013 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:39:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7340, loss: 1.7340 +2025-05-27 05:56:59,962 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:39:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.7621, loss: 1.7621 +2025-05-27 05:57:42,917 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:38:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.7638, loss: 1.7638 +2025-05-27 05:58:25,827 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:37:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 1.8483, loss: 1.8483 +2025-05-27 05:59:08,813 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:36:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.7294, loss: 1.7294 +2025-05-27 05:59:51,936 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:36:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7672, loss: 1.7672 +2025-05-27 06:00:35,049 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:35:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.8671, loss: 1.8671 +2025-05-27 06:01:18,197 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:34:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.7597, loss: 1.7597 +2025-05-27 06:02:01,250 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:33:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.8434, loss: 1.8434 +2025-05-27 06:02:44,216 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:33:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8146, loss: 1.8146 +2025-05-27 06:03:27,189 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:32:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.7563, loss: 1.7563 +2025-05-27 06:04:10,272 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:31:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 1.7871, loss: 1.7871 +2025-05-27 06:04:53,282 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:30:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.8422, loss: 1.8422 +2025-05-27 06:05:36,332 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:30:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.9300, loss: 1.9300 +2025-05-27 06:06:19,360 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:29:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 1.8768, loss: 1.8768 +2025-05-27 06:07:02,392 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:28:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.9078, loss: 1.9078 +2025-05-27 06:07:05,470 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 06:08:22,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:08:22,191 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9812 +2025-05-27 06:08:22,193 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8652, top5_acc: 0.9812 +2025-05-27 06:09:26,765 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:28:04, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.8282, loss: 1.8282 +2025-05-27 06:10:09,819 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:27:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9919, loss_cls: 1.7649, loss: 1.7649 +2025-05-27 06:10:52,950 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:26:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.7723, loss: 1.7723 +2025-05-27 06:11:35,953 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:25:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7510, loss: 1.7510 +2025-05-27 06:12:19,103 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:25:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.7977, loss: 1.7977 +2025-05-27 06:13:02,301 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:24:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 1.7700, loss: 1.7700 +2025-05-27 06:13:45,311 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:23:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8040, loss: 1.8040 +2025-05-27 06:14:28,480 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:22:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.7920, loss: 1.7920 +2025-05-27 06:15:11,633 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:22:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.8021, loss: 1.8021 +2025-05-27 06:15:54,768 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:21:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.8349, loss: 1.8349 +2025-05-27 06:16:38,005 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:20:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.6789, loss: 1.6789 +2025-05-27 06:17:21,240 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:19:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8095, loss: 1.8095 +2025-05-27 06:18:04,441 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:19:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.7796, loss: 1.7796 +2025-05-27 06:18:47,642 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:18:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.7731, loss: 1.7731 +2025-05-27 06:19:30,998 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:17:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.8644, loss: 1.8644 +2025-05-27 06:20:14,133 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:17:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 1.8132, loss: 1.8132 +2025-05-27 06:20:57,423 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:16:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.8578, loss: 1.8578 +2025-05-27 06:21:40,577 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:15:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.8055, loss: 1.8055 +2025-05-27 06:22:23,663 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 1.8495, loss: 1.8495 +2025-05-27 06:23:06,746 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.7536, loss: 1.7536 +2025-05-27 06:23:49,760 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:13:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 1.7399, loss: 1.7399 +2025-05-27 06:24:32,823 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:12:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 1.8777, loss: 1.8777 +2025-05-27 06:25:15,839 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:11:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.7811, loss: 1.7811 +2025-05-27 06:25:58,809 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:11:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.7625, loss: 1.7625 +2025-05-27 06:26:41,844 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:10:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 1.8331, loss: 1.8331 +2025-05-27 06:26:44,922 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:28:01,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:28:01,682 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9811 +2025-05-27 06:28:01,684 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8731, top5_acc: 0.9811 +2025-05-27 06:29:06,459 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:09:46, time: 0.648, data_time: 0.217, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.8006, loss: 1.8006 +2025-05-27 06:29:49,526 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:09:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.7840, loss: 1.7840 +2025-05-27 06:30:32,528 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.7482, loss: 1.7482 +2025-05-27 06:31:15,726 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:07:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.8019, loss: 1.8019 +2025-05-27 06:31:58,967 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:06:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9894, loss_cls: 1.7792, loss: 1.7792 +2025-05-27 06:32:42,027 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:06:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.8125, loss: 1.8125 +2025-05-27 06:33:25,258 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:05:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.7144, loss: 1.7144 +2025-05-27 06:34:08,440 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 16:04:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7671, loss: 1.7671 +2025-05-27 06:34:51,546 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 16:03:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.7236, loss: 1.7236 +2025-05-27 06:35:34,697 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 16:03:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7509, loss: 1.7509 +2025-05-27 06:36:17,729 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 16:02:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.7968, loss: 1.7968 +2025-05-27 06:37:00,874 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 16:01:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.8605, loss: 1.8605 +2025-05-27 06:37:44,133 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 16:00:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 1.8075, loss: 1.8075 +2025-05-27 06:38:27,203 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 16:00:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.7007, loss: 1.7007 +2025-05-27 06:39:10,751 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:59:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 1.7188, loss: 1.7188 +2025-05-27 06:39:54,403 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:58:43, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.8082, loss: 1.8082 +2025-05-27 06:40:38,023 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:57:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7260, loss: 1.7260 +2025-05-27 06:41:21,353 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:57:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9912, loss_cls: 1.8110, loss: 1.8110 +2025-05-27 06:42:04,691 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:56:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 06:42:47,875 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:55:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.7825, loss: 1.7825 +2025-05-27 06:43:30,989 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:55:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.7538, loss: 1.7538 +2025-05-27 06:44:14,090 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 1.8525, loss: 1.8525 +2025-05-27 06:44:57,250 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.7727, loss: 1.7727 +2025-05-27 06:45:40,228 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:52:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 1.7785, loss: 1.7785 +2025-05-27 06:46:23,361 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:52:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8380, loss: 1.8380 +2025-05-27 06:46:26,532 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 06:47:43,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:47:43,478 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9776 +2025-05-27 06:47:43,480 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8726, top5_acc: 0.9776 +2025-05-27 06:48:47,885 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:51:29, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.7661, loss: 1.7661 +2025-05-27 06:49:30,968 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:50:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.7483, loss: 1.7483 +2025-05-27 06:50:14,056 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:50:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.7830, loss: 1.7830 +2025-05-27 06:50:57,055 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:49:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.7763, loss: 1.7763 +2025-05-27 06:51:40,095 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:48:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.6636, loss: 1.6636 +2025-05-27 06:52:23,194 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:47:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.6773, loss: 1.6773 +2025-05-27 06:53:06,249 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:47:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8178, loss: 1.8178 +2025-05-27 06:53:49,295 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:46:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8037, loss: 1.8037 +2025-05-27 06:54:32,377 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:45:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.7845, loss: 1.7845 +2025-05-27 06:55:15,386 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:44:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.7186, loss: 1.7186 +2025-05-27 06:55:58,419 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:44:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.7351, loss: 1.7351 +2025-05-27 06:56:41,545 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:43:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.6788, loss: 1.6788 +2025-05-27 06:57:24,652 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:42:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 1.8991, loss: 1.8991 +2025-05-27 06:58:07,738 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:41:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7687, loss: 1.7687 +2025-05-27 06:58:50,828 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:41:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.7926, loss: 1.7926 +2025-05-27 06:59:33,940 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:40:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.6669, loss: 1.6669 +2025-05-27 07:00:17,082 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:39:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7824, loss: 1.7824 +2025-05-27 07:01:00,184 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:38:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.8178, loss: 1.8178 +2025-05-27 07:01:43,441 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:38:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.7810, loss: 1.7810 +2025-05-27 07:02:26,551 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:37:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.8385, loss: 1.8385 +2025-05-27 07:03:09,639 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:36:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8128, loss: 1.8128 +2025-05-27 07:03:52,711 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:36:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.8429, loss: 1.8429 +2025-05-27 07:04:35,757 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:35:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7182, loss: 1.7182 +2025-05-27 07:05:18,785 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:34:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.7801, loss: 1.7801 +2025-05-27 07:06:01,830 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 1.8336, loss: 1.8336 +2025-05-27 07:06:04,931 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 07:07:21,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:07:21,569 - pyskl - INFO - +top1_acc 0.8815 +top5_acc 0.9833 +2025-05-27 07:07:21,623 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_95.pth was removed +2025-05-27 07:07:22,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-27 07:07:22,677 - pyskl - INFO - Best top1_acc is 0.8815 at 99 epoch. +2025-05-27 07:07:22,680 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8815, top5_acc: 0.9833 +2025-05-27 07:08:27,090 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:33:10, time: 0.644, data_time: 0.213, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.6411, loss: 1.6411 +2025-05-27 07:09:10,131 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:32:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6446, loss: 1.6446 +2025-05-27 07:09:53,687 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:31:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6607, loss: 1.6607 +2025-05-27 07:10:37,142 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:30:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.6478, loss: 1.6478 +2025-05-27 07:11:20,497 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:30:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7123, loss: 1.7123 +2025-05-27 07:12:03,920 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:29:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.8015, loss: 1.8015 +2025-05-27 07:12:47,369 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:28:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8002, loss: 1.8002 +2025-05-27 07:13:30,871 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:28:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 1.8039, loss: 1.8039 +2025-05-27 07:14:14,216 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:27:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 1.7179, loss: 1.7179 +2025-05-27 07:14:57,570 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:26:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.8032, loss: 1.8032 +2025-05-27 07:15:41,023 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:25:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.8770, loss: 1.8770 +2025-05-27 07:16:24,556 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:25:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.7465, loss: 1.7465 +2025-05-27 07:17:08,142 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:24:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.7964, loss: 1.7964 +2025-05-27 07:17:51,620 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:23:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.7789, loss: 1.7789 +2025-05-27 07:18:35,411 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:22:53, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7817, loss: 1.7817 +2025-05-27 07:19:19,106 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:22:09, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.7885, loss: 1.7885 +2025-05-27 07:20:02,666 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:21:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7305, loss: 1.7305 +2025-05-27 07:20:45,817 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:20:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 1.9197, loss: 1.9197 +2025-05-27 07:21:29,027 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:19:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.7806, loss: 1.7806 +2025-05-27 07:22:12,153 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:19:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 1.6753, loss: 1.6753 +2025-05-27 07:22:55,147 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.7626, loss: 1.7626 +2025-05-27 07:23:38,078 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:17:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.8215, loss: 1.8215 +2025-05-27 07:24:20,977 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:17:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 1.7251, loss: 1.7251 +2025-05-27 07:25:03,969 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:16:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7422, loss: 1.7422 +2025-05-27 07:25:47,087 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:15:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.6811, loss: 1.6811 +2025-05-27 07:25:50,228 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:34:30,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:34:30,806 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9828 +2025-05-27 07:34:30,809 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8801, top5_acc: 0.9828 +2025-05-27 07:35:35,596 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:14:54, time: 0.648, data_time: 0.218, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.5851, loss: 1.5851 +2025-05-27 07:36:18,881 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:14:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.6242, loss: 1.6242 +2025-05-27 07:37:01,998 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:13:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.6849, loss: 1.6849 +2025-05-27 07:37:45,091 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.7395, loss: 1.7395 +2025-05-27 07:38:28,197 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:11:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.7481, loss: 1.7481 +2025-05-27 07:39:11,303 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:11:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.6984, loss: 1.6984 +2025-05-27 07:39:54,430 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:10:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.7064, loss: 1.7064 +2025-05-27 07:40:37,565 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:09:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.6968, loss: 1.6968 +2025-05-27 07:41:20,648 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:09:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.7204, loss: 1.7204 +2025-05-27 07:42:03,713 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:08:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.8217, loss: 1.8217 +2025-05-27 07:42:46,741 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:07:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7377, loss: 1.7377 +2025-05-27 07:43:29,855 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:06:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.7483, loss: 1.7483 +2025-05-27 07:44:12,856 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:06:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.7631, loss: 1.7631 +2025-05-27 07:44:56,006 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:05:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.6949, loss: 1.6949 +2025-05-27 07:45:39,122 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.7740, loss: 1.7740 +2025-05-27 07:46:22,165 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 15:03:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7407, loss: 1.7407 +2025-05-27 07:47:05,139 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 15:03:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.8245, loss: 1.8245 +2025-05-27 07:47:48,272 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 15:02:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.7515, loss: 1.7515 +2025-05-27 07:48:31,826 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 15:01:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.7806, loss: 1.7806 +2025-05-27 07:49:14,949 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 15:00:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7363, loss: 1.7363 +2025-05-27 07:49:58,025 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 15:00:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 1.7267, loss: 1.7267 +2025-05-27 07:50:41,057 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:59:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.7156, loss: 1.7156 +2025-05-27 07:51:24,108 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:58:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.7493, loss: 1.7493 +2025-05-27 07:52:07,121 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:57:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.6780, loss: 1.6780 +2025-05-27 07:52:50,134 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:57:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7608, loss: 1.7608 +2025-05-27 07:52:53,318 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 07:54:09,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:54:09,879 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9830 +2025-05-27 07:54:09,881 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8775, top5_acc: 0.9830 +2025-05-27 07:55:14,262 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:56:35, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6320, loss: 1.6320 +2025-05-27 07:55:57,326 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.7676, loss: 1.7676 +2025-05-27 07:56:40,366 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:55:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7345, loss: 1.7345 +2025-05-27 07:57:23,397 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:54:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7468, loss: 1.7468 +2025-05-27 07:58:06,332 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:53:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.6870, loss: 1.6870 +2025-05-27 07:58:49,481 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:52:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.7083, loss: 1.7083 +2025-05-27 07:59:32,525 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:52:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.6640, loss: 1.6640 +2025-05-27 08:00:15,646 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:51:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.6904, loss: 1.6904 +2025-05-27 08:00:58,710 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:50:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.7259, loss: 1.7259 +2025-05-27 08:01:41,792 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:49:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.7012, loss: 1.7012 +2025-05-27 08:02:24,851 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:49:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.6905, loss: 1.6905 +2025-05-27 08:03:07,937 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:48:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.6961, loss: 1.6961 +2025-05-27 08:03:50,973 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.6810, loss: 1.6810 +2025-05-27 08:04:34,031 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:47:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.7752, loss: 1.7752 +2025-05-27 08:05:17,249 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:46:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.6504, loss: 1.6504 +2025-05-27 08:06:00,185 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:45:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.7495, loss: 1.7495 +2025-05-27 08:06:43,227 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:44:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.6109, loss: 1.6109 +2025-05-27 08:07:26,301 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:44:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 1.6793, loss: 1.6793 +2025-05-27 08:08:09,413 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:43:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.6703, loss: 1.6703 +2025-05-27 08:08:52,528 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:42:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 1.8216, loss: 1.8216 +2025-05-27 08:09:35,663 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:41:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7353, loss: 1.7353 +2025-05-27 08:10:18,705 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.6829, loss: 1.6829 +2025-05-27 08:11:01,696 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:40:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.7067, loss: 1.7067 +2025-05-27 08:11:44,645 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:39:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.7612, loss: 1.7612 +2025-05-27 08:12:27,658 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:38:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.8345, loss: 1.8345 +2025-05-27 08:12:30,723 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 08:13:47,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:13:47,526 - pyskl - INFO - +top1_acc 0.8898 +top5_acc 0.9837 +2025-05-27 08:13:47,582 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_99.pth was removed +2025-05-27 08:13:48,572 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-05-27 08:13:48,572 - pyskl - INFO - Best top1_acc is 0.8898 at 102 epoch. +2025-05-27 08:13:48,575 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8898, top5_acc: 0.9837 +2025-05-27 08:14:52,878 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:38:16, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.7076, loss: 1.7076 +2025-05-27 08:15:35,969 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:37:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6441, loss: 1.6441 +2025-05-27 08:16:19,077 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:36:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.7636, loss: 1.7636 +2025-05-27 08:17:02,313 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:36:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.7097, loss: 1.7097 +2025-05-27 08:17:45,442 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:35:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.5972, loss: 1.5972 +2025-05-27 08:18:28,511 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:34:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6504, loss: 1.6504 +2025-05-27 08:19:11,347 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:33:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.6704, loss: 1.6704 +2025-05-27 08:19:54,303 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:33:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.7328, loss: 1.7328 +2025-05-27 08:20:37,319 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:32:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7034, loss: 1.7034 +2025-05-27 08:21:20,313 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:31:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.6791, loss: 1.6791 +2025-05-27 08:22:03,368 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.5848, loss: 1.5848 +2025-05-27 08:22:46,421 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:30:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.7579, loss: 1.7579 +2025-05-27 08:23:29,550 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:29:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.7574, loss: 1.7574 +2025-05-27 08:24:12,845 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:28:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6337, loss: 1.6337 +2025-05-27 08:24:56,366 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:27:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7110, loss: 1.7110 +2025-05-27 08:25:39,679 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.7195, loss: 1.7195 +2025-05-27 08:26:23,001 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:26:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.6899, loss: 1.6899 +2025-05-27 08:27:06,642 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:25:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7516, loss: 1.7516 +2025-05-27 08:27:50,496 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:25:02, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.7389, loss: 1.7389 +2025-05-27 08:28:34,225 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:24:18, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.6441, loss: 1.6441 +2025-05-27 08:29:17,848 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:23:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.6358, loss: 1.6358 +2025-05-27 08:30:01,501 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:22:50, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 1.6909, loss: 1.6909 +2025-05-27 08:30:45,185 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:22:06, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.6951, loss: 1.6951 +2025-05-27 08:31:28,817 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:21:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.7152, loss: 1.7152 +2025-05-27 08:32:12,023 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:20:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.6952, loss: 1.6952 +2025-05-27 08:32:15,115 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:33:31,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:33:31,897 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9826 +2025-05-27 08:33:31,899 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8793, top5_acc: 0.9826 +2025-05-27 08:34:36,382 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:20:00, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 1.6924, loss: 1.6924 +2025-05-27 08:35:19,414 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:19:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.7078, loss: 1.7078 +2025-05-27 08:36:02,482 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.5527, loss: 1.5527 +2025-05-27 08:36:45,578 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:17:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.6373, loss: 1.6373 +2025-05-27 08:37:28,653 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:17:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5916, loss: 1.5916 +2025-05-27 08:38:11,718 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:16:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.6888, loss: 1.6888 +2025-05-27 08:38:54,762 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:15:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7563, loss: 1.7563 +2025-05-27 08:39:37,794 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:14:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.6925, loss: 1.6925 +2025-05-27 08:40:20,699 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:14:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.5840, loss: 1.5840 +2025-05-27 08:41:03,754 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:13:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.6918, loss: 1.6918 +2025-05-27 08:41:46,768 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:12:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.6693, loss: 1.6693 +2025-05-27 08:42:29,766 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:11:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.6522, loss: 1.6522 +2025-05-27 08:43:12,771 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:11:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7157, loss: 1.7157 +2025-05-27 08:43:55,978 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:10:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 1.6104, loss: 1.6104 +2025-05-27 08:44:39,077 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:09:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.5722, loss: 1.5722 +2025-05-27 08:45:22,345 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:08:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.6975, loss: 1.6975 +2025-05-27 08:46:05,455 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:08:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.7332, loss: 1.7332 +2025-05-27 08:46:48,556 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:07:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6110, loss: 1.6110 +2025-05-27 08:47:31,873 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:06:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.6603, loss: 1.6603 +2025-05-27 08:48:15,053 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:06:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.7221, loss: 1.7221 +2025-05-27 08:48:58,197 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:05:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.6676, loss: 1.6676 +2025-05-27 08:49:41,298 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:04:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.6610, loss: 1.6610 +2025-05-27 08:50:24,461 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 14:03:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 1.7060, loss: 1.7060 +2025-05-27 08:51:07,606 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 14:03:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.6795, loss: 1.6795 +2025-05-27 08:51:50,672 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 14:02:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7090, loss: 1.7090 +2025-05-27 08:51:53,823 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 08:53:10,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:53:10,766 - pyskl - INFO - +top1_acc 0.8847 +top5_acc 0.9835 +2025-05-27 08:53:10,768 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8847, top5_acc: 0.9835 +2025-05-27 08:54:14,847 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 14:01:41, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.5964, loss: 1.5964 +2025-05-27 08:54:58,246 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 14:00:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5360, loss: 1.5360 +2025-05-27 08:55:41,650 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 14:00:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.5111, loss: 1.5111 +2025-05-27 08:56:24,986 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:59:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.6214, loss: 1.6214 +2025-05-27 08:57:08,318 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:58:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5307, loss: 1.5307 +2025-05-27 08:57:51,776 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:58:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.6376, loss: 1.6376 +2025-05-27 08:58:35,280 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:57:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.5752, loss: 1.5752 +2025-05-27 08:59:18,550 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:56:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.7538, loss: 1.7538 +2025-05-27 09:00:01,857 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:55:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.7451, loss: 1.7451 +2025-05-27 09:00:45,327 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:55:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 1.6024, loss: 1.6024 +2025-05-27 09:01:28,843 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:54:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.5949, loss: 1.5949 +2025-05-27 09:02:12,383 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:53:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9912, loss_cls: 1.6938, loss: 1.6938 +2025-05-27 09:02:55,893 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:52:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.7322, loss: 1.7322 +2025-05-27 09:03:39,496 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:52:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.6045, loss: 1.6045 +2025-05-27 09:04:23,114 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:51:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.6298, loss: 1.6298 +2025-05-27 09:05:06,731 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:50:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.6696, loss: 1.6696 +2025-05-27 09:05:50,344 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:49:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.6525, loss: 1.6525 +2025-05-27 09:06:34,155 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:49:13, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.7162, loss: 1.7162 +2025-05-27 09:07:17,865 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:48:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.7194, loss: 1.7194 +2025-05-27 09:08:01,523 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:47:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.7226, loss: 1.7226 +2025-05-27 09:08:45,005 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:47:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7065, loss: 1.7065 +2025-05-27 09:09:28,552 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:46:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.7439, loss: 1.7439 +2025-05-27 09:10:12,139 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:45:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.7250, loss: 1.7250 +2025-05-27 09:10:55,554 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:44:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.6996, loss: 1.6996 +2025-05-27 09:11:39,287 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:44:05, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.7484, loss: 1.7484 +2025-05-27 09:11:42,446 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:20:44,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:20:44,949 - pyskl - INFO - +top1_acc 0.8830 +top5_acc 0.9840 +2025-05-27 09:20:44,951 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8830, top5_acc: 0.9840 +2025-05-27 09:21:49,490 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:43:26, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.5860, loss: 1.5860 +2025-05-27 09:22:32,526 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.5470, loss: 1.5470 +2025-05-27 09:23:15,513 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:41:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.5656, loss: 1.5656 +2025-05-27 09:23:58,489 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:41:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5502, loss: 1.5502 +2025-05-27 09:24:41,519 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6323, loss: 1.6323 +2025-05-27 09:25:24,586 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:39:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.6098, loss: 1.6098 +2025-05-27 09:26:07,615 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:39:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.5368, loss: 1.5368 +2025-05-27 09:26:50,689 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:38:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.6402, loss: 1.6402 +2025-05-27 09:27:33,706 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:37:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.6688, loss: 1.6688 +2025-05-27 09:28:16,680 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:36:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.6613, loss: 1.6613 +2025-05-27 09:28:59,602 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:36:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.6806, loss: 1.6806 +2025-05-27 09:29:42,650 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:35:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.6122, loss: 1.6122 +2025-05-27 09:30:25,766 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:34:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.5879, loss: 1.5879 +2025-05-27 09:31:08,926 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:33:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.6051, loss: 1.6051 +2025-05-27 09:31:52,038 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:33:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.6389, loss: 1.6389 +2025-05-27 09:32:35,319 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.6359, loss: 1.6359 +2025-05-27 09:33:18,581 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:31:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.7147, loss: 1.7147 +2025-05-27 09:34:01,718 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:30:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.7407, loss: 1.7407 +2025-05-27 09:34:44,821 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:30:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.6499, loss: 1.6499 +2025-05-27 09:35:28,021 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:29:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.6739, loss: 1.6739 +2025-05-27 09:36:11,150 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:28:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6070, loss: 1.6070 +2025-05-27 09:36:54,260 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:27:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.5250, loss: 1.5250 +2025-05-27 09:37:37,302 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:27:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.5267, loss: 1.5267 +2025-05-27 09:38:20,359 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:26:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.6843, loss: 1.6843 +2025-05-27 09:39:03,392 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:25:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.7567, loss: 1.7567 +2025-05-27 09:39:06,543 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:40:23,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:40:23,439 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9845 +2025-05-27 09:40:23,494 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_102.pth was removed +2025-05-27 09:40:24,540 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-27 09:40:24,541 - pyskl - INFO - Best top1_acc is 0.8900 at 106 epoch. +2025-05-27 09:40:24,543 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8900, top5_acc: 0.9845 +2025-05-27 09:41:29,081 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:25:07, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.5999, loss: 1.5999 +2025-05-27 09:42:12,079 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:24:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9944, loss_cls: 1.5680, loss: 1.5680 +2025-05-27 09:42:55,105 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:23:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.4890, loss: 1.4890 +2025-05-27 09:43:38,151 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:22:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.5952, loss: 1.5952 +2025-05-27 09:44:21,172 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:22:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.5458, loss: 1.5458 +2025-05-27 09:45:04,113 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:21:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6096, loss: 1.6096 +2025-05-27 09:45:47,126 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:20:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.4688, loss: 1.4688 +2025-05-27 09:46:30,044 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:19:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.5698, loss: 1.5698 +2025-05-27 09:47:13,094 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:19:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.5131, loss: 1.5131 +2025-05-27 09:47:56,214 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:18:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.6609, loss: 1.6609 +2025-05-27 09:48:39,267 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:17:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.6890, loss: 1.6890 +2025-05-27 09:49:22,362 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:17:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.6443, loss: 1.6443 +2025-05-27 09:50:05,439 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:16:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6181, loss: 1.6181 +2025-05-27 09:50:48,575 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:15:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.5585, loss: 1.5585 +2025-05-27 09:51:31,664 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:14:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.5782, loss: 1.5782 +2025-05-27 09:52:14,773 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.5830, loss: 1.5830 +2025-05-27 09:52:58,006 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:13:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.5801, loss: 1.5801 +2025-05-27 09:53:41,206 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:12:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.6362, loss: 1.6362 +2025-05-27 09:54:24,315 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:11:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.5441, loss: 1.5441 +2025-05-27 09:55:07,530 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:11:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9931, loss_cls: 1.5733, loss: 1.5733 +2025-05-27 09:55:50,734 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:10:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.5440, loss: 1.5440 +2025-05-27 09:56:33,927 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:09:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.5814, loss: 1.5814 +2025-05-27 09:57:16,911 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:08:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6136, loss: 1.6136 +2025-05-27 09:57:59,952 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:08:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.6363, loss: 1.6363 +2025-05-27 09:58:43,060 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:07:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.6672, loss: 1.6672 +2025-05-27 09:58:46,207 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 10:00:02,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:00:02,949 - pyskl - INFO - +top1_acc 0.8964 +top5_acc 0.9859 +2025-05-27 10:00:03,006 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_106.pth was removed +2025-05-27 10:00:04,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-05-27 10:00:04,040 - pyskl - INFO - Best top1_acc is 0.8964 at 107 epoch. +2025-05-27 10:00:04,042 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8964, top5_acc: 0.9859 +2025-05-27 10:01:08,230 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:06:48, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5322, loss: 1.5322 +2025-05-27 10:01:51,173 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:06:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.5659, loss: 1.5659 +2025-05-27 10:02:34,474 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:05:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5289, loss: 1.5289 +2025-05-27 10:03:17,757 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:04:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.5246, loss: 1.5246 +2025-05-27 10:04:00,682 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 13:03:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.5798, loss: 1.5798 +2025-05-27 10:04:43,558 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 13:03:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9938, loss_cls: 1.5762, loss: 1.5762 +2025-05-27 10:05:26,521 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 13:02:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.5942, loss: 1.5942 +2025-05-27 10:06:09,467 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 13:01:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5486, loss: 1.5486 +2025-05-27 10:06:52,443 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 13:00:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5523, loss: 1.5523 +2025-05-27 10:07:35,421 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 13:00:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-05-27 10:08:18,375 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:59:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.5874, loss: 1.5874 +2025-05-27 10:09:01,367 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:58:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.5287, loss: 1.5287 +2025-05-27 10:09:44,438 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:57:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.5728, loss: 1.5728 +2025-05-27 10:10:27,568 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:57:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.6475, loss: 1.6475 +2025-05-27 10:11:10,624 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:56:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 1.5953, loss: 1.5953 +2025-05-27 10:11:53,633 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.5288, loss: 1.5288 +2025-05-27 10:12:36,734 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.6237, loss: 1.6237 +2025-05-27 10:13:19,806 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:54:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5122, loss: 1.5122 +2025-05-27 10:14:02,943 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:53:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.6441, loss: 1.6441 +2025-05-27 10:14:46,060 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:52:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.5662, loss: 1.5662 +2025-05-27 10:15:29,106 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:52:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.6059, loss: 1.6059 +2025-05-27 10:16:12,153 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:51:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.5478, loss: 1.5478 +2025-05-27 10:16:55,125 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:50:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.6079, loss: 1.6079 +2025-05-27 10:17:38,047 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:49:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.5965, loss: 1.5965 +2025-05-27 10:18:21,026 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:49:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.6674, loss: 1.6674 +2025-05-27 10:18:24,124 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 10:19:40,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:19:40,976 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9845 +2025-05-27 10:19:41,032 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_107.pth was removed +2025-05-27 10:19:42,071 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-05-27 10:19:42,072 - pyskl - INFO - Best top1_acc is 0.8974 at 108 epoch. +2025-05-27 10:19:42,075 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8974, top5_acc: 0.9845 +2025-05-27 10:20:46,134 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:48:28, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.4581, loss: 1.4581 +2025-05-27 10:21:29,127 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:47:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.6165, loss: 1.6165 +2025-05-27 10:22:12,113 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:47:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.5111, loss: 1.5111 +2025-05-27 10:22:55,150 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:46:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.4802, loss: 1.4802 +2025-05-27 10:23:38,123 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:45:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.5007, loss: 1.5007 +2025-05-27 10:24:21,106 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:44:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.5321, loss: 1.5321 +2025-05-27 10:25:04,101 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.5793, loss: 1.5793 +2025-05-27 10:25:47,201 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:43:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.5087, loss: 1.5087 +2025-05-27 10:26:30,184 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:42:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.5964, loss: 1.5964 +2025-05-27 10:27:13,257 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:41:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.6014, loss: 1.6014 +2025-05-27 10:27:56,244 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:41:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 1.4646, loss: 1.4646 +2025-05-27 10:28:39,158 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:40:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.5721, loss: 1.5721 +2025-05-27 10:29:22,189 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:39:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.5341, loss: 1.5341 +2025-05-27 10:30:05,217 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:38:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.5902, loss: 1.5902 +2025-05-27 10:30:48,255 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:38:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6378, loss: 1.6378 +2025-05-27 10:31:31,323 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:37:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.5688, loss: 1.5688 +2025-05-27 10:32:14,425 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:36:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.5475, loss: 1.5475 +2025-05-27 10:32:57,490 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:35:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5566, loss: 1.5566 +2025-05-27 10:33:40,541 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:35:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 10:34:23,593 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:34:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.5068, loss: 1.5068 +2025-05-27 10:35:06,580 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:33:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.5315, loss: 1.5315 +2025-05-27 10:35:49,507 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.6307, loss: 1.6307 +2025-05-27 10:36:32,568 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:32:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.6171, loss: 1.6171 +2025-05-27 10:37:15,610 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:31:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.5128, loss: 1.5128 +2025-05-27 10:37:58,704 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:30:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.6235, loss: 1.6235 +2025-05-27 10:38:01,772 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:39:18,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:39:19,007 - pyskl - INFO - +top1_acc 0.8843 +top5_acc 0.9825 +2025-05-27 10:39:19,010 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8843, top5_acc: 0.9825 +2025-05-27 10:40:23,535 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:30:09, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.4796, loss: 1.4796 +2025-05-27 10:41:06,740 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:29:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.4852, loss: 1.4852 +2025-05-27 10:41:50,062 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.5534, loss: 1.5534 +2025-05-27 10:42:33,370 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:27:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5637, loss: 1.5637 +2025-05-27 10:43:16,352 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:27:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.6024, loss: 1.6024 +2025-05-27 10:43:59,164 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:26:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5357, loss: 1.5357 +2025-05-27 10:44:42,020 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:25:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.5612, loss: 1.5612 +2025-05-27 10:45:24,873 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:25:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5179, loss: 1.5179 +2025-05-27 10:46:07,738 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:24:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.5074, loss: 1.5074 +2025-05-27 10:46:50,815 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:23:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.5412, loss: 1.5412 +2025-05-27 10:47:33,963 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:22:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.4967, loss: 1.4967 +2025-05-27 10:48:16,964 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:22:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.5351, loss: 1.5351 +2025-05-27 10:48:59,900 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:21:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.5197, loss: 1.5197 +2025-05-27 10:49:42,883 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.5614, loss: 1.5614 +2025-05-27 10:50:25,852 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:19:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5560, loss: 1.5560 +2025-05-27 10:51:08,718 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:19:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.5536, loss: 1.5536 +2025-05-27 10:51:51,713 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:18:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.5992, loss: 1.5992 +2025-05-27 10:52:34,734 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:17:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.5783, loss: 1.5783 +2025-05-27 10:53:17,848 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:16:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5237, loss: 1.5237 +2025-05-27 10:54:00,679 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:16:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.5167, loss: 1.5167 +2025-05-27 10:54:43,539 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:15:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5335, loss: 1.5335 +2025-05-27 10:55:26,400 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:14:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5246, loss: 1.5246 +2025-05-27 10:56:09,310 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:13:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.5053, loss: 1.5053 +2025-05-27 10:56:52,371 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:13:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.5024, loss: 1.5024 +2025-05-27 10:57:35,596 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:12:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.5666, loss: 1.5666 +2025-05-27 10:57:38,754 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 11:05:58,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:05:58,444 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9850 +2025-05-27 11:05:58,446 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8835, top5_acc: 0.9850 +2025-05-27 11:07:02,521 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:11:49, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.5258, loss: 1.5258 +2025-05-27 11:07:45,613 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:11:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.4465, loss: 1.4465 +2025-05-27 11:08:28,524 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:10:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4064, loss: 1.4064 +2025-05-27 11:09:11,327 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:09:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.5107, loss: 1.5107 +2025-05-27 11:09:54,371 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:08:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.5038, loss: 1.5038 +2025-05-27 11:10:37,331 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:08:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5058, loss: 1.5058 +2025-05-27 11:11:20,416 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:07:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.4603, loss: 1.4603 +2025-05-27 11:12:03,606 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:06:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.5730, loss: 1.5730 +2025-05-27 11:12:46,558 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:05:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4508, loss: 1.4508 +2025-05-27 11:13:29,570 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:05:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 1.4626, loss: 1.4626 +2025-05-27 11:14:12,703 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:04:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.4561, loss: 1.4561 +2025-05-27 11:14:55,727 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:03:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.4497, loss: 1.4497 +2025-05-27 11:15:38,910 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 12:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.4742, loss: 1.4742 +2025-05-27 11:16:22,078 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 12:02:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5115, loss: 1.5115 +2025-05-27 11:17:05,174 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 12:01:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.5472, loss: 1.5472 +2025-05-27 11:17:48,171 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 12:00:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5033, loss: 1.5033 +2025-05-27 11:18:31,210 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 12:00:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 11:19:14,349 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:59:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.5636, loss: 1.5636 +2025-05-27 11:19:57,649 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:58:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5016, loss: 1.5016 +2025-05-27 11:20:40,829 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:57:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.5643, loss: 1.5643 +2025-05-27 11:21:24,055 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:57:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5403, loss: 1.5403 +2025-05-27 11:22:07,346 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:56:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.5009, loss: 1.5009 +2025-05-27 11:22:50,511 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:55:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5059, loss: 1.5059 +2025-05-27 11:23:33,553 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:54:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5066, loss: 1.5066 +2025-05-27 11:24:16,713 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:54:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.5388, loss: 1.5388 +2025-05-27 11:24:19,777 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:25:36,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:25:36,454 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9827 +2025-05-27 11:25:36,456 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8825, top5_acc: 0.9827 +2025-05-27 11:26:40,106 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:53:30, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.4718, loss: 1.4718 +2025-05-27 11:27:23,202 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:52:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4901, loss: 1.4901 +2025-05-27 11:28:06,203 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:52:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.4745, loss: 1.4745 +2025-05-27 11:28:48,851 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:51:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4417, loss: 1.4417 +2025-05-27 11:29:31,349 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:50:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.4995, loss: 1.4995 +2025-05-27 11:30:14,187 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.5361, loss: 1.5361 +2025-05-27 11:30:57,144 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:49:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4566, loss: 1.4566 +2025-05-27 11:31:40,121 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:48:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5124, loss: 1.5124 +2025-05-27 11:32:23,089 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:47:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.5468, loss: 1.5468 +2025-05-27 11:33:06,055 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:46:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.4841, loss: 1.4841 +2025-05-27 11:33:48,988 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:46:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.4726, loss: 1.4726 +2025-05-27 11:34:31,786 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:45:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4396, loss: 1.4396 +2025-05-27 11:35:14,787 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:44:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.4821, loss: 1.4821 +2025-05-27 11:35:57,933 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:43:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5387, loss: 1.5387 +2025-05-27 11:36:41,172 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:43:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.5400, loss: 1.5400 +2025-05-27 11:37:24,270 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:42:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.4810, loss: 1.4810 +2025-05-27 11:38:07,281 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:41:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5488, loss: 1.5488 +2025-05-27 11:38:50,487 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:40:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.5205, loss: 1.5205 +2025-05-27 11:39:33,594 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:40:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.4300, loss: 1.4300 +2025-05-27 11:40:16,734 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:39:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.5829, loss: 1.5829 +2025-05-27 11:40:59,786 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:38:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4890, loss: 1.4890 +2025-05-27 11:41:42,733 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:38:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.4785, loss: 1.4785 +2025-05-27 11:42:25,795 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:37:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.5799, loss: 1.5799 +2025-05-27 11:43:08,763 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:36:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.4803, loss: 1.4803 +2025-05-27 11:43:51,789 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:35:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5296, loss: 1.5296 +2025-05-27 11:43:54,842 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:45:11,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:45:11,683 - pyskl - INFO - +top1_acc 0.8821 +top5_acc 0.9816 +2025-05-27 11:45:11,686 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8821, top5_acc: 0.9816 +2025-05-27 11:46:15,617 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:35:10, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4397, loss: 1.4397 +2025-05-27 11:46:58,515 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:34:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.4009, loss: 1.4009 +2025-05-27 11:47:41,425 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:33:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-05-27 11:48:24,349 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:32:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.5186, loss: 1.5186 +2025-05-27 11:49:07,329 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:32:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.5230, loss: 1.5230 +2025-05-27 11:49:50,284 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:31:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4068, loss: 1.4068 +2025-05-27 11:50:33,243 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:30:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.3827, loss: 1.3827 +2025-05-27 11:51:16,157 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:30:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3630, loss: 1.3630 +2025-05-27 11:51:59,086 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:29:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.4484, loss: 1.4484 +2025-05-27 11:52:42,050 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:28:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4744, loss: 1.4744 +2025-05-27 11:53:25,031 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5303, loss: 1.5303 +2025-05-27 11:54:08,014 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:27:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.4124, loss: 1.4124 +2025-05-27 11:54:50,897 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:26:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.4711, loss: 1.4711 +2025-05-27 11:55:33,891 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:25:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4394, loss: 1.4394 +2025-05-27 11:56:16,971 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:24:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.5398, loss: 1.5398 +2025-05-27 11:57:00,193 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:24:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4997, loss: 1.4997 +2025-05-27 11:57:43,265 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:23:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5150, loss: 1.5150 +2025-05-27 11:58:26,386 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:22:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.5003, loss: 1.5003 +2025-05-27 11:59:09,417 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:21:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.5702, loss: 1.5702 +2025-05-27 11:59:52,515 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:21:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5661, loss: 1.5661 +2025-05-27 12:00:35,830 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:20:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.4827, loss: 1.4827 +2025-05-27 12:01:19,008 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:19:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.4089, loss: 1.4089 +2025-05-27 12:02:02,226 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:18:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4824, loss: 1.4824 +2025-05-27 12:02:45,385 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:18:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5110, loss: 1.5110 +2025-05-27 12:03:28,657 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:17:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.4973, loss: 1.4973 +2025-05-27 12:03:31,717 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 12:04:48,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:04:48,471 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9826 +2025-05-27 12:04:48,474 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8928, top5_acc: 0.9826 +2025-05-27 12:05:52,733 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:16:50, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4533, loss: 1.4533 +2025-05-27 12:06:35,701 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:16:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3607, loss: 1.3607 +2025-05-27 12:07:18,715 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:15:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4213, loss: 1.4213 +2025-05-27 12:08:01,704 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:14:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3850, loss: 1.3850 +2025-05-27 12:08:44,745 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:13:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.4070, loss: 1.4070 +2025-05-27 12:09:27,743 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:13:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.4260, loss: 1.4260 +2025-05-27 12:10:10,770 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:12:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4123, loss: 1.4123 +2025-05-27 12:10:53,692 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:11:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.4259, loss: 1.4259 +2025-05-27 12:11:36,642 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:10:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.4698, loss: 1.4698 +2025-05-27 12:12:19,721 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:10:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4726, loss: 1.4726 +2025-05-27 12:13:02,717 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:09:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4561, loss: 1.4561 +2025-05-27 12:13:45,678 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:08:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4424, loss: 1.4424 +2025-05-27 12:14:28,667 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:08:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.4566, loss: 1.4566 +2025-05-27 12:15:11,736 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:07:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.5138, loss: 1.5138 +2025-05-27 12:15:54,806 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:06:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4149, loss: 1.4149 +2025-05-27 12:16:37,902 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:05:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.5202, loss: 1.5202 +2025-05-27 12:17:20,905 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:05:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.4318, loss: 1.4318 +2025-05-27 12:18:04,181 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:04:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4294, loss: 1.4294 +2025-05-27 12:18:47,394 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:03:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.5146, loss: 1.5146 +2025-05-27 12:19:30,613 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 11:02:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3863, loss: 1.3863 +2025-05-27 12:20:13,681 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 11:02:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.4946, loss: 1.4946 +2025-05-27 12:20:56,773 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 11:01:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.4604, loss: 1.4604 +2025-05-27 12:21:39,809 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 11:00:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4794, loss: 1.4794 +2025-05-27 12:22:22,852 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:59:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.4394, loss: 1.4394 +2025-05-27 12:23:06,066 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.4884, loss: 1.4884 +2025-05-27 12:23:09,182 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:24:26,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:24:26,335 - pyskl - INFO - +top1_acc 0.8910 +top5_acc 0.9836 +2025-05-27 12:24:26,338 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8910, top5_acc: 0.9836 +2025-05-27 12:25:31,282 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:58:31, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.5023, loss: 1.5023 +2025-05-27 12:26:14,682 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:57:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4222, loss: 1.4222 +2025-05-27 12:26:58,138 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:57:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4329, loss: 1.4329 +2025-05-27 12:27:41,751 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:56:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3523, loss: 1.3523 +2025-05-27 12:28:25,356 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:55:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4117, loss: 1.4117 +2025-05-27 12:29:08,757 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:54:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.4402, loss: 1.4402 +2025-05-27 12:29:52,099 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:54:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4365, loss: 1.4365 +2025-05-27 12:30:35,334 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:53:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.3793, loss: 1.3793 +2025-05-27 12:31:18,585 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:52:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.4384, loss: 1.4384 +2025-05-27 12:32:01,726 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:51:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.4838, loss: 1.4838 +2025-05-27 12:32:44,832 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:51:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.4349, loss: 1.4349 +2025-05-27 12:33:27,982 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:50:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.3977, loss: 1.3977 +2025-05-27 12:34:11,103 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4313, loss: 1.4313 +2025-05-27 12:34:54,162 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:48:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.4767, loss: 1.4767 +2025-05-27 12:35:37,178 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:48:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.4341, loss: 1.4341 +2025-05-27 12:36:20,172 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:47:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.4081, loss: 1.4081 +2025-05-27 12:37:03,172 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:46:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.3913, loss: 1.3913 +2025-05-27 12:37:46,282 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:46:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.3781, loss: 1.3781 +2025-05-27 12:38:29,450 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:45:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.3947, loss: 1.3947 +2025-05-27 12:39:12,618 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:44:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.3964, loss: 1.3964 +2025-05-27 12:39:55,630 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.4540, loss: 1.4540 +2025-05-27 12:40:38,606 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:43:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.4881, loss: 1.4881 +2025-05-27 12:41:21,573 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:42:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-05-27 12:42:04,536 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:41:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.4706, loss: 1.4706 +2025-05-27 12:42:47,757 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:40:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.4176, loss: 1.4176 +2025-05-27 12:42:50,911 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 12:51:52,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:51:52,139 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9842 +2025-05-27 12:51:52,142 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8959, top5_acc: 0.9842 +2025-05-27 12:52:56,339 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:40:13, time: 0.642, data_time: 0.215, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4252, loss: 1.4252 +2025-05-27 12:53:39,287 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:39:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.5135, loss: 1.5135 +2025-05-27 12:54:22,246 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:38:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4183, loss: 1.4183 +2025-05-27 12:55:05,118 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3965, loss: 1.3965 +2025-05-27 12:55:48,145 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:37:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.3724, loss: 1.3724 +2025-05-27 12:56:31,155 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:36:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.3981, loss: 1.3981 +2025-05-27 12:57:14,198 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:35:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.4420, loss: 1.4420 +2025-05-27 12:57:57,411 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:35:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.4021, loss: 1.4021 +2025-05-27 12:58:40,346 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:34:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.4003, loss: 1.4003 +2025-05-27 12:59:23,377 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:33:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.3300, loss: 1.3300 +2025-05-27 13:00:06,372 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:32:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3855, loss: 1.3855 +2025-05-27 13:00:49,471 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:32:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.4647, loss: 1.4647 +2025-05-27 13:01:32,496 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:31:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.4999, loss: 1.4999 +2025-05-27 13:02:15,691 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:30:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4363, loss: 1.4363 +2025-05-27 13:02:58,839 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:29:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.4101, loss: 1.4101 +2025-05-27 13:03:41,834 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:29:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.3834, loss: 1.3834 +2025-05-27 13:04:24,890 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:28:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.4458, loss: 1.4458 +2025-05-27 13:05:07,965 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:27:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3911, loss: 1.3911 +2025-05-27 13:05:50,958 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:27:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.4096, loss: 1.4096 +2025-05-27 13:06:33,994 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:26:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4079, loss: 1.4079 +2025-05-27 13:07:17,006 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:25:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.4251, loss: 1.4251 +2025-05-27 13:08:00,178 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:24:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4224, loss: 1.4224 +2025-05-27 13:08:43,298 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:24:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.4323, loss: 1.4323 +2025-05-27 13:09:26,388 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:23:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4011, loss: 1.4011 +2025-05-27 13:10:09,437 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:22:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4154, loss: 1.4154 +2025-05-27 13:10:12,525 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 13:11:29,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:11:29,352 - pyskl - INFO - +top1_acc 0.9013 +top5_acc 0.9834 +2025-05-27 13:11:29,405 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_108.pth was removed +2025-05-27 13:11:30,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-05-27 13:11:30,401 - pyskl - INFO - Best top1_acc is 0.9013 at 116 epoch. +2025-05-27 13:11:30,403 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.9013, top5_acc: 0.9834 +2025-05-27 13:12:35,190 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:21:54, time: 0.648, data_time: 0.214, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2965, loss: 1.2965 +2025-05-27 13:13:18,260 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:21:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3577, loss: 1.3577 +2025-05-27 13:14:01,308 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:20:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.3927, loss: 1.3927 +2025-05-27 13:14:44,338 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:19:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.3814, loss: 1.3814 +2025-05-27 13:15:27,357 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:18:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.3156, loss: 1.3156 +2025-05-27 13:16:10,332 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:18:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3056, loss: 1.3056 +2025-05-27 13:16:53,400 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:17:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3809, loss: 1.3809 +2025-05-27 13:17:36,479 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:16:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.3677, loss: 1.3677 +2025-05-27 13:18:19,526 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:16:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3302, loss: 1.3302 +2025-05-27 13:19:02,577 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3869, loss: 1.3869 +2025-05-27 13:19:45,661 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:14:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4031, loss: 1.4031 +2025-05-27 13:20:28,713 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:13:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.3360, loss: 1.3360 +2025-05-27 13:21:11,707 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:13:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.3814, loss: 1.3814 +2025-05-27 13:21:54,795 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:12:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.3905, loss: 1.3905 +2025-05-27 13:22:37,910 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:11:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.3964, loss: 1.3964 +2025-05-27 13:23:20,942 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:10:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.3886, loss: 1.3886 +2025-05-27 13:24:04,018 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:10:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4220, loss: 1.4220 +2025-05-27 13:24:47,146 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:09:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.3659, loss: 1.3659 +2025-05-27 13:25:30,326 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:08:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.4524, loss: 1.4524 +2025-05-27 13:26:13,532 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:07:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.4088, loss: 1.4088 +2025-05-27 13:26:56,789 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:07:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4360, loss: 1.4360 +2025-05-27 13:27:39,976 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:06:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.3989, loss: 1.3989 +2025-05-27 13:28:23,189 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:05:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4044, loss: 1.4044 +2025-05-27 13:29:06,380 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:05:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4071, loss: 1.4071 +2025-05-27 13:29:49,878 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:04:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-05-27 13:29:52,991 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:31:09,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:31:09,682 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9841 +2025-05-27 13:31:09,685 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8965, top5_acc: 0.9841 +2025-05-27 13:32:13,751 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:03:35, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.3150, loss: 1.3150 +2025-05-27 13:32:56,650 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 10:02:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3490, loss: 1.3490 +2025-05-27 13:33:39,595 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 10:02:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3466, loss: 1.3466 +2025-05-27 13:34:22,512 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 10:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3351, loss: 1.3351 +2025-05-27 13:35:05,375 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 10:00:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3353, loss: 1.3353 +2025-05-27 13:35:48,305 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:59:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.3920, loss: 1.3920 +2025-05-27 13:36:31,322 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:59:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3763, loss: 1.3763 +2025-05-27 13:37:14,285 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:58:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3029, loss: 1.3029 +2025-05-27 13:37:57,224 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:57:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3302, loss: 1.3302 +2025-05-27 13:38:40,198 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:56:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.2873, loss: 1.2873 +2025-05-27 13:39:23,211 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:56:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3499, loss: 1.3499 +2025-05-27 13:40:06,176 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:55:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3421, loss: 1.3421 +2025-05-27 13:40:49,162 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4076, loss: 1.4076 +2025-05-27 13:41:32,214 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:54:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.3630, loss: 1.3630 +2025-05-27 13:42:15,268 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:53:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3142, loss: 1.3142 +2025-05-27 13:42:58,209 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:52:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.4282, loss: 1.4282 +2025-05-27 13:43:41,158 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:51:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.3821, loss: 1.3821 +2025-05-27 13:44:24,413 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:51:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.4703, loss: 1.4703 +2025-05-27 13:45:07,511 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:50:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3561, loss: 1.3561 +2025-05-27 13:45:50,781 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:49:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3312, loss: 1.3312 +2025-05-27 13:46:33,838 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:48:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3399, loss: 1.3399 +2025-05-27 13:47:16,885 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.3583, loss: 1.3583 +2025-05-27 13:48:00,031 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:47:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.3683, loss: 1.3683 +2025-05-27 13:48:43,192 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:46:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.3905, loss: 1.3905 +2025-05-27 13:49:26,333 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:45:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.4270, loss: 1.4270 +2025-05-27 13:49:29,426 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 13:50:46,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:50:46,502 - pyskl - INFO - +top1_acc 0.8986 +top5_acc 0.9842 +2025-05-27 13:50:46,504 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8986, top5_acc: 0.9842 +2025-05-27 13:51:50,655 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:45:16, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3189, loss: 1.3189 +2025-05-27 13:52:33,612 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:44:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3368, loss: 1.3368 +2025-05-27 13:53:16,813 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:43:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3331, loss: 1.3331 +2025-05-27 13:53:59,947 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:43:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-05-27 13:54:43,069 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:42:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.3588, loss: 1.3588 +2025-05-27 13:55:26,156 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:41:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3577, loss: 1.3577 +2025-05-27 13:56:09,219 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:40:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4025, loss: 1.4025 +2025-05-27 13:56:52,307 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:40:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.2847, loss: 1.2847 +2025-05-27 13:57:35,314 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:39:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3141, loss: 1.3141 +2025-05-27 13:58:18,280 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:38:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.3342, loss: 1.3342 +2025-05-27 13:59:01,209 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:37:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3265, loss: 1.3265 +2025-05-27 13:59:44,240 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:37:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2796, loss: 1.2796 +2025-05-27 14:00:27,232 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:36:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2874, loss: 1.2874 +2025-05-27 14:01:10,417 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:35:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2764, loss: 1.2764 +2025-05-27 14:01:53,506 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:34:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-05-27 14:02:36,542 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:34:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.3720, loss: 1.3720 +2025-05-27 14:03:19,577 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:33:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3296, loss: 1.3296 +2025-05-27 14:04:02,722 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:32:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.3921, loss: 1.3921 +2025-05-27 14:04:45,792 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:32:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3453, loss: 1.3453 +2025-05-27 14:05:28,878 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:31:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3693, loss: 1.3693 +2025-05-27 14:06:11,910 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:30:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.3105, loss: 1.3105 +2025-05-27 14:06:54,909 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:29:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3190, loss: 1.3190 +2025-05-27 14:07:37,781 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:29:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2952, loss: 1.2952 +2025-05-27 14:08:20,725 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:28:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.3369, loss: 1.3369 +2025-05-27 14:09:03,514 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:27:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.3590, loss: 1.3590 +2025-05-27 14:09:06,601 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 14:10:23,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:10:23,390 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9862 +2025-05-27 14:10:23,392 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9002, top5_acc: 0.9862 +2025-05-27 14:11:27,613 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:26:57, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2871, loss: 1.2871 +2025-05-27 14:12:10,683 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:26:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.2825, loss: 1.2825 +2025-05-27 14:12:53,797 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:25:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3005, loss: 1.3005 +2025-05-27 14:13:36,913 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3181, loss: 1.3181 +2025-05-27 14:14:20,057 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:24:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2964, loss: 1.2964 +2025-05-27 14:15:03,014 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:23:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.3111, loss: 1.3111 +2025-05-27 14:15:45,936 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:22:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2984, loss: 1.2984 +2025-05-27 14:16:28,917 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:21:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-05-27 14:17:12,049 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:21:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.2989, loss: 1.2989 +2025-05-27 14:17:55,225 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:20:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3252, loss: 1.3252 +2025-05-27 14:18:38,310 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:19:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.3410, loss: 1.3410 +2025-05-27 14:19:21,394 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3009, loss: 1.3009 +2025-05-27 14:20:04,218 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:18:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-05-27 14:20:47,042 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:17:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3341, loss: 1.3341 +2025-05-27 14:21:29,893 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:16:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3479, loss: 1.3479 +2025-05-27 14:22:12,728 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:15:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2948, loss: 1.2948 +2025-05-27 14:22:55,523 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:15:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3637, loss: 1.3637 +2025-05-27 14:23:38,366 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:14:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.2807, loss: 1.2807 +2025-05-27 14:24:21,262 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:13:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-05-27 14:25:04,200 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:13:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.2845, loss: 1.2845 +2025-05-27 14:25:47,020 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:12:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.3902, loss: 1.3902 +2025-05-27 14:26:29,942 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:11:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3281, loss: 1.3281 +2025-05-27 14:27:12,818 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:10:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.3459, loss: 1.3459 +2025-05-27 14:27:55,889 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:10:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.3776, loss: 1.3776 +2025-05-27 14:28:38,812 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:09:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.3500, loss: 1.3500 +2025-05-27 14:28:41,904 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:37:36,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:37:36,513 - pyskl - INFO - +top1_acc 0.8947 +top5_acc 0.9853 +2025-05-27 14:37:36,515 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8947, top5_acc: 0.9853 +2025-05-27 14:38:40,378 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:08:37, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2615, loss: 1.2615 +2025-05-27 14:39:23,275 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:07:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3127, loss: 1.3127 +2025-05-27 14:40:06,275 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:07:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.3317, loss: 1.3317 +2025-05-27 14:40:49,285 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:06:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2648, loss: 1.2648 +2025-05-27 14:41:32,304 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:05:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3013, loss: 1.3013 +2025-05-27 14:42:15,238 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:04:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2936, loss: 1.2936 +2025-05-27 14:42:58,226 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:04:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2250, loss: 1.2250 +2025-05-27 14:43:41,257 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:03:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.2601, loss: 1.2601 +2025-05-27 14:44:24,217 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:02:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2547, loss: 1.2547 +2025-05-27 14:45:07,093 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 9:02:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.2675, loss: 1.2675 +2025-05-27 14:45:50,033 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 9:01:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2851, loss: 1.2851 +2025-05-27 14:46:33,223 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 9:00:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3081, loss: 1.3081 +2025-05-27 14:47:16,162 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2959, loss: 1.2959 +2025-05-27 14:47:59,096 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:59:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3039, loss: 1.3039 +2025-05-27 14:48:42,044 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:58:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2421, loss: 1.2421 +2025-05-27 14:49:24,974 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:57:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2678, loss: 1.2678 +2025-05-27 14:50:07,937 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:56:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3165, loss: 1.3165 +2025-05-27 14:50:50,938 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.3076, loss: 1.3076 +2025-05-27 14:51:34,072 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:55:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-05-27 14:52:16,984 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3575, loss: 1.3575 +2025-05-27 14:52:59,888 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:53:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2880, loss: 1.2880 +2025-05-27 14:53:42,869 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:53:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.2322, loss: 1.2322 +2025-05-27 14:54:25,874 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:52:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-05-27 14:55:08,852 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:51:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.3147, loss: 1.3147 +2025-05-27 14:55:51,900 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:51:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2882, loss: 1.2882 +2025-05-27 14:55:55,014 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 14:57:11,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:57:11,749 - pyskl - INFO - +top1_acc 0.9049 +top5_acc 0.9851 +2025-05-27 14:57:11,802 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_116.pth was removed +2025-05-27 14:57:12,814 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-05-27 14:57:12,815 - pyskl - INFO - Best top1_acc is 0.9049 at 121 epoch. +2025-05-27 14:57:12,817 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9049, top5_acc: 0.9851 +2025-05-27 14:58:16,735 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:50:18, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.2766, loss: 1.2766 +2025-05-27 14:58:59,774 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3296, loss: 1.3296 +2025-05-27 14:59:42,817 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-05-27 15:00:25,854 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:48:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2269, loss: 1.2269 +2025-05-27 15:01:08,905 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:47:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2288, loss: 1.2288 +2025-05-27 15:01:51,849 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:46:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2473, loss: 1.2473 +2025-05-27 15:02:34,744 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:45:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2594, loss: 1.2594 +2025-05-27 15:03:17,665 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:45:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2691, loss: 1.2691 +2025-05-27 15:04:00,617 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:44:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2848, loss: 1.2848 +2025-05-27 15:04:43,633 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:43:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-05-27 15:05:26,666 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:42:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3431, loss: 1.3431 +2025-05-27 15:06:09,678 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:42:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2801, loss: 1.2801 +2025-05-27 15:06:52,591 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:41:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3257, loss: 1.3257 +2025-05-27 15:07:35,614 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:40:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2833, loss: 1.2833 +2025-05-27 15:08:18,522 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:40:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-05-27 15:09:01,468 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:39:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2735, loss: 1.2735 +2025-05-27 15:09:44,544 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:38:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2723, loss: 1.2723 +2025-05-27 15:10:27,530 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-05-27 15:11:10,481 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2604, loss: 1.2604 +2025-05-27 15:11:53,549 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:36:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 +2025-05-27 15:12:36,574 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.2230, loss: 1.2230 +2025-05-27 15:13:19,653 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.2394, loss: 1.2394 +2025-05-27 15:14:02,723 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:34:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2478, loss: 1.2478 +2025-05-27 15:14:45,534 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:33:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2770, loss: 1.2770 +2025-05-27 15:15:28,483 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:32:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.2725, loss: 1.2725 +2025-05-27 15:15:31,555 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 15:16:47,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:16:48,019 - pyskl - INFO - +top1_acc 0.8973 +top5_acc 0.9831 +2025-05-27 15:16:48,021 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8973, top5_acc: 0.9831 +2025-05-27 15:17:52,216 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:31:58, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2736, loss: 1.2736 +2025-05-27 15:18:35,330 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:31:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2667, loss: 1.2667 +2025-05-27 15:19:18,237 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2271, loss: 1.2271 +2025-05-27 15:20:01,189 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:29:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2424, loss: 1.2424 +2025-05-27 15:20:44,234 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:29:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2226, loss: 1.2226 +2025-05-27 15:21:27,138 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:28:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2523, loss: 1.2523 +2025-05-27 15:22:10,063 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:27:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2063, loss: 1.2063 +2025-05-27 15:22:52,852 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2673, loss: 1.2673 +2025-05-27 15:23:35,665 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2104, loss: 1.2104 +2025-05-27 15:24:18,575 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:25:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2567, loss: 1.2567 +2025-05-27 15:25:01,526 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.1989, loss: 1.1989 +2025-05-27 15:25:44,406 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:23:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2362, loss: 1.2362 +2025-05-27 15:26:27,273 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:23:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2339, loss: 1.2339 +2025-05-27 15:27:10,083 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:22:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.3110, loss: 1.3110 +2025-05-27 15:27:52,890 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:21:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2535, loss: 1.2535 +2025-05-27 15:28:35,713 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:20:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2515, loss: 1.2515 +2025-05-27 15:29:18,507 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:20:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.2942, loss: 1.2942 +2025-05-27 15:30:01,513 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2579, loss: 1.2579 +2025-05-27 15:30:44,563 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:18:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2595, loss: 1.2595 +2025-05-27 15:31:27,686 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:18:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2435, loss: 1.2435 +2025-05-27 15:32:10,625 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:17:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-05-27 15:32:53,557 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:16:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2962, loss: 1.2962 +2025-05-27 15:33:36,497 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:15:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.2273, loss: 1.2273 +2025-05-27 15:34:19,498 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:15:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-05-27 15:35:02,494 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:14:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2926, loss: 1.2926 +2025-05-27 15:35:05,545 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:36:22,066 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:36:22,133 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9852 +2025-05-27 15:36:22,186 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_121.pth was removed +2025-05-27 15:36:23,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-05-27 15:36:23,213 - pyskl - INFO - Best top1_acc is 0.9082 at 123 epoch. +2025-05-27 15:36:23,215 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9082, top5_acc: 0.9852 +2025-05-27 15:37:28,121 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:13:39, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2456, loss: 1.2456 +2025-05-27 15:38:11,277 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:12:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-05-27 15:38:54,327 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:12:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 +2025-05-27 15:39:37,213 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:11:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-05-27 15:40:20,148 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:10:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2742, loss: 1.2742 +2025-05-27 15:41:03,147 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:09:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2339, loss: 1.2339 +2025-05-27 15:41:46,099 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:09:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-05-27 15:42:28,989 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:08:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2072, loss: 1.2072 +2025-05-27 15:43:12,035 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:07:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2229, loss: 1.2229 +2025-05-27 15:43:54,983 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:07:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2735, loss: 1.2735 +2025-05-27 15:44:38,022 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:06:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2151, loss: 1.2151 +2025-05-27 15:45:21,108 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:05:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2300, loss: 1.2300 +2025-05-27 15:46:04,000 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:04:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2263, loss: 1.2263 +2025-05-27 15:46:46,773 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:04:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2431, loss: 1.2431 +2025-05-27 15:47:29,649 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:03:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2597, loss: 1.2597 +2025-05-27 15:48:12,530 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:02:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2297, loss: 1.2297 +2025-05-27 15:48:55,505 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 8:01:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-05-27 15:49:38,353 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 8:01:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2416, loss: 1.2416 +2025-05-27 15:50:21,207 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 8:00:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-05-27 15:51:04,208 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:59:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.2336, loss: 1.2336 +2025-05-27 15:51:47,075 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:58:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2367, loss: 1.2367 +2025-05-27 15:52:30,013 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:58:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2112, loss: 1.2112 +2025-05-27 15:53:12,895 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:57:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2119, loss: 1.2119 +2025-05-27 15:53:55,817 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:56:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2025, loss: 1.2025 +2025-05-27 15:54:39,193 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:56:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2302, loss: 1.2302 +2025-05-27 15:54:42,354 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 15:55:58,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:55:58,888 - pyskl - INFO - +top1_acc 0.9010 +top5_acc 0.9851 +2025-05-27 15:55:58,891 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9010, top5_acc: 0.9851 +2025-05-27 15:57:02,912 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:55:20, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2130, loss: 1.2130 +2025-05-27 15:57:46,235 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:54:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1995, loss: 1.1995 +2025-05-27 15:58:29,596 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:53:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-27 15:59:12,895 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:53:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-05-27 15:59:56,233 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:52:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2832, loss: 1.2832 +2025-05-27 16:00:39,559 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:51:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2313, loss: 1.2313 +2025-05-27 16:01:22,875 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:50:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2258, loss: 1.2258 +2025-05-27 16:02:06,066 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:50:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2510, loss: 1.2510 +2025-05-27 16:02:49,285 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:49:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2058, loss: 1.2058 +2025-05-27 16:03:32,322 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:48:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2879, loss: 1.2879 +2025-05-27 16:04:15,494 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:48:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2393, loss: 1.2393 +2025-05-27 16:04:58,739 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:47:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2222, loss: 1.2222 +2025-05-27 16:05:41,846 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:46:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.2032, loss: 1.2032 +2025-05-27 16:06:24,850 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:45:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2459, loss: 1.2459 +2025-05-27 16:07:07,787 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:45:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2432, loss: 1.2432 +2025-05-27 16:07:50,717 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:44:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2540, loss: 1.2540 +2025-05-27 16:08:33,678 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:43:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2087, loss: 1.2087 +2025-05-27 16:09:16,777 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:42:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.2615, loss: 1.2615 +2025-05-27 16:09:59,953 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:42:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2296, loss: 1.2296 +2025-05-27 16:10:43,218 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.1808, loss: 1.1808 +2025-05-27 16:11:26,299 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:40:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1455, loss: 1.1455 +2025-05-27 16:12:09,331 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:39:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1969, loss: 1.1969 +2025-05-27 16:12:52,436 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:39:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.2292, loss: 1.2292 +2025-05-27 16:13:35,563 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.2332, loss: 1.2332 +2025-05-27 16:14:18,576 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:37:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-05-27 16:14:21,719 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:23:05,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:23:05,769 - pyskl - INFO - +top1_acc 0.9055 +top5_acc 0.9867 +2025-05-27 16:23:05,772 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9055, top5_acc: 0.9867 +2025-05-27 16:24:10,828 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:37:01, time: 0.651, data_time: 0.221, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1818, loss: 1.1818 +2025-05-27 16:24:53,812 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1741, loss: 1.1741 +2025-05-27 16:25:36,931 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:35:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1286, loss: 1.1286 +2025-05-27 16:26:19,919 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:34:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.1877, loss: 1.1877 +2025-05-27 16:27:02,848 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:34:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2173, loss: 1.2173 +2025-05-27 16:27:45,775 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:33:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1642, loss: 1.1642 +2025-05-27 16:28:28,678 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:32:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2000, loss: 1.2000 +2025-05-27 16:29:11,745 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:31:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2147, loss: 1.2147 +2025-05-27 16:29:54,900 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:31:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-05-27 16:30:37,998 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:30:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1807, loss: 1.1807 +2025-05-27 16:31:21,006 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:29:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2235, loss: 1.2235 +2025-05-27 16:32:04,139 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:28:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-05-27 16:32:47,237 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:28:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-27 16:33:30,231 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:27:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 +2025-05-27 16:34:13,195 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:26:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1580, loss: 1.1580 +2025-05-27 16:34:56,111 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:26:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2080, loss: 1.2080 +2025-05-27 16:35:39,153 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:25:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-05-27 16:36:22,112 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:24:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.1981, loss: 1.1981 +2025-05-27 16:37:05,122 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:23:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1885, loss: 1.1885 +2025-05-27 16:37:48,056 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:23:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-27 16:38:31,133 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:22:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1767, loss: 1.1767 +2025-05-27 16:39:14,118 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:21:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1777, loss: 1.1777 +2025-05-27 16:39:57,216 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:20:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2186, loss: 1.2186 +2025-05-27 16:40:40,261 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:20:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2217, loss: 1.2217 +2025-05-27 16:41:23,241 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:19:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.1743, loss: 1.1743 +2025-05-27 16:41:26,394 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:42:42,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:42:42,954 - pyskl - INFO - +top1_acc 0.9119 +top5_acc 0.9867 +2025-05-27 16:42:43,010 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_123.pth was removed +2025-05-27 16:42:44,054 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:42:44,054 - pyskl - INFO - Best top1_acc is 0.9119 at 126 epoch. +2025-05-27 16:42:44,057 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9119, top5_acc: 0.9867 +2025-05-27 16:43:48,986 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:18:42, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1587, loss: 1.1587 +2025-05-27 16:44:32,097 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:17:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1146, loss: 1.1146 +2025-05-27 16:45:15,167 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:17:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.1760, loss: 1.1760 +2025-05-27 16:45:58,213 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:16:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1606, loss: 1.1606 +2025-05-27 16:46:41,226 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:15:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1537, loss: 1.1537 +2025-05-27 16:47:24,156 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:15:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 +2025-05-27 16:48:07,192 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:14:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-27 16:48:50,230 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:13:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1850, loss: 1.1850 +2025-05-27 16:49:33,338 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:12:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1358, loss: 1.1358 +2025-05-27 16:50:16,390 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:12:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-27 16:50:59,481 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:11:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-27 16:51:42,807 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:10:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1465, loss: 1.1465 +2025-05-27 16:52:25,984 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:09:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.1893, loss: 1.1893 +2025-05-27 16:53:09,105 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:09:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1673, loss: 1.1673 +2025-05-27 16:53:52,110 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:08:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1390, loss: 1.1390 +2025-05-27 16:54:35,089 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:07:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1589, loss: 1.1589 +2025-05-27 16:55:18,104 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:06:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1834, loss: 1.1834 +2025-05-27 16:56:01,124 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:06:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1674, loss: 1.1674 +2025-05-27 16:56:44,170 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:05:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-05-27 16:57:27,236 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:04:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1358, loss: 1.1358 +2025-05-27 16:58:10,230 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:04:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 +2025-05-27 16:58:53,130 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:03:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.1547, loss: 1.1547 +2025-05-27 16:59:36,099 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:02:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.1791, loss: 1.1791 +2025-05-27 17:00:19,041 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 7:01:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.1785, loss: 1.1785 +2025-05-27 17:01:02,163 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 7:01:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-05-27 17:01:05,252 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 17:02:21,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:02:21,552 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9866 +2025-05-27 17:02:21,606 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_126.pth was removed +2025-05-27 17:02:22,641 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-27 17:02:22,642 - pyskl - INFO - Best top1_acc is 0.9162 at 127 epoch. +2025-05-27 17:02:22,645 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9162, top5_acc: 0.9866 +2025-05-27 17:03:26,762 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 7:00:24, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.1436, loss: 1.1436 +2025-05-27 17:04:09,718 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:59:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-27 17:04:52,694 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:58:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1274, loss: 1.1274 +2025-05-27 17:05:35,766 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:58:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1275, loss: 1.1275 +2025-05-27 17:06:18,907 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1579, loss: 1.1579 +2025-05-27 17:07:01,867 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:56:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-05-27 17:07:44,834 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1728, loss: 1.1728 +2025-05-27 17:08:27,822 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:55:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1055, loss: 1.1055 +2025-05-27 17:09:10,830 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:54:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1237, loss: 1.1237 +2025-05-27 17:09:53,771 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:53:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 +2025-05-27 17:10:36,804 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:53:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.1407, loss: 1.1407 +2025-05-27 17:11:20,240 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:52:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-05-27 17:12:03,506 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:51:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.1334, loss: 1.1334 +2025-05-27 17:12:46,543 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:50:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-27 17:13:29,451 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:50:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-05-27 17:14:12,327 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:49:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1527, loss: 1.1527 +2025-05-27 17:14:55,204 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:48:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1285, loss: 1.1285 +2025-05-27 17:15:38,195 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:47:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0943, loss: 1.0943 +2025-05-27 17:16:21,092 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-05-27 17:17:04,224 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:46:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-05-27 17:17:47,355 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:45:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1016, loss: 1.1016 +2025-05-27 17:18:30,410 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:45:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-05-27 17:19:13,541 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:44:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1369, loss: 1.1369 +2025-05-27 17:19:56,585 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1505, loss: 1.1505 +2025-05-27 17:20:39,641 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1558, loss: 1.1558 +2025-05-27 17:20:42,729 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:21:59,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:21:59,263 - pyskl - INFO - +top1_acc 0.9167 +top5_acc 0.9876 +2025-05-27 17:21:59,318 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_127.pth was removed +2025-05-27 17:22:00,345 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-05-27 17:22:00,346 - pyskl - INFO - Best top1_acc is 0.9167 at 128 epoch. +2025-05-27 17:22:00,348 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9167, top5_acc: 0.9876 +2025-05-27 17:23:04,502 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:42:05, time: 0.641, data_time: 0.214, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1392, loss: 1.1392 +2025-05-27 17:23:47,362 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:41:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-05-27 17:24:30,277 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:40:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 17:25:13,237 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:39:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0997, loss: 1.0997 +2025-05-27 17:25:56,237 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:39:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-27 17:26:39,218 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:38:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1058, loss: 1.1058 +2025-05-27 17:27:22,201 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:37:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1042, loss: 1.1042 +2025-05-27 17:28:05,377 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:36:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1331, loss: 1.1331 +2025-05-27 17:28:48,278 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:36:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.0741, loss: 1.0741 +2025-05-27 17:29:31,314 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:35:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1262, loss: 1.1262 +2025-05-27 17:30:14,310 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:34:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1487, loss: 1.1487 +2025-05-27 17:30:57,534 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:34:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-05-27 17:31:40,554 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:33:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1212, loss: 1.1212 +2025-05-27 17:32:23,501 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:32:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1282, loss: 1.1282 +2025-05-27 17:33:06,484 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:31:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.1470, loss: 1.1470 +2025-05-27 17:33:49,428 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1435, loss: 1.1435 +2025-05-27 17:34:32,457 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:30:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0909, loss: 1.0909 +2025-05-27 17:35:15,332 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:29:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-27 17:35:58,344 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:28:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-05-27 17:36:41,320 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:28:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.1458, loss: 1.1458 +2025-05-27 17:37:24,433 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:27:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1180, loss: 1.1180 +2025-05-27 17:38:07,468 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:26:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1453, loss: 1.1453 +2025-05-27 17:38:50,774 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:25:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1424, loss: 1.1424 +2025-05-27 17:39:34,054 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:25:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1337, loss: 1.1337 +2025-05-27 17:40:17,303 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:24:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0839, loss: 1.0839 +2025-05-27 17:40:20,377 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:41:37,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:41:37,312 - pyskl - INFO - +top1_acc 0.9155 +top5_acc 0.9875 +2025-05-27 17:41:37,314 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9155, top5_acc: 0.9875 +2025-05-27 17:42:41,417 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:23:46, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-27 17:43:24,312 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:23:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-27 17:44:07,271 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:22:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1245, loss: 1.1245 +2025-05-27 17:44:50,229 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-05-27 17:45:33,280 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:20:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1192, loss: 1.1192 +2025-05-27 17:46:16,387 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:20:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-27 17:46:59,385 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:19:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.1543, loss: 1.1543 +2025-05-27 17:47:42,357 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:18:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-05-27 17:48:25,375 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:17:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.0959, loss: 1.0959 +2025-05-27 17:49:08,391 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:17:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0938, loss: 1.0938 +2025-05-27 17:49:51,273 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:16:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-05-27 17:50:34,589 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:15:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.1517, loss: 1.1517 +2025-05-27 17:51:17,668 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:14:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0967, loss: 1.0967 +2025-05-27 17:52:00,610 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:14:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1275, loss: 1.1275 +2025-05-27 17:52:43,499 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:13:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-27 17:53:26,386 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:12:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 17:54:09,202 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:12:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 +2025-05-27 17:54:52,126 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:11:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1120, loss: 1.1120 +2025-05-27 17:55:34,986 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:10:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1392, loss: 1.1392 +2025-05-27 17:56:18,043 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:09:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-05-27 17:57:01,027 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:09:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-27 17:57:44,190 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:08:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-27 17:58:27,300 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:07:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1140, loss: 1.1140 +2025-05-27 17:59:10,471 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:06:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-05-27 17:59:53,387 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:06:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1399, loss: 1.1399 +2025-05-27 17:59:56,443 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 18:08:17,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:08:17,923 - pyskl - INFO - +top1_acc 0.9129 +top5_acc 0.9876 +2025-05-27 18:08:17,926 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9129, top5_acc: 0.9876 +2025-05-27 18:09:21,920 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:05:27, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-05-27 18:10:04,766 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:04:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-05-27 18:10:47,589 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:03:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-27 18:11:30,402 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:03:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 18:12:13,310 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:02:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-27 18:12:56,193 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:01:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0484, loss: 1.0484 +2025-05-27 18:13:39,094 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 6:01:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-27 18:14:22,007 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 6:00:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-05-27 18:15:04,900 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:59:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-27 18:15:47,806 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:58:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-27 18:16:30,762 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:58:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0944, loss: 1.0944 +2025-05-27 18:17:13,683 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:57:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-05-27 18:17:56,665 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:56:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1124, loss: 1.1124 +2025-05-27 18:18:39,627 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:55:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-27 18:19:22,535 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:55:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1052, loss: 1.1052 +2025-05-27 18:20:05,450 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:54:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2025-05-27 18:20:48,386 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:53:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-05-27 18:21:31,293 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:52:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1202, loss: 1.1202 +2025-05-27 18:22:14,153 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:52:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.0644, loss: 1.0644 +2025-05-27 18:22:57,202 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:51:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0891, loss: 1.0891 +2025-05-27 18:23:40,115 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:50:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0953, loss: 1.0953 +2025-05-27 18:24:23,085 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-05-27 18:25:06,112 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:49:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0764, loss: 1.0764 +2025-05-27 18:25:49,129 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:48:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1038, loss: 1.1038 +2025-05-27 18:26:32,062 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:47:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1415, loss: 1.1415 +2025-05-27 18:26:35,197 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:27:51,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:27:51,688 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9873 +2025-05-27 18:27:51,691 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9150, top5_acc: 0.9873 +2025-05-27 18:28:55,737 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:47:08, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0913, loss: 1.0913 +2025-05-27 18:29:38,600 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:46:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-05-27 18:30:21,535 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:45:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1314, loss: 1.1314 +2025-05-27 18:31:04,478 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:44:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0736, loss: 1.0736 +2025-05-27 18:31:47,439 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:44:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-05-27 18:32:30,313 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:43:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-27 18:33:13,305 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:42:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.0928, loss: 1.0928 +2025-05-27 18:33:56,230 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:42:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-27 18:34:39,206 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0409, loss: 1.0409 +2025-05-27 18:35:22,174 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:40:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1110, loss: 1.1110 +2025-05-27 18:36:05,061 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:39:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-27 18:36:48,003 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:39:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-27 18:37:31,179 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:38:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0786, loss: 1.0786 +2025-05-27 18:38:14,307 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:37:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1066, loss: 1.1066 +2025-05-27 18:38:57,253 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:36:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0713, loss: 1.0713 +2025-05-27 18:39:40,246 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:36:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-27 18:40:23,134 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:35:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0475, loss: 1.0475 +2025-05-27 18:41:06,019 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0931, loss: 1.0931 +2025-05-27 18:41:48,923 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:33:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 18:42:31,610 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:33:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-05-27 18:43:14,583 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:32:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-27 18:43:57,753 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:31:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0359, loss: 1.0359 +2025-05-27 18:44:41,042 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:31:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-05-27 18:45:24,224 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:30:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.0527, loss: 1.0527 +2025-05-27 18:46:07,251 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:29:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-05-27 18:46:10,331 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 18:47:26,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:47:26,701 - pyskl - INFO - +top1_acc 0.9182 +top5_acc 0.9879 +2025-05-27 18:47:26,756 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_128.pth was removed +2025-05-27 18:47:27,795 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-27 18:47:27,796 - pyskl - INFO - Best top1_acc is 0.9182 at 132 epoch. +2025-05-27 18:47:27,799 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9182, top5_acc: 0.9879 +2025-05-27 18:48:31,705 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:28:49, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0858, loss: 1.0858 +2025-05-27 18:49:14,672 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:28:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2025-05-27 18:49:57,721 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:27:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-27 18:50:40,729 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:26:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0355, loss: 1.0355 +2025-05-27 18:51:23,720 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:25:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0487, loss: 1.0487 +2025-05-27 18:52:06,690 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:25:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0825, loss: 1.0825 +2025-05-27 18:52:49,636 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-27 18:53:32,710 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:23:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0941, loss: 1.0941 +2025-05-27 18:54:15,729 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:22:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-05-27 18:54:58,732 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:22:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 18:55:41,674 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:21:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0799, loss: 1.0799 +2025-05-27 18:56:24,687 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:20:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-27 18:57:07,746 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:20:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-05-27 18:57:50,816 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:19:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1122, loss: 1.1122 +2025-05-27 18:58:33,736 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:18:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-27 18:59:16,780 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:17:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1336, loss: 1.1336 +2025-05-27 18:59:59,793 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:17:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-05-27 19:00:42,804 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:16:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-05-27 19:01:25,789 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:15:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-27 19:02:08,791 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:14:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-27 19:02:51,846 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:14:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 19:03:34,928 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:13:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-27 19:04:18,062 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-27 19:05:01,129 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:11:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0970, loss: 1.0970 +2025-05-27 19:05:44,185 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:11:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0831, loss: 1.0831 +2025-05-27 19:05:47,263 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 19:07:03,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:07:03,565 - pyskl - INFO - +top1_acc 0.9202 +top5_acc 0.9881 +2025-05-27 19:07:03,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_132.pth was removed +2025-05-27 19:07:04,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-27 19:07:04,598 - pyskl - INFO - Best top1_acc is 0.9202 at 133 epoch. +2025-05-27 19:07:04,601 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9202, top5_acc: 0.9881 +2025-05-27 19:08:08,626 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:10:30, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0487, loss: 1.0487 +2025-05-27 19:08:51,662 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:09:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 19:09:34,652 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:09:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0713, loss: 1.0713 +2025-05-27 19:10:17,697 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-05-27 19:11:00,597 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:07:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 19:11:43,457 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:06:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 19:12:26,391 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:06:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-27 19:13:09,324 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:05:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0634, loss: 1.0634 +2025-05-27 19:13:52,307 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:04:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-27 19:14:35,298 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-05-27 19:15:18,300 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:03:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-27 19:16:01,368 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:02:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0600, loss: 1.0600 +2025-05-27 19:16:44,715 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:01:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0148, loss: 1.0148 +2025-05-27 19:17:28,278 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 5:00:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0491, loss: 1.0491 +2025-05-27 19:18:11,404 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 5:00:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 19:18:54,444 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:59:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-05-27 19:19:37,410 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:58:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0554, loss: 1.0554 +2025-05-27 19:20:20,425 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:58:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0489, loss: 1.0489 +2025-05-27 19:21:03,482 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:57:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-27 19:21:46,589 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:56:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-27 19:22:29,869 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:55:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0525, loss: 1.0525 +2025-05-27 19:23:13,194 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:55:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-27 19:23:56,731 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:54:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 19:24:40,067 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:53:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0568, loss: 1.0568 +2025-05-27 19:25:23,463 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:52:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 19:25:26,541 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:26:43,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:26:43,935 - pyskl - INFO - +top1_acc 0.9194 +top5_acc 0.9882 +2025-05-27 19:26:43,938 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9194, top5_acc: 0.9882 +2025-05-27 19:27:48,879 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:52:12, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0380, loss: 1.0380 +2025-05-27 19:28:32,227 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:51:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0559, loss: 1.0559 +2025-05-27 19:29:15,535 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:50:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2025-05-27 19:29:58,872 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:50:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-05-27 19:30:42,215 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:49:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0570, loss: 1.0570 +2025-05-27 19:31:25,916 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:48:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-27 19:32:09,444 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:47:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-27 19:32:52,686 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:47:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0510, loss: 1.0510 +2025-05-27 19:33:36,120 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:46:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 19:34:19,411 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:45:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-27 19:35:02,716 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:44:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0694, loss: 1.0694 +2025-05-27 19:35:46,025 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:44:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0504, loss: 1.0504 +2025-05-27 19:36:29,352 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:43:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0410, loss: 1.0410 +2025-05-27 19:37:12,628 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:42:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-27 19:37:55,875 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:41:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-27 19:38:39,071 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:41:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0844, loss: 1.0844 +2025-05-27 19:39:22,287 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:40:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 19:40:05,496 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:39:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0385, loss: 1.0385 +2025-05-27 19:40:48,756 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:39:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-27 19:41:32,267 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:38:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-27 19:42:15,727 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:37:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-05-27 19:42:59,023 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:36:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2025-05-27 19:43:42,343 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:36:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0248, loss: 1.0248 +2025-05-27 19:44:25,531 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:35:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 19:45:08,767 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:34:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0503, loss: 1.0503 +2025-05-27 19:45:12,067 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 19:53:28,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:53:28,939 - pyskl - INFO - +top1_acc 0.9229 +top5_acc 0.9878 +2025-05-27 19:53:29,013 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_133.pth was removed +2025-05-27 19:53:30,087 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-27 19:53:30,088 - pyskl - INFO - Best top1_acc is 0.9229 at 135 epoch. +2025-05-27 19:53:30,090 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9229, top5_acc: 0.9878 +2025-05-27 19:54:35,381 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:33:54, time: 0.653, data_time: 0.220, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0413, loss: 1.0413 +2025-05-27 19:55:18,676 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:33:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0729, loss: 1.0729 +2025-05-27 19:56:02,049 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:32:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0284, loss: 1.0284 +2025-05-27 19:56:45,507 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:31:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-27 19:57:29,006 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:30:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0543, loss: 1.0543 +2025-05-27 19:58:12,358 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:30:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-27 19:58:55,669 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:29:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-05-27 19:59:39,024 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:28:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0394, loss: 1.0394 +2025-05-27 20:00:22,447 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:28:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-05-27 20:01:05,784 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:27:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 20:01:49,038 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:26:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 20:02:32,529 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:25:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0598, loss: 1.0598 +2025-05-27 20:03:16,116 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:25:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-05-27 20:03:59,560 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:24:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 20:04:42,896 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:23:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0747, loss: 1.0747 +2025-05-27 20:05:26,211 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:22:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0594, loss: 1.0594 +2025-05-27 20:06:09,633 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:22:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 20:06:53,040 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:21:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0681, loss: 1.0681 +2025-05-27 20:07:36,260 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:20:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-05-27 20:08:19,430 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:20:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 20:09:02,631 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:19:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0476, loss: 1.0476 +2025-05-27 20:09:46,021 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:18:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2025-05-27 20:10:29,343 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:17:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 20:11:12,888 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:17:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0496, loss: 1.0496 +2025-05-27 20:11:56,281 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:16:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:11:59,372 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 20:13:15,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:13:15,891 - pyskl - INFO - +top1_acc 0.9233 +top5_acc 0.9877 +2025-05-27 20:13:15,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_135.pth was removed +2025-05-27 20:13:17,049 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-05-27 20:13:17,050 - pyskl - INFO - Best top1_acc is 0.9233 at 136 epoch. +2025-05-27 20:13:17,053 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9233, top5_acc: 0.9877 +2025-05-27 20:14:21,069 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:15:36, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-27 20:15:04,391 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:14:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-05-27 20:15:47,598 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:14:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-27 20:16:30,783 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:13:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9922, loss: 0.9922 +2025-05-27 20:17:14,016 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:12:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-27 20:17:57,194 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:11:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-27 20:18:40,377 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:11:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-05-27 20:19:23,593 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:10:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-27 20:20:06,839 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-05-27 20:20:50,076 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:09:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9992, loss: 0.9992 +2025-05-27 20:21:33,306 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:08:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-27 20:22:16,455 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:07:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 20:22:59,731 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:06:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0609, loss: 1.0609 +2025-05-27 20:23:43,071 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:06:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0360, loss: 1.0360 +2025-05-27 20:24:26,399 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:05:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-05-27 20:25:09,659 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:04:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0635, loss: 1.0635 +2025-05-27 20:25:52,970 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:03:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2025-05-27 20:26:36,281 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:03:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-27 20:27:19,656 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:02:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0621, loss: 1.0621 +2025-05-27 20:28:03,064 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:01:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0552, loss: 1.0552 +2025-05-27 20:28:46,441 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 4:00:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0268, loss: 1.0268 +2025-05-27 20:29:29,981 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 4:00:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-05-27 20:30:13,391 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:59:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-05-27 20:30:56,629 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:58:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2025-05-27 20:31:39,932 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:58:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0431, loss: 1.0431 +2025-05-27 20:31:43,031 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:32:59,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:32:59,637 - pyskl - INFO - +top1_acc 0.9213 +top5_acc 0.9882 +2025-05-27 20:32:59,640 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9213, top5_acc: 0.9882 +2025-05-27 20:34:04,245 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:57:18, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2025-05-27 20:34:47,788 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:56:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-27 20:35:31,226 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:55:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-27 20:36:14,526 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-05-27 20:36:57,842 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:54:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-05-27 20:37:41,331 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:53:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-27 20:38:24,634 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:52:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-05-27 20:39:07,767 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:52:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-05-27 20:39:51,101 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:51:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0299, loss: 1.0299 +2025-05-27 20:40:34,382 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:50:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-27 20:41:17,732 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:49:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0484, loss: 1.0484 +2025-05-27 20:42:00,707 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:49:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0347, loss: 1.0347 +2025-05-27 20:42:44,097 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:48:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0381, loss: 1.0381 +2025-05-27 20:43:27,409 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:47:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0220, loss: 1.0220 +2025-05-27 20:44:10,841 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:47:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0571, loss: 1.0571 +2025-05-27 20:44:54,255 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:46:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0496, loss: 1.0496 +2025-05-27 20:45:37,648 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:45:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0279, loss: 1.0279 +2025-05-27 20:46:21,097 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:44:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0197, loss: 1.0197 +2025-05-27 20:47:04,247 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:44:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-05-27 20:47:47,691 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:43:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 +2025-05-27 20:48:31,138 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:42:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0584, loss: 1.0584 +2025-05-27 20:49:14,616 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:41:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-27 20:49:58,155 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:41:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 20:50:41,687 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:40:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 20:51:24,987 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:39:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-05-27 20:51:28,190 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 20:52:44,422 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:52:44,490 - pyskl - INFO - +top1_acc 0.9222 +top5_acc 0.9883 +2025-05-27 20:52:44,492 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9222, top5_acc: 0.9883 +2025-05-27 20:53:48,283 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:39:00, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-27 20:54:31,471 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:38:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9924, loss: 0.9924 +2025-05-27 20:55:14,772 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:37:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-27 20:55:58,032 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:36:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-05-27 20:56:41,355 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:36:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-05-27 20:57:24,632 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:35:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 20:58:07,907 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:34:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-27 20:58:51,254 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:33:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-27 20:59:34,490 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:33:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0316, loss: 1.0316 +2025-05-27 21:00:17,764 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:32:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-05-27 21:01:01,055 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:31:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2025-05-27 21:01:44,341 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:30:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0190, loss: 1.0190 +2025-05-27 21:02:27,820 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:30:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 21:03:11,350 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:29:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-05-27 21:03:54,688 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:28:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-27 21:04:38,016 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:28:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-05-27 21:05:21,395 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:27:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0395, loss: 1.0395 +2025-05-27 21:06:04,727 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:26:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 21:06:48,070 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:25:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-27 21:07:31,446 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:25:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 21:08:14,915 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:24:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 21:08:58,195 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:23:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0393, loss: 1.0393 +2025-05-27 21:09:41,499 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:22:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0225, loss: 1.0225 +2025-05-27 21:10:24,775 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:22:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 21:11:08,248 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:21:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-05-27 21:11:11,297 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 21:12:27,527 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:12:27,593 - pyskl - INFO - +top1_acc 0.9248 +top5_acc 0.9882 +2025-05-27 21:12:27,646 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_136.pth was removed +2025-05-27 21:12:28,678 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-05-27 21:12:28,679 - pyskl - INFO - Best top1_acc is 0.9248 at 139 epoch. +2025-05-27 21:12:28,682 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9248, top5_acc: 0.9882 +2025-05-27 21:13:32,315 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:20:41, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0383, loss: 1.0383 +2025-05-27 21:14:15,523 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:19:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0355, loss: 1.0355 +2025-05-27 21:14:58,704 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:19:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 21:15:41,920 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:18:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-05-27 21:16:25,203 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:17:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-27 21:17:08,515 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:17:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2025-05-27 21:17:51,635 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:16:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9642, loss: 0.9642 +2025-05-27 21:18:34,718 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:15:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 21:19:17,989 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:14:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 21:20:01,263 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:14:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-27 21:20:44,468 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:13:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 21:21:27,655 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9875, loss: 0.9875 +2025-05-27 21:22:10,723 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:11:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2025-05-27 21:22:53,871 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:11:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 21:23:37,025 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:10:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0370, loss: 1.0370 +2025-05-27 21:24:20,194 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:09:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0354, loss: 1.0354 +2025-05-27 21:25:03,468 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:08:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 21:25:46,651 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:08:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-05-27 21:26:29,754 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:07:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-27 21:27:13,040 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:06:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 21:27:56,131 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:06:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-27 21:28:39,235 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:05:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-05-27 21:29:22,524 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:04:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-05-27 21:30:05,791 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:03:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9903, loss: 0.9903 +2025-05-27 21:30:49,098 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:03:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0373, loss: 1.0373 +2025-05-27 21:30:52,157 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:39:52,922 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:39:52,989 - pyskl - INFO - +top1_acc 0.9247 +top5_acc 0.9881 +2025-05-27 21:39:52,992 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9247, top5_acc: 0.9881 +2025-05-27 21:40:57,401 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:02:23, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-05-27 21:41:40,526 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:01:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-05-27 21:42:23,767 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:00:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-05-27 21:43:06,963 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 3:00:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-27 21:43:50,156 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:59:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9916, loss: 0.9916 +2025-05-27 21:44:33,371 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:58:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-05-27 21:45:16,512 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-27 21:45:59,704 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:57:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-05-27 21:46:42,907 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:56:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2025-05-27 21:47:26,076 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:55:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9986, loss: 0.9986 +2025-05-27 21:48:09,186 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:55:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-27 21:48:52,427 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:54:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9658, loss: 0.9658 +2025-05-27 21:49:35,708 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:53:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-05-27 21:50:18,980 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:52:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 21:51:02,304 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:52:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9937, loss: 0.9937 +2025-05-27 21:51:45,529 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:51:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0177, loss: 1.0177 +2025-05-27 21:52:28,813 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:50:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-05-27 21:53:12,139 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-27 21:53:55,391 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:49:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-05-27 21:54:38,636 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:48:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 21:55:21,925 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:47:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0149, loss: 1.0149 +2025-05-27 21:56:05,332 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:47:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 21:56:48,585 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:46:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0335, loss: 1.0335 +2025-05-27 21:57:31,843 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:45:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0217, loss: 1.0217 +2025-05-27 21:58:15,171 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:44:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9633, loss: 0.9633 +2025-05-27 21:58:18,297 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 21:59:34,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:59:34,754 - pyskl - INFO - +top1_acc 0.9232 +top5_acc 0.9878 +2025-05-27 21:59:34,756 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9232, top5_acc: 0.9878 +2025-05-27 22:00:38,898 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:44:04, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9882, loss: 0.9882 +2025-05-27 22:01:22,110 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:43:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9985, loss: 0.9985 +2025-05-27 22:02:05,395 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:42:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2025-05-27 22:02:48,576 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:41:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0164, loss: 1.0164 +2025-05-27 22:03:31,896 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:41:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 22:04:15,154 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:40:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2025-05-27 22:04:58,428 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:39:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2025-05-27 22:05:41,733 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:38:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9812, loss: 0.9812 +2025-05-27 22:06:24,761 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:38:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9961, loss: 0.9961 +2025-05-27 22:07:07,554 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:37:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0224, loss: 1.0224 +2025-05-27 22:07:50,640 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:36:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-05-27 22:08:33,893 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:36:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9694, loss: 0.9694 +2025-05-27 22:09:17,275 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:35:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 22:10:00,594 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:34:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2025-05-27 22:10:43,959 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:33:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9840, loss: 0.9840 +2025-05-27 22:11:27,337 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:33:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-05-27 22:12:10,676 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:32:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0211, loss: 1.0211 +2025-05-27 22:12:53,973 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:31:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0393, loss: 1.0393 +2025-05-27 22:13:37,269 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:30:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2025-05-27 22:14:20,565 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:30:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0084, loss: 1.0084 +2025-05-27 22:15:03,740 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:29:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0415, loss: 1.0415 +2025-05-27 22:15:46,974 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:28:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 22:16:30,204 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:27:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2025-05-27 22:17:13,387 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:27:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9878, loss: 0.9878 +2025-05-27 22:17:56,568 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:26:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 22:17:59,616 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 22:19:16,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:19:16,426 - pyskl - INFO - +top1_acc 0.9248 +top5_acc 0.9878 +2025-05-27 22:19:16,429 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9248, top5_acc: 0.9878 +2025-05-27 22:20:20,288 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:25:46, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 22:21:03,515 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:25:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2025-05-27 22:21:46,807 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:24:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 22:22:30,186 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:23:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0144, loss: 1.0144 +2025-05-27 22:23:13,504 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:22:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0224, loss: 1.0224 +2025-05-27 22:23:56,765 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:22:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0021, loss: 1.0021 +2025-05-27 22:24:40,078 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:21:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0039, loss: 1.0039 +2025-05-27 22:25:23,408 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:20:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9941, loss: 0.9941 +2025-05-27 22:26:06,748 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:19:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0070, loss: 1.0070 +2025-05-27 22:26:49,994 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:19:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2025-05-27 22:27:33,215 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:18:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-27 22:28:16,625 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:17:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-05-27 22:28:59,915 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:16:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0287, loss: 1.0287 +2025-05-27 22:29:43,224 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:16:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2025-05-27 22:30:26,676 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:15:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2025-05-27 22:31:09,975 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:14:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-27 22:31:53,231 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:14:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-05-27 22:32:36,567 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:13:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-27 22:33:19,858 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:12:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2025-05-27 22:34:03,338 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:11:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 22:34:46,816 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:11:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 22:35:30,359 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:10:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 +2025-05-27 22:36:13,995 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:09:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0277, loss: 1.0277 +2025-05-27 22:36:57,655 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:08:57, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 22:37:41,238 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:08:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0146, loss: 1.0146 +2025-05-27 22:37:44,338 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:39:43,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:39:43,257 - pyskl - INFO - +top1_acc 0.9241 +top5_acc 0.9877 +2025-05-27 22:39:43,259 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9241, top5_acc: 0.9877 +2025-05-27 22:40:47,296 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:07:27, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2025-05-27 22:41:30,447 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:06:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 22:42:13,651 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:06:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-05-27 22:42:56,917 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:05:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-05-27 22:43:40,163 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:04:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-05-27 22:44:23,356 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:03:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 22:45:06,521 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:03:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-27 22:45:49,793 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:02:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 22:46:33,058 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:01:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-05-27 22:47:16,308 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:00:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 22:47:59,491 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 2:00:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-27 22:48:42,710 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:59:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 22:49:25,919 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:58:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9911, loss: 0.9911 +2025-05-27 22:50:09,242 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 22:50:52,708 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:57:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-05-27 22:51:35,980 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:56:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-05-27 22:52:19,235 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:55:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9816, loss: 0.9816 +2025-05-27 22:53:02,556 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:55:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 22:53:45,749 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:54:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0267, loss: 1.0267 +2025-05-27 22:54:28,978 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9947, loss: 0.9947 +2025-05-27 22:55:12,295 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:52:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-27 22:55:55,616 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:52:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-05-27 22:56:38,873 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:51:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2025-05-27 22:57:22,080 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:50:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9897, loss: 0.9897 +2025-05-27 22:58:05,312 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 +2025-05-27 22:58:08,362 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 22:59:24,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:59:24,426 - pyskl - INFO - +top1_acc 0.9244 +top5_acc 0.9874 +2025-05-27 22:59:24,429 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9244, top5_acc: 0.9874 +2025-05-27 23:00:27,988 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:49:09, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9859, loss: 0.9859 +2025-05-27 23:01:11,190 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:48:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 23:01:54,487 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:47:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-05-27 23:02:37,790 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-27 23:03:20,999 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:46:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 23:04:04,227 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:45:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2025-05-27 23:04:47,451 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:44:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2025-05-27 23:05:30,642 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:44:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-05-27 23:06:13,810 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:43:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9907, loss: 0.9907 +2025-05-27 23:06:57,016 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:42:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2025-05-27 23:07:40,148 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2025-05-27 23:08:23,270 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:41:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0104, loss: 1.0104 +2025-05-27 23:09:06,358 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:40:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0000, loss: 1.0000 +2025-05-27 23:09:49,495 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:39:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-05-27 23:10:32,623 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9928, loss: 0.9928 +2025-05-27 23:11:15,713 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:38:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2025-05-27 23:11:58,847 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:37:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 23:12:42,002 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:36:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9954, loss: 0.9954 +2025-05-27 23:13:25,204 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 +2025-05-27 23:14:08,344 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:35:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 23:14:51,504 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:34:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9894, loss: 0.9894 +2025-05-27 23:15:34,717 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9819, loss: 0.9819 +2025-05-27 23:16:18,111 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:33:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-27 23:17:01,503 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:32:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 23:17:44,742 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:31:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-27 23:17:47,809 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:26:12,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:26:12,514 - pyskl - INFO - +top1_acc 0.9252 +top5_acc 0.9879 +2025-05-27 23:26:12,570 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_139.pth was removed +2025-05-27 23:26:13,642 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-27 23:26:13,643 - pyskl - INFO - Best top1_acc is 0.9252 at 145 epoch. +2025-05-27 23:26:13,646 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9252, top5_acc: 0.9879 +2025-05-27 23:27:18,132 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:50, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2025-05-27 23:28:01,391 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:30:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-27 23:28:44,648 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:29:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2025-05-27 23:29:27,868 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:28:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-27 23:30:11,119 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2025-05-27 23:30:54,382 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2025-05-27 23:31:37,634 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 23:32:20,780 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-27 23:33:04,120 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2025-05-27 23:33:47,339 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:24:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2025-05-27 23:34:30,723 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:23:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9967, loss: 0.9967 +2025-05-27 23:35:13,991 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-27 23:35:57,215 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:22:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-05-27 23:36:40,404 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:21:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2025-05-27 23:37:23,570 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:20:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-05-27 23:38:06,733 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0069, loss: 1.0069 +2025-05-27 23:38:49,812 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:19:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 +2025-05-27 23:39:32,995 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 23:40:16,317 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9850, loss: 0.9850 +2025-05-27 23:40:59,717 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0249, loss: 1.0249 +2025-05-27 23:41:42,978 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:16:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2025-05-27 23:42:26,223 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-27 23:43:09,464 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2025-05-27 23:43:52,936 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:14:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 23:44:36,510 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:13:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2025-05-27 23:44:39,598 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-27 23:45:56,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:45:56,141 - pyskl - INFO - +top1_acc 0.9239 +top5_acc 0.9876 +2025-05-27 23:45:56,143 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9239, top5_acc: 0.9876 +2025-05-27 23:47:00,540 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:31, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9864, loss: 0.9864 +2025-05-27 23:47:44,015 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2025-05-27 23:48:27,391 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:11:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0179, loss: 1.0179 +2025-05-27 23:49:10,972 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:10:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9931, loss: 0.9931 +2025-05-27 23:49:54,264 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2025-05-27 23:50:37,595 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9944, loss: 0.9944 +2025-05-27 23:51:20,974 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:08:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9693, loss: 0.9693 +2025-05-27 23:52:04,300 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9909, loss: 0.9909 +2025-05-27 23:52:47,636 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0143, loss: 1.0143 +2025-05-27 23:53:31,121 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0157, loss: 1.0157 +2025-05-27 23:54:14,503 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:05:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 23:54:57,779 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9975, loss: 0.9975 +2025-05-27 23:55:41,117 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 23:56:24,543 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:03:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-27 23:57:07,923 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:02:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9933, loss: 0.9933 +2025-05-27 23:57:51,269 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0109, loss: 1.0109 +2025-05-27 23:58:34,557 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9868, loss: 0.9868 +2025-05-27 23:59:17,976 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 1:00:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0157, loss: 1.0157 +2025-05-28 00:00:01,495 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9847, loss: 0.9847 +2025-05-28 00:00:44,893 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-28 00:01:28,308 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2025-05-28 00:02:11,689 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:57:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0463, loss: 1.0463 +2025-05-28 00:02:55,016 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9963, loss: 0.9963 +2025-05-28 00:03:38,458 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-28 00:04:21,722 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0170, loss: 1.0170 +2025-05-28 00:04:24,840 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-28 00:05:41,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:05:41,147 - pyskl - INFO - +top1_acc 0.9241 +top5_acc 0.9879 +2025-05-28 00:05:41,150 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9241, top5_acc: 0.9879 +2025-05-28 00:06:45,404 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:54:12, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-28 00:07:28,622 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-05-28 00:08:11,852 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-28 00:08:55,128 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:52:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2025-05-28 00:09:38,357 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9832, loss: 0.9832 +2025-05-28 00:10:21,614 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9829, loss: 0.9829 +2025-05-28 00:11:04,849 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9502, loss: 0.9502 +2025-05-28 00:11:48,152 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:49:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2025-05-28 00:12:31,436 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0020, loss: 1.0020 +2025-05-28 00:13:14,634 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-28 00:13:57,886 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-28 00:14:41,154 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:46:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-05-28 00:15:24,396 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-28 00:16:07,583 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9874, loss: 0.9874 +2025-05-28 00:16:50,833 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-28 00:17:34,094 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0017, loss: 1.0017 +2025-05-28 00:18:17,238 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2025-05-28 00:19:00,522 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-28 00:19:43,891 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:41:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-28 00:20:27,189 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9678, loss: 0.9678 +2025-05-28 00:21:10,534 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9981, loss: 0.9981 +2025-05-28 00:21:53,848 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-05-28 00:22:37,542 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:38:07, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-28 00:23:20,948 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2025-05-28 00:24:04,198 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-05-28 00:24:07,335 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:25:23,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:25:23,807 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9877 +2025-05-28 00:25:23,809 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9245, top5_acc: 0.9877 +2025-05-28 00:26:28,098 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:54, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2025-05-28 00:27:11,189 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:35:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-28 00:27:54,461 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2025-05-28 00:28:37,890 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0034, loss: 1.0034 +2025-05-28 00:29:21,262 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9931, loss: 0.9931 +2025-05-28 00:30:04,613 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-28 00:30:48,047 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-28 00:31:31,540 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9875, loss: 0.9875 +2025-05-28 00:32:14,920 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:30:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-28 00:32:58,225 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-28 00:33:41,670 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9566, loss: 0.9566 +2025-05-28 00:34:24,987 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-28 00:35:08,335 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:27:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-28 00:35:51,715 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-28 00:36:35,036 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-05-28 00:37:18,360 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9651, loss: 0.9651 +2025-05-28 00:38:01,794 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0073, loss: 1.0073 +2025-05-28 00:38:45,315 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2025-05-28 00:39:28,746 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-05-28 00:40:12,316 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:22:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0347, loss: 1.0347 +2025-05-28 00:40:55,752 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0350, loss: 1.0350 +2025-05-28 00:41:39,226 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2025-05-28 00:42:22,862 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9888, loss: 0.9888 +2025-05-28 00:43:06,450 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:19:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9937, loss: 0.9937 +2025-05-28 00:43:50,102 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:21, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-28 00:43:53,192 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 00:45:10,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:45:10,458 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9877 +2025-05-28 00:45:10,461 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9245, top5_acc: 0.9877 +2025-05-28 00:46:16,021 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:35, time: 0.656, data_time: 0.223, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-28 00:46:59,866 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:51, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-05-28 00:47:43,493 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9812, loss: 0.9812 +2025-05-28 00:48:26,858 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9969, loss: 0.9969 +2025-05-28 00:49:10,444 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2025-05-28 00:49:53,872 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-28 00:50:37,285 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-28 00:51:20,646 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2025-05-28 00:52:04,026 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2025-05-28 00:52:47,452 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:11:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-28 00:53:30,877 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9983, loss: 0.9983 +2025-05-28 00:54:14,238 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-28 00:54:57,576 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0023, loss: 1.0023 +2025-05-28 00:55:40,896 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0017, loss: 1.0017 +2025-05-28 00:56:24,293 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9959, loss: 0.9959 +2025-05-28 00:57:07,667 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2025-05-28 00:57:51,010 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-28 00:58:34,348 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-28 00:59:17,645 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9442, loss: 0.9442 +2025-05-28 01:00:00,868 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-28 01:00:44,186 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9646, loss: 0.9646 +2025-05-28 01:01:27,496 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2025-05-28 01:02:10,873 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 +2025-05-28 01:02:54,287 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9795, loss: 0.9795 +2025-05-28 01:03:37,672 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-28 01:03:40,856 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 01:04:57,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 01:04:57,334 - pyskl - INFO - +top1_acc 0.9249 +top5_acc 0.9877 +2025-05-28 01:04:57,337 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9249, top5_acc: 0.9877 +2025-05-28 01:05:05,616 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 01:14:31,121 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 01:14:31,122 - pyskl - INFO - top1_acc: 0.9276 +2025-05-28 01:14:31,122 - pyskl - INFO - top5_acc: 0.9892 +2025-05-28 01:14:31,122 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/b_2/best_top1_acc_epoch_145.pth +2025-05-28 01:23:57,812 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 01:23:57,812 - pyskl - INFO - top1_acc: 0.9279 +2025-05-28 01:23:57,812 - pyskl - INFO - top5_acc: 0.9887 diff --git a/ntu60_xsub/b_2/best_pred.pkl b/ntu60_xsub/b_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..c62b75d17a8f5e074b8f35c6dd7192aa79e9dbaa --- /dev/null +++ b/ntu60_xsub/b_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b968897762570bba91c7364b981a46a18f62838f100001d3967be8d7f8bfffe4 +size 6640439 diff --git a/ntu60_xsub/b_2/best_top1_acc_epoch_145.pth b/ntu60_xsub/b_2/best_top1_acc_epoch_145.pth new file mode 100644 index 0000000000000000000000000000000000000000..38d483f1f67917052a95cca4c842f906f15b9634 --- /dev/null +++ b/ntu60_xsub/b_2/best_top1_acc_epoch_145.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0df44be861f83d1365a79a0c0558898efa59b1989fea113e5979cd98d3900886 +size 16153947 diff --git a/ntu60_xsub/bm/20250428_141310.log b/ntu60_xsub/bm/20250428_141310.log new file mode 100644 index 0000000000000000000000000000000000000000..91968528e42235aa26b5ed1aadbfa90397e04482 --- /dev/null +++ b/ntu60_xsub/bm/20250428_141310.log @@ -0,0 +1,4978 @@ +2025-04-28 14:13:10,270 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-04-28 14:13:10,583 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/bm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/bm', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-04-28 14:13:10,584 - pyskl - INFO - Set random seed to 1649622766, deterministic: False +2025-04-28 14:13:19,770 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-04-28 14:13:25,152 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-04-28 14:13:25,177 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm +2025-04-28 14:13:25,177 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-04-28 14:13:25,177 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-04-28 14:13:25,177 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm by HardDiskBackend. +2025-04-28 14:14:29,800 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:27:17, time: 0.646, data_time: 0.213, memory: 13125, top1_acc: 0.0219, top5_acc: 0.1019, loss_cls: 11.9517, loss: 11.9517 +2025-04-28 14:15:12,502 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 8:00:02, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0306, top5_acc: 0.1381, loss_cls: 10.1595, loss: 10.1595 +2025-04-28 14:15:55,254 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:11:30, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0394, top5_acc: 0.1881, loss_cls: 9.8926, loss: 9.8926 +2025-04-28 14:16:38,065 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:17:48, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0500, top5_acc: 0.2319, loss_cls: 9.5827, loss: 9.5827 +2025-04-28 14:17:20,870 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:09:13, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0769, top5_acc: 0.3081, loss_cls: 9.1611, loss: 9.1611 +2025-04-28 14:18:03,461 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:21:02, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.0688, top5_acc: 0.3013, loss_cls: 9.0678, loss: 9.0678 +2025-04-28 14:18:46,147 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:47:16, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0919, top5_acc: 0.3375, loss_cls: 8.9244, loss: 8.9244 +2025-04-28 14:19:28,928 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:22:29, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0669, top5_acc: 0.3269, loss_cls: 8.9466, loss: 8.9466 +2025-04-28 14:20:12,008 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:05:09, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0931, top5_acc: 0.3638, loss_cls: 8.7589, loss: 8.7589 +2025-04-28 14:20:54,980 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:50:27, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0994, top5_acc: 0.3613, loss_cls: 8.6709, loss: 8.6709 +2025-04-28 14:21:38,042 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:38:49, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1056, top5_acc: 0.3706, loss_cls: 8.6061, loss: 8.6061 +2025-04-28 14:22:21,011 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:28:31, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1181, top5_acc: 0.3831, loss_cls: 8.5544, loss: 8.5544 +2025-04-28 14:23:03,918 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:19:23, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1244, top5_acc: 0.4088, loss_cls: 8.4898, loss: 8.4898 +2025-04-28 14:23:46,907 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:11:49, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1138, top5_acc: 0.4119, loss_cls: 8.4734, loss: 8.4734 +2025-04-28 14:24:29,791 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:04:44, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1225, top5_acc: 0.4231, loss_cls: 8.3220, loss: 8.3220 +2025-04-28 14:25:12,497 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 21:57:45, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1437, top5_acc: 0.4725, loss_cls: 8.2552, loss: 8.2552 +2025-04-28 14:25:55,458 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:52:27, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1306, top5_acc: 0.4519, loss_cls: 8.3355, loss: 8.3355 +2025-04-28 14:26:38,121 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:46:37, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1613, top5_acc: 0.5044, loss_cls: 8.1207, loss: 8.1207 +2025-04-28 14:27:21,053 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:42:12, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1531, top5_acc: 0.5150, loss_cls: 8.0405, loss: 8.0405 +2025-04-28 14:28:03,778 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:37:31, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1575, top5_acc: 0.5275, loss_cls: 8.0513, loss: 8.0513 +2025-04-28 14:28:46,481 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:33:09, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1938, top5_acc: 0.5531, loss_cls: 7.8386, loss: 7.8386 +2025-04-28 14:29:29,234 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:29:15, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1906, top5_acc: 0.5706, loss_cls: 7.7283, loss: 7.7283 +2025-04-28 14:30:12,092 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:25:55, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2156, top5_acc: 0.6131, loss_cls: 7.5742, loss: 7.5742 +2025-04-28 14:30:54,805 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:22:25, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2031, top5_acc: 0.6181, loss_cls: 7.5351, loss: 7.5351 +2025-04-28 14:31:37,611 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:19:23, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2213, top5_acc: 0.6175, loss_cls: 7.5492, loss: 7.5492 +2025-04-28 14:31:40,711 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-04-28 14:32:57,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 14:32:57,645 - pyskl - INFO - +top1_acc 0.2211 +top5_acc 0.6273 +2025-04-28 14:32:58,711 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-04-28 14:32:58,712 - pyskl - INFO - Best top1_acc is 0.2211 at 1 epoch. +2025-04-28 14:32:58,715 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.2211, top5_acc: 0.6273 +2025-04-28 14:34:03,211 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:02:00, time: 0.645, data_time: 0.217, memory: 13126, top1_acc: 0.2406, top5_acc: 0.6375, loss_cls: 7.4145, loss: 7.4145 +2025-04-28 14:34:45,942 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 21:57:26, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.2494, top5_acc: 0.6694, loss_cls: 7.3021, loss: 7.3021 +2025-04-28 14:35:28,642 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 21:53:04, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.2475, top5_acc: 0.6631, loss_cls: 7.2967, loss: 7.2967 +2025-04-28 14:36:11,275 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:48:49, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.2712, top5_acc: 0.6631, loss_cls: 7.2545, loss: 7.2545 +2025-04-28 14:36:54,106 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:45:13, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.2744, top5_acc: 0.7106, loss_cls: 7.0082, loss: 7.0082 +2025-04-28 14:37:36,786 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:41:30, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.2800, top5_acc: 0.6925, loss_cls: 7.1592, loss: 7.1592 +2025-04-28 14:38:19,517 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:38:04, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.3125, top5_acc: 0.7438, loss_cls: 6.8685, loss: 6.8685 +2025-04-28 14:39:02,275 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:34:51, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.2900, top5_acc: 0.7063, loss_cls: 6.9712, loss: 6.9712 +2025-04-28 14:39:45,115 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:31:55, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3006, top5_acc: 0.7631, loss_cls: 6.8225, loss: 6.8225 +2025-04-28 14:40:27,841 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:28:55, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.3262, top5_acc: 0.7650, loss_cls: 6.6940, loss: 6.6940 +2025-04-28 14:41:10,519 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:25:58, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.3544, top5_acc: 0.7706, loss_cls: 6.6749, loss: 6.6749 +2025-04-28 14:41:53,061 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:22:55, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3456, top5_acc: 0.7762, loss_cls: 6.5905, loss: 6.5905 +2025-04-28 14:42:35,714 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:20:09, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.3894, top5_acc: 0.8050, loss_cls: 6.4603, loss: 6.4603 +2025-04-28 14:43:18,209 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:17:15, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3831, top5_acc: 0.7788, loss_cls: 6.4982, loss: 6.4982 +2025-04-28 14:44:00,873 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:14:43, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.3962, top5_acc: 0.7738, loss_cls: 6.3795, loss: 6.3795 +2025-04-28 14:44:43,516 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:12:15, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.4213, top5_acc: 0.8069, loss_cls: 6.3291, loss: 6.3291 +2025-04-28 14:45:26,127 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:09:48, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.4313, top5_acc: 0.8369, loss_cls: 6.1206, loss: 6.1206 +2025-04-28 14:46:08,735 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:07:27, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.4456, top5_acc: 0.8387, loss_cls: 6.0661, loss: 6.0661 +2025-04-28 14:46:51,337 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:05:09, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.4344, top5_acc: 0.8300, loss_cls: 6.1009, loss: 6.1009 +2025-04-28 14:47:33,970 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:02:58, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.4425, top5_acc: 0.8469, loss_cls: 5.9516, loss: 5.9516 +2025-04-28 14:48:16,663 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:00:56, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4662, top5_acc: 0.8519, loss_cls: 5.9440, loss: 5.9440 +2025-04-28 14:48:59,375 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 20:58:58, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4881, top5_acc: 0.8650, loss_cls: 5.8051, loss: 5.8051 +2025-04-28 14:49:41,686 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 20:56:33, time: 0.423, data_time: 0.000, memory: 13126, top1_acc: 0.5044, top5_acc: 0.8556, loss_cls: 5.7928, loss: 5.7928 +2025-04-28 14:50:24,393 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 20:54:42, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5100, top5_acc: 0.8631, loss_cls: 5.6202, loss: 5.6202 +2025-04-28 14:51:07,057 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 20:52:51, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4931, top5_acc: 0.8556, loss_cls: 5.7753, loss: 5.7753 +2025-04-28 14:51:10,196 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-04-28 14:52:26,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 14:52:26,950 - pyskl - INFO - +top1_acc 0.4867 +top5_acc 0.8568 +2025-04-28 14:52:27,001 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_1.pth was removed +2025-04-28 14:52:28,059 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-04-28 14:52:28,060 - pyskl - INFO - Best top1_acc is 0.4867 at 2 epoch. +2025-04-28 14:52:28,063 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4867, top5_acc: 0.8568 +2025-04-28 14:53:32,554 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:14:12, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.5112, top5_acc: 0.8612, loss_cls: 5.7223, loss: 5.7223 +2025-04-28 14:54:15,287 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:12:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5094, top5_acc: 0.8744, loss_cls: 5.6475, loss: 5.6475 +2025-04-28 14:54:58,150 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:10:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5119, top5_acc: 0.8850, loss_cls: 5.5532, loss: 5.5532 +2025-04-28 14:55:40,839 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:08:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5456, top5_acc: 0.8931, loss_cls: 5.4701, loss: 5.4701 +2025-04-28 14:56:23,691 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:06:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5188, top5_acc: 0.8881, loss_cls: 5.5130, loss: 5.5130 +2025-04-28 14:57:06,341 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:04:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5350, top5_acc: 0.8819, loss_cls: 5.5026, loss: 5.5026 +2025-04-28 14:57:49,027 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:02:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5756, top5_acc: 0.8988, loss_cls: 5.2918, loss: 5.2918 +2025-04-28 14:58:31,678 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:00:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5481, top5_acc: 0.8962, loss_cls: 5.3467, loss: 5.3467 +2025-04-28 14:59:14,275 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 20:58:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5594, top5_acc: 0.8981, loss_cls: 5.2097, loss: 5.2097 +2025-04-28 14:59:56,866 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 20:56:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5575, top5_acc: 0.8869, loss_cls: 5.4121, loss: 5.4121 +2025-04-28 15:00:39,787 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 20:54:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5763, top5_acc: 0.8969, loss_cls: 5.2561, loss: 5.2561 +2025-04-28 15:01:22,537 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 20:53:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5931, top5_acc: 0.9056, loss_cls: 5.2228, loss: 5.2228 +2025-04-28 15:02:05,231 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 20:51:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5750, top5_acc: 0.9062, loss_cls: 5.1255, loss: 5.1255 +2025-04-28 15:02:47,865 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:49:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5894, top5_acc: 0.9081, loss_cls: 5.1169, loss: 5.1169 +2025-04-28 15:03:30,469 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:47:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6000, top5_acc: 0.9069, loss_cls: 5.0808, loss: 5.0808 +2025-04-28 15:04:13,127 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6175, top5_acc: 0.9269, loss_cls: 4.9315, loss: 4.9315 +2025-04-28 15:04:55,742 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:44:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6100, top5_acc: 0.9256, loss_cls: 4.9577, loss: 4.9577 +2025-04-28 15:05:38,333 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:42:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5944, top5_acc: 0.9113, loss_cls: 5.0704, loss: 5.0704 +2025-04-28 15:06:21,028 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6262, top5_acc: 0.9100, loss_cls: 4.9170, loss: 4.9170 +2025-04-28 15:07:03,836 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:39:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6138, top5_acc: 0.9125, loss_cls: 5.0606, loss: 5.0606 +2025-04-28 15:07:46,801 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:38:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6200, top5_acc: 0.9131, loss_cls: 4.8365, loss: 4.8365 +2025-04-28 15:08:29,626 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:37:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6231, top5_acc: 0.9263, loss_cls: 5.0171, loss: 5.0171 +2025-04-28 15:09:12,462 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:35:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6344, top5_acc: 0.9231, loss_cls: 4.8648, loss: 4.8648 +2025-04-28 15:09:55,182 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:34:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6250, top5_acc: 0.9137, loss_cls: 4.9669, loss: 4.9669 +2025-04-28 15:10:38,250 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:33:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6044, top5_acc: 0.9231, loss_cls: 4.9121, loss: 4.9121 +2025-04-28 15:10:41,382 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-04-28 15:11:57,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 15:11:57,994 - pyskl - INFO - +top1_acc 0.5391 +top5_acc 0.8632 +2025-04-28 15:11:58,050 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_2.pth was removed +2025-04-28 15:11:59,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-04-28 15:11:59,116 - pyskl - INFO - Best top1_acc is 0.5391 at 3 epoch. +2025-04-28 15:11:59,118 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5391, top5_acc: 0.8632 +2025-04-28 15:13:03,459 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:47:18, time: 0.643, data_time: 0.216, memory: 13127, top1_acc: 0.6219, top5_acc: 0.9237, loss_cls: 4.8174, loss: 4.8174 +2025-04-28 15:13:46,133 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:45:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6438, top5_acc: 0.9231, loss_cls: 4.7840, loss: 4.7840 +2025-04-28 15:14:28,754 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:44:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6300, top5_acc: 0.9194, loss_cls: 4.7873, loss: 4.7873 +2025-04-28 15:15:11,237 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:42:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6556, top5_acc: 0.9231, loss_cls: 4.7598, loss: 4.7598 +2025-04-28 15:15:53,964 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:40:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6344, top5_acc: 0.9206, loss_cls: 4.8127, loss: 4.8127 +2025-04-28 15:16:36,491 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:39:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9269, loss_cls: 4.7528, loss: 4.7528 +2025-04-28 15:17:19,223 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:37:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6475, top5_acc: 0.9363, loss_cls: 4.6444, loss: 4.6444 +2025-04-28 15:18:02,170 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:36:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9294, loss_cls: 4.7228, loss: 4.7228 +2025-04-28 15:18:45,152 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:35:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9337, loss_cls: 4.6337, loss: 4.6337 +2025-04-28 15:19:27,786 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:33:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9369, loss_cls: 4.5874, loss: 4.5874 +2025-04-28 15:20:10,510 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:32:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6813, top5_acc: 0.9406, loss_cls: 4.4903, loss: 4.4903 +2025-04-28 15:20:53,173 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:30:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9250, loss_cls: 4.6727, loss: 4.6727 +2025-04-28 15:21:36,045 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:29:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6694, top5_acc: 0.9306, loss_cls: 4.5958, loss: 4.5958 +2025-04-28 15:22:18,939 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9350, loss_cls: 4.4847, loss: 4.4847 +2025-04-28 15:23:01,667 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:27:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6769, top5_acc: 0.9375, loss_cls: 4.5321, loss: 4.5321 +2025-04-28 15:23:44,486 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:25:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9419, loss_cls: 4.4197, loss: 4.4197 +2025-04-28 15:24:27,355 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:24:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9331, loss_cls: 4.5574, loss: 4.5574 +2025-04-28 15:25:10,187 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:23:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6837, top5_acc: 0.9437, loss_cls: 4.4923, loss: 4.4923 +2025-04-28 15:25:52,998 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:22:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9350, loss_cls: 4.4914, loss: 4.4914 +2025-04-28 15:26:35,579 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:20:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9375, loss_cls: 4.5274, loss: 4.5274 +2025-04-28 15:27:18,315 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:19:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9294, loss_cls: 4.5974, loss: 4.5974 +2025-04-28 15:28:01,105 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:18:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6775, top5_acc: 0.9450, loss_cls: 4.5006, loss: 4.5006 +2025-04-28 15:28:43,931 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:17:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9406, loss_cls: 4.4399, loss: 4.4399 +2025-04-28 15:29:26,804 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:15:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9375, loss_cls: 4.4980, loss: 4.4980 +2025-04-28 15:30:09,630 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:14:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9400, loss_cls: 4.5290, loss: 4.5290 +2025-04-28 15:30:12,783 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-04-28 15:31:29,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 15:31:29,966 - pyskl - INFO - +top1_acc 0.6144 +top5_acc 0.9040 +2025-04-28 15:31:30,030 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_3.pth was removed +2025-04-28 15:31:31,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-04-28 15:31:31,158 - pyskl - INFO - Best top1_acc is 0.6144 at 4 epoch. +2025-04-28 15:31:31,161 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6144, top5_acc: 0.9040 +2025-04-28 15:32:37,241 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:26:03, time: 0.661, data_time: 0.234, memory: 13127, top1_acc: 0.6763, top5_acc: 0.9350, loss_cls: 4.4891, loss: 4.4891 +2025-04-28 15:33:20,072 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:24:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9537, loss_cls: 4.4111, loss: 4.4111 +2025-04-28 15:34:02,817 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:23:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9525, loss_cls: 4.1903, loss: 4.1903 +2025-04-28 15:34:45,547 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:22:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9531, loss_cls: 4.3669, loss: 4.3669 +2025-04-28 15:35:28,123 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:20:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9406, loss_cls: 4.2940, loss: 4.2940 +2025-04-28 15:36:10,656 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:19:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9475, loss_cls: 4.4095, loss: 4.4095 +2025-04-28 15:36:53,204 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:18:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 4.2625, loss: 4.2625 +2025-04-28 15:37:35,928 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:16:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9444, loss_cls: 4.2297, loss: 4.2297 +2025-04-28 15:38:18,596 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:15:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9356, loss_cls: 4.4236, loss: 4.4236 +2025-04-28 15:39:01,214 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:14:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 4.1712, loss: 4.1712 +2025-04-28 15:39:43,974 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:12:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9500, loss_cls: 4.3515, loss: 4.3515 +2025-04-28 15:40:26,586 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:11:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9450, loss_cls: 4.3800, loss: 4.3800 +2025-04-28 15:41:09,283 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:10:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9437, loss_cls: 4.3180, loss: 4.3180 +2025-04-28 15:41:51,925 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:09:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9563, loss_cls: 4.2078, loss: 4.2078 +2025-04-28 15:42:34,526 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:07:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9487, loss_cls: 4.2990, loss: 4.2990 +2025-04-28 15:43:17,049 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:06:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6887, top5_acc: 0.9419, loss_cls: 4.3457, loss: 4.3457 +2025-04-28 15:43:59,669 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:05:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9519, loss_cls: 4.1691, loss: 4.1691 +2025-04-28 15:44:42,297 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:04:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9544, loss_cls: 4.0860, loss: 4.0860 +2025-04-28 15:45:24,857 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:02:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 4.2861, loss: 4.2861 +2025-04-28 15:46:07,418 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:01:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9487, loss_cls: 4.2198, loss: 4.2198 +2025-04-28 15:46:50,011 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:00:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9475, loss_cls: 4.2991, loss: 4.2991 +2025-04-28 15:47:32,648 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 19:59:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 4.4048, loss: 4.4048 +2025-04-28 15:48:15,397 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 19:58:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9531, loss_cls: 4.2448, loss: 4.2448 +2025-04-28 15:48:58,138 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 19:57:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9431, loss_cls: 4.2570, loss: 4.2570 +2025-04-28 15:49:40,778 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 19:55:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9581, loss_cls: 4.1475, loss: 4.1475 +2025-04-28 15:49:43,893 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-04-28 15:51:00,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 15:51:00,409 - pyskl - INFO - +top1_acc 0.6786 +top5_acc 0.9223 +2025-04-28 15:51:00,465 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_4.pth was removed +2025-04-28 15:51:01,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-04-28 15:51:01,531 - pyskl - INFO - Best top1_acc is 0.6786 at 5 epoch. +2025-04-28 15:51:01,534 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6786, top5_acc: 0.9223 +2025-04-28 15:52:06,254 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:04:05, time: 0.647, data_time: 0.217, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.1227, loss: 4.1227 +2025-04-28 15:52:48,956 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9537, loss_cls: 4.1634, loss: 4.1634 +2025-04-28 15:53:31,866 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:01:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9487, loss_cls: 4.2350, loss: 4.2350 +2025-04-28 15:54:15,069 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:00:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 4.1469, loss: 4.1469 +2025-04-28 15:54:58,272 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 19:59:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9513, loss_cls: 4.2538, loss: 4.2538 +2025-04-28 15:55:41,078 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 19:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9587, loss_cls: 4.1200, loss: 4.1200 +2025-04-28 15:56:23,690 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 19:57:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9525, loss_cls: 4.2320, loss: 4.2320 +2025-04-28 15:57:06,390 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 19:56:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9587, loss_cls: 4.1250, loss: 4.1250 +2025-04-28 15:57:48,973 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 19:55:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9544, loss_cls: 4.1857, loss: 4.1857 +2025-04-28 15:58:31,609 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 19:54:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 4.0180, loss: 4.0180 +2025-04-28 15:59:14,236 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:52:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9556, loss_cls: 4.1460, loss: 4.1460 +2025-04-28 15:59:56,826 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:51:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9487, loss_cls: 4.1629, loss: 4.1629 +2025-04-28 16:00:39,404 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:50:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9513, loss_cls: 4.1163, loss: 4.1163 +2025-04-28 16:01:22,018 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:49:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 4.1644, loss: 4.1644 +2025-04-28 16:02:04,670 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:48:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9581, loss_cls: 4.0703, loss: 4.0703 +2025-04-28 16:02:47,369 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:47:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 4.0557, loss: 4.0557 +2025-04-28 16:03:30,036 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:46:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9631, loss_cls: 3.9790, loss: 3.9790 +2025-04-28 16:04:12,731 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:45:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9531, loss_cls: 4.0685, loss: 4.0685 +2025-04-28 16:04:55,380 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:43:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9575, loss_cls: 4.0815, loss: 4.0815 +2025-04-28 16:05:38,045 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9594, loss_cls: 4.0720, loss: 4.0720 +2025-04-28 16:06:20,827 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:41:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9569, loss_cls: 4.0495, loss: 4.0495 +2025-04-28 16:07:03,671 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:40:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 4.1042, loss: 4.1042 +2025-04-28 16:07:46,511 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9625, loss_cls: 4.0734, loss: 4.0734 +2025-04-28 16:08:29,281 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:38:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 4.1793, loss: 4.1793 +2025-04-28 16:09:11,923 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:37:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 4.0869, loss: 4.0869 +2025-04-28 16:09:15,044 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-04-28 16:10:32,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 16:10:32,220 - pyskl - INFO - +top1_acc 0.6964 +top5_acc 0.9423 +2025-04-28 16:10:32,275 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_5.pth was removed +2025-04-28 16:10:33,359 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-04-28 16:10:33,360 - pyskl - INFO - Best top1_acc is 0.6964 at 6 epoch. +2025-04-28 16:10:33,363 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6964, top5_acc: 0.9423 +2025-04-28 16:11:38,121 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:44:16, time: 0.648, data_time: 0.219, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9625, loss_cls: 4.0415, loss: 4.0415 +2025-04-28 16:12:20,778 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:43:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 4.0518, loss: 4.0518 +2025-04-28 16:13:03,550 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:42:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 4.0482, loss: 4.0482 +2025-04-28 16:13:46,397 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:41:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9600, loss_cls: 4.0287, loss: 4.0287 +2025-04-28 16:14:29,118 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:39:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9531, loss_cls: 4.0633, loss: 4.0633 +2025-04-28 16:15:11,819 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:38:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9625, loss_cls: 3.9117, loss: 3.9117 +2025-04-28 16:15:54,516 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:37:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 3.9806, loss: 3.9806 +2025-04-28 16:16:37,154 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:36:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9569, loss_cls: 4.0271, loss: 4.0271 +2025-04-28 16:17:19,767 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:35:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9600, loss_cls: 4.0426, loss: 4.0426 +2025-04-28 16:18:02,426 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:34:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9550, loss_cls: 3.9774, loss: 3.9774 +2025-04-28 16:18:44,917 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:33:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9556, loss_cls: 4.0187, loss: 4.0187 +2025-04-28 16:19:27,398 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:32:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 4.0034, loss: 4.0034 +2025-04-28 16:20:09,964 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:31:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9600, loss_cls: 3.7683, loss: 3.7683 +2025-04-28 16:20:52,502 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:30:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 4.0303, loss: 4.0303 +2025-04-28 16:21:34,998 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:28:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9663, loss_cls: 3.8439, loss: 3.8439 +2025-04-28 16:22:17,522 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:27:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.8611, loss: 3.8611 +2025-04-28 16:23:00,078 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:26:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9581, loss_cls: 4.0755, loss: 4.0755 +2025-04-28 16:23:42,617 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:25:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9625, loss_cls: 3.8753, loss: 3.8753 +2025-04-28 16:24:25,210 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:24:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 3.9195, loss: 3.9195 +2025-04-28 16:25:07,942 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 3.9909, loss: 3.9909 +2025-04-28 16:25:50,835 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:22:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 3.9710, loss: 3.9710 +2025-04-28 16:26:33,838 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:21:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 3.8985, loss: 3.8985 +2025-04-28 16:27:16,862 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:20:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 3.9526, loss: 3.9526 +2025-04-28 16:27:59,427 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:19:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 3.9698, loss: 3.9698 +2025-04-28 16:28:42,154 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:18:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 3.8990, loss: 3.8990 +2025-04-28 16:28:45,298 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-04-28 16:30:02,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 16:30:02,103 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9399 +2025-04-28 16:30:02,157 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_6.pth was removed +2025-04-28 16:30:03,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-04-28 16:30:03,219 - pyskl - INFO - Best top1_acc is 0.7331 at 7 epoch. +2025-04-28 16:30:03,222 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7331, top5_acc: 0.9399 +2025-04-28 16:31:06,990 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:24:01, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 3.8509, loss: 3.8509 +2025-04-28 16:31:49,851 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:23:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.7846, loss: 3.7846 +2025-04-28 16:32:32,744 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:22:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 3.8926, loss: 3.8926 +2025-04-28 16:33:15,873 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:21:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 3.8905, loss: 3.8905 +2025-04-28 16:33:58,755 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:20:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9644, loss_cls: 3.8347, loss: 3.8347 +2025-04-28 16:34:41,583 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:19:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9550, loss_cls: 3.9261, loss: 3.9261 +2025-04-28 16:35:24,310 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:18:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9637, loss_cls: 3.8026, loss: 3.8026 +2025-04-28 16:36:07,026 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:17:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9631, loss_cls: 3.9432, loss: 3.9432 +2025-04-28 16:36:49,751 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:16:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 3.9253, loss: 3.9253 +2025-04-28 16:37:32,410 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:15:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 3.8210, loss: 3.8210 +2025-04-28 16:38:15,012 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:14:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9594, loss_cls: 3.8360, loss: 3.8360 +2025-04-28 16:38:57,613 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:13:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9637, loss_cls: 3.9168, loss: 3.9168 +2025-04-28 16:39:40,269 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:12:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 3.9929, loss: 3.9929 +2025-04-28 16:40:22,810 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:11:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9644, loss_cls: 3.7844, loss: 3.7844 +2025-04-28 16:41:05,528 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:10:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 3.9747, loss: 3.9747 +2025-04-28 16:41:48,117 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:09:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 3.8155, loss: 3.8155 +2025-04-28 16:42:30,667 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:08:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 3.9672, loss: 3.9672 +2025-04-28 16:43:13,210 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:07:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.8096, loss: 3.8096 +2025-04-28 16:43:56,054 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:06:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9769, loss_cls: 3.7044, loss: 3.7044 +2025-04-28 16:44:38,974 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:05:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 3.8756, loss: 3.8756 +2025-04-28 16:45:21,719 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:04:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 4.0573, loss: 4.0573 +2025-04-28 16:46:04,342 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:03:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 3.9188, loss: 3.9188 +2025-04-28 16:46:46,957 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:02:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 3.7092, loss: 3.7092 +2025-04-28 16:47:29,533 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:01:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 3.7990, loss: 3.7990 +2025-04-28 16:48:12,102 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:00:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 3.8208, loss: 3.8208 +2025-04-28 16:48:15,274 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-04-28 16:49:31,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 16:49:31,800 - pyskl - INFO - +top1_acc 0.7164 +top5_acc 0.9356 +2025-04-28 16:49:31,803 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7164, top5_acc: 0.9356 +2025-04-28 16:50:35,455 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:04:35, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 3.7447, loss: 3.7447 +2025-04-28 16:51:18,282 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:03:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.7491, loss: 3.7491 +2025-04-28 16:52:01,013 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:02:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.6770, loss: 3.6770 +2025-04-28 16:52:43,834 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:01:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.8150, loss: 3.8150 +2025-04-28 16:53:26,711 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:00:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 3.7963, loss: 3.7963 +2025-04-28 16:54:09,409 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 18:59:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.7701, loss: 3.7701 +2025-04-28 16:54:52,064 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 18:58:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 3.7300, loss: 3.7300 +2025-04-28 16:55:34,607 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 18:57:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.6578, loss: 3.6578 +2025-04-28 16:56:17,063 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 18:56:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9712, loss_cls: 3.7341, loss: 3.7341 +2025-04-28 16:56:59,650 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 18:55:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.7017, loss: 3.7017 +2025-04-28 16:57:42,237 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 18:54:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 3.9609, loss: 3.9609 +2025-04-28 16:58:24,777 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 18:53:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 3.7709, loss: 3.7709 +2025-04-28 16:59:07,361 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 18:52:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 3.7756, loss: 3.7756 +2025-04-28 16:59:49,975 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 18:51:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 3.8610, loss: 3.8610 +2025-04-28 17:00:32,657 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 18:50:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9637, loss_cls: 3.9375, loss: 3.9375 +2025-04-28 17:01:15,369 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:49:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 3.8697, loss: 3.8697 +2025-04-28 17:01:58,049 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:48:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.8012, loss: 3.8012 +2025-04-28 17:02:40,747 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:47:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.7783, loss: 3.7783 +2025-04-28 17:03:23,334 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:47:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 3.9540, loss: 3.9540 +2025-04-28 17:04:05,899 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:46:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.7799, loss: 3.7799 +2025-04-28 17:04:48,340 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:45:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 3.8734, loss: 3.8734 +2025-04-28 17:05:30,833 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:44:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 3.8860, loss: 3.8860 +2025-04-28 17:06:13,586 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:43:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9625, loss_cls: 3.8865, loss: 3.8865 +2025-04-28 17:06:56,426 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:42:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 3.8523, loss: 3.8523 +2025-04-28 17:07:39,052 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:41:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.7214, loss: 3.7214 +2025-04-28 17:07:42,196 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-04-28 17:08:59,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 17:08:59,081 - pyskl - INFO - +top1_acc 0.7073 +top5_acc 0.9309 +2025-04-28 17:08:59,084 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7073, top5_acc: 0.9309 +2025-04-28 17:10:03,530 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:45:14, time: 0.644, data_time: 0.217, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.6865, loss: 3.6865 +2025-04-28 17:10:46,195 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:44:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 3.5833, loss: 3.5833 +2025-04-28 17:11:28,926 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 3.6079, loss: 3.6079 +2025-04-28 17:12:11,711 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9581, loss_cls: 3.7557, loss: 3.7557 +2025-04-28 17:12:54,621 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:41:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.6850, loss: 3.6850 +2025-04-28 17:13:37,766 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:40:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.7555, loss: 3.7555 +2025-04-28 17:14:20,538 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:39:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.7969, loss: 3.7969 +2025-04-28 17:15:03,219 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:38:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.6912, loss: 3.6912 +2025-04-28 17:15:46,089 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:37:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.5766, loss: 3.5766 +2025-04-28 17:16:28,721 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:36:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 3.8498, loss: 3.8498 +2025-04-28 17:17:11,319 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:36:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9650, loss_cls: 3.7657, loss: 3.7657 +2025-04-28 17:17:53,958 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:35:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.7430, loss: 3.7430 +2025-04-28 17:18:36,635 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:34:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9663, loss_cls: 3.7350, loss: 3.7350 +2025-04-28 17:19:19,317 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:33:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.7887, loss: 3.7887 +2025-04-28 17:20:01,913 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:32:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 3.7179, loss: 3.7179 +2025-04-28 17:20:44,482 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:31:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.6388, loss: 3.6388 +2025-04-28 17:21:27,278 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:30:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 3.7739, loss: 3.7739 +2025-04-28 17:22:10,141 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:29:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 3.8627, loss: 3.8627 +2025-04-28 17:22:53,005 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:28:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9644, loss_cls: 3.7982, loss: 3.7982 +2025-04-28 17:23:35,711 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:27:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.7032, loss: 3.7032 +2025-04-28 17:24:18,413 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:26:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.7118, loss: 3.7118 +2025-04-28 17:25:01,108 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:25:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.7375, loss: 3.7375 +2025-04-28 17:25:43,783 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:24:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 3.6848, loss: 3.6848 +2025-04-28 17:26:26,609 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:24:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.6762, loss: 3.6762 +2025-04-28 17:27:09,321 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:23:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 3.7621, loss: 3.7621 +2025-04-28 17:27:12,467 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-04-28 17:28:28,986 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 17:28:29,053 - pyskl - INFO - +top1_acc 0.7173 +top5_acc 0.9393 +2025-04-28 17:28:29,056 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7173, top5_acc: 0.9393 +2025-04-28 17:29:32,947 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:26:31, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9756, loss_cls: 3.6020, loss: 3.6020 +2025-04-28 17:30:15,666 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:25:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9700, loss_cls: 3.6625, loss: 3.6625 +2025-04-28 17:30:58,249 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:24:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 3.7847, loss: 3.7847 +2025-04-28 17:31:41,178 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:23:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9688, loss_cls: 3.6040, loss: 3.6040 +2025-04-28 17:32:24,203 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:22:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9719, loss_cls: 3.6198, loss: 3.6198 +2025-04-28 17:33:07,025 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:22:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.6275, loss: 3.6275 +2025-04-28 17:33:49,657 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:21:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.6123, loss: 3.6123 +2025-04-28 17:34:32,370 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:20:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.7552, loss: 3.7552 +2025-04-28 17:35:15,343 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:19:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9731, loss_cls: 3.6231, loss: 3.6231 +2025-04-28 17:35:57,976 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:18:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.6805, loss: 3.6805 +2025-04-28 17:36:40,526 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:17:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 3.6129, loss: 3.6129 +2025-04-28 17:37:23,179 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:16:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.6607, loss: 3.6607 +2025-04-28 17:38:05,709 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:15:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 3.4933, loss: 3.4933 +2025-04-28 17:38:48,255 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:14:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9631, loss_cls: 3.7476, loss: 3.7476 +2025-04-28 17:39:30,839 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:13:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 3.8001, loss: 3.8001 +2025-04-28 17:40:13,614 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.7520, loss: 3.7520 +2025-04-28 17:40:56,248 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:11:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 3.6496, loss: 3.6496 +2025-04-28 17:41:39,125 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:11:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 3.7986, loss: 3.7986 +2025-04-28 17:42:21,753 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:10:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.6433, loss: 3.6433 +2025-04-28 17:43:04,415 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:09:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 3.6837, loss: 3.6837 +2025-04-28 17:43:47,058 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:08:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.5906, loss: 3.5906 +2025-04-28 17:44:29,705 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:07:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9688, loss_cls: 3.7256, loss: 3.7256 +2025-04-28 17:45:12,737 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:06:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.5627, loss: 3.5627 +2025-04-28 17:45:55,569 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:05:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9681, loss_cls: 3.7019, loss: 3.7019 +2025-04-28 17:46:38,534 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:04:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.5912, loss: 3.5912 +2025-04-28 17:46:41,654 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-04-28 17:47:58,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 17:47:58,220 - pyskl - INFO - +top1_acc 0.7279 +top5_acc 0.9487 +2025-04-28 17:47:58,222 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7279, top5_acc: 0.9487 +2025-04-28 17:49:02,209 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:07:53, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.5244, loss: 3.5244 +2025-04-28 17:49:44,909 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:06:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.5991, loss: 3.5991 +2025-04-28 17:50:27,662 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:06:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9725, loss_cls: 3.6883, loss: 3.6883 +2025-04-28 17:51:10,223 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:05:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.6580, loss: 3.6580 +2025-04-28 17:51:53,111 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:04:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.6428, loss: 3.6428 +2025-04-28 17:52:36,011 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:03:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.6233, loss: 3.6233 +2025-04-28 17:53:18,978 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:02:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9731, loss_cls: 3.5744, loss: 3.5744 +2025-04-28 17:54:01,750 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:01:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.5119, loss: 3.5119 +2025-04-28 17:54:44,492 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:00:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.4873, loss: 3.4873 +2025-04-28 17:55:27,068 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 17:59:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5398, loss: 3.5398 +2025-04-28 17:56:09,716 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 17:59:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.6272, loss: 3.6272 +2025-04-28 17:56:52,331 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:58:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 3.6773, loss: 3.6773 +2025-04-28 17:57:34,902 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:57:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 3.7305, loss: 3.7305 +2025-04-28 17:58:17,543 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 17:56:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.6082, loss: 3.6082 +2025-04-28 17:59:00,281 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 17:55:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.5740, loss: 3.5740 +2025-04-28 17:59:43,003 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 17:54:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9663, loss_cls: 3.6313, loss: 3.6313 +2025-04-28 18:00:25,641 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 17:53:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.5823, loss: 3.5823 +2025-04-28 18:01:08,325 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 17:52:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 3.6789, loss: 3.6789 +2025-04-28 18:01:50,952 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 17:51:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 3.6573, loss: 3.6573 +2025-04-28 18:02:33,602 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 17:50:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 3.6007, loss: 3.6007 +2025-04-28 18:03:16,169 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 17:50:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.5822, loss: 3.5822 +2025-04-28 18:03:58,826 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 17:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 3.6431, loss: 3.6431 +2025-04-28 18:04:41,355 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:48:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.5704, loss: 3.5704 +2025-04-28 18:05:24,121 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:47:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 3.4959, loss: 3.4959 +2025-04-28 18:06:06,953 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:46:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.7858, loss: 3.7858 +2025-04-28 18:06:10,067 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-04-28 18:07:26,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 18:07:26,957 - pyskl - INFO - +top1_acc 0.7056 +top5_acc 0.9363 +2025-04-28 18:07:26,960 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7056, top5_acc: 0.9363 +2025-04-28 18:08:31,385 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 17:49:15, time: 0.644, data_time: 0.220, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.6453, loss: 3.6453 +2025-04-28 18:09:13,892 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:48:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 3.5542, loss: 3.5542 +2025-04-28 18:09:56,449 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:47:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.5685, loss: 3.5685 +2025-04-28 18:10:39,017 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:46:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.6137, loss: 3.6137 +2025-04-28 18:11:21,731 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:45:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.5792, loss: 3.5792 +2025-04-28 18:12:04,419 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:44:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.5217, loss: 3.5217 +2025-04-28 18:12:47,012 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:43:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9712, loss_cls: 3.6506, loss: 3.6506 +2025-04-28 18:13:29,803 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:42:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.6527, loss: 3.6527 +2025-04-28 18:14:12,443 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:42:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.5940, loss: 3.5940 +2025-04-28 18:14:55,064 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:41:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.4686, loss: 3.4686 +2025-04-28 18:15:37,711 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:40:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9738, loss_cls: 3.5217, loss: 3.5217 +2025-04-28 18:16:20,334 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:39:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.4421, loss: 3.4421 +2025-04-28 18:17:03,150 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:38:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.4759, loss: 3.4759 +2025-04-28 18:17:46,303 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:37:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 3.5620, loss: 3.5620 +2025-04-28 18:18:29,272 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:36:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9738, loss_cls: 3.6619, loss: 3.6619 +2025-04-28 18:19:12,071 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:36:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.5776, loss: 3.5776 +2025-04-28 18:19:54,823 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:35:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.5366, loss: 3.5366 +2025-04-28 18:20:37,412 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:34:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5460, loss: 3.5460 +2025-04-28 18:21:20,185 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:33:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.5154, loss: 3.5154 +2025-04-28 18:22:02,935 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:32:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.6775, loss: 3.6775 +2025-04-28 18:22:45,599 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:31:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.6250, loss: 3.6250 +2025-04-28 18:23:28,315 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:30:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.4982, loss: 3.4982 +2025-04-28 18:24:11,126 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:30:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.4516, loss: 3.4516 +2025-04-28 18:24:53,745 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:29:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 3.6520, loss: 3.6520 +2025-04-28 18:25:36,492 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:28:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.5290, loss: 3.5290 +2025-04-28 18:25:39,661 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-04-28 18:26:58,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 18:26:58,518 - pyskl - INFO - +top1_acc 0.7147 +top5_acc 0.9479 +2025-04-28 18:26:58,521 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7147, top5_acc: 0.9479 +2025-04-28 18:28:05,540 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:31:12, time: 0.670, data_time: 0.240, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.3393, loss: 3.3393 +2025-04-28 18:28:48,126 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:30:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.3907, loss: 3.3907 +2025-04-28 18:29:30,950 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:29:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.4987, loss: 3.4987 +2025-04-28 18:30:13,706 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:28:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4238, loss: 3.4238 +2025-04-28 18:30:56,386 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:27:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 3.5940, loss: 3.5940 +2025-04-28 18:31:39,402 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:26:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.5459, loss: 3.5459 +2025-04-28 18:32:22,299 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:26:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.5643, loss: 3.5643 +2025-04-28 18:33:05,180 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:25:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4050, loss: 3.4050 +2025-04-28 18:33:47,830 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:24:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.6108, loss: 3.6108 +2025-04-28 18:34:30,434 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:23:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.5624, loss: 3.5624 +2025-04-28 18:35:13,043 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:22:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.5723, loss: 3.5723 +2025-04-28 18:35:55,751 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:21:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.5125, loss: 3.5125 +2025-04-28 18:36:38,381 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:20:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.5247, loss: 3.5247 +2025-04-28 18:37:21,008 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:19:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 3.5467, loss: 3.5467 +2025-04-28 18:38:03,626 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:19:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.5954, loss: 3.5954 +2025-04-28 18:38:46,219 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:18:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 3.5915, loss: 3.5915 +2025-04-28 18:39:28,786 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:17:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 3.4765, loss: 3.4765 +2025-04-28 18:40:11,436 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:16:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.5635, loss: 3.5635 +2025-04-28 18:40:54,087 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:15:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.5714, loss: 3.5714 +2025-04-28 18:41:36,801 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:14:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.6248, loss: 3.6248 +2025-04-28 18:42:19,534 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:13:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.6313, loss: 3.6313 +2025-04-28 18:43:02,329 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:13:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.5123, loss: 3.5123 +2025-04-28 18:43:45,056 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:12:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.5266, loss: 3.5266 +2025-04-28 18:44:27,850 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:11:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 3.4956, loss: 3.4956 +2025-04-28 18:45:10,626 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:10:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.4302, loss: 3.4302 +2025-04-28 18:45:13,850 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-04-28 18:46:32,799 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 18:46:32,867 - pyskl - INFO - +top1_acc 0.7327 +top5_acc 0.9483 +2025-04-28 18:46:32,870 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7327, top5_acc: 0.9483 +2025-04-28 18:47:39,402 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:13:03, time: 0.665, data_time: 0.238, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.5033, loss: 3.5033 +2025-04-28 18:48:22,206 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:12:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.4270, loss: 3.4270 +2025-04-28 18:49:05,231 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:11:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 3.4582, loss: 3.4582 +2025-04-28 18:49:48,202 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:10:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.4876, loss: 3.4876 +2025-04-28 18:50:31,039 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:09:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.4871, loss: 3.4871 +2025-04-28 18:51:14,005 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:08:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.4982, loss: 3.4982 +2025-04-28 18:51:56,982 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:08:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 3.6233, loss: 3.6233 +2025-04-28 18:52:39,611 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:07:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.5197, loss: 3.5197 +2025-04-28 18:53:22,292 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:06:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5121, loss: 3.5121 +2025-04-28 18:54:04,811 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:05:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 3.6742, loss: 3.6742 +2025-04-28 18:54:47,531 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:04:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.5768, loss: 3.5768 +2025-04-28 18:55:30,269 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:03:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.4985, loss: 3.4985 +2025-04-28 18:56:13,091 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:02:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.3957, loss: 3.3957 +2025-04-28 18:56:55,802 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.4548, loss: 3.4548 +2025-04-28 18:57:38,492 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:01:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.5990, loss: 3.5990 +2025-04-28 18:58:21,405 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:00:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.5570, loss: 3.5570 +2025-04-28 18:59:04,235 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 16:59:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.4615, loss: 3.4615 +2025-04-28 18:59:46,943 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:58:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.5164, loss: 3.5164 +2025-04-28 19:00:29,645 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:57:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4537, loss: 3.4537 +2025-04-28 19:01:12,357 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:57:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.5856, loss: 3.5856 +2025-04-28 19:01:55,019 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:56:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.5565, loss: 3.5565 +2025-04-28 19:02:37,793 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:55:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.5291, loss: 3.5291 +2025-04-28 19:03:20,447 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:54:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.4267, loss: 3.4267 +2025-04-28 19:04:03,270 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 16:53:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.4451, loss: 3.4451 +2025-04-28 19:04:45,969 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 16:52:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.4502, loss: 3.4502 +2025-04-28 19:04:49,175 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-04-28 19:06:07,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 19:06:07,644 - pyskl - INFO - +top1_acc 0.7413 +top5_acc 0.9534 +2025-04-28 19:06:07,720 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_7.pth was removed +2025-04-28 19:06:08,987 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-04-28 19:06:08,988 - pyskl - INFO - Best top1_acc is 0.7413 at 15 epoch. +2025-04-28 19:06:08,991 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7413, top5_acc: 0.9534 +2025-04-28 19:07:14,941 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:55:02, time: 0.659, data_time: 0.232, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.4755, loss: 3.4755 +2025-04-28 19:07:57,747 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 16:54:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.4229, loss: 3.4229 +2025-04-28 19:08:40,570 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 16:53:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.4517, loss: 3.4517 +2025-04-28 19:09:23,376 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 16:52:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.3684, loss: 3.3684 +2025-04-28 19:10:06,287 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 16:51:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.5167, loss: 3.5167 +2025-04-28 19:10:49,069 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 16:50:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.4547, loss: 3.4547 +2025-04-28 19:11:31,572 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:49:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 3.4281, loss: 3.4281 +2025-04-28 19:12:14,318 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.4695, loss: 3.4695 +2025-04-28 19:12:57,033 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:48:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.6210, loss: 3.6210 +2025-04-28 19:13:39,727 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:47:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.3687, loss: 3.3687 +2025-04-28 19:14:22,395 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:46:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9769, loss_cls: 3.2965, loss: 3.2965 +2025-04-28 19:15:04,981 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:45:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.5482, loss: 3.5482 +2025-04-28 19:15:47,652 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:44:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.3934, loss: 3.3934 +2025-04-28 19:16:30,336 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:44:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.5039, loss: 3.5039 +2025-04-28 19:17:13,063 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:43:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 3.5890, loss: 3.5890 +2025-04-28 19:17:55,751 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:42:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.4569, loss: 3.4569 +2025-04-28 19:18:38,385 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:41:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.4203, loss: 3.4203 +2025-04-28 19:19:21,061 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:40:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 3.5402, loss: 3.5402 +2025-04-28 19:20:03,719 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:39:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.4200, loss: 3.4200 +2025-04-28 19:20:46,441 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:38:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4136, loss: 3.4136 +2025-04-28 19:21:29,121 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:38:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.3911, loss: 3.3911 +2025-04-28 19:22:11,795 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:37:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9744, loss_cls: 3.5578, loss: 3.5578 +2025-04-28 19:22:54,505 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:36:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.5407, loss: 3.5407 +2025-04-28 19:23:37,148 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:35:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.5312, loss: 3.5312 +2025-04-28 19:24:19,842 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:34:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9769, loss_cls: 3.4583, loss: 3.4583 +2025-04-28 19:24:23,089 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-04-28 19:25:41,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 19:25:42,025 - pyskl - INFO - +top1_acc 0.6891 +top5_acc 0.9121 +2025-04-28 19:25:42,028 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.6891, top5_acc: 0.9121 +2025-04-28 19:26:48,138 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:36:46, time: 0.661, data_time: 0.234, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 3.5327, loss: 3.5327 +2025-04-28 19:27:30,856 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:35:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.3366, loss: 3.3366 +2025-04-28 19:28:13,835 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:35:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.5048, loss: 3.5048 +2025-04-28 19:28:56,569 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:34:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.3962, loss: 3.3962 +2025-04-28 19:29:39,548 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:33:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9731, loss_cls: 3.4544, loss: 3.4544 +2025-04-28 19:30:22,086 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:32:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.4564, loss: 3.4564 +2025-04-28 19:31:04,890 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:31:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.4070, loss: 3.4070 +2025-04-28 19:31:47,655 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:30:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9812, loss_cls: 3.3890, loss: 3.3890 +2025-04-28 19:32:30,423 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:30:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.4214, loss: 3.4214 +2025-04-28 19:33:13,206 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:29:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.3109, loss: 3.3109 +2025-04-28 19:33:55,902 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:28:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9762, loss_cls: 3.4825, loss: 3.4825 +2025-04-28 19:34:38,610 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:27:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.6363, loss: 3.6363 +2025-04-28 19:35:21,363 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:26:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 3.5948, loss: 3.5948 +2025-04-28 19:36:04,130 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:25:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.4926, loss: 3.4926 +2025-04-28 19:36:46,830 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:25:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.5080, loss: 3.5080 +2025-04-28 19:37:29,622 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:24:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.3470, loss: 3.3470 +2025-04-28 19:38:12,354 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:23:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.3869, loss: 3.3869 +2025-04-28 19:38:55,125 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:22:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4195, loss: 3.4195 +2025-04-28 19:39:37,879 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:21:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.3483, loss: 3.3483 +2025-04-28 19:40:20,507 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:20:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.4578, loss: 3.4578 +2025-04-28 19:41:03,197 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:20:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.3295, loss: 3.3295 +2025-04-28 19:41:46,008 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:19:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.3574, loss: 3.3574 +2025-04-28 19:42:28,625 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:18:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.4651, loss: 3.4651 +2025-04-28 19:43:11,334 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:17:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.4781, loss: 3.4781 +2025-04-28 19:43:54,142 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:16:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.4394, loss: 3.4394 +2025-04-28 19:43:57,433 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-04-28 19:45:16,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 19:45:16,390 - pyskl - INFO - +top1_acc 0.7566 +top5_acc 0.9519 +2025-04-28 19:45:16,466 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_15.pth was removed +2025-04-28 19:45:17,806 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-04-28 19:45:17,808 - pyskl - INFO - Best top1_acc is 0.7566 at 17 epoch. +2025-04-28 19:45:17,810 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7566, top5_acc: 0.9519 +2025-04-28 19:46:23,910 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:18:40, time: 0.661, data_time: 0.232, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 3.3847, loss: 3.3847 +2025-04-28 19:47:06,710 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:17:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.5273, loss: 3.5273 +2025-04-28 19:47:49,343 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:17:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.4240, loss: 3.4240 +2025-04-28 19:48:32,082 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:16:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.3539, loss: 3.3539 +2025-04-28 19:49:14,746 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:15:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.4433, loss: 3.4433 +2025-04-28 19:49:57,393 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:14:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.3467, loss: 3.3467 +2025-04-28 19:50:40,077 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:13:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 3.3990, loss: 3.3990 +2025-04-28 19:51:22,775 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:12:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.3367, loss: 3.3367 +2025-04-28 19:52:05,482 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:11:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.4585, loss: 3.4585 +2025-04-28 19:52:48,086 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:11:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9750, loss_cls: 3.4037, loss: 3.4037 +2025-04-28 19:53:30,838 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:10:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.4484, loss: 3.4484 +2025-04-28 19:54:13,547 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:09:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9756, loss_cls: 3.5159, loss: 3.5159 +2025-04-28 19:54:56,170 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:08:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.5041, loss: 3.5041 +2025-04-28 19:55:38,746 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:07:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 3.2508, loss: 3.2508 +2025-04-28 19:56:21,403 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:06:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.3734, loss: 3.3734 +2025-04-28 19:57:04,033 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:06:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.2844, loss: 3.2844 +2025-04-28 19:57:46,653 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:05:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.4990, loss: 3.4990 +2025-04-28 19:58:29,345 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:04:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.3201, loss: 3.3201 +2025-04-28 19:59:11,973 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:03:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.5138, loss: 3.5138 +2025-04-28 19:59:54,551 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:02:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.4054, loss: 3.4054 +2025-04-28 20:00:37,197 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:01:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.3030, loss: 3.3030 +2025-04-28 20:01:19,918 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:01:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.4084, loss: 3.4084 +2025-04-28 20:02:02,780 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:00:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.6198, loss: 3.6198 +2025-04-28 20:02:45,570 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 15:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4953, loss: 3.4953 +2025-04-28 20:03:28,473 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.3207, loss: 3.3207 +2025-04-28 20:03:31,636 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-04-28 20:04:49,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 20:04:49,728 - pyskl - INFO - +top1_acc 0.7560 +top5_acc 0.9546 +2025-04-28 20:04:49,731 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7560, top5_acc: 0.9546 +2025-04-28 20:05:55,570 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:00:21, time: 0.658, data_time: 0.231, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.2227, loss: 3.2227 +2025-04-28 20:06:38,330 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 3.3602, loss: 3.3602 +2025-04-28 20:07:21,070 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:58:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.2364, loss: 3.2364 +2025-04-28 20:08:03,802 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:57:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 3.2672, loss: 3.2672 +2025-04-28 20:08:46,517 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:57:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.2869, loss: 3.2869 +2025-04-28 20:09:29,226 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:56:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.4620, loss: 3.4620 +2025-04-28 20:10:11,947 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:55:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 3.3158, loss: 3.3158 +2025-04-28 20:10:54,620 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:54:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.4359, loss: 3.4359 +2025-04-28 20:11:37,238 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:53:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.3904, loss: 3.3904 +2025-04-28 20:12:19,826 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 15:52:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.3458, loss: 3.3458 +2025-04-28 20:13:02,548 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 15:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.3968, loss: 3.3968 +2025-04-28 20:13:45,341 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 15:51:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.3567, loss: 3.3567 +2025-04-28 20:14:28,008 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:50:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4232, loss: 3.4232 +2025-04-28 20:15:10,732 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:49:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.4972, loss: 3.4972 +2025-04-28 20:15:53,450 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:48:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 3.3538, loss: 3.3538 +2025-04-28 20:16:36,012 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:47:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.3458, loss: 3.3458 +2025-04-28 20:17:18,653 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:47:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 3.5400, loss: 3.5400 +2025-04-28 20:18:01,107 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:46:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4321, loss: 3.4321 +2025-04-28 20:18:43,754 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:45:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.4632, loss: 3.4632 +2025-04-28 20:19:26,451 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:44:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 3.3744, loss: 3.3744 +2025-04-28 20:20:08,891 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:43:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.3611, loss: 3.3611 +2025-04-28 20:20:51,660 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:42:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.4210, loss: 3.4210 +2025-04-28 20:21:34,583 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:42:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.3509, loss: 3.3509 +2025-04-28 20:22:17,427 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:41:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9781, loss_cls: 3.3637, loss: 3.3637 +2025-04-28 20:23:00,591 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:40:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.4508, loss: 3.4508 +2025-04-28 20:23:03,942 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-04-28 20:24:22,431 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 20:24:22,498 - pyskl - INFO - +top1_acc 0.7146 +top5_acc 0.9414 +2025-04-28 20:24:22,501 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7146, top5_acc: 0.9414 +2025-04-28 20:25:28,471 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:42:06, time: 0.660, data_time: 0.234, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2463, loss: 3.2463 +2025-04-28 20:26:11,115 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:41:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.3211, loss: 3.3211 +2025-04-28 20:26:53,734 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:40:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.2963, loss: 3.2963 +2025-04-28 20:27:36,486 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:39:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 3.2406, loss: 3.2406 +2025-04-28 20:28:19,163 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:38:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.4850, loss: 3.4850 +2025-04-28 20:29:01,836 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:37:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.5043, loss: 3.5043 +2025-04-28 20:29:44,519 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:37:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.3247, loss: 3.3247 +2025-04-28 20:30:27,216 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:36:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4858, loss: 3.4858 +2025-04-28 20:31:09,823 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:35:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.2834, loss: 3.2834 +2025-04-28 20:31:52,462 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:34:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.5545, loss: 3.5545 +2025-04-28 20:32:35,180 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:33:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5063, loss: 3.5063 +2025-04-28 20:33:17,929 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:33:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.3409, loss: 3.3409 +2025-04-28 20:34:00,598 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:32:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 3.3595, loss: 3.3595 +2025-04-28 20:34:43,284 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.3705, loss: 3.3705 +2025-04-28 20:35:25,899 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:30:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.4417, loss: 3.4417 +2025-04-28 20:36:08,562 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:29:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.2465, loss: 3.2465 +2025-04-28 20:36:51,196 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:28:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9756, loss_cls: 3.4921, loss: 3.4921 +2025-04-28 20:37:33,845 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:28:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.4308, loss: 3.4308 +2025-04-28 20:38:16,554 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 3.3459, loss: 3.3459 +2025-04-28 20:38:59,306 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:26:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.4047, loss: 3.4047 +2025-04-28 20:39:42,045 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:25:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.5727, loss: 3.5727 +2025-04-28 20:40:24,835 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:24:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.3861, loss: 3.3861 +2025-04-28 20:41:07,551 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.3013, loss: 3.3013 +2025-04-28 20:41:50,317 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:23:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 3.2657, loss: 3.2657 +2025-04-28 20:42:33,370 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:22:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.4666, loss: 3.4666 +2025-04-28 20:42:36,759 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-04-28 20:43:55,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 20:43:55,418 - pyskl - INFO - +top1_acc 0.7547 +top5_acc 0.9480 +2025-04-28 20:43:55,420 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7547, top5_acc: 0.9480 +2025-04-28 20:45:01,335 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:23:51, time: 0.659, data_time: 0.230, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.2851, loss: 3.2851 +2025-04-28 20:45:44,053 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:23:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.1561, loss: 3.1561 +2025-04-28 20:46:26,734 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:22:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.3518, loss: 3.3518 +2025-04-28 20:47:09,301 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:21:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.3591, loss: 3.3591 +2025-04-28 20:47:51,910 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:20:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1869, loss: 3.1869 +2025-04-28 20:48:34,527 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:19:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.2408, loss: 3.2408 +2025-04-28 20:49:17,125 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:18:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 3.2696, loss: 3.2696 +2025-04-28 20:49:59,726 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:18:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.4135, loss: 3.4135 +2025-04-28 20:50:42,294 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:17:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.3363, loss: 3.3363 +2025-04-28 20:51:24,879 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:16:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.3034, loss: 3.3034 +2025-04-28 20:52:07,406 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:15:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.4298, loss: 3.4298 +2025-04-28 20:52:49,961 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:14:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.2969, loss: 3.2969 +2025-04-28 20:53:32,531 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:13:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 3.4717, loss: 3.4717 +2025-04-28 20:54:15,163 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:13:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.2982, loss: 3.2982 +2025-04-28 20:54:57,680 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:12:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.3153, loss: 3.3153 +2025-04-28 20:55:40,245 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:11:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.3306, loss: 3.3306 +2025-04-28 20:56:22,826 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:10:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.3402, loss: 3.3402 +2025-04-28 20:57:05,416 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:09:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 3.4244, loss: 3.4244 +2025-04-28 20:57:47,966 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:09:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.2769, loss: 3.2769 +2025-04-28 20:58:30,602 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:08:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.3962, loss: 3.3962 +2025-04-28 20:59:13,553 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:07:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.3003, loss: 3.3003 +2025-04-28 20:59:56,426 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:06:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9788, loss_cls: 3.3872, loss: 3.3872 +2025-04-28 21:00:39,107 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:05:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.3445, loss: 3.3445 +2025-04-28 21:01:21,863 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:05:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.3566, loss: 3.3566 +2025-04-28 21:02:04,674 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:04:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.4396, loss: 3.4396 +2025-04-28 21:02:08,109 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-04-28 21:03:26,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 21:03:26,944 - pyskl - INFO - +top1_acc 0.7584 +top5_acc 0.9557 +2025-04-28 21:03:27,018 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_17.pth was removed +2025-04-28 21:03:28,301 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-04-28 21:03:28,302 - pyskl - INFO - Best top1_acc is 0.7584 at 21 epoch. +2025-04-28 21:03:28,304 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7584, top5_acc: 0.9557 +2025-04-28 21:04:33,964 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:05:25, time: 0.657, data_time: 0.230, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.2322, loss: 3.2322 +2025-04-28 21:05:16,746 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:04:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.3010, loss: 3.3010 +2025-04-28 21:05:59,550 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:03:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.4298, loss: 3.4298 +2025-04-28 21:06:42,358 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:03:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.2654, loss: 3.2654 +2025-04-28 21:07:25,157 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:02:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.3606, loss: 3.3606 +2025-04-28 21:08:07,891 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:01:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1824, loss: 3.1824 +2025-04-28 21:08:50,600 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:00:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.3858, loss: 3.3858 +2025-04-28 21:09:33,362 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 14:59:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.2625, loss: 3.2625 +2025-04-28 21:10:16,116 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:59:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.3219, loss: 3.3219 +2025-04-28 21:10:58,985 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:58:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.2620, loss: 3.2620 +2025-04-28 21:11:41,679 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:57:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 3.3168, loss: 3.3168 +2025-04-28 21:12:24,450 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:56:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2517, loss: 3.2517 +2025-04-28 21:13:07,163 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:55:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9781, loss_cls: 3.2339, loss: 3.2339 +2025-04-28 21:13:49,926 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:54:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.3280, loss: 3.3280 +2025-04-28 21:14:32,721 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:54:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2957, loss: 3.2957 +2025-04-28 21:15:15,461 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:53:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.3299, loss: 3.3299 +2025-04-28 21:15:58,178 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:52:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.3459, loss: 3.3459 +2025-04-28 21:16:40,963 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 14:51:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 3.3161, loss: 3.3161 +2025-04-28 21:17:23,903 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:51:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.3120, loss: 3.3120 +2025-04-28 21:18:06,721 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:50:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.2668, loss: 3.2668 +2025-04-28 21:18:49,702 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:49:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.3032, loss: 3.3032 +2025-04-28 21:19:32,542 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:48:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.4325, loss: 3.4325 +2025-04-28 21:20:15,190 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:47:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.2849, loss: 3.2849 +2025-04-28 21:20:57,916 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:47:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.2738, loss: 3.2738 +2025-04-28 21:21:40,629 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:46:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.4654, loss: 3.4654 +2025-04-28 21:21:44,023 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-04-28 21:23:01,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 21:23:01,961 - pyskl - INFO - +top1_acc 0.7369 +top5_acc 0.9505 +2025-04-28 21:23:01,964 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7369, top5_acc: 0.9505 +2025-04-28 21:24:07,461 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:47:19, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1910, loss: 3.1910 +2025-04-28 21:24:50,055 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:46:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.3513, loss: 3.3513 +2025-04-28 21:25:32,691 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:45:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.2243, loss: 3.2243 +2025-04-28 21:26:15,298 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:44:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.2319, loss: 3.2319 +2025-04-28 21:26:57,936 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:44:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 3.3239, loss: 3.3239 +2025-04-28 21:27:40,499 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:43:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2850, loss: 3.2850 +2025-04-28 21:28:22,949 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:42:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.2757, loss: 3.2757 +2025-04-28 21:29:05,561 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:41:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.2030, loss: 3.2030 +2025-04-28 21:29:48,127 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:40:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.2277, loss: 3.2277 +2025-04-28 21:30:30,734 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:39:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.3412, loss: 3.3412 +2025-04-28 21:31:13,339 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:39:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9788, loss_cls: 3.3500, loss: 3.3500 +2025-04-28 21:31:55,893 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:38:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.2168, loss: 3.2168 +2025-04-28 21:32:38,442 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:37:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9825, loss_cls: 3.3092, loss: 3.3092 +2025-04-28 21:33:20,915 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:36:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.3605, loss: 3.3605 +2025-04-28 21:34:03,399 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:35:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.4041, loss: 3.4041 +2025-04-28 21:34:45,958 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:35:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.3762, loss: 3.3762 +2025-04-28 21:35:28,671 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:34:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.3320, loss: 3.3320 +2025-04-28 21:36:11,371 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:33:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.3881, loss: 3.3881 +2025-04-28 21:36:54,049 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.2992, loss: 3.2992 +2025-04-28 21:37:36,719 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:31:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9812, loss_cls: 3.2573, loss: 3.2573 +2025-04-28 21:38:19,450 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:31:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.3621, loss: 3.3621 +2025-04-28 21:39:02,236 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9788, loss_cls: 3.2741, loss: 3.2741 +2025-04-28 21:39:44,892 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:29:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.3248, loss: 3.3248 +2025-04-28 21:40:27,581 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:28:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9781, loss_cls: 3.3632, loss: 3.3632 +2025-04-28 21:41:10,202 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:27:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.3833, loss: 3.3833 +2025-04-28 21:41:13,467 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-04-28 21:42:31,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 21:42:31,669 - pyskl - INFO - +top1_acc 0.6848 +top5_acc 0.9014 +2025-04-28 21:42:31,672 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.6848, top5_acc: 0.9014 +2025-04-28 21:43:37,300 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:28:52, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.2173, loss: 3.2173 +2025-04-28 21:44:19,851 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:28:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.3577, loss: 3.3577 +2025-04-28 21:45:02,506 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:27:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 3.2220, loss: 3.2220 +2025-04-28 21:45:44,745 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:26:24, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.2586, loss: 3.2586 +2025-04-28 21:46:27,360 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:25:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.0911, loss: 3.0911 +2025-04-28 21:47:10,065 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:24:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2676, loss: 3.2676 +2025-04-28 21:47:52,790 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:23:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.3061, loss: 3.3061 +2025-04-28 21:48:35,403 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:23:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.2145, loss: 3.2145 +2025-04-28 21:49:18,075 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:22:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.2219, loss: 3.2219 +2025-04-28 21:50:00,914 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:21:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.1695, loss: 3.1695 +2025-04-28 21:50:43,639 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:20:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.1437, loss: 3.1437 +2025-04-28 21:51:26,164 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:19:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 3.4984, loss: 3.4984 +2025-04-28 21:52:08,576 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:19:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.2501, loss: 3.2501 +2025-04-28 21:52:50,991 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:18:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.3926, loss: 3.3926 +2025-04-28 21:53:33,476 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:17:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.2716, loss: 3.2716 +2025-04-28 21:54:15,947 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:16:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 3.2255, loss: 3.2255 +2025-04-28 21:54:58,612 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:15:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.1870, loss: 3.1870 +2025-04-28 21:55:41,222 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:15:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.3537, loss: 3.3537 +2025-04-28 21:56:23,725 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:14:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.2510, loss: 3.2510 +2025-04-28 21:57:06,306 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:13:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.3201, loss: 3.3201 +2025-04-28 21:57:49,005 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:12:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.2898, loss: 3.2898 +2025-04-28 21:58:31,669 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:11:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.3317, loss: 3.3317 +2025-04-28 21:59:14,315 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:11:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 3.1939, loss: 3.1939 +2025-04-28 21:59:57,087 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:10:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.4175, loss: 3.4175 +2025-04-28 22:00:39,783 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:09:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 3.3443, loss: 3.3443 +2025-04-28 22:00:43,145 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-04-28 22:02:00,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 22:02:00,984 - pyskl - INFO - +top1_acc 0.7743 +top5_acc 0.9595 +2025-04-28 22:02:01,062 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_21.pth was removed +2025-04-28 22:02:02,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-04-28 22:02:02,120 - pyskl - INFO - Best top1_acc is 0.7743 at 24 epoch. +2025-04-28 22:02:02,123 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7743, top5_acc: 0.9595 +2025-04-28 22:03:07,497 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:10:24, time: 0.654, data_time: 0.228, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.1155, loss: 3.1155 +2025-04-28 22:03:50,040 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:09:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.1813, loss: 3.1813 +2025-04-28 22:04:32,529 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:08:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 3.3182, loss: 3.3182 +2025-04-28 22:05:15,134 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:07:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.1811, loss: 3.1811 +2025-04-28 22:05:57,704 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:07:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.2045, loss: 3.2045 +2025-04-28 22:06:40,201 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:06:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.1735, loss: 3.1735 +2025-04-28 22:07:22,801 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:05:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.3270, loss: 3.3270 +2025-04-28 22:08:05,393 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:04:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.3632, loss: 3.3632 +2025-04-28 22:08:47,937 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:03:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.2628, loss: 3.2628 +2025-04-28 22:09:30,516 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:03:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.2455, loss: 3.2455 +2025-04-28 22:10:13,070 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:02:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9775, loss_cls: 3.3105, loss: 3.3105 +2025-04-28 22:10:55,637 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:01:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.1682, loss: 3.1682 +2025-04-28 22:11:38,193 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:00:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.4001, loss: 3.4001 +2025-04-28 22:12:20,893 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 13:59:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.2675, loss: 3.2675 +2025-04-28 22:13:03,620 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 13:59:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.2858, loss: 3.2858 +2025-04-28 22:13:45,997 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:58:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.3404, loss: 3.3404 +2025-04-28 22:14:28,675 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:57:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.2411, loss: 3.2411 +2025-04-28 22:15:11,312 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:56:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.3861, loss: 3.3861 +2025-04-28 22:15:53,955 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:55:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.3251, loss: 3.3251 +2025-04-28 22:16:36,632 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:55:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.1381, loss: 3.1381 +2025-04-28 22:17:19,290 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:54:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.2872, loss: 3.2872 +2025-04-28 22:18:01,885 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:53:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.2525, loss: 3.2525 +2025-04-28 22:18:44,495 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:52:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9781, loss_cls: 3.3236, loss: 3.3236 +2025-04-28 22:19:27,346 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:51:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9844, loss_cls: 3.2456, loss: 3.2456 +2025-04-28 22:20:10,103 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.2380, loss: 3.2380 +2025-04-28 22:20:13,475 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-04-28 22:21:32,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 22:21:32,275 - pyskl - INFO - +top1_acc 0.7036 +top5_acc 0.9346 +2025-04-28 22:21:32,278 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7036, top5_acc: 0.9346 +2025-04-28 22:22:37,576 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:51:57, time: 0.653, data_time: 0.226, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.1222, loss: 3.1222 +2025-04-28 22:23:20,191 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:51:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.1025, loss: 3.1025 +2025-04-28 22:24:02,819 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:50:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.2322, loss: 3.2322 +2025-04-28 22:24:45,416 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:49:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9831, loss_cls: 3.1579, loss: 3.1579 +2025-04-28 22:25:28,108 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:48:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.2402, loss: 3.2402 +2025-04-28 22:26:10,702 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:47:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1753, loss: 3.1753 +2025-04-28 22:26:53,335 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:47:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.2135, loss: 3.2135 +2025-04-28 22:27:35,853 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:46:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.3280, loss: 3.3280 +2025-04-28 22:28:18,379 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:45:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2272, loss: 3.2272 +2025-04-28 22:29:00,886 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:44:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.3027, loss: 3.3027 +2025-04-28 22:29:43,449 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:43:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2749, loss: 3.2749 +2025-04-28 22:30:26,026 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:43:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 3.2570, loss: 3.2570 +2025-04-28 22:31:08,755 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:42:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 3.3029, loss: 3.3029 +2025-04-28 22:31:51,466 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:41:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3074, loss: 3.3074 +2025-04-28 22:32:34,134 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:40:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1204, loss: 3.1204 +2025-04-28 22:33:16,911 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:39:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.3474, loss: 3.3474 +2025-04-28 22:33:59,549 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:39:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.2720, loss: 3.2720 +2025-04-28 22:34:42,090 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:38:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.2357, loss: 3.2357 +2025-04-28 22:35:24,734 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:37:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.3037, loss: 3.3037 +2025-04-28 22:36:07,289 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:36:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 3.2992, loss: 3.2992 +2025-04-28 22:36:49,740 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:35:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.1930, loss: 3.1930 +2025-04-28 22:37:32,390 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:35:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.1822, loss: 3.1822 +2025-04-28 22:38:15,191 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:34:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.3921, loss: 3.3921 +2025-04-28 22:38:57,982 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:33:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.3069, loss: 3.3069 +2025-04-28 22:39:40,529 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:32:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.2281, loss: 3.2281 +2025-04-28 22:39:43,802 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-04-28 22:41:01,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 22:41:02,039 - pyskl - INFO - +top1_acc 0.7519 +top5_acc 0.9548 +2025-04-28 22:41:02,042 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7519, top5_acc: 0.9548 +2025-04-28 22:42:07,674 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:33:35, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2338, loss: 3.2338 +2025-04-28 22:42:50,376 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:32:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1973, loss: 3.1973 +2025-04-28 22:43:33,065 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:32:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.1942, loss: 3.1942 +2025-04-28 22:44:15,773 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:31:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.2092, loss: 3.2092 +2025-04-28 22:44:58,427 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:30:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9788, loss_cls: 3.2398, loss: 3.2398 +2025-04-28 22:45:41,211 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:29:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 3.1509, loss: 3.1509 +2025-04-28 22:46:23,840 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:28:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.2710, loss: 3.2710 +2025-04-28 22:47:06,441 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:28:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.1600, loss: 3.1600 +2025-04-28 22:47:48,995 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:27:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.2525, loss: 3.2525 +2025-04-28 22:48:31,658 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:26:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.2457, loss: 3.2457 +2025-04-28 22:49:14,278 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:25:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.1726, loss: 3.1726 +2025-04-28 22:49:56,996 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:24:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.2259, loss: 3.2259 +2025-04-28 22:50:39,727 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:24:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1878, loss: 3.1878 +2025-04-28 22:51:22,366 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:23:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.3677, loss: 3.3677 +2025-04-28 22:52:04,947 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:22:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.1667, loss: 3.1667 +2025-04-28 22:52:47,553 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:21:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.2615, loss: 3.2615 +2025-04-28 22:53:30,201 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:20:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.2736, loss: 3.2736 +2025-04-28 22:54:12,777 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:20:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9850, loss_cls: 3.0884, loss: 3.0884 +2025-04-28 22:54:55,315 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:19:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.2773, loss: 3.2773 +2025-04-28 22:55:37,858 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:18:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.3046, loss: 3.3046 +2025-04-28 22:56:20,554 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:17:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 3.3473, loss: 3.3473 +2025-04-28 22:57:03,305 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:16:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.2256, loss: 3.2256 +2025-04-28 22:57:45,906 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:16:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.2799, loss: 3.2799 +2025-04-28 22:58:28,631 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:15:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.3464, loss: 3.3464 +2025-04-28 22:59:11,294 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:14:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.1999, loss: 3.1999 +2025-04-28 22:59:14,683 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-04-28 23:00:32,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 23:00:32,581 - pyskl - INFO - +top1_acc 0.7499 +top5_acc 0.9548 +2025-04-28 23:00:32,584 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7499, top5_acc: 0.9548 +2025-04-28 23:01:37,962 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:15:16, time: 0.654, data_time: 0.227, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.1342, loss: 3.1342 +2025-04-28 23:02:20,611 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:14:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.2464, loss: 3.2464 +2025-04-28 23:03:03,382 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:13:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3072, loss: 3.3072 +2025-04-28 23:03:46,198 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.0806, loss: 3.0806 +2025-04-28 23:04:29,130 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:12:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.1653, loss: 3.1653 +2025-04-28 23:05:11,843 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:11:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.0981, loss: 3.0981 +2025-04-28 23:05:54,503 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:10:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.2286, loss: 3.2286 +2025-04-28 23:06:37,167 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:09:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2315, loss: 3.2315 +2025-04-28 23:07:19,879 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:09:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.3704, loss: 3.3704 +2025-04-28 23:08:02,500 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:08:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.3489, loss: 3.3489 +2025-04-28 23:08:45,144 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:07:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9794, loss_cls: 3.2466, loss: 3.2466 +2025-04-28 23:09:27,724 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:06:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.1851, loss: 3.1851 +2025-04-28 23:10:10,256 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:05:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2396, loss: 3.2396 +2025-04-28 23:10:52,933 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:05:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.2017, loss: 3.2017 +2025-04-28 23:11:35,529 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:04:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1142, loss: 3.1142 +2025-04-28 23:12:18,110 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:03:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.1959, loss: 3.1959 +2025-04-28 23:13:00,655 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:02:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.1304, loss: 3.1304 +2025-04-28 23:13:43,286 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:01:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.2354, loss: 3.2354 +2025-04-28 23:14:25,898 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:01:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.2210, loss: 3.2210 +2025-04-28 23:15:08,512 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:00:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.1825, loss: 3.1825 +2025-04-28 23:15:51,195 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 12:59:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.3382, loss: 3.3382 +2025-04-28 23:16:33,923 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:58:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.2954, loss: 3.2954 +2025-04-28 23:17:16,580 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:57:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.1951, loss: 3.1951 +2025-04-28 23:17:59,251 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:57:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 3.1438, loss: 3.1438 +2025-04-28 23:18:41,847 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:56:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.2910, loss: 3.2910 +2025-04-28 23:18:45,313 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-04-28 23:20:03,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 23:20:03,763 - pyskl - INFO - +top1_acc 0.7500 +top5_acc 0.9521 +2025-04-28 23:20:03,766 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7500, top5_acc: 0.9521 +2025-04-28 23:21:09,267 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:56:59, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1336, loss: 3.1336 +2025-04-28 23:21:51,951 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:56:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.2403, loss: 3.2403 +2025-04-28 23:22:34,604 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:55:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 3.2370, loss: 3.2370 +2025-04-28 23:23:17,286 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:54:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.2510, loss: 3.2510 +2025-04-28 23:24:00,046 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:53:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.2076, loss: 3.2076 +2025-04-28 23:24:42,707 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:53:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.1328, loss: 3.1328 +2025-04-28 23:25:25,370 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:52:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9838, loss_cls: 3.1761, loss: 3.1761 +2025-04-28 23:26:08,039 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:51:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9838, loss_cls: 3.1362, loss: 3.1362 +2025-04-28 23:26:50,704 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:50:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.1107, loss: 3.1107 +2025-04-28 23:27:33,373 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:49:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.1411, loss: 3.1411 +2025-04-28 23:28:15,941 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:49:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1986, loss: 3.1986 +2025-04-28 23:28:58,611 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:48:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.0926, loss: 3.0926 +2025-04-28 23:29:41,319 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:47:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.3240, loss: 3.3240 +2025-04-28 23:30:24,014 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:46:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.2167, loss: 3.2167 +2025-04-28 23:31:06,708 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:46:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.2126, loss: 3.2126 +2025-04-28 23:31:49,423 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:45:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.9924, loss: 2.9924 +2025-04-28 23:32:32,025 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:44:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.0999, loss: 3.0999 +2025-04-28 23:33:14,717 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:43:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.1464, loss: 3.1464 +2025-04-28 23:33:57,383 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:42:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.1855, loss: 3.1855 +2025-04-28 23:34:40,083 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:42:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2063, loss: 3.2063 +2025-04-28 23:35:22,731 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:41:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.2961, loss: 3.2961 +2025-04-28 23:36:05,494 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:40:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.1431, loss: 3.1431 +2025-04-28 23:36:48,243 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:39:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9819, loss_cls: 3.1947, loss: 3.1947 +2025-04-28 23:37:30,737 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:38:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.1856, loss: 3.1856 +2025-04-28 23:38:13,584 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:38:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.2130, loss: 3.2130 +2025-04-28 23:38:16,953 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-04-28 23:39:35,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 23:39:35,244 - pyskl - INFO - +top1_acc 0.7488 +top5_acc 0.9559 +2025-04-28 23:39:35,247 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7488, top5_acc: 0.9559 +2025-04-28 23:40:40,375 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:38:43, time: 0.651, data_time: 0.227, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9831, loss_cls: 3.1178, loss: 3.1178 +2025-04-28 23:41:22,925 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:37:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1678, loss: 3.1678 +2025-04-28 23:42:05,440 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:37:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 3.0675, loss: 3.0675 +2025-04-28 23:42:48,014 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:36:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.2044, loss: 3.2044 +2025-04-28 23:43:30,674 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:35:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.3688, loss: 3.3688 +2025-04-28 23:44:13,516 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:34:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.1401, loss: 3.1401 +2025-04-28 23:44:56,226 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:34:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 3.1328, loss: 3.1328 +2025-04-28 23:45:38,921 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:33:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2895, loss: 3.2895 +2025-04-28 23:46:21,623 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:32:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.2386, loss: 3.2386 +2025-04-28 23:47:04,321 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:31:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.1252, loss: 3.1252 +2025-04-28 23:47:46,958 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:30:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.1770, loss: 3.1770 +2025-04-28 23:48:29,549 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:30:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.1336, loss: 3.1336 +2025-04-28 23:49:12,089 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:29:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.0818, loss: 3.0818 +2025-04-28 23:49:54,703 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:28:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.1534, loss: 3.1534 +2025-04-28 23:50:37,230 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:27:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1938, loss: 3.1938 +2025-04-28 23:51:19,806 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:26:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 3.1692, loss: 3.1692 +2025-04-28 23:52:02,423 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:26:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0311, loss: 3.0311 +2025-04-28 23:52:45,009 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:25:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.3311, loss: 3.3311 +2025-04-28 23:53:27,685 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:24:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 3.1477, loss: 3.1477 +2025-04-28 23:54:10,393 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:23:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.2398, loss: 3.2398 +2025-04-28 23:54:53,171 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:23:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 3.1385, loss: 3.1385 +2025-04-28 23:55:35,837 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:22:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.0491, loss: 3.0491 +2025-04-28 23:56:18,551 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:21:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 3.3666, loss: 3.3666 +2025-04-28 23:57:01,290 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:20:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.1089, loss: 3.1089 +2025-04-28 23:57:43,878 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:19:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.2164, loss: 3.2164 +2025-04-28 23:57:47,316 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-04-28 23:59:05,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 23:59:05,778 - pyskl - INFO - +top1_acc 0.6881 +top5_acc 0.9291 +2025-04-28 23:59:05,781 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.6881, top5_acc: 0.9291 +2025-04-29 00:00:11,827 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:20:28, time: 0.660, data_time: 0.232, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.0196, loss: 3.0196 +2025-04-29 00:00:54,679 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:19:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.1155, loss: 3.1155 +2025-04-29 00:01:37,663 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:18:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.1820, loss: 3.1820 +2025-04-29 00:02:20,375 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:18:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.1471, loss: 3.1471 +2025-04-29 00:03:03,073 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:17:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9850, loss_cls: 3.1446, loss: 3.1446 +2025-04-29 00:03:45,748 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:16:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.0985, loss: 3.0985 +2025-04-29 00:04:28,460 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.2289, loss: 3.2289 +2025-04-29 00:05:11,145 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:15:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.2293, loss: 3.2293 +2025-04-29 00:05:53,855 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:14:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 3.0743, loss: 3.0743 +2025-04-29 00:06:36,514 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:13:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.1242, loss: 3.1242 +2025-04-29 00:07:19,115 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:12:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2291, loss: 3.2291 +2025-04-29 00:08:01,762 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:11:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.1510, loss: 3.1510 +2025-04-29 00:08:44,562 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:11:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.2407, loss: 3.2407 +2025-04-29 00:09:27,248 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:10:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.1362, loss: 3.1362 +2025-04-29 00:10:09,936 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:09:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2217, loss: 3.2217 +2025-04-29 00:10:52,609 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:08:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.2558, loss: 3.2558 +2025-04-29 00:11:35,229 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:08:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.2556, loss: 3.2556 +2025-04-29 00:12:17,793 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:07:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9856, loss_cls: 3.1998, loss: 3.1998 +2025-04-29 00:13:00,363 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:06:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.1945, loss: 3.1945 +2025-04-29 00:13:43,231 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:05:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.2342, loss: 3.2342 +2025-04-29 00:14:26,130 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:04:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.1567, loss: 3.1567 +2025-04-29 00:15:08,868 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:04:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.2093, loss: 3.2093 +2025-04-29 00:15:51,558 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:03:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.1627, loss: 3.1627 +2025-04-29 00:16:34,470 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:02:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.2433, loss: 3.2433 +2025-04-29 00:17:17,244 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:01:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.1286, loss: 3.1286 +2025-04-29 00:17:20,387 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-04-29 00:18:38,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 00:18:38,178 - pyskl - INFO - +top1_acc 0.7624 +top5_acc 0.9507 +2025-04-29 00:18:38,180 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7624, top5_acc: 0.9507 +2025-04-29 00:19:43,526 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:02:18, time: 0.653, data_time: 0.225, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0428, loss: 3.0428 +2025-04-29 00:20:26,157 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:01:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.0558, loss: 3.0558 +2025-04-29 00:21:08,919 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:00:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.2018, loss: 3.2018 +2025-04-29 00:21:51,629 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 11:59:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9806, loss_cls: 3.1342, loss: 3.1342 +2025-04-29 00:22:34,477 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:59:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.0209, loss: 3.0209 +2025-04-29 00:23:17,237 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:58:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.1128, loss: 3.1128 +2025-04-29 00:23:59,775 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:57:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1766, loss: 3.1766 +2025-04-29 00:24:42,363 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:56:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.1535, loss: 3.1535 +2025-04-29 00:25:25,017 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:56:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.0845, loss: 3.0845 +2025-04-29 00:26:07,609 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:55:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.1370, loss: 3.1370 +2025-04-29 00:26:50,144 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:54:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0879, loss: 3.0879 +2025-04-29 00:27:32,721 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:53:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.2310, loss: 3.2310 +2025-04-29 00:28:15,331 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:52:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.2075, loss: 3.2075 +2025-04-29 00:28:57,975 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:52:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1811, loss: 3.1811 +2025-04-29 00:29:40,590 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:51:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.2321, loss: 3.2321 +2025-04-29 00:30:23,283 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:50:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 3.1163, loss: 3.1163 +2025-04-29 00:31:05,985 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:49:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.2804, loss: 3.2804 +2025-04-29 00:31:48,730 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:49:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 2.9966, loss: 2.9966 +2025-04-29 00:32:31,406 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:48:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.1671, loss: 3.1671 +2025-04-29 00:33:14,187 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:47:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.2061, loss: 3.2061 +2025-04-29 00:33:56,974 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:46:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.2087, loss: 3.2087 +2025-04-29 00:34:39,790 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:45:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.1660, loss: 3.1660 +2025-04-29 00:35:22,391 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:45:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.1470, loss: 3.1470 +2025-04-29 00:36:05,180 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:44:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 3.2325, loss: 3.2325 +2025-04-29 00:36:47,790 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:43:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.2196, loss: 3.2196 +2025-04-29 00:36:51,132 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-04-29 00:38:09,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 00:38:09,156 - pyskl - INFO - +top1_acc 0.7669 +top5_acc 0.9433 +2025-04-29 00:38:09,158 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7669, top5_acc: 0.9433 +2025-04-29 00:39:14,234 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:44:03, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 3.0787, loss: 3.0787 +2025-04-29 00:39:57,202 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:43:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.1003, loss: 3.1003 +2025-04-29 00:40:40,026 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:42:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.1271, loss: 3.1271 +2025-04-29 00:41:22,746 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:41:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.2341, loss: 3.2341 +2025-04-29 00:42:05,463 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:40:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.1652, loss: 3.1652 +2025-04-29 00:42:48,143 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:40:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1773, loss: 3.1773 +2025-04-29 00:43:30,917 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:39:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.0902, loss: 3.0902 +2025-04-29 00:44:13,491 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:38:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.2232, loss: 3.2232 +2025-04-29 00:44:56,058 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:37:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.1445, loss: 3.1445 +2025-04-29 00:45:38,350 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:37:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2048, loss: 3.2048 +2025-04-29 00:46:20,989 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:36:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.1046, loss: 3.1046 +2025-04-29 00:47:03,703 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:35:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.1692, loss: 3.1692 +2025-04-29 00:47:46,410 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:34:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.1896, loss: 3.1896 +2025-04-29 00:48:29,169 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:33:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.2354, loss: 3.2354 +2025-04-29 00:49:11,926 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:33:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2792, loss: 3.2792 +2025-04-29 00:49:54,699 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:32:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 3.1341, loss: 3.1341 +2025-04-29 00:50:37,231 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:31:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.0643, loss: 3.0643 +2025-04-29 00:51:19,850 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:30:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.0840, loss: 3.0840 +2025-04-29 00:52:02,367 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:30:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 3.1599, loss: 3.1599 +2025-04-29 00:52:45,019 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 3.2259, loss: 3.2259 +2025-04-29 00:53:27,807 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:28:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 3.2334, loss: 3.2334 +2025-04-29 00:54:10,571 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:27:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.2929, loss: 3.2929 +2025-04-29 00:54:53,418 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:27:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0750, loss: 3.0750 +2025-04-29 00:55:36,175 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:26:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.1794, loss: 3.1794 +2025-04-29 00:56:19,011 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:25:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.0409, loss: 3.0409 +2025-04-29 00:56:22,362 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-04-29 00:57:40,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 00:57:40,978 - pyskl - INFO - +top1_acc 0.7843 +top5_acc 0.9576 +2025-04-29 00:57:41,043 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_24.pth was removed +2025-04-29 00:57:42,182 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2025-04-29 00:57:42,184 - pyskl - INFO - Best top1_acc is 0.7843 at 33 epoch. +2025-04-29 00:57:42,186 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7843, top5_acc: 0.9576 +2025-04-29 00:58:47,763 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:25:52, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0607, loss: 3.0607 +2025-04-29 00:59:30,535 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:25:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.0884, loss: 3.0884 +2025-04-29 01:00:13,220 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:24:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.1161, loss: 3.1161 +2025-04-29 01:00:55,874 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:23:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 3.0138, loss: 3.0138 +2025-04-29 01:01:38,531 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:22:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 3.0198, loss: 3.0198 +2025-04-29 01:02:21,228 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:21:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9939, loss: 2.9939 +2025-04-29 01:03:03,914 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:21:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.1695, loss: 3.1695 +2025-04-29 01:03:46,616 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:20:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.0764, loss: 3.0764 +2025-04-29 01:04:29,152 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:19:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.1194, loss: 3.1194 +2025-04-29 01:05:11,809 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:18:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 3.1146, loss: 3.1146 +2025-04-29 01:05:54,674 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:18:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 3.0825, loss: 3.0825 +2025-04-29 01:06:37,380 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 3.1728, loss: 3.1728 +2025-04-29 01:07:20,061 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:16:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 3.1865, loss: 3.1865 +2025-04-29 01:08:02,721 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:15:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.1100, loss: 3.1100 +2025-04-29 01:08:45,438 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:15:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.2969, loss: 3.2969 +2025-04-29 01:09:28,213 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:14:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.2205, loss: 3.2205 +2025-04-29 01:10:10,898 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:13:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1914, loss: 3.1914 +2025-04-29 01:10:53,497 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:12:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.1545, loss: 3.1545 +2025-04-29 01:11:36,132 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:11:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.1067, loss: 3.1067 +2025-04-29 01:12:18,924 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:11:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.1230, loss: 3.1230 +2025-04-29 01:13:01,667 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:10:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.1274, loss: 3.1274 +2025-04-29 01:13:44,550 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:09:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.1026, loss: 3.1026 +2025-04-29 01:14:27,570 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:08:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1233, loss: 3.1233 +2025-04-29 01:15:10,255 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:08:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.1637, loss: 3.1637 +2025-04-29 01:15:52,906 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:07:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.1565, loss: 3.1565 +2025-04-29 01:15:56,247 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-04-29 01:17:14,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 01:17:14,455 - pyskl - INFO - +top1_acc 0.7729 +top5_acc 0.9579 +2025-04-29 01:17:14,458 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7729, top5_acc: 0.9579 +2025-04-29 01:18:19,607 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:07:40, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9729, loss: 2.9729 +2025-04-29 01:19:02,247 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:06:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 3.0659, loss: 3.0659 +2025-04-29 01:19:44,855 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:06:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.9769, loss: 2.9769 +2025-04-29 01:20:27,513 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:05:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1155, loss: 3.1155 +2025-04-29 01:21:10,143 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:04:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9856, loss_cls: 3.0079, loss: 3.0079 +2025-04-29 01:21:52,651 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:03:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.0591, loss: 3.0591 +2025-04-29 01:22:35,146 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:03:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.0668, loss: 3.0668 +2025-04-29 01:23:17,546 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:02:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9920, loss: 2.9920 +2025-04-29 01:24:00,195 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:01:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 3.1186, loss: 3.1186 +2025-04-29 01:24:42,913 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:00:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.1706, loss: 3.1706 +2025-04-29 01:25:25,522 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 10:59:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 3.0551, loss: 3.0551 +2025-04-29 01:26:08,226 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:59:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.1101, loss: 3.1101 +2025-04-29 01:26:50,653 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:58:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1078, loss: 3.1078 +2025-04-29 01:27:33,196 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:57:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.2394, loss: 3.2394 +2025-04-29 01:28:15,891 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:56:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.0974, loss: 3.0974 +2025-04-29 01:28:58,588 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:56:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0838, loss: 3.0838 +2025-04-29 01:29:41,167 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:55:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.1618, loss: 3.1618 +2025-04-29 01:30:23,997 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:54:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1303, loss: 3.1303 +2025-04-29 01:31:06,587 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:53:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 2.9916, loss: 2.9916 +2025-04-29 01:31:49,467 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:52:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.2340, loss: 3.2340 +2025-04-29 01:32:32,314 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:52:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.1165, loss: 3.1165 +2025-04-29 01:33:15,028 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:51:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.0911, loss: 3.0911 +2025-04-29 01:33:57,942 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:50:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1419, loss: 3.1419 +2025-04-29 01:34:40,709 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:49:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 3.0277, loss: 3.0277 +2025-04-29 01:35:23,539 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:49:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.1504, loss: 3.1504 +2025-04-29 01:35:26,883 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-04-29 01:36:44,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 01:36:44,453 - pyskl - INFO - +top1_acc 0.7701 +top5_acc 0.9579 +2025-04-29 01:36:44,456 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7701, top5_acc: 0.9579 +2025-04-29 01:37:49,276 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:49:24, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0403, loss: 3.0403 +2025-04-29 01:38:31,945 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:48:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.0119, loss: 3.0119 +2025-04-29 01:39:14,630 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:47:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 3.0785, loss: 3.0785 +2025-04-29 01:39:57,267 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:47:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1334, loss: 3.1334 +2025-04-29 01:40:39,863 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:46:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.0156, loss: 3.0156 +2025-04-29 01:41:22,698 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:45:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.1238, loss: 3.1238 +2025-04-29 01:42:05,295 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:44:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.1439, loss: 3.1439 +2025-04-29 01:42:47,862 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:43:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 3.0429, loss: 3.0429 +2025-04-29 01:43:30,380 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:43:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 2.9808, loss: 2.9808 +2025-04-29 01:44:12,981 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:42:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.0638, loss: 3.0638 +2025-04-29 01:44:55,549 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:41:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.1827, loss: 3.1827 +2025-04-29 01:45:38,154 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.9878, loss: 2.9878 +2025-04-29 01:46:20,713 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:40:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1387, loss: 3.1387 +2025-04-29 01:47:03,295 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:39:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.0488, loss: 3.0488 +2025-04-29 01:47:45,915 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:38:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.0552, loss: 3.0552 +2025-04-29 01:48:28,715 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:37:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.1499, loss: 3.1499 +2025-04-29 01:49:11,318 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:37:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9831, loss_cls: 3.1135, loss: 3.1135 +2025-04-29 01:49:53,782 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:36:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.0813, loss: 3.0813 +2025-04-29 01:50:36,372 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:35:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.1451, loss: 3.1451 +2025-04-29 01:51:18,947 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:34:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.2092, loss: 3.2092 +2025-04-29 01:52:01,503 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:33:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.9765, loss: 2.9765 +2025-04-29 01:52:44,103 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:33:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.2777, loss: 3.2777 +2025-04-29 01:53:26,929 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:32:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.1956, loss: 3.1956 +2025-04-29 01:54:09,613 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:31:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9540, loss: 2.9540 +2025-04-29 01:54:52,285 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:30:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 3.1703, loss: 3.1703 +2025-04-29 01:54:55,551 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-04-29 01:56:13,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 01:56:13,069 - pyskl - INFO - +top1_acc 0.7983 +top5_acc 0.9653 +2025-04-29 01:56:13,141 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_33.pth was removed +2025-04-29 01:56:14,193 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2025-04-29 01:56:14,194 - pyskl - INFO - Best top1_acc is 0.7983 at 36 epoch. +2025-04-29 01:56:14,197 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7983, top5_acc: 0.9653 +2025-04-29 01:57:19,189 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:31:05, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0240, loss: 3.0240 +2025-04-29 01:58:01,771 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:30:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8638, loss: 2.8638 +2025-04-29 01:58:44,348 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:29:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.0168, loss: 3.0168 +2025-04-29 01:59:27,026 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:28:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.0694, loss: 3.0694 +2025-04-29 02:00:09,467 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:27:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.1124, loss: 3.1124 +2025-04-29 02:00:52,126 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:27:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.0657, loss: 3.0657 +2025-04-29 02:01:34,718 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:26:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.0579, loss: 3.0579 +2025-04-29 02:02:17,243 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:25:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.1004, loss: 3.1004 +2025-04-29 02:02:59,770 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:24:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.1808, loss: 3.1808 +2025-04-29 02:03:42,431 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:24:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.1255, loss: 3.1255 +2025-04-29 02:04:25,069 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:23:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.0617, loss: 3.0617 +2025-04-29 02:05:07,718 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:22:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.1918, loss: 3.1918 +2025-04-29 02:05:50,367 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:21:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0610, loss: 3.0610 +2025-04-29 02:06:32,971 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:21:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 3.1203, loss: 3.1203 +2025-04-29 02:07:15,725 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:20:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0883, loss: 3.0883 +2025-04-29 02:07:58,473 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:19:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.0160, loss: 3.0160 +2025-04-29 02:08:41,106 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:18:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.1747, loss: 3.1747 +2025-04-29 02:09:23,789 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:17:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.0875, loss: 3.0875 +2025-04-29 02:10:06,441 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:17:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.1493, loss: 3.1493 +2025-04-29 02:10:49,266 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:16:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.0921, loss: 3.0921 +2025-04-29 02:11:32,017 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:15:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.1586, loss: 3.1586 +2025-04-29 02:12:14,815 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:14:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1857, loss: 3.1857 +2025-04-29 02:12:57,602 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:14:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.1471, loss: 3.1471 +2025-04-29 02:13:40,292 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.1681, loss: 3.1681 +2025-04-29 02:14:23,054 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:12:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.1036, loss: 3.1036 +2025-04-29 02:14:26,369 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-04-29 02:15:44,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 02:15:44,530 - pyskl - INFO - +top1_acc 0.7931 +top5_acc 0.9649 +2025-04-29 02:15:44,533 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7931, top5_acc: 0.9649 +2025-04-29 02:16:49,781 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:12:51, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.0335, loss: 3.0335 +2025-04-29 02:17:32,451 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:12:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.0297, loss: 3.0297 +2025-04-29 02:18:15,040 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:11:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9744, loss_cls: 2.9819, loss: 2.9819 +2025-04-29 02:18:57,611 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:10:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 2.9323, loss: 2.9323 +2025-04-29 02:19:40,243 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:09:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9351, loss: 2.9351 +2025-04-29 02:20:22,803 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:08:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.1923, loss: 3.1923 +2025-04-29 02:21:05,490 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:08:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.0870, loss: 3.0870 +2025-04-29 02:21:48,083 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:07:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.1615, loss: 3.1615 +2025-04-29 02:22:30,662 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:06:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.0589, loss: 3.0589 +2025-04-29 02:23:13,109 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:05:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.8815, loss: 2.8815 +2025-04-29 02:23:55,711 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:05:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0674, loss: 3.0674 +2025-04-29 02:24:38,196 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:04:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.0011, loss: 3.0011 +2025-04-29 02:25:20,907 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:03:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.0569, loss: 3.0569 +2025-04-29 02:26:03,435 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:02:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.0889, loss: 3.0889 +2025-04-29 02:26:45,963 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:02:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.1100, loss: 3.1100 +2025-04-29 02:27:28,636 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:01:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.1289, loss: 3.1289 +2025-04-29 02:28:11,300 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:00:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.1162, loss: 3.1162 +2025-04-29 02:28:53,946 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 9:59:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.1727, loss: 3.1727 +2025-04-29 02:29:36,604 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 9:58:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1196, loss: 3.1196 +2025-04-29 02:30:19,510 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:58:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9917, loss: 2.9917 +2025-04-29 02:31:02,163 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:57:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0728, loss: 3.0728 +2025-04-29 02:31:44,937 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:56:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.1207, loss: 3.1207 +2025-04-29 02:32:27,690 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:55:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1923, loss: 3.1923 +2025-04-29 02:33:10,250 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:55:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2552, loss: 3.2552 +2025-04-29 02:33:53,144 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:54:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.1304, loss: 3.1304 +2025-04-29 02:33:56,426 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-04-29 02:35:14,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 02:35:14,539 - pyskl - INFO - +top1_acc 0.7991 +top5_acc 0.9585 +2025-04-29 02:35:14,589 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_36.pth was removed +2025-04-29 02:35:15,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-04-29 02:35:15,599 - pyskl - INFO - Best top1_acc is 0.7991 at 38 epoch. +2025-04-29 02:35:15,602 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7991, top5_acc: 0.9585 +2025-04-29 02:36:21,099 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:54:36, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8022, loss: 2.8022 +2025-04-29 02:37:03,710 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:53:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9993, loss: 2.9993 +2025-04-29 02:37:46,358 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:53:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.1047, loss: 3.1047 +2025-04-29 02:38:28,997 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:52:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.9296, loss: 2.9296 +2025-04-29 02:39:11,728 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:51:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9862, loss_cls: 3.0692, loss: 3.0692 +2025-04-29 02:39:54,391 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:50:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1319, loss: 3.1319 +2025-04-29 02:40:37,256 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:50:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 3.0876, loss: 3.0876 +2025-04-29 02:41:20,183 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:49:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.0489, loss: 3.0489 +2025-04-29 02:42:03,052 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:48:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 2.9425, loss: 2.9425 +2025-04-29 02:42:45,730 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:47:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8963, loss: 2.8963 +2025-04-29 02:43:28,355 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:46:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.0967, loss: 3.0967 +2025-04-29 02:44:11,085 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:46:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.0338, loss: 3.0338 +2025-04-29 02:44:53,767 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:45:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.1688, loss: 3.1688 +2025-04-29 02:45:36,408 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:44:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.0942, loss: 3.0942 +2025-04-29 02:46:19,318 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:43:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1488, loss: 3.1488 +2025-04-29 02:47:02,024 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:43:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.0971, loss: 3.0971 +2025-04-29 02:47:45,021 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:42:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.1254, loss: 3.1254 +2025-04-29 02:48:27,816 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:41:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.1050, loss: 3.1050 +2025-04-29 02:49:10,573 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:40:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9800, loss_cls: 3.2291, loss: 3.2291 +2025-04-29 02:49:53,598 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:40:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.0488, loss: 3.0488 +2025-04-29 02:50:36,399 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:39:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9574, loss: 2.9574 +2025-04-29 02:51:19,219 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:38:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.1662, loss: 3.1662 +2025-04-29 02:52:02,114 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:37:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9862, loss_cls: 3.0323, loss: 3.0323 +2025-04-29 02:52:44,874 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:37:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0619, loss: 3.0619 +2025-04-29 02:53:27,659 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:36:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.0753, loss: 3.0753 +2025-04-29 02:53:30,993 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-04-29 02:54:49,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 02:54:49,843 - pyskl - INFO - +top1_acc 0.7889 +top5_acc 0.9628 +2025-04-29 02:54:49,846 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7889, top5_acc: 0.9628 +2025-04-29 02:55:55,294 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:36:30, time: 0.654, data_time: 0.229, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9831, loss_cls: 3.0123, loss: 3.0123 +2025-04-29 02:56:37,885 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:35:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 3.0190, loss: 3.0190 +2025-04-29 02:57:20,551 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:34:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9297, loss: 2.9297 +2025-04-29 02:58:03,231 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:34:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.1272, loss: 3.1272 +2025-04-29 02:58:46,118 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:33:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.1058, loss: 3.1058 +2025-04-29 02:59:28,680 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:32:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.0511, loss: 3.0511 +2025-04-29 03:00:11,195 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:31:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9129, loss: 2.9129 +2025-04-29 03:00:53,810 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:31:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9725, loss: 2.9725 +2025-04-29 03:01:36,370 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:30:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.9473, loss: 2.9473 +2025-04-29 03:02:18,923 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:29:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 2.9921, loss: 2.9921 +2025-04-29 03:03:01,427 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:28:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0400, loss: 3.0400 +2025-04-29 03:03:43,938 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:28:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0758, loss: 3.0758 +2025-04-29 03:04:26,463 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:27:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.9289, loss: 2.9289 +2025-04-29 03:05:08,967 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:26:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.0334, loss: 3.0334 +2025-04-29 03:05:51,595 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:25:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.1423, loss: 3.1423 +2025-04-29 03:06:34,126 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:24:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0793, loss: 3.0793 +2025-04-29 03:07:16,811 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:24:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.1170, loss: 3.1170 +2025-04-29 03:07:59,526 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:23:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8923, loss: 2.8923 +2025-04-29 03:08:42,192 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:22:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1363, loss: 3.1363 +2025-04-29 03:09:24,839 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:21:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.0934, loss: 3.0934 +2025-04-29 03:10:07,438 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:21:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.1485, loss: 3.1485 +2025-04-29 03:10:50,352 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:20:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.0364, loss: 3.0364 +2025-04-29 03:11:33,133 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:19:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.1140, loss: 3.1140 +2025-04-29 03:12:15,934 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:18:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.1038, loss: 3.1038 +2025-04-29 03:12:58,667 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:18:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.0699, loss: 3.0699 +2025-04-29 03:13:02,025 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-04-29 03:14:20,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 03:14:20,913 - pyskl - INFO - +top1_acc 0.7903 +top5_acc 0.9619 +2025-04-29 03:14:20,915 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7903, top5_acc: 0.9619 +2025-04-29 03:15:26,422 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:18:15, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 2.8798, loss: 2.8798 +2025-04-29 03:16:09,110 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:17:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 3.0718, loss: 3.0718 +2025-04-29 03:16:51,702 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:16:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0029, loss: 3.0029 +2025-04-29 03:17:34,319 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:15:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.0554, loss: 3.0554 +2025-04-29 03:18:17,053 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:15:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.0148, loss: 3.0148 +2025-04-29 03:18:59,734 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:14:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.0994, loss: 3.0994 +2025-04-29 03:19:42,269 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:13:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.9732, loss: 2.9732 +2025-04-29 03:20:24,953 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:12:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0584, loss: 3.0584 +2025-04-29 03:21:07,595 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:12:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0119, loss: 3.0119 +2025-04-29 03:21:50,258 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:11:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1371, loss: 3.1371 +2025-04-29 03:22:32,945 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:10:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.9589, loss: 2.9589 +2025-04-29 03:23:15,594 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:09:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 2.9648, loss: 2.9648 +2025-04-29 03:23:58,282 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:09:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.0621, loss: 3.0621 +2025-04-29 03:24:40,942 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:08:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0226, loss: 3.0226 +2025-04-29 03:25:23,635 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8557, loss: 2.8557 +2025-04-29 03:26:06,276 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:06:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.0940, loss: 3.0940 +2025-04-29 03:26:48,891 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:06:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.0994, loss: 3.0994 +2025-04-29 03:27:31,470 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:05:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9856, loss_cls: 2.9672, loss: 2.9672 +2025-04-29 03:28:14,086 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:04:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.1881, loss: 3.1881 +2025-04-29 03:28:56,663 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:03:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.0066, loss: 3.0066 +2025-04-29 03:29:39,361 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:02:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 3.1246, loss: 3.1246 +2025-04-29 03:30:22,065 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:02:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 3.0169, loss: 3.0169 +2025-04-29 03:31:04,882 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:01:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.0205, loss: 3.0205 +2025-04-29 03:31:47,633 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:00:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0701, loss: 3.0701 +2025-04-29 03:32:30,271 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 8:59:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0209, loss: 3.0209 +2025-04-29 03:32:33,603 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-04-29 03:33:51,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 03:33:51,704 - pyskl - INFO - +top1_acc 0.7673 +top5_acc 0.9521 +2025-04-29 03:33:51,707 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7673, top5_acc: 0.9521 +2025-04-29 03:34:57,434 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:00:03, time: 0.657, data_time: 0.231, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 2.9914, loss: 2.9914 +2025-04-29 03:35:39,967 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 8:59:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9104, loss: 2.9104 +2025-04-29 03:36:22,622 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:58:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.9630, loss: 2.9630 +2025-04-29 03:37:05,251 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:57:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.0871, loss: 3.0871 +2025-04-29 03:37:47,887 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:56:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0881, loss: 3.0881 +2025-04-29 03:38:30,495 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:56:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 2.9877, loss: 2.9877 +2025-04-29 03:39:13,060 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:55:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1188, loss: 3.1188 +2025-04-29 03:39:55,602 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:54:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.1054, loss: 3.1054 +2025-04-29 03:40:38,103 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:53:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 3.0415, loss: 3.0415 +2025-04-29 03:41:20,594 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:53:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.0076, loss: 3.0076 +2025-04-29 03:42:03,129 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:52:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.0372, loss: 3.0372 +2025-04-29 03:42:45,681 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:51:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.1154, loss: 3.1154 +2025-04-29 03:43:28,335 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:50:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0107, loss: 3.0107 +2025-04-29 03:44:11,007 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:50:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.1995, loss: 3.1995 +2025-04-29 03:44:53,643 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:49:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9066, loss: 2.9066 +2025-04-29 03:45:36,235 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:48:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.2219, loss: 3.2219 +2025-04-29 03:46:18,780 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:47:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9439, loss: 2.9439 +2025-04-29 03:47:01,330 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:47:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9534, loss: 2.9534 +2025-04-29 03:47:43,970 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:46:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.8383, loss: 2.8383 +2025-04-29 03:48:26,505 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:45:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0387, loss: 3.0387 +2025-04-29 03:49:09,074 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:44:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.0802, loss: 3.0802 +2025-04-29 03:49:51,787 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:43:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.0356, loss: 3.0356 +2025-04-29 03:50:34,643 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:43:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.0254, loss: 3.0254 +2025-04-29 03:51:17,337 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:42:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 2.9226, loss: 2.9226 +2025-04-29 03:51:59,941 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:41:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.9048, loss: 2.9048 +2025-04-29 03:52:03,313 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-04-29 03:53:21,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 03:53:21,643 - pyskl - INFO - +top1_acc 0.7114 +top5_acc 0.9225 +2025-04-29 03:53:21,646 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7114, top5_acc: 0.9225 +2025-04-29 03:54:27,930 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:41:48, time: 0.663, data_time: 0.235, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0360, loss: 3.0360 +2025-04-29 03:55:10,629 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:41:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8522, loss: 2.8522 +2025-04-29 03:55:53,259 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:40:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 2.8789, loss: 2.8789 +2025-04-29 03:56:35,954 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:39:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.0481, loss: 3.0481 +2025-04-29 03:57:18,647 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:38:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.0189, loss: 3.0189 +2025-04-29 03:58:01,250 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:38:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9605, loss: 2.9605 +2025-04-29 03:58:43,822 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:37:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.9677, loss: 2.9677 +2025-04-29 03:59:26,423 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:36:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0382, loss: 3.0382 +2025-04-29 04:00:08,968 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:35:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9608, loss: 2.9608 +2025-04-29 04:00:51,702 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:34:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.9967, loss: 2.9967 +2025-04-29 04:01:34,292 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:34:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9850, loss_cls: 2.9584, loss: 2.9584 +2025-04-29 04:02:17,230 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:33:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0429, loss: 3.0429 +2025-04-29 04:02:59,825 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:32:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.0980, loss: 3.0980 +2025-04-29 04:03:42,484 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0509, loss: 3.0509 +2025-04-29 04:04:25,162 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:31:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0896, loss: 3.0896 +2025-04-29 04:05:07,795 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:30:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9140, loss: 2.9140 +2025-04-29 04:05:50,317 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:29:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9493, loss: 2.9493 +2025-04-29 04:06:32,787 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:28:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0888, loss: 3.0888 +2025-04-29 04:07:15,407 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:28:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.0767, loss: 3.0767 +2025-04-29 04:07:58,181 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:27:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.0952, loss: 3.0952 +2025-04-29 04:08:40,849 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:26:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.0157, loss: 3.0157 +2025-04-29 04:09:23,583 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:25:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9838, loss_cls: 3.0701, loss: 3.0701 +2025-04-29 04:10:06,320 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:25:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 2.9989, loss: 2.9989 +2025-04-29 04:10:49,017 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:24:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9285, loss: 2.9285 +2025-04-29 04:11:31,658 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:23:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 2.9998, loss: 2.9998 +2025-04-29 04:11:34,911 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-04-29 04:12:52,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 04:12:52,763 - pyskl - INFO - +top1_acc 0.7438 +top5_acc 0.9355 +2025-04-29 04:12:52,765 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7438, top5_acc: 0.9355 +2025-04-29 04:13:58,407 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:23:36, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0108, loss: 3.0108 +2025-04-29 04:14:41,167 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:22:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.1036, loss: 3.1036 +2025-04-29 04:15:23,773 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:22:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8449, loss: 2.8449 +2025-04-29 04:16:06,365 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:21:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.9321, loss: 2.9321 +2025-04-29 04:16:49,000 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:20:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9844, loss_cls: 3.0434, loss: 3.0434 +2025-04-29 04:17:31,548 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:19:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.9626, loss: 2.9626 +2025-04-29 04:18:14,145 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:19:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9856, loss_cls: 3.0262, loss: 3.0262 +2025-04-29 04:18:56,842 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:18:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9193, loss: 2.9193 +2025-04-29 04:19:39,570 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:17:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.0050, loss: 3.0050 +2025-04-29 04:20:22,331 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:16:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0145, loss: 3.0145 +2025-04-29 04:21:05,098 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.9367, loss: 2.9367 +2025-04-29 04:21:47,938 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0454, loss: 3.0454 +2025-04-29 04:22:30,702 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:14:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.0361, loss: 3.0361 +2025-04-29 04:23:13,317 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:13:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0248, loss: 3.0248 +2025-04-29 04:23:56,050 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:12:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0712, loss: 3.0712 +2025-04-29 04:24:38,647 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:12:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.9835, loss: 2.9835 +2025-04-29 04:25:21,246 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:11:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.0331, loss: 3.0331 +2025-04-29 04:26:03,859 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:10:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8843, loss: 2.8843 +2025-04-29 04:26:46,573 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:09:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.0672, loss: 3.0672 +2025-04-29 04:27:29,169 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:09:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.0796, loss: 3.0796 +2025-04-29 04:28:11,822 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:08:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.0256, loss: 3.0256 +2025-04-29 04:28:54,610 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:07:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8909, loss: 2.8909 +2025-04-29 04:29:37,312 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:06:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 2.9846, loss: 2.9846 +2025-04-29 04:30:19,974 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:06:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.0287, loss: 3.0287 +2025-04-29 04:31:02,539 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:05:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.0458, loss: 3.0458 +2025-04-29 04:31:05,751 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-04-29 04:32:23,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 04:32:23,876 - pyskl - INFO - +top1_acc 0.7915 +top5_acc 0.9655 +2025-04-29 04:32:23,879 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7915, top5_acc: 0.9655 +2025-04-29 04:33:29,314 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:05:24, time: 0.654, data_time: 0.229, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.8350, loss: 2.8350 +2025-04-29 04:34:11,938 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:04:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.8865, loss: 2.8865 +2025-04-29 04:34:54,631 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:03:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.0052, loss: 3.0052 +2025-04-29 04:35:37,183 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:03:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9343, loss: 2.9343 +2025-04-29 04:36:19,762 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:02:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.9333, loss: 2.9333 +2025-04-29 04:37:02,274 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:01:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.1097, loss: 3.1097 +2025-04-29 04:37:44,802 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:00:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 3.0169, loss: 3.0169 +2025-04-29 04:38:27,350 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:00:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9590, loss: 2.9590 +2025-04-29 04:39:10,081 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 7:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0954, loss: 3.0954 +2025-04-29 04:39:52,727 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:58:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.9443, loss: 2.9443 +2025-04-29 04:40:35,330 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:57:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.0131, loss: 3.0131 +2025-04-29 04:41:17,758 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:57:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.0940, loss: 3.0940 +2025-04-29 04:42:00,382 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:56:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 2.9184, loss: 2.9184 +2025-04-29 04:42:42,998 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:55:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9529, loss: 2.9529 +2025-04-29 04:43:25,614 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:54:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.9371, loss: 2.9371 +2025-04-29 04:44:08,187 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:53:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.9023, loss: 2.9023 +2025-04-29 04:44:50,777 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:53:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.8910, loss: 2.8910 +2025-04-29 04:45:33,395 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:52:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.0955, loss: 3.0955 +2025-04-29 04:46:16,126 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:51:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.9929, loss: 2.9929 +2025-04-29 04:46:58,929 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.9600, loss: 2.9600 +2025-04-29 04:47:41,631 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:50:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9474, loss: 2.9474 +2025-04-29 04:48:24,361 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:49:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 3.0126, loss: 3.0126 +2025-04-29 04:49:07,083 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:48:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9531, loss: 2.9531 +2025-04-29 04:49:49,891 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:47:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.1203, loss: 3.1203 +2025-04-29 04:50:32,627 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:47:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 2.9580, loss: 2.9580 +2025-04-29 04:50:35,976 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-04-29 04:51:54,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 04:51:54,250 - pyskl - INFO - +top1_acc 0.7874 +top5_acc 0.9481 +2025-04-29 04:51:54,252 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.7874, top5_acc: 0.9481 +2025-04-29 04:52:59,791 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:47:10, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.0260, loss: 3.0260 +2025-04-29 04:53:42,523 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:46:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9219, loss: 2.9219 +2025-04-29 04:54:25,246 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:45:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.8504, loss: 2.8504 +2025-04-29 04:55:07,926 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:44:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.9731, loss: 2.9731 +2025-04-29 04:55:50,568 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:44:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.0622, loss: 3.0622 +2025-04-29 04:56:33,308 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:43:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9838, loss_cls: 3.0146, loss: 3.0146 +2025-04-29 04:57:16,038 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:42:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9466, loss: 2.9466 +2025-04-29 04:57:58,701 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:41:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0120, loss: 3.0120 +2025-04-29 04:58:41,441 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 3.0148, loss: 3.0148 +2025-04-29 04:59:24,191 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:40:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0184, loss: 3.0184 +2025-04-29 05:00:06,905 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:39:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.8604, loss: 2.8604 +2025-04-29 05:00:49,431 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:38:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.1123, loss: 3.1123 +2025-04-29 05:01:32,107 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:38:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7348, loss: 2.7348 +2025-04-29 05:02:14,691 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:37:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.9604, loss: 2.9604 +2025-04-29 05:02:57,410 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:36:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.9585, loss: 2.9585 +2025-04-29 05:03:40,061 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:35:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.0282, loss: 3.0282 +2025-04-29 05:04:22,623 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:35:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9977, loss: 2.9977 +2025-04-29 05:05:05,210 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:34:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8541, loss: 2.8541 +2025-04-29 05:05:47,819 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:33:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9308, loss: 2.9308 +2025-04-29 05:06:30,396 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:32:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.0890, loss: 3.0890 +2025-04-29 05:07:13,171 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:32:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.0528, loss: 3.0528 +2025-04-29 05:07:55,890 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:31:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9393, loss: 2.9393 +2025-04-29 05:08:38,632 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:30:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9503, loss: 2.9503 +2025-04-29 05:09:21,423 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:29:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.9920, loss: 2.9920 +2025-04-29 05:10:04,134 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:29:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9035, loss: 2.9035 +2025-04-29 05:10:07,469 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-04-29 05:11:25,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 05:11:25,643 - pyskl - INFO - +top1_acc 0.7906 +top5_acc 0.9625 +2025-04-29 05:11:25,646 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7906, top5_acc: 0.9625 +2025-04-29 05:12:31,031 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:28:59, time: 0.654, data_time: 0.228, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.9359, loss: 2.9359 +2025-04-29 05:13:13,694 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:28:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.8753, loss: 2.8753 +2025-04-29 05:13:56,294 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:27:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9015, loss: 2.9015 +2025-04-29 05:14:38,881 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:26:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8883, loss: 2.8883 +2025-04-29 05:15:21,301 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:25:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9850, loss_cls: 2.9558, loss: 2.9558 +2025-04-29 05:16:03,945 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:25:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 3.0693, loss: 3.0693 +2025-04-29 05:16:46,515 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:24:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9689, loss: 2.9689 +2025-04-29 05:17:29,207 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:23:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.9146, loss: 2.9146 +2025-04-29 05:18:11,855 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:22:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.9924, loss: 2.9924 +2025-04-29 05:18:54,430 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:22:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 2.9411, loss: 2.9411 +2025-04-29 05:19:37,082 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:21:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9726, loss: 2.9726 +2025-04-29 05:20:19,661 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:20:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9403, loss: 2.9403 +2025-04-29 05:21:02,429 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:19:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 3.0743, loss: 3.0743 +2025-04-29 05:21:45,387 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:19:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.9051, loss: 2.9051 +2025-04-29 05:22:28,173 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:18:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9800, loss: 2.9800 +2025-04-29 05:23:10,803 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:17:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9127, loss: 2.9127 +2025-04-29 05:23:53,489 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:16:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 3.0182, loss: 3.0182 +2025-04-29 05:24:36,182 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:16:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9895, loss: 2.9895 +2025-04-29 05:25:18,934 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:15:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.0327, loss: 3.0327 +2025-04-29 05:26:01,714 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:14:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 3.0630, loss: 3.0630 +2025-04-29 05:26:44,515 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:13:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 2.9701, loss: 2.9701 +2025-04-29 05:27:27,048 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:13:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.0484, loss: 3.0484 +2025-04-29 05:28:09,734 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:12:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.8555, loss: 2.8555 +2025-04-29 05:28:52,595 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:11:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9656, loss: 2.9656 +2025-04-29 05:29:35,227 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:10:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9856, loss_cls: 2.9593, loss: 2.9593 +2025-04-29 05:29:38,579 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-04-29 05:30:56,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 05:30:57,011 - pyskl - INFO - +top1_acc 0.8132 +top5_acc 0.9659 +2025-04-29 05:30:57,059 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_38.pth was removed +2025-04-29 05:30:58,081 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2025-04-29 05:30:58,082 - pyskl - INFO - Best top1_acc is 0.8132 at 47 epoch. +2025-04-29 05:30:58,084 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8132, top5_acc: 0.9659 +2025-04-29 05:32:03,118 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:10:46, time: 0.650, data_time: 0.226, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9621, loss: 2.9621 +2025-04-29 05:32:45,678 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:10:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.8694, loss: 2.8694 +2025-04-29 05:33:28,214 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:09:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7962, loss: 2.7962 +2025-04-29 05:34:10,890 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:08:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.8686, loss: 2.8686 +2025-04-29 05:34:53,606 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:07:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8850, loss: 2.8850 +2025-04-29 05:35:36,414 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 3.0303, loss: 3.0303 +2025-04-29 05:36:19,037 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:06:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.9447, loss: 2.9447 +2025-04-29 05:37:01,582 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:05:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8924, loss: 2.8924 +2025-04-29 05:37:44,244 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:04:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9689, loss: 2.9689 +2025-04-29 05:38:26,859 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:03:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.9291, loss: 2.9291 +2025-04-29 05:39:09,441 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:03:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8568, loss: 2.8568 +2025-04-29 05:39:51,878 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:02:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.9285, loss: 2.9285 +2025-04-29 05:40:34,382 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:01:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 2.9453, loss: 2.9453 +2025-04-29 05:41:16,896 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:00:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.9687, loss: 2.9687 +2025-04-29 05:41:59,438 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:00:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.9204, loss: 2.9204 +2025-04-29 05:42:41,892 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 6:59:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0087, loss: 3.0087 +2025-04-29 05:43:24,378 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:58:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 2.9178, loss: 2.9178 +2025-04-29 05:44:06,909 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:57:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9161, loss: 2.9161 +2025-04-29 05:44:49,498 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:57:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.8757, loss: 2.8757 +2025-04-29 05:45:32,115 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:56:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.0162, loss: 3.0162 +2025-04-29 05:46:14,928 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:55:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.0089, loss: 3.0089 +2025-04-29 05:46:57,751 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:54:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 2.9030, loss: 2.9030 +2025-04-29 05:47:40,355 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:54:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.9314, loss: 2.9314 +2025-04-29 05:48:23,015 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:53:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.9255, loss: 2.9255 +2025-04-29 05:49:05,642 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:52:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9713, loss: 2.9713 +2025-04-29 05:49:09,024 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-04-29 05:50:27,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 05:50:27,075 - pyskl - INFO - +top1_acc 0.7858 +top5_acc 0.9623 +2025-04-29 05:50:27,078 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7858, top5_acc: 0.9623 +2025-04-29 05:51:32,164 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:52:31, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8604, loss: 2.8604 +2025-04-29 05:52:14,959 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:51:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9812, loss: 2.9812 +2025-04-29 05:52:57,674 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:51:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.8517, loss: 2.8517 +2025-04-29 05:53:40,289 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:50:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9894, loss: 2.9894 +2025-04-29 05:54:23,039 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:49:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0218, loss: 3.0218 +2025-04-29 05:55:05,675 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:48:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.8459, loss: 2.8459 +2025-04-29 05:55:48,220 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:47:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8762, loss: 2.8762 +2025-04-29 05:56:30,839 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:47:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.0016, loss: 3.0016 +2025-04-29 05:57:13,449 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:46:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9945, loss: 2.9945 +2025-04-29 05:57:56,238 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:45:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9086, loss: 2.9086 +2025-04-29 05:58:39,016 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:44:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.8957, loss: 2.8957 +2025-04-29 05:59:21,846 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:44:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.9134, loss: 2.9134 +2025-04-29 06:00:04,649 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:43:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.0334, loss: 3.0334 +2025-04-29 06:00:47,395 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:42:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.0021, loss: 3.0021 +2025-04-29 06:01:30,148 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:41:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9881, loss_cls: 2.9629, loss: 2.9629 +2025-04-29 06:02:12,960 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:41:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.9253, loss: 2.9253 +2025-04-29 06:02:55,769 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:40:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8632, loss: 2.8632 +2025-04-29 06:03:38,593 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:39:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.9208, loss: 2.9208 +2025-04-29 06:04:21,354 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:38:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.9364, loss: 2.9364 +2025-04-29 06:05:03,977 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:38:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.9096, loss: 2.9096 +2025-04-29 06:05:46,579 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:37:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.0026, loss: 3.0026 +2025-04-29 06:06:29,482 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:36:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.8763, loss: 2.8763 +2025-04-29 06:07:12,154 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:35:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9987, loss: 2.9987 +2025-04-29 06:07:54,950 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:35:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.0195, loss: 3.0195 +2025-04-29 06:08:37,644 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:34:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.9152, loss: 2.9152 +2025-04-29 06:08:41,030 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-04-29 06:09:58,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 06:09:58,889 - pyskl - INFO - +top1_acc 0.7977 +top5_acc 0.9534 +2025-04-29 06:09:58,892 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7977, top5_acc: 0.9534 +2025-04-29 06:11:04,094 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:34:22, time: 0.652, data_time: 0.226, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.9150, loss: 2.9150 +2025-04-29 06:11:46,689 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:33:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.8910, loss: 2.8910 +2025-04-29 06:12:29,424 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:32:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.8127, loss: 2.8127 +2025-04-29 06:13:12,202 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:32:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9875, loss_cls: 2.8598, loss: 2.8598 +2025-04-29 06:13:54,881 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9726, loss: 2.9726 +2025-04-29 06:14:37,561 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:30:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9195, loss: 2.9195 +2025-04-29 06:15:20,209 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:29:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.9529, loss: 2.9529 +2025-04-29 06:16:02,872 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:29:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 2.9505, loss: 2.9505 +2025-04-29 06:16:45,557 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:28:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.9224, loss: 2.9224 +2025-04-29 06:17:28,146 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:27:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.0132, loss: 3.0132 +2025-04-29 06:18:10,644 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:26:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8487, loss: 2.8487 +2025-04-29 06:18:53,246 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:26:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.8881, loss: 2.8881 +2025-04-29 06:19:35,859 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:25:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.9698, loss: 2.9698 +2025-04-29 06:20:18,534 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:24:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.9084, loss: 2.9084 +2025-04-29 06:21:01,118 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:23:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.0548, loss: 3.0548 +2025-04-29 06:21:43,774 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:23:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.8624, loss: 2.8624 +2025-04-29 06:22:26,359 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:22:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.9426, loss: 2.9426 +2025-04-29 06:23:08,945 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:21:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9151, loss: 2.9151 +2025-04-29 06:23:51,680 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:20:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9243, loss: 2.9243 +2025-04-29 06:24:34,337 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:20:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.0453, loss: 3.0453 +2025-04-29 06:25:17,266 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:19:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.9953, loss: 2.9953 +2025-04-29 06:26:00,154 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:18:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8371, loss: 2.8371 +2025-04-29 06:26:42,859 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:17:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.9554, loss: 2.9554 +2025-04-29 06:27:25,500 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:17:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.9834, loss: 2.9834 +2025-04-29 06:28:08,019 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:16:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0091, loss: 3.0091 +2025-04-29 06:28:11,182 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-04-29 06:29:28,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 06:29:28,630 - pyskl - INFO - +top1_acc 0.7756 +top5_acc 0.9588 +2025-04-29 06:29:28,633 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7756, top5_acc: 0.9588 +2025-04-29 06:30:33,982 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:16:10, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8930, loss: 2.8930 +2025-04-29 06:31:16,665 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:15:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.9095, loss: 2.9095 +2025-04-29 06:31:59,355 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:14:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.7190, loss: 2.7190 +2025-04-29 06:32:41,842 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:13:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 2.9445, loss: 2.9445 +2025-04-29 06:33:24,490 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:13:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9888, loss_cls: 2.9223, loss: 2.9223 +2025-04-29 06:34:07,205 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:12:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9023, loss: 2.9023 +2025-04-29 06:34:49,934 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:11:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.9500, loss: 2.9500 +2025-04-29 06:35:32,579 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:10:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8608, loss: 2.8608 +2025-04-29 06:36:15,202 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:10:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.8843, loss: 2.8843 +2025-04-29 06:36:57,829 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:09:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0291, loss: 3.0291 +2025-04-29 06:37:40,409 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:08:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9088, loss: 2.9088 +2025-04-29 06:38:22,937 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:07:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.9212, loss: 2.9212 +2025-04-29 06:39:05,484 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:07:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.8959, loss: 2.8959 +2025-04-29 06:39:48,057 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:06:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.9304, loss: 2.9304 +2025-04-29 06:40:30,654 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:05:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8016, loss: 2.8016 +2025-04-29 06:41:13,328 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:04:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.8756, loss: 2.8756 +2025-04-29 06:41:55,923 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:04:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.9772, loss: 2.9772 +2025-04-29 06:42:38,594 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:03:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.8641, loss: 2.8641 +2025-04-29 06:43:21,490 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:02:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8779, loss: 2.8779 +2025-04-29 06:44:04,187 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:01:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9505, loss: 2.9505 +2025-04-29 06:44:47,003 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:01:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.9317, loss: 2.9317 +2025-04-29 06:45:29,642 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:00:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9200, loss: 2.9200 +2025-04-29 06:46:12,277 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 5:59:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9850, loss_cls: 2.9130, loss: 2.9130 +2025-04-29 06:46:54,910 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:58:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.8816, loss: 2.8816 +2025-04-29 06:47:37,658 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:58:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9706, loss: 2.9706 +2025-04-29 06:47:40,980 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-04-29 06:48:59,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 06:48:59,493 - pyskl - INFO - +top1_acc 0.7995 +top5_acc 0.9622 +2025-04-29 06:48:59,502 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7995, top5_acc: 0.9622 +2025-04-29 06:50:05,411 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:57:58, time: 0.659, data_time: 0.233, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8430, loss: 2.8430 +2025-04-29 06:50:48,155 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:57:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8058, loss: 2.8058 +2025-04-29 06:51:30,847 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:56:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7736, loss: 2.7736 +2025-04-29 06:52:13,570 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:55:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.7794, loss: 2.7794 +2025-04-29 06:52:56,077 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:54:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9850, loss_cls: 2.9206, loss: 2.9206 +2025-04-29 06:53:38,774 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:54:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.8250, loss: 2.8250 +2025-04-29 06:54:21,518 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:53:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 2.8856, loss: 2.8856 +2025-04-29 06:55:04,170 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:52:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8138, loss: 2.8138 +2025-04-29 06:55:46,826 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:51:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8938, loss: 2.8938 +2025-04-29 06:56:29,555 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:51:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9425, loss: 2.9425 +2025-04-29 06:57:12,249 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:50:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8972, loss: 2.8972 +2025-04-29 06:57:54,861 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:49:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.8442, loss: 2.8442 +2025-04-29 06:58:37,481 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:48:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 2.9512, loss: 2.9512 +2025-04-29 06:59:20,170 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:48:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8492, loss: 2.8492 +2025-04-29 07:00:02,763 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:47:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8423, loss: 2.8423 +2025-04-29 07:00:45,492 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:46:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9637, loss: 2.9637 +2025-04-29 07:01:28,211 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:45:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9888, loss_cls: 2.7907, loss: 2.7907 +2025-04-29 07:02:10,927 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:45:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.9015, loss: 2.9015 +2025-04-29 07:02:53,822 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:44:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.8648, loss: 2.8648 +2025-04-29 07:03:36,555 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:43:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.9816, loss: 2.9816 +2025-04-29 07:04:19,278 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:42:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.8805, loss: 2.8805 +2025-04-29 07:05:02,328 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:42:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9706, loss: 2.9706 +2025-04-29 07:05:45,158 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:41:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.9602, loss: 2.9602 +2025-04-29 07:06:28,102 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:40:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.9227, loss: 2.9227 +2025-04-29 07:07:10,991 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:40:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.9121, loss: 2.9121 +2025-04-29 07:07:14,316 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-04-29 07:08:32,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 07:08:32,469 - pyskl - INFO - +top1_acc 0.8006 +top5_acc 0.9694 +2025-04-29 07:08:32,471 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8006, top5_acc: 0.9694 +2025-04-29 07:09:37,750 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:39:50, time: 0.653, data_time: 0.226, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8672, loss: 2.8672 +2025-04-29 07:10:20,295 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:39:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9511, loss: 2.9511 +2025-04-29 07:11:02,742 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:38:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.8248, loss: 2.8248 +2025-04-29 07:11:45,268 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:37:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.8506, loss: 2.8506 +2025-04-29 07:12:27,838 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:36:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7365, loss: 2.7365 +2025-04-29 07:13:10,385 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:36:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.9445, loss: 2.9445 +2025-04-29 07:13:52,928 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:35:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.8207, loss: 2.8207 +2025-04-29 07:14:35,557 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:34:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8748, loss: 2.8748 +2025-04-29 07:15:18,158 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:33:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9875, loss_cls: 2.8518, loss: 2.8518 +2025-04-29 07:16:00,794 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:33:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7681, loss: 2.7681 +2025-04-29 07:16:43,447 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:32:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9172, loss: 2.9172 +2025-04-29 07:17:26,040 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:31:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.9701, loss: 2.9701 +2025-04-29 07:18:08,654 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:30:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9881, loss_cls: 2.8618, loss: 2.8618 +2025-04-29 07:18:51,266 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:30:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9502, loss: 2.9502 +2025-04-29 07:19:33,893 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:29:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.8473, loss: 2.8473 +2025-04-29 07:20:16,507 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:28:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.8260, loss: 2.8260 +2025-04-29 07:20:59,059 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:27:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.8253, loss: 2.8253 +2025-04-29 07:21:41,702 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:27:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9132, loss: 2.9132 +2025-04-29 07:22:24,357 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:26:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.9640, loss: 2.9640 +2025-04-29 07:23:06,918 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:25:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8748, loss: 2.8748 +2025-04-29 07:23:49,578 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:24:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 2.8911, loss: 2.8911 +2025-04-29 07:24:32,250 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:24:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.8612, loss: 2.8612 +2025-04-29 07:25:14,883 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:23:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.8915, loss: 2.8915 +2025-04-29 07:25:57,471 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:22:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8835, loss: 2.8835 +2025-04-29 07:26:40,067 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:21:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 2.9854, loss: 2.9854 +2025-04-29 07:26:43,215 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-04-29 07:28:01,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 07:28:01,464 - pyskl - INFO - +top1_acc 0.7941 +top5_acc 0.9648 +2025-04-29 07:28:01,466 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.7941, top5_acc: 0.9648 +2025-04-29 07:29:06,675 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:21:35, time: 0.652, data_time: 0.226, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.9282, loss: 2.9282 +2025-04-29 07:29:49,060 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:20:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 2.8442, loss: 2.8442 +2025-04-29 07:30:31,523 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:20:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 2.9094, loss: 2.9094 +2025-04-29 07:31:13,987 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:19:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8138, loss: 2.8138 +2025-04-29 07:31:56,610 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:18:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6432, loss: 2.6432 +2025-04-29 07:32:39,134 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:17:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9730, loss: 2.9730 +2025-04-29 07:33:21,754 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:17:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8788, loss: 2.8788 +2025-04-29 07:34:04,325 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:16:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.0349, loss: 3.0349 +2025-04-29 07:34:46,826 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:15:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.8183, loss: 2.8183 +2025-04-29 07:35:29,436 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:14:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9888, loss_cls: 2.8621, loss: 2.8621 +2025-04-29 07:36:12,051 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:14:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8668, loss: 2.8668 +2025-04-29 07:36:54,731 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:13:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8158, loss: 2.8158 +2025-04-29 07:37:37,299 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:12:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8345, loss: 2.8345 +2025-04-29 07:38:19,907 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:11:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.8980, loss: 2.8980 +2025-04-29 07:39:02,439 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:11:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.8642, loss: 2.8642 +2025-04-29 07:39:45,071 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:10:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.8974, loss: 2.8974 +2025-04-29 07:40:27,661 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:09:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.9652, loss: 2.9652 +2025-04-29 07:41:10,183 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:08:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.8624, loss: 2.8624 +2025-04-29 07:41:52,884 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:08:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8083, loss: 2.8083 +2025-04-29 07:42:35,607 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:07:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.8451, loss: 2.8451 +2025-04-29 07:43:18,375 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:06:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8452, loss: 2.8452 +2025-04-29 07:44:01,101 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:05:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8612, loss: 2.8612 +2025-04-29 07:44:43,793 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:05:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8660, loss: 2.8660 +2025-04-29 07:45:26,485 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:04:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.8252, loss: 2.8252 +2025-04-29 07:46:09,146 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8473, loss: 2.8473 +2025-04-29 07:46:12,519 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-04-29 07:47:30,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 07:47:30,511 - pyskl - INFO - +top1_acc 0.8043 +top5_acc 0.9642 +2025-04-29 07:47:30,514 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8043, top5_acc: 0.9642 +2025-04-29 07:48:36,209 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:03:21, time: 0.657, data_time: 0.230, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7484, loss: 2.7484 +2025-04-29 07:49:18,733 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:02:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.6600, loss: 2.6600 +2025-04-29 07:50:01,395 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:01:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.8808, loss: 2.8808 +2025-04-29 07:50:43,998 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:01:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7638, loss: 2.7638 +2025-04-29 07:51:26,652 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:00:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.7681, loss: 2.7681 +2025-04-29 07:52:09,239 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 4:59:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.8372, loss: 2.8372 +2025-04-29 07:52:51,873 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:58:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9325, loss: 2.9325 +2025-04-29 07:53:34,462 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:58:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.7896, loss: 2.7896 +2025-04-29 07:54:17,090 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:57:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.8689, loss: 2.8689 +2025-04-29 07:54:59,430 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:56:35, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8272, loss: 2.8272 +2025-04-29 07:55:42,105 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:55:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.8902, loss: 2.8902 +2025-04-29 07:56:24,634 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:55:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7896, loss: 2.7896 +2025-04-29 07:57:07,177 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:54:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9175, loss: 2.9175 +2025-04-29 07:57:49,791 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:53:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.8532, loss: 2.8532 +2025-04-29 07:58:32,429 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:52:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8044, loss: 2.8044 +2025-04-29 07:59:14,944 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:52:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9728, loss: 2.9728 +2025-04-29 07:59:57,362 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:51:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.8814, loss: 2.8814 +2025-04-29 08:00:39,880 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:50:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7705, loss: 2.7705 +2025-04-29 08:01:22,586 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:49:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8590, loss: 2.8590 +2025-04-29 08:02:05,341 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:49:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7436, loss: 2.7436 +2025-04-29 08:02:48,187 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:48:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.9889, loss: 2.9889 +2025-04-29 08:03:30,861 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:47:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8331, loss: 2.8331 +2025-04-29 08:04:13,594 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:46:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.7960, loss: 2.7960 +2025-04-29 08:04:56,152 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:46:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.9356, loss: 2.9356 +2025-04-29 08:05:38,742 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:45:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8366, loss: 2.8366 +2025-04-29 08:05:42,023 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-04-29 08:07:00,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 08:07:00,452 - pyskl - INFO - +top1_acc 0.7834 +top5_acc 0.9546 +2025-04-29 08:07:00,455 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7834, top5_acc: 0.9546 +2025-04-29 08:08:06,084 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:45:08, time: 0.656, data_time: 0.226, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.5953, loss: 2.5953 +2025-04-29 08:08:48,967 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:44:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7465, loss: 2.7465 +2025-04-29 08:09:31,768 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:43:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.8897, loss: 2.8897 +2025-04-29 08:10:14,639 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:42:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.7513, loss: 2.7513 +2025-04-29 08:10:57,551 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:42:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9007, loss: 2.9007 +2025-04-29 08:11:40,326 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:41:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8430, loss: 2.8430 +2025-04-29 08:12:23,123 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:40:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.9354, loss: 2.9354 +2025-04-29 08:13:05,897 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:39:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.7034, loss: 2.7034 +2025-04-29 08:13:48,622 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:39:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7783, loss: 2.7783 +2025-04-29 08:14:31,484 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:38:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.8362, loss: 2.8362 +2025-04-29 08:15:14,237 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:37:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9527, loss: 2.9527 +2025-04-29 08:15:57,047 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:36:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8055, loss: 2.8055 +2025-04-29 08:16:39,821 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:36:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.7308, loss: 2.7308 +2025-04-29 08:17:22,510 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:35:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8236, loss: 2.8236 +2025-04-29 08:18:05,246 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:34:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8603, loss: 2.8603 +2025-04-29 08:18:47,855 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:33:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.8426, loss: 2.8426 +2025-04-29 08:19:30,450 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:33:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.0254, loss: 3.0254 +2025-04-29 08:20:13,202 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:32:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7750, loss: 2.7750 +2025-04-29 08:20:56,076 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:31:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 2.9181, loss: 2.9181 +2025-04-29 08:21:38,942 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:30:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.9126, loss: 2.9126 +2025-04-29 08:22:21,814 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:30:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8103, loss: 2.8103 +2025-04-29 08:23:04,498 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.0151, loss: 3.0151 +2025-04-29 08:23:47,197 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:28:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.9184, loss: 2.9184 +2025-04-29 08:24:29,848 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:27:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.8943, loss: 2.8943 +2025-04-29 08:25:12,517 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:27:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8694, loss: 2.8694 +2025-04-29 08:25:15,873 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-04-29 08:26:34,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 08:26:34,338 - pyskl - INFO - +top1_acc 0.8004 +top5_acc 0.9628 +2025-04-29 08:26:34,341 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8004, top5_acc: 0.9628 +2025-04-29 08:27:40,277 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:27:02, time: 0.659, data_time: 0.233, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.7611, loss: 2.7611 +2025-04-29 08:28:22,919 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:26:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9919, loss_cls: 2.6507, loss: 2.6507 +2025-04-29 08:29:05,567 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:25:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.9175, loss: 2.9175 +2025-04-29 08:29:48,237 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:24:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.8527, loss: 2.8527 +2025-04-29 08:30:30,861 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:24:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8611, loss: 2.8611 +2025-04-29 08:31:13,556 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:23:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.8189, loss: 2.8189 +2025-04-29 08:31:56,128 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:22:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.9131, loss: 2.9131 +2025-04-29 08:32:38,770 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:21:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7942, loss: 2.7942 +2025-04-29 08:33:21,608 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:21:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8904, loss: 2.8904 +2025-04-29 08:34:04,231 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:20:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6815, loss: 2.6815 +2025-04-29 08:34:46,929 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:19:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8475, loss: 2.8475 +2025-04-29 08:35:29,598 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:18:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.8439, loss: 2.8439 +2025-04-29 08:36:12,291 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:18:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7932, loss: 2.7932 +2025-04-29 08:36:54,950 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:17:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.9303, loss: 2.9303 +2025-04-29 08:37:37,594 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:16:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.8675, loss: 2.8675 +2025-04-29 08:38:20,274 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.7149, loss: 2.7149 +2025-04-29 08:39:02,901 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:15:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.8231, loss: 2.8231 +2025-04-29 08:39:45,637 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:14:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.7794, loss: 2.7794 +2025-04-29 08:40:28,270 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:13:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.8529, loss: 2.8529 +2025-04-29 08:41:10,890 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:12:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8902, loss: 2.8902 +2025-04-29 08:41:53,834 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:12:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8169, loss: 2.8169 +2025-04-29 08:42:36,499 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:11:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.7479, loss: 2.7479 +2025-04-29 08:43:19,180 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:10:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.7962, loss: 2.7962 +2025-04-29 08:44:01,710 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:09:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8778, loss: 2.8778 +2025-04-29 08:44:44,313 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:09:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8179, loss: 2.8179 +2025-04-29 08:44:47,667 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-04-29 08:46:05,749 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 08:46:05,816 - pyskl - INFO - +top1_acc 0.7745 +top5_acc 0.9618 +2025-04-29 08:46:05,819 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7745, top5_acc: 0.9618 +2025-04-29 08:47:11,042 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:08:50, time: 0.652, data_time: 0.226, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.8009, loss: 2.8009 +2025-04-29 08:47:53,626 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:08:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.8060, loss: 2.8060 +2025-04-29 08:48:36,258 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:07:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9912, loss_cls: 2.7171, loss: 2.7171 +2025-04-29 08:49:18,871 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:06:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.7875, loss: 2.7875 +2025-04-29 08:50:01,515 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:05:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.8829, loss: 2.8829 +2025-04-29 08:50:44,207 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:05:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.6967, loss: 2.6967 +2025-04-29 08:51:26,970 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:04:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.7208, loss: 2.7208 +2025-04-29 08:52:09,559 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:03:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.8833, loss: 2.8833 +2025-04-29 08:52:52,331 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:02:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.7384, loss: 2.7384 +2025-04-29 08:53:35,030 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:02:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8588, loss: 2.8588 +2025-04-29 08:54:17,688 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8055, loss: 2.8055 +2025-04-29 08:55:00,326 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:00:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.7862, loss: 2.7862 +2025-04-29 08:55:42,943 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 3:59:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.6876, loss: 2.6876 +2025-04-29 08:56:25,628 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 3:59:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7244, loss: 2.7244 +2025-04-29 08:57:08,361 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:58:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.6888, loss: 2.6888 +2025-04-29 08:57:51,059 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:57:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.8852, loss: 2.8852 +2025-04-29 08:58:33,721 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:56:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8539, loss: 2.8539 +2025-04-29 08:59:16,375 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:56:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8173, loss: 2.8173 +2025-04-29 08:59:59,004 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:55:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.8006, loss: 2.8006 +2025-04-29 09:00:41,740 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:54:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8079, loss: 2.8079 +2025-04-29 09:01:24,435 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:53:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.8286, loss: 2.8286 +2025-04-29 09:02:07,155 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:53:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.7333, loss: 2.7333 +2025-04-29 09:02:49,835 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:52:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9376, loss: 2.9376 +2025-04-29 09:03:32,418 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:51:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.8880, loss: 2.8880 +2025-04-29 09:04:15,005 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:50:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7776, loss: 2.7776 +2025-04-29 09:04:18,398 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-04-29 09:05:36,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 09:05:36,960 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9685 +2025-04-29 09:05:36,963 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8094, top5_acc: 0.9685 +2025-04-29 09:06:42,748 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:50:40, time: 0.658, data_time: 0.232, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5954, loss: 2.5954 +2025-04-29 09:07:25,516 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:49:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.7041, loss: 2.7041 +2025-04-29 09:08:08,265 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:49:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7165, loss: 2.7165 +2025-04-29 09:08:50,911 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:48:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.6968, loss: 2.6968 +2025-04-29 09:09:33,573 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:47:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7740, loss: 2.7740 +2025-04-29 09:10:16,334 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:46:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.8541, loss: 2.8541 +2025-04-29 09:10:59,032 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:46:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8049, loss: 2.8049 +2025-04-29 09:11:41,628 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:45:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9788, loss_cls: 2.7234, loss: 2.7234 +2025-04-29 09:12:24,369 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:44:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.6745, loss: 2.6745 +2025-04-29 09:13:07,058 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:43:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8284, loss: 2.8284 +2025-04-29 09:13:49,659 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:43:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.7497, loss: 2.7497 +2025-04-29 09:14:32,219 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:42:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8558, loss: 2.8558 +2025-04-29 09:15:14,895 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:41:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8915, loss: 2.8915 +2025-04-29 09:15:57,580 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:40:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8620, loss: 2.8620 +2025-04-29 09:16:40,310 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:40:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.7417, loss: 2.7417 +2025-04-29 09:17:23,070 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:39:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.7799, loss: 2.7799 +2025-04-29 09:18:05,743 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:38:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 2.8408, loss: 2.8408 +2025-04-29 09:18:48,484 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:37:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.7990, loss: 2.7990 +2025-04-29 09:19:31,169 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:37:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8514, loss: 2.8514 +2025-04-29 09:20:13,903 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:36:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.7799, loss: 2.7799 +2025-04-29 09:20:56,678 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:35:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7288, loss: 2.7288 +2025-04-29 09:21:39,387 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:35:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8249, loss: 2.8249 +2025-04-29 09:22:22,161 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:34:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8883, loss: 2.8883 +2025-04-29 09:23:04,823 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:33:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.7182, loss: 2.7182 +2025-04-29 09:23:47,508 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:32:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8391, loss: 2.8391 +2025-04-29 09:23:50,934 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-04-29 09:25:08,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 09:25:09,006 - pyskl - INFO - +top1_acc 0.8166 +top5_acc 0.9696 +2025-04-29 09:25:09,053 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_47.pth was removed +2025-04-29 09:25:10,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2025-04-29 09:25:10,150 - pyskl - INFO - Best top1_acc is 0.8166 at 59 epoch. +2025-04-29 09:25:10,153 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8166, top5_acc: 0.9696 +2025-04-29 09:26:15,605 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:32:30, time: 0.654, data_time: 0.227, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.7968, loss: 2.7968 +2025-04-29 09:26:58,281 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:31:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.7143, loss: 2.7143 +2025-04-29 09:27:40,883 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:31:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6533, loss: 2.6533 +2025-04-29 09:28:23,370 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:30:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7412, loss: 2.7412 +2025-04-29 09:29:05,948 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:29:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.7872, loss: 2.7872 +2025-04-29 09:29:48,412 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:28:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 2.7346, loss: 2.7346 +2025-04-29 09:30:30,894 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:28:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.7007, loss: 2.7007 +2025-04-29 09:31:13,558 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:27:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7678, loss: 2.7678 +2025-04-29 09:31:56,227 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:26:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.7886, loss: 2.7886 +2025-04-29 09:32:38,862 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:25:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.7214, loss: 2.7214 +2025-04-29 09:33:21,588 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:25:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.7901, loss: 2.7901 +2025-04-29 09:34:04,427 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:24:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.7216, loss: 2.7216 +2025-04-29 09:34:47,265 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:23:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 2.7492, loss: 2.7492 +2025-04-29 09:35:30,079 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:22:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.8572, loss: 2.8572 +2025-04-29 09:36:12,758 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:22:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.6416, loss: 2.6416 +2025-04-29 09:36:55,398 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:21:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.7577, loss: 2.7577 +2025-04-29 09:37:37,920 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:20:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7646, loss: 2.7646 +2025-04-29 09:38:20,686 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:19:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8183, loss: 2.8183 +2025-04-29 09:39:03,422 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:19:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.7468, loss: 2.7468 +2025-04-29 09:39:46,131 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:18:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8728, loss: 2.8728 +2025-04-29 09:40:28,703 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:17:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8026, loss: 2.8026 +2025-04-29 09:41:11,343 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:16:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.6736, loss: 2.6736 +2025-04-29 09:41:54,051 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:16:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.7015, loss: 2.7015 +2025-04-29 09:42:36,666 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:15:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.8772, loss: 2.8772 +2025-04-29 09:43:19,310 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:14:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.8080, loss: 2.8080 +2025-04-29 09:43:22,718 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-04-29 09:44:40,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 09:44:41,047 - pyskl - INFO - +top1_acc 0.8083 +top5_acc 0.9646 +2025-04-29 09:44:41,050 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8083, top5_acc: 0.9646 +2025-04-29 09:45:46,939 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:14:19, time: 0.659, data_time: 0.231, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.7965, loss: 2.7965 +2025-04-29 09:46:29,626 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:13:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9912, loss_cls: 2.6790, loss: 2.6790 +2025-04-29 09:47:12,309 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:12:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.7397, loss: 2.7397 +2025-04-29 09:47:54,989 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:12:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.7697, loss: 2.7697 +2025-04-29 09:48:37,698 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:11:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7879, loss: 2.7879 +2025-04-29 09:49:20,373 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:10:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.6790, loss: 2.6790 +2025-04-29 09:50:03,002 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:09:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 2.5543, loss: 2.5543 +2025-04-29 09:50:45,684 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:09:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 2.8058, loss: 2.8058 +2025-04-29 09:51:28,331 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:08:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7795, loss: 2.7795 +2025-04-29 09:52:11,123 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:07:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6671, loss: 2.6671 +2025-04-29 09:52:53,959 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:06:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.7879, loss: 2.7879 +2025-04-29 09:53:36,903 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:06:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.8151, loss: 2.8151 +2025-04-29 09:54:19,589 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:05:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6436, loss: 2.6436 +2025-04-29 09:55:02,379 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:04:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.7213, loss: 2.7213 +2025-04-29 09:55:45,027 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:03:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.6923, loss: 2.6923 +2025-04-29 09:56:27,745 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:03:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.6869, loss: 2.6869 +2025-04-29 09:57:10,266 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:02:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 2.8806, loss: 2.8806 +2025-04-29 09:57:53,138 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:01:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.7511, loss: 2.7511 +2025-04-29 09:58:36,018 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:00:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7417, loss: 2.7417 +2025-04-29 09:59:18,913 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:00:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8771, loss: 2.8771 +2025-04-29 10:00:01,778 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 2:59:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7777, loss: 2.7777 +2025-04-29 10:00:44,587 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:58:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7573, loss: 2.7573 +2025-04-29 10:01:27,335 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:57:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7634, loss: 2.7634 +2025-04-29 10:02:09,995 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:57:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.7038, loss: 2.7038 +2025-04-29 10:02:52,633 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:56:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9500, loss: 2.9500 +2025-04-29 10:02:56,061 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-04-29 10:04:14,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 10:04:14,230 - pyskl - INFO - +top1_acc 0.8050 +top5_acc 0.9655 +2025-04-29 10:04:14,233 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8050, top5_acc: 0.9655 +2025-04-29 10:05:20,229 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:56:12, time: 0.660, data_time: 0.232, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6857, loss: 2.6857 +2025-04-29 10:06:03,067 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:55:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5444, loss: 2.5444 +2025-04-29 10:06:45,854 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:54:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7463, loss: 2.7463 +2025-04-29 10:07:28,738 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:53:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6832, loss: 2.6832 +2025-04-29 10:08:11,502 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.5823, loss: 2.5823 +2025-04-29 10:08:54,228 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:52:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.7326, loss: 2.7326 +2025-04-29 10:09:36,964 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:51:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.8338, loss: 2.8338 +2025-04-29 10:10:19,799 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:51:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.6826, loss: 2.6826 +2025-04-29 10:11:02,417 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:50:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.8805, loss: 2.8805 +2025-04-29 10:11:45,111 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:49:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.6995, loss: 2.6995 +2025-04-29 10:12:27,814 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:48:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7648, loss: 2.7648 +2025-04-29 10:13:10,463 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:48:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.6575, loss: 2.6575 +2025-04-29 10:13:53,061 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:47:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6820, loss: 2.6820 +2025-04-29 10:14:35,694 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:46:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.8032, loss: 2.8032 +2025-04-29 10:15:18,283 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:45:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8577, loss: 2.8577 +2025-04-29 10:16:00,846 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:45:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.7656, loss: 2.7656 +2025-04-29 10:16:43,486 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:44:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.7934, loss: 2.7934 +2025-04-29 10:17:26,265 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:43:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6552, loss: 2.6552 +2025-04-29 10:18:08,941 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.7649, loss: 2.7649 +2025-04-29 10:18:51,778 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:42:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7346, loss: 2.7346 +2025-04-29 10:19:34,489 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:41:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.7840, loss: 2.7840 +2025-04-29 10:20:17,219 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:40:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7062, loss: 2.7062 +2025-04-29 10:21:00,005 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:39:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.9087, loss: 2.9087 +2025-04-29 10:21:42,727 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:39:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7423, loss: 2.7423 +2025-04-29 10:22:25,301 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:38:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.8405, loss: 2.8405 +2025-04-29 10:22:28,586 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-04-29 10:23:47,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 10:23:47,080 - pyskl - INFO - +top1_acc 0.7895 +top5_acc 0.9645 +2025-04-29 10:23:47,083 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.7895, top5_acc: 0.9645 +2025-04-29 10:24:53,179 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:38:03, time: 0.661, data_time: 0.233, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.6491, loss: 2.6491 +2025-04-29 10:25:35,945 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:37:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6511, loss: 2.6511 +2025-04-29 10:26:18,592 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6942, loss: 2.6942 +2025-04-29 10:27:01,171 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:35:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9894, loss_cls: 2.7644, loss: 2.7644 +2025-04-29 10:27:43,776 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:35:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7426, loss: 2.7426 +2025-04-29 10:28:26,242 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:34:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6696, loss: 2.6696 +2025-04-29 10:29:08,933 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:33:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.7311, loss: 2.7311 +2025-04-29 10:29:51,582 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:32:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.6183, loss: 2.6183 +2025-04-29 10:30:34,439 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:32:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.6563, loss: 2.6563 +2025-04-29 10:31:17,000 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:31:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.8183, loss: 2.8183 +2025-04-29 10:31:59,606 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:30:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.7083, loss: 2.7083 +2025-04-29 10:32:42,207 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:29:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8028, loss: 2.8028 +2025-04-29 10:33:24,735 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:29:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7402, loss: 2.7402 +2025-04-29 10:34:07,365 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:28:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7599, loss: 2.7599 +2025-04-29 10:34:49,813 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:27:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.6722, loss: 2.6722 +2025-04-29 10:35:32,336 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:26:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7533, loss: 2.7533 +2025-04-29 10:36:14,916 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:26:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.6034, loss: 2.6034 +2025-04-29 10:36:57,537 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:25:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7676, loss: 2.7676 +2025-04-29 10:37:40,090 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:24:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6707, loss: 2.6707 +2025-04-29 10:38:22,751 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:23:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7655, loss: 2.7655 +2025-04-29 10:39:05,447 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:23:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.8355, loss: 2.8355 +2025-04-29 10:39:48,155 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:22:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9894, loss_cls: 2.7073, loss: 2.7073 +2025-04-29 10:40:30,893 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:21:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6935, loss: 2.6935 +2025-04-29 10:41:13,458 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:20:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.7489, loss: 2.7489 +2025-04-29 10:41:56,023 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:20:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7433, loss: 2.7433 +2025-04-29 10:41:59,200 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-04-29 10:43:17,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 10:43:17,255 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9679 +2025-04-29 10:43:17,258 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.7946, top5_acc: 0.9679 +2025-04-29 10:44:23,087 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:19:51, time: 0.658, data_time: 0.232, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.6322, loss: 2.6322 +2025-04-29 10:45:05,795 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.6283, loss: 2.6283 +2025-04-29 10:45:48,518 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:18:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.6914, loss: 2.6914 +2025-04-29 10:46:31,149 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:17:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7455, loss: 2.7455 +2025-04-29 10:47:13,843 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:16:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6678, loss: 2.6678 +2025-04-29 10:47:56,390 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:16:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 2.5873, loss: 2.5873 +2025-04-29 10:48:39,071 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:15:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.7406, loss: 2.7406 +2025-04-29 10:49:21,709 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:14:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6966, loss: 2.6966 +2025-04-29 10:50:04,310 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:13:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.6386, loss: 2.6386 +2025-04-29 10:50:46,967 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:13:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8139, loss: 2.8139 +2025-04-29 10:51:29,676 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:12:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.5962, loss: 2.5962 +2025-04-29 10:52:12,314 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:11:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.7435, loss: 2.7435 +2025-04-29 10:52:54,980 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:10:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8107, loss: 2.8107 +2025-04-29 10:53:37,690 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:10:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9900, loss_cls: 2.7558, loss: 2.7558 +2025-04-29 10:54:20,360 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:09:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.7423, loss: 2.7423 +2025-04-29 10:55:02,962 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:08:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.7169, loss: 2.7169 +2025-04-29 10:55:45,574 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:07:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.6153, loss: 2.6153 +2025-04-29 10:56:28,285 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:07:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.6909, loss: 2.6909 +2025-04-29 10:57:10,915 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:06:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7954, loss: 2.7954 +2025-04-29 10:57:53,562 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:05:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6231, loss: 2.6231 +2025-04-29 10:58:36,324 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:04:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7579, loss: 2.7579 +2025-04-29 10:59:19,083 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:04:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.7305, loss: 2.7305 +2025-04-29 11:00:01,728 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:03:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7735, loss: 2.7735 +2025-04-29 11:00:44,327 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:02:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8132, loss: 2.8132 +2025-04-29 11:01:26,938 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:02:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 2.7343, loss: 2.7343 +2025-04-29 11:01:30,151 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-04-29 11:02:48,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 11:02:48,110 - pyskl - INFO - +top1_acc 0.7907 +top5_acc 0.9598 +2025-04-29 11:02:48,113 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.7907, top5_acc: 0.9598 +2025-04-29 11:03:53,439 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:01:40, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6741, loss: 2.6741 +2025-04-29 11:04:36,093 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:00:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6911, loss: 2.6911 +2025-04-29 11:05:18,826 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:00:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.6188, loss: 2.6188 +2025-04-29 11:06:01,578 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 1:59:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6757, loss: 2.6757 +2025-04-29 11:06:44,148 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:58:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6819, loss: 2.6819 +2025-04-29 11:07:26,868 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:57:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8274, loss: 2.8274 +2025-04-29 11:08:09,591 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:57:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9731, loss_cls: 2.7594, loss: 2.7594 +2025-04-29 11:08:52,266 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:56:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6303, loss: 2.6303 +2025-04-29 11:09:34,923 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:55:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7890, loss: 2.7890 +2025-04-29 11:10:17,664 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:54:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.6705, loss: 2.6705 +2025-04-29 11:11:00,280 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:54:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.6883, loss: 2.6883 +2025-04-29 11:11:42,897 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:53:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6464, loss: 2.6464 +2025-04-29 11:12:25,507 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:52:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.6569, loss: 2.6569 +2025-04-29 11:13:08,083 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:52:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9938, loss_cls: 2.6124, loss: 2.6124 +2025-04-29 11:13:50,719 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:51:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7361, loss: 2.7361 +2025-04-29 11:14:33,243 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:50:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.7162, loss: 2.7162 +2025-04-29 11:15:15,826 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:49:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.7669, loss: 2.7669 +2025-04-29 11:15:58,470 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:49:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7396, loss: 2.7396 +2025-04-29 11:16:41,130 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:48:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6824, loss: 2.6824 +2025-04-29 11:17:23,937 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:47:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.6700, loss: 2.6700 +2025-04-29 11:18:06,797 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:46:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5392, loss: 2.5392 +2025-04-29 11:18:49,663 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:46:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.5868, loss: 2.5868 +2025-04-29 11:19:32,355 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:45:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7286, loss: 2.7286 +2025-04-29 11:20:15,146 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:44:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6847, loss: 2.6847 +2025-04-29 11:20:58,065 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:43:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.7411, loss: 2.7411 +2025-04-29 11:21:01,188 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-04-29 11:22:19,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 11:22:19,234 - pyskl - INFO - +top1_acc 0.8100 +top5_acc 0.9677 +2025-04-29 11:22:19,237 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8100, top5_acc: 0.9677 +2025-04-29 11:23:24,626 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:43:30, time: 0.654, data_time: 0.228, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5789, loss: 2.5789 +2025-04-29 11:24:07,415 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:42:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.4954, loss: 2.4954 +2025-04-29 11:24:50,071 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:42:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6800, loss: 2.6800 +2025-04-29 11:25:32,774 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:41:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6387, loss: 2.6387 +2025-04-29 11:26:15,409 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:40:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5631, loss: 2.5631 +2025-04-29 11:26:57,976 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:39:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5997, loss: 2.5997 +2025-04-29 11:27:40,480 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:39:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.5507, loss: 2.5507 +2025-04-29 11:28:23,133 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:38:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7620, loss: 2.7620 +2025-04-29 11:29:05,704 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:37:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.6983, loss: 2.6983 +2025-04-29 11:29:48,313 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:36:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.6577, loss: 2.6577 +2025-04-29 11:30:30,858 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:36:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.8348, loss: 2.8348 +2025-04-29 11:31:13,371 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:35:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6409, loss: 2.6409 +2025-04-29 11:31:55,962 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:34:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.7520, loss: 2.7520 +2025-04-29 11:32:38,453 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:33:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.7400, loss: 2.7400 +2025-04-29 11:33:20,933 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:33:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7022, loss: 2.7022 +2025-04-29 11:34:03,452 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:32:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5489, loss: 2.5489 +2025-04-29 11:34:46,086 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:31:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.6538, loss: 2.6538 +2025-04-29 11:35:28,722 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:30:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.7731, loss: 2.7731 +2025-04-29 11:36:11,275 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:30:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9919, loss_cls: 2.6332, loss: 2.6332 +2025-04-29 11:36:53,880 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:29:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6548, loss: 2.6548 +2025-04-29 11:37:36,571 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:28:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.7693, loss: 2.7693 +2025-04-29 11:38:19,238 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:27:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.6938, loss: 2.6938 +2025-04-29 11:39:01,869 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:27:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.7862, loss: 2.7862 +2025-04-29 11:39:44,385 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:26:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.6706, loss: 2.6706 +2025-04-29 11:40:26,999 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:25:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.6434, loss: 2.6434 +2025-04-29 11:40:30,405 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-04-29 11:41:48,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 11:41:48,495 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9708 +2025-04-29 11:41:48,498 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8094, top5_acc: 0.9708 +2025-04-29 11:42:53,776 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:25:17, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.4750, loss: 2.4750 +2025-04-29 11:43:36,470 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:24:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.5378, loss: 2.5378 +2025-04-29 11:44:19,170 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:23:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.6415, loss: 2.6415 +2025-04-29 11:45:02,042 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:23:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.6523, loss: 2.6523 +2025-04-29 11:45:44,785 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:22:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.7657, loss: 2.7657 +2025-04-29 11:46:27,573 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:21:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5482, loss: 2.5482 +2025-04-29 11:47:10,213 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:20:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6058, loss: 2.6058 +2025-04-29 11:47:52,882 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:20:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.6855, loss: 2.6855 +2025-04-29 11:48:35,487 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:19:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6180, loss: 2.6180 +2025-04-29 11:49:18,099 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:18:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.6681, loss: 2.6681 +2025-04-29 11:50:00,719 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:17:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9919, loss_cls: 2.6009, loss: 2.6009 +2025-04-29 11:50:43,445 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:17:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.6537, loss: 2.6537 +2025-04-29 11:51:26,154 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:16:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6860, loss: 2.6860 +2025-04-29 11:52:08,743 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:15:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.6292, loss: 2.6292 +2025-04-29 11:52:51,398 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:14:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6294, loss: 2.6294 +2025-04-29 11:53:34,005 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:14:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8341, loss: 2.8341 +2025-04-29 11:54:16,579 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:13:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6424, loss: 2.6424 +2025-04-29 11:54:59,134 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:12:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.7570, loss: 2.7570 +2025-04-29 11:55:41,756 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:11:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.7144, loss: 2.7144 +2025-04-29 11:56:24,532 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:11:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7032, loss: 2.7032 +2025-04-29 11:57:07,350 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:10:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6725, loss: 2.6725 +2025-04-29 11:57:50,157 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:09:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6489, loss: 2.6489 +2025-04-29 11:58:33,010 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:08:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6265, loss: 2.6265 +2025-04-29 11:59:15,694 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:08:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.6040, loss: 2.6040 +2025-04-29 11:59:58,383 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:07:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6047, loss: 2.6047 +2025-04-29 12:00:01,533 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-04-29 12:01:18,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 12:01:18,840 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9720 +2025-04-29 12:01:18,904 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_59.pth was removed +2025-04-29 12:01:19,968 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2025-04-29 12:01:19,969 - pyskl - INFO - Best top1_acc is 0.8308 at 67 epoch. +2025-04-29 12:01:19,972 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8308, top5_acc: 0.9720 +2025-04-29 12:02:24,857 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:07:06, time: 0.649, data_time: 0.222, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5476, loss: 2.5476 +2025-04-29 12:03:07,544 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:06:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4371, loss: 2.4371 +2025-04-29 12:03:50,194 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:05:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6567, loss: 2.6567 +2025-04-29 12:04:32,903 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:04:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.6027, loss: 2.6027 +2025-04-29 12:05:15,507 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:04:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5933, loss: 2.5933 +2025-04-29 12:05:58,130 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:03:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 2.6521, loss: 2.6521 +2025-04-29 12:06:40,718 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:02:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.7158, loss: 2.7158 +2025-04-29 12:07:23,257 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:01:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6023, loss: 2.6023 +2025-04-29 12:08:05,927 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:01:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.6266, loss: 2.6266 +2025-04-29 12:08:48,654 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:00:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.6396, loss: 2.6396 +2025-04-29 12:09:31,229 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 0:59:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6809, loss: 2.6809 +2025-04-29 12:10:13,842 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:58:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.7332, loss: 2.7332 +2025-04-29 12:10:56,482 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:58:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.7629, loss: 2.7629 +2025-04-29 12:11:39,135 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:57:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.5812, loss: 2.5812 +2025-04-29 12:12:21,730 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:56:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6689, loss: 2.6689 +2025-04-29 12:13:04,351 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:55:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5429, loss: 2.5429 +2025-04-29 12:13:47,062 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:55:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6580, loss: 2.6580 +2025-04-29 12:14:29,925 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:54:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6313, loss: 2.6313 +2025-04-29 12:15:12,682 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:53:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.6717, loss: 2.6717 +2025-04-29 12:15:55,453 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:53:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5614, loss: 2.5614 +2025-04-29 12:16:38,343 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:52:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.6794, loss: 2.6794 +2025-04-29 12:17:20,963 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:51:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.6593, loss: 2.6593 +2025-04-29 12:18:03,517 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:50:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.5845, loss: 2.5845 +2025-04-29 12:18:46,080 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:50:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6827, loss: 2.6827 +2025-04-29 12:19:28,721 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:49:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.6979, loss: 2.6979 +2025-04-29 12:19:31,831 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-04-29 12:20:49,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 12:20:49,078 - pyskl - INFO - +top1_acc 0.8090 +top5_acc 0.9682 +2025-04-29 12:20:49,081 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8090, top5_acc: 0.9682 +2025-04-29 12:21:54,177 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:48:55, time: 0.651, data_time: 0.223, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.4994, loss: 2.4994 +2025-04-29 12:22:37,093 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:48:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.5679, loss: 2.5679 +2025-04-29 12:23:19,826 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:47:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9919, loss_cls: 2.5280, loss: 2.5280 +2025-04-29 12:24:02,746 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:46:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6380, loss: 2.6380 +2025-04-29 12:24:45,329 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:45:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9931, loss_cls: 2.4691, loss: 2.4691 +2025-04-29 12:25:27,926 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:45:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.7456, loss: 2.7456 +2025-04-29 12:26:10,530 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:44:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.6801, loss: 2.6801 +2025-04-29 12:26:53,177 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:43:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6473, loss: 2.6473 +2025-04-29 12:27:35,850 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:42:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.6387, loss: 2.6387 +2025-04-29 12:28:18,489 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:42:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5458, loss: 2.5458 +2025-04-29 12:29:01,146 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:41:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.6527, loss: 2.6527 +2025-04-29 12:29:43,834 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:40:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.6752, loss: 2.6752 +2025-04-29 12:30:26,474 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:40:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.7859, loss: 2.7859 +2025-04-29 12:31:09,124 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:39:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6907, loss: 2.6907 +2025-04-29 12:31:51,889 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:38:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6370, loss: 2.6370 +2025-04-29 12:32:34,611 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:37:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5668, loss: 2.5668 +2025-04-29 12:33:17,329 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:37:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.5736, loss: 2.5736 +2025-04-29 12:33:59,892 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:36:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7155, loss: 2.7155 +2025-04-29 12:34:42,691 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:35:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9912, loss_cls: 2.6666, loss: 2.6666 +2025-04-29 12:35:25,823 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:34:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.6918, loss: 2.6918 +2025-04-29 12:36:08,685 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:34:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6563, loss: 2.6563 +2025-04-29 12:36:51,534 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:33:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5973, loss: 2.5973 +2025-04-29 12:37:34,347 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:32:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.6031, loss: 2.6031 +2025-04-29 12:38:17,035 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:31:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.5772, loss: 2.5772 +2025-04-29 12:38:59,795 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:31:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6260, loss: 2.6260 +2025-04-29 12:39:02,944 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-04-29 12:40:20,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 12:40:20,262 - pyskl - INFO - +top1_acc 0.7898 +top5_acc 0.9645 +2025-04-29 12:40:20,265 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.7898, top5_acc: 0.9645 +2025-04-29 12:41:24,835 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:30:45, time: 0.646, data_time: 0.220, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.5694, loss: 2.5694 +2025-04-29 12:42:07,538 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:30:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.6698, loss: 2.6698 +2025-04-29 12:42:50,184 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:29:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5842, loss: 2.5842 +2025-04-29 12:43:32,889 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:28:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6163, loss: 2.6163 +2025-04-29 12:44:15,590 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:27:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5903, loss: 2.5903 +2025-04-29 12:44:58,239 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:27:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5863, loss: 2.5863 +2025-04-29 12:45:40,952 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.5802, loss: 2.5802 +2025-04-29 12:46:23,648 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:25:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5756, loss: 2.5756 +2025-04-29 12:47:06,296 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:24:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6610, loss: 2.6610 +2025-04-29 12:47:48,869 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:24:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.6044, loss: 2.6044 +2025-04-29 12:48:31,445 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:23:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.5678, loss: 2.5678 +2025-04-29 12:49:13,958 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:22:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.5938, loss: 2.5938 +2025-04-29 12:49:56,483 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:21:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.6931, loss: 2.6931 +2025-04-29 12:50:39,074 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:21:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6701, loss: 2.6701 +2025-04-29 12:51:21,774 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:20:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.6955, loss: 2.6955 +2025-04-29 12:52:04,512 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:19:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5519, loss: 2.5519 +2025-04-29 12:52:47,201 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:18:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6578, loss: 2.6578 +2025-04-29 12:53:29,825 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:18:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6898, loss: 2.6898 +2025-04-29 12:54:12,661 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:17:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.5432, loss: 2.5432 +2025-04-29 12:54:55,371 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:16:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 2.5681, loss: 2.5681 +2025-04-29 12:55:38,076 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:15:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.5820, loss: 2.5820 +2025-04-29 12:56:20,735 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:15:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6744, loss: 2.6744 +2025-04-29 12:57:03,435 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:14:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 2.7106, loss: 2.7106 +2025-04-29 12:57:46,062 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:13:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.5983, loss: 2.5983 +2025-04-29 12:58:28,678 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:12:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.4919, loss: 2.4919 +2025-04-29 12:58:31,824 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-04-29 12:59:49,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 12:59:49,251 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9469 +2025-04-29 12:59:49,254 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.7801, top5_acc: 0.9469 +2025-04-29 13:00:54,327 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:12:34, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.5376, loss: 2.5376 +2025-04-29 13:01:37,011 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:11:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.5648, loss: 2.5648 +2025-04-29 13:02:19,642 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:11:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6499, loss: 2.6499 +2025-04-29 13:03:02,253 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:10:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.4930, loss: 2.4930 +2025-04-29 13:03:44,893 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:09:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.5587, loss: 2.5587 +2025-04-29 13:04:27,561 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:08:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.6743, loss: 2.6743 +2025-04-29 13:05:10,219 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:08:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5238, loss: 2.5238 +2025-04-29 13:05:52,909 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:07:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.6003, loss: 2.6003 +2025-04-29 13:06:35,463 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:06:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6549, loss: 2.6549 +2025-04-29 13:07:18,034 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:05:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6395, loss: 2.6395 +2025-04-29 13:08:00,634 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:05:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.4911, loss: 2.4911 +2025-04-29 13:08:43,292 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:04:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.6131, loss: 2.6131 +2025-04-29 13:09:25,884 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:03:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6581, loss: 2.6581 +2025-04-29 13:10:08,496 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:02:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.5571, loss: 2.5571 +2025-04-29 13:10:51,040 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:02:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 2.4599, loss: 2.4599 +2025-04-29 13:11:33,745 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:01:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5798, loss: 2.5798 +2025-04-29 13:12:16,334 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:00:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.7520, loss: 2.7520 +2025-04-29 13:12:59,049 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 23:59:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6265, loss: 2.6265 +2025-04-29 13:13:41,875 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 23:59:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9962, loss_cls: 2.4748, loss: 2.4748 +2025-04-29 13:14:24,671 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5603, loss: 2.5603 +2025-04-29 13:15:07,523 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:57:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.5451, loss: 2.5451 +2025-04-29 13:15:50,342 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:57:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.5973, loss: 2.5973 +2025-04-29 13:16:33,114 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:56:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.4682, loss: 2.4682 +2025-04-29 13:17:15,898 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:55:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6626, loss: 2.6626 +2025-04-29 13:17:58,587 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:54:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7765, loss: 2.7765 +2025-04-29 13:18:01,946 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-04-29 13:19:19,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 13:19:19,143 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9680 +2025-04-29 13:19:19,145 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8149, top5_acc: 0.9680 +2025-04-29 13:20:23,986 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:54:23, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5522, loss: 2.5522 +2025-04-29 13:21:06,664 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:53:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5094, loss: 2.5094 +2025-04-29 13:21:49,363 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:52:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.5470, loss: 2.5470 +2025-04-29 13:22:32,151 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:52:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5758, loss: 2.5758 +2025-04-29 13:23:15,093 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:51:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9931, loss_cls: 2.4300, loss: 2.4300 +2025-04-29 13:23:57,509 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:50:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5966, loss: 2.5966 +2025-04-29 13:24:40,295 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:49:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6829, loss: 2.6829 +2025-04-29 13:25:22,959 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:49:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5981, loss: 2.5981 +2025-04-29 13:26:05,722 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:48:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9800, loss_cls: 2.5580, loss: 2.5580 +2025-04-29 13:26:48,423 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:47:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.6154, loss: 2.6154 +2025-04-29 13:27:31,223 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:46:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.5942, loss: 2.5942 +2025-04-29 13:28:13,909 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6016, loss: 2.6016 +2025-04-29 13:28:56,714 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:45:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.5057, loss: 2.5057 +2025-04-29 13:29:39,497 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6426, loss: 2.6426 +2025-04-29 13:30:22,106 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:44:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.5522, loss: 2.5522 +2025-04-29 13:31:04,778 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:43:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.6071, loss: 2.6071 +2025-04-29 13:31:47,481 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:42:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.6170, loss: 2.6170 +2025-04-29 13:32:30,359 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:41:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.6092, loss: 2.6092 +2025-04-29 13:33:13,088 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:41:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.5519, loss: 2.5519 +2025-04-29 13:33:55,807 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:40:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.5792, loss: 2.5792 +2025-04-29 13:34:38,543 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:39:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.5960, loss: 2.5960 +2025-04-29 13:35:21,193 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:38:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.5723, loss: 2.5723 +2025-04-29 13:36:03,932 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:38:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.6143, loss: 2.6143 +2025-04-29 13:36:46,573 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:37:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5538, loss: 2.5538 +2025-04-29 13:37:29,303 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:36:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.5606, loss: 2.5606 +2025-04-29 13:37:32,558 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-04-29 13:38:49,919 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 13:38:49,987 - pyskl - INFO - +top1_acc 0.7918 +top5_acc 0.9658 +2025-04-29 13:38:49,990 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.7918, top5_acc: 0.9658 +2025-04-29 13:39:55,298 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:36:13, time: 0.653, data_time: 0.225, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.5789, loss: 2.5789 +2025-04-29 13:40:37,998 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:35:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.5224, loss: 2.5224 +2025-04-29 13:41:20,721 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:34:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4292, loss: 2.4292 +2025-04-29 13:42:03,335 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:34:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.6074, loss: 2.6074 +2025-04-29 13:42:45,903 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:33:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.5648, loss: 2.5648 +2025-04-29 13:43:28,468 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:32:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.5564, loss: 2.5564 +2025-04-29 13:44:10,994 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:31:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5352, loss: 2.5352 +2025-04-29 13:44:53,491 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:31:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.4942, loss: 2.4942 +2025-04-29 13:45:36,098 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:30:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.4966, loss: 2.4966 +2025-04-29 13:46:18,671 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:29:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.5484, loss: 2.5484 +2025-04-29 13:47:01,209 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:28:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.4939, loss: 2.4939 +2025-04-29 13:47:43,750 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:28:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6604, loss: 2.6604 +2025-04-29 13:48:26,177 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:27:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.4905, loss: 2.4905 +2025-04-29 13:49:08,743 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:26:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.5763, loss: 2.5763 +2025-04-29 13:49:51,230 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:25:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5805, loss: 2.5805 +2025-04-29 13:50:33,765 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:25:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.5624, loss: 2.5624 +2025-04-29 13:51:16,594 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:24:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.6348, loss: 2.6348 +2025-04-29 13:51:59,266 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:23:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.6119, loss: 2.6119 +2025-04-29 13:52:42,106 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:22:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.6254, loss: 2.6254 +2025-04-29 13:53:24,830 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:22:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.5384, loss: 2.5384 +2025-04-29 13:54:07,577 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:21:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6712, loss: 2.6712 +2025-04-29 13:54:50,414 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:20:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.5441, loss: 2.5441 +2025-04-29 13:55:33,192 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:19:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.4696, loss: 2.4696 +2025-04-29 13:56:15,966 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:19:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.5326, loss: 2.5326 +2025-04-29 13:56:58,733 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:18:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.5101, loss: 2.5101 +2025-04-29 13:57:01,882 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-04-29 13:58:19,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 13:58:19,241 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9712 +2025-04-29 13:58:19,244 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8112, top5_acc: 0.9712 +2025-04-29 13:59:24,005 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:18:02, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.4518, loss: 2.4518 +2025-04-29 14:00:06,532 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:17:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4835, loss: 2.4835 +2025-04-29 14:00:49,111 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:16:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.4720, loss: 2.4720 +2025-04-29 14:01:31,669 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:15:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.4580, loss: 2.4580 +2025-04-29 14:02:14,240 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:15:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.5733, loss: 2.5733 +2025-04-29 14:02:56,869 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:14:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9944, loss_cls: 2.4993, loss: 2.4993 +2025-04-29 14:03:39,442 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:13:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4910, loss: 2.4910 +2025-04-29 14:04:21,987 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:12:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.5709, loss: 2.5709 +2025-04-29 14:05:04,520 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:12:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.5946, loss: 2.5946 +2025-04-29 14:05:47,080 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:11:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5263, loss: 2.5263 +2025-04-29 14:06:29,574 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:10:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.6069, loss: 2.6069 +2025-04-29 14:07:12,104 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:09:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5592, loss: 2.5592 +2025-04-29 14:07:54,662 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:09:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5890, loss: 2.5890 +2025-04-29 14:08:37,213 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:08:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5163, loss: 2.5163 +2025-04-29 14:09:19,843 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:07:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.5639, loss: 2.5639 +2025-04-29 14:10:02,532 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:06:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4937, loss: 2.4937 +2025-04-29 14:10:45,184 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:06:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5283, loss: 2.5283 +2025-04-29 14:11:27,790 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:05:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.5269, loss: 2.5269 +2025-04-29 14:12:10,533 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:04:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.5827, loss: 2.5827 +2025-04-29 14:12:53,183 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:03:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 2.4898, loss: 2.4898 +2025-04-29 14:13:36,000 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:03:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5549, loss: 2.5549 +2025-04-29 14:14:18,723 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:02:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5316, loss: 2.5316 +2025-04-29 14:15:01,403 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:01:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.5478, loss: 2.5478 +2025-04-29 14:15:44,011 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:01:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.4826, loss: 2.4826 +2025-04-29 14:16:26,612 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:00:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6012, loss: 2.6012 +2025-04-29 14:16:29,730 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-04-29 14:17:47,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 14:17:47,278 - pyskl - INFO - +top1_acc 0.7972 +top5_acc 0.9597 +2025-04-29 14:17:47,281 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.7972, top5_acc: 0.9597 +2025-04-29 14:18:52,586 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 22:59:50, time: 0.653, data_time: 0.226, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.4139, loss: 2.4139 +2025-04-29 14:19:35,367 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:59:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.4778, loss: 2.4778 +2025-04-29 14:20:18,116 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:58:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.4542, loss: 2.4542 +2025-04-29 14:21:00,782 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:57:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4865, loss: 2.4865 +2025-04-29 14:21:43,337 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:56:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5346, loss: 2.5346 +2025-04-29 14:22:25,971 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:56:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4773, loss: 2.4773 +2025-04-29 14:23:08,599 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:55:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6184, loss: 2.6184 +2025-04-29 14:23:51,235 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:54:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.4245, loss: 2.4245 +2025-04-29 14:24:33,823 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:53:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.4043, loss: 2.4043 +2025-04-29 14:25:16,410 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:53:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.5641, loss: 2.5641 +2025-04-29 14:25:58,994 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:52:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5535, loss: 2.5535 +2025-04-29 14:26:41,550 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:51:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5563, loss: 2.5563 +2025-04-29 14:27:24,090 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:50:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.3363, loss: 2.3363 +2025-04-29 14:28:06,775 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:50:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5855, loss: 2.5855 +2025-04-29 14:28:49,501 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:49:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.4705, loss: 2.4705 +2025-04-29 14:29:32,207 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:48:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6007, loss: 2.6007 +2025-04-29 14:30:14,877 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.4943, loss: 2.4943 +2025-04-29 14:30:57,546 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:47:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.4745, loss: 2.4745 +2025-04-29 14:31:40,397 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:46:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.5231, loss: 2.5231 +2025-04-29 14:32:23,342 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.4815, loss: 2.4815 +2025-04-29 14:33:06,123 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:45:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.5811, loss: 2.5811 +2025-04-29 14:33:48,721 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:44:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.6829, loss: 2.6829 +2025-04-29 14:34:31,374 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:43:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5190, loss: 2.5190 +2025-04-29 14:35:14,068 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:42:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5936, loss: 2.5936 +2025-04-29 14:35:56,661 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:42:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.5912, loss: 2.5912 +2025-04-29 14:35:59,785 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-04-29 14:37:16,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 14:37:16,765 - pyskl - INFO - +top1_acc 0.8271 +top5_acc 0.9706 +2025-04-29 14:37:16,768 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8271, top5_acc: 0.9706 +2025-04-29 14:38:21,360 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:41:38, time: 0.646, data_time: 0.219, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.4335, loss: 2.4335 +2025-04-29 14:39:03,942 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:40:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.6146, loss: 2.6146 +2025-04-29 14:39:46,669 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:40:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.5309, loss: 2.5309 +2025-04-29 14:40:29,429 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:39:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.4854, loss: 2.4854 +2025-04-29 14:41:12,131 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:38:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4159, loss: 2.4159 +2025-04-29 14:41:54,759 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:37:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 2.5375, loss: 2.5375 +2025-04-29 14:42:37,358 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:37:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.4915, loss: 2.4915 +2025-04-29 14:43:19,906 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:36:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6132, loss: 2.6132 +2025-04-29 14:44:02,419 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:35:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.4512, loss: 2.4512 +2025-04-29 14:44:45,042 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:34:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5628, loss: 2.5628 +2025-04-29 14:45:27,682 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:34:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.4675, loss: 2.4675 +2025-04-29 14:46:10,229 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:33:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5121, loss: 2.5121 +2025-04-29 14:46:52,856 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:32:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.5187, loss: 2.5187 +2025-04-29 14:47:35,554 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:32:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.4291, loss: 2.4291 +2025-04-29 14:48:18,253 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:31:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.5583, loss: 2.5583 +2025-04-29 14:49:00,806 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:30:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.4270, loss: 2.4270 +2025-04-29 14:49:43,537 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:29:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.4366, loss: 2.4366 +2025-04-29 14:50:26,225 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:29:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5833, loss: 2.5833 +2025-04-29 14:51:08,990 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:28:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.4590, loss: 2.4590 +2025-04-29 14:51:51,562 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:27:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4968, loss: 2.4968 +2025-04-29 14:52:34,134 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:26:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.4853, loss: 2.4853 +2025-04-29 14:53:16,784 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:26:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.5756, loss: 2.5756 +2025-04-29 14:53:59,509 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9944, loss_cls: 2.5255, loss: 2.5255 +2025-04-29 14:54:42,111 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:24:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5036, loss: 2.5036 +2025-04-29 14:55:24,790 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:23:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4637, loss: 2.4637 +2025-04-29 14:55:27,930 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-04-29 14:56:45,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 14:56:45,288 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9668 +2025-04-29 14:56:45,291 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8243, top5_acc: 0.9668 +2025-04-29 14:57:50,412 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:23:27, time: 0.651, data_time: 0.222, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.3518, loss: 2.3518 +2025-04-29 14:58:33,024 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:22:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4066, loss: 2.4066 +2025-04-29 14:59:15,721 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:21:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.3255, loss: 2.3255 +2025-04-29 14:59:58,287 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:21:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.4788, loss: 2.4788 +2025-04-29 15:00:40,867 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:20:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4460, loss: 2.4460 +2025-04-29 15:01:23,509 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:19:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4684, loss: 2.4684 +2025-04-29 15:02:06,159 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:19:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4605, loss: 2.4605 +2025-04-29 15:02:48,758 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:18:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4445, loss: 2.4445 +2025-04-29 15:03:31,361 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:17:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5123, loss: 2.5123 +2025-04-29 15:04:13,956 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:16:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.5058, loss: 2.5058 +2025-04-29 15:04:56,589 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:16:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3929, loss: 2.3929 +2025-04-29 15:05:39,264 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:15:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4342, loss: 2.4342 +2025-04-29 15:06:21,941 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:14:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5336, loss: 2.5336 +2025-04-29 15:07:04,522 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:13:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.4568, loss: 2.4568 +2025-04-29 15:07:46,964 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:13:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4491, loss: 2.4491 +2025-04-29 15:08:29,570 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:12:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3510, loss: 2.3510 +2025-04-29 15:09:12,132 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:11:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.4663, loss: 2.4663 +2025-04-29 15:09:54,810 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:10:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5043, loss: 2.5043 +2025-04-29 15:10:37,414 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:10:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.5504, loss: 2.5504 +2025-04-29 15:11:20,118 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4293, loss: 2.4293 +2025-04-29 15:12:02,812 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:08:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.5244, loss: 2.5244 +2025-04-29 15:12:45,455 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:07:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.5777, loss: 2.5777 +2025-04-29 15:13:28,027 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:07:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.6352, loss: 2.6352 +2025-04-29 15:14:10,710 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:06:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.7186, loss: 2.7186 +2025-04-29 15:14:53,297 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:05:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.5583, loss: 2.5583 +2025-04-29 15:14:56,466 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-04-29 15:16:13,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 15:16:13,628 - pyskl - INFO - +top1_acc 0.8333 +top5_acc 0.9689 +2025-04-29 15:16:13,677 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_67.pth was removed +2025-04-29 15:16:14,672 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-04-29 15:16:14,674 - pyskl - INFO - Best top1_acc is 0.8333 at 77 epoch. +2025-04-29 15:16:14,676 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8333, top5_acc: 0.9689 +2025-04-29 15:17:19,313 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:05:15, time: 0.646, data_time: 0.221, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.4185, loss: 2.4185 +2025-04-29 15:18:01,909 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:04:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.4784, loss: 2.4784 +2025-04-29 15:18:44,616 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.3920, loss: 2.3920 +2025-04-29 15:19:27,196 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:03:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 2.4672, loss: 2.4672 +2025-04-29 15:20:09,830 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:02:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5090, loss: 2.5090 +2025-04-29 15:20:52,434 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:01:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.4291, loss: 2.4291 +2025-04-29 15:21:35,095 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:00:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5128, loss: 2.5128 +2025-04-29 15:22:17,734 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:00:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.4470, loss: 2.4470 +2025-04-29 15:23:00,281 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 21:59:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4258, loss: 2.4258 +2025-04-29 15:23:42,977 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:58:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.4440, loss: 2.4440 +2025-04-29 15:24:25,722 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:57:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4856, loss: 2.4856 +2025-04-29 15:25:08,343 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:57:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.5352, loss: 2.5352 +2025-04-29 15:25:50,917 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:56:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.5386, loss: 2.5386 +2025-04-29 15:26:33,466 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:55:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.4818, loss: 2.4818 +2025-04-29 15:27:16,122 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:54:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.5912, loss: 2.5912 +2025-04-29 15:27:58,679 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:54:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.4752, loss: 2.4752 +2025-04-29 15:28:41,310 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:53:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.4514, loss: 2.4514 +2025-04-29 15:29:23,854 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:52:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6201, loss: 2.6201 +2025-04-29 15:30:06,402 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:51:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3842, loss: 2.3842 +2025-04-29 15:30:49,034 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:51:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.3746, loss: 2.3746 +2025-04-29 15:31:31,725 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:50:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.5822, loss: 2.5822 +2025-04-29 15:32:14,342 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:49:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.5402, loss: 2.5402 +2025-04-29 15:32:56,931 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:49:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4793, loss: 2.4793 +2025-04-29 15:33:39,558 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:48:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5081, loss: 2.5081 +2025-04-29 15:34:22,261 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:47:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4053, loss: 2.4053 +2025-04-29 15:34:25,427 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-04-29 15:35:42,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 15:35:42,942 - pyskl - INFO - +top1_acc 0.8404 +top5_acc 0.9762 +2025-04-29 15:35:42,992 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_77.pth was removed +2025-04-29 15:35:43,967 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-04-29 15:35:43,968 - pyskl - INFO - Best top1_acc is 0.8404 at 78 epoch. +2025-04-29 15:35:43,971 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8404, top5_acc: 0.9762 +2025-04-29 15:36:49,193 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:47:04, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3110, loss: 2.3110 +2025-04-29 15:37:32,026 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:46:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.4904, loss: 2.4904 +2025-04-29 15:38:14,949 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:45:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.4806, loss: 2.4806 +2025-04-29 15:38:57,644 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:44:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3800, loss: 2.3800 +2025-04-29 15:39:40,259 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:44:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3516, loss: 2.3516 +2025-04-29 15:40:22,851 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:43:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3446, loss: 2.3446 +2025-04-29 15:41:05,470 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:42:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 2.4840, loss: 2.4840 +2025-04-29 15:41:48,226 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:41:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.4790, loss: 2.4790 +2025-04-29 15:42:30,978 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:41:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4682, loss: 2.4682 +2025-04-29 15:43:13,668 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:40:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4443, loss: 2.4443 +2025-04-29 15:43:56,281 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:39:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.4479, loss: 2.4479 +2025-04-29 15:44:38,973 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:38:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6103, loss: 2.6103 +2025-04-29 15:45:21,555 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:38:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4905, loss: 2.4905 +2025-04-29 15:46:04,146 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:37:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3602, loss: 2.3602 +2025-04-29 15:46:46,707 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:36:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5417, loss: 2.5417 +2025-04-29 15:47:29,389 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:36:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.4274, loss: 2.4274 +2025-04-29 15:48:12,009 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:35:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.5274, loss: 2.5274 +2025-04-29 15:48:54,701 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:34:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.3471, loss: 2.3471 +2025-04-29 15:49:37,336 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:33:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.4485, loss: 2.4485 +2025-04-29 15:50:20,023 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:33:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5044, loss: 2.5044 +2025-04-29 15:51:02,893 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:32:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.4477, loss: 2.4477 +2025-04-29 15:51:45,626 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:31:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5881, loss: 2.5881 +2025-04-29 15:52:28,458 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:30:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5024, loss: 2.5024 +2025-04-29 15:53:11,062 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:30:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5345, loss: 2.5345 +2025-04-29 15:53:53,642 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:29:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.5402, loss: 2.5402 +2025-04-29 15:53:56,822 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-04-29 15:55:14,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 15:55:14,134 - pyskl - INFO - +top1_acc 0.8254 +top5_acc 0.9698 +2025-04-29 15:55:14,137 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8254, top5_acc: 0.9698 +2025-04-29 15:56:19,128 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:28:53, time: 0.650, data_time: 0.221, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.3051, loss: 2.3051 +2025-04-29 15:57:02,142 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:28:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.3377, loss: 2.3377 +2025-04-29 15:57:44,972 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:27:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.3167, loss: 2.3167 +2025-04-29 15:58:27,683 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:26:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2471, loss: 2.2471 +2025-04-29 15:59:10,384 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:25:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3119, loss: 2.3119 +2025-04-29 15:59:53,125 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:25:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3288, loss: 2.3288 +2025-04-29 16:00:35,833 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:24:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.4989, loss: 2.4989 +2025-04-29 16:01:18,629 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:23:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.3592, loss: 2.3592 +2025-04-29 16:02:01,403 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:23:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4841, loss: 2.4841 +2025-04-29 16:02:43,994 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:22:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.3959, loss: 2.3959 +2025-04-29 16:03:26,461 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:21:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.4836, loss: 2.4836 +2025-04-29 16:04:08,911 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:20:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5467, loss: 2.5467 +2025-04-29 16:04:51,516 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:20:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5517, loss: 2.5517 +2025-04-29 16:05:34,137 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:19:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4816, loss: 2.4816 +2025-04-29 16:06:16,714 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:18:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.4028, loss: 2.4028 +2025-04-29 16:06:59,403 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:17:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.4913, loss: 2.4913 +2025-04-29 16:07:41,973 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:17:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.3967, loss: 2.3967 +2025-04-29 16:08:24,685 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:16:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.4049, loss: 2.4049 +2025-04-29 16:09:07,466 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:15:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4602, loss: 2.4602 +2025-04-29 16:09:50,169 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:14:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4557, loss: 2.4557 +2025-04-29 16:10:32,705 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:14:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.4212, loss: 2.4212 +2025-04-29 16:11:15,363 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:13:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4505, loss: 2.4505 +2025-04-29 16:11:58,008 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:12:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.4310, loss: 2.4310 +2025-04-29 16:12:40,635 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:11:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4474, loss: 2.4474 +2025-04-29 16:13:23,307 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:11:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.5688, loss: 2.5688 +2025-04-29 16:13:26,414 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-04-29 16:14:43,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 16:14:43,831 - pyskl - INFO - +top1_acc 0.8393 +top5_acc 0.9717 +2025-04-29 16:14:43,836 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8393, top5_acc: 0.9717 +2025-04-29 16:15:48,810 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:10:43, time: 0.650, data_time: 0.223, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9962, loss_cls: 2.3560, loss: 2.3560 +2025-04-29 16:16:31,498 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:09:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.4886, loss: 2.4886 +2025-04-29 16:17:14,070 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:09:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4328, loss: 2.4328 +2025-04-29 16:17:56,855 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:08:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4318, loss: 2.4318 +2025-04-29 16:18:39,482 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:07:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.3699, loss: 2.3699 +2025-04-29 16:19:21,977 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:07:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5246, loss: 2.5246 +2025-04-29 16:20:04,651 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:06:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.2925, loss: 2.2925 +2025-04-29 16:20:47,221 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:05:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 2.3950, loss: 2.3950 +2025-04-29 16:21:29,818 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:04:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4134, loss: 2.4134 +2025-04-29 16:22:12,382 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:04:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5191, loss: 2.5191 +2025-04-29 16:22:54,966 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:03:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4605, loss: 2.4605 +2025-04-29 16:23:37,507 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:02:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.3201, loss: 2.3201 +2025-04-29 16:24:20,053 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:01:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.4728, loss: 2.4728 +2025-04-29 16:25:02,556 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:01:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4007, loss: 2.4007 +2025-04-29 16:25:45,150 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:00:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3660, loss: 2.3660 +2025-04-29 16:26:27,658 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 20:59:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.4257, loss: 2.4257 +2025-04-29 16:27:10,179 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:58:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3645, loss: 2.3645 +2025-04-29 16:27:52,753 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:58:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3905, loss: 2.3905 +2025-04-29 16:28:35,418 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:57:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.4464, loss: 2.4464 +2025-04-29 16:29:18,098 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:56:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.3240, loss: 2.3240 +2025-04-29 16:30:00,793 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:55:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.3114, loss: 2.3114 +2025-04-29 16:30:43,297 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:55:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9788, loss_cls: 2.5821, loss: 2.5821 +2025-04-29 16:31:26,020 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:54:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4881, loss: 2.4881 +2025-04-29 16:32:08,645 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:53:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.3142, loss: 2.3142 +2025-04-29 16:32:51,259 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:53:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3814, loss: 2.3814 +2025-04-29 16:32:54,358 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-04-29 16:34:11,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 16:34:11,932 - pyskl - INFO - +top1_acc 0.8165 +top5_acc 0.9654 +2025-04-29 16:34:11,935 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8165, top5_acc: 0.9654 +2025-04-29 16:35:16,869 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:52:31, time: 0.649, data_time: 0.223, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3704, loss: 2.3704 +2025-04-29 16:35:59,493 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:51:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 2.2263, loss: 2.2263 +2025-04-29 16:36:42,383 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:51:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4016, loss: 2.4016 +2025-04-29 16:37:24,958 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:50:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3817, loss: 2.3817 +2025-04-29 16:38:07,611 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:49:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3918, loss: 2.3918 +2025-04-29 16:38:50,515 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:48:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4131, loss: 2.4131 +2025-04-29 16:39:33,115 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:48:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3630, loss: 2.3630 +2025-04-29 16:40:15,757 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:47:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.3847, loss: 2.3847 +2025-04-29 16:40:58,330 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:46:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.2974, loss: 2.2974 +2025-04-29 16:41:40,891 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:45:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.3559, loss: 2.3559 +2025-04-29 16:42:23,530 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:45:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3662, loss: 2.3662 +2025-04-29 16:43:06,124 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:44:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.3224, loss: 2.3224 +2025-04-29 16:43:48,641 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:43:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.4718, loss: 2.4718 +2025-04-29 16:44:31,147 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:42:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.5024, loss: 2.5024 +2025-04-29 16:45:13,681 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:42:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.3196, loss: 2.3196 +2025-04-29 16:45:56,195 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:41:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.4338, loss: 2.4338 +2025-04-29 16:46:38,735 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:40:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.3648, loss: 2.3648 +2025-04-29 16:47:21,414 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:39:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.3728, loss: 2.3728 +2025-04-29 16:48:03,995 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:39:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3952, loss: 2.3952 +2025-04-29 16:48:46,645 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:38:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4382, loss: 2.4382 +2025-04-29 16:49:29,244 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:37:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.4749, loss: 2.4749 +2025-04-29 16:50:11,894 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:37:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5447, loss: 2.5447 +2025-04-29 16:50:54,528 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:36:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.2928, loss: 2.2928 +2025-04-29 16:51:37,058 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:35:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3694, loss: 2.3694 +2025-04-29 16:52:19,635 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:34:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3447, loss: 2.3447 +2025-04-29 16:52:22,784 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-04-29 16:53:39,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 16:53:39,727 - pyskl - INFO - +top1_acc 0.7747 +top5_acc 0.9312 +2025-04-29 16:53:39,729 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.7747, top5_acc: 0.9312 +2025-04-29 16:54:44,223 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:34:19, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.3747, loss: 2.3747 +2025-04-29 16:55:26,951 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:33:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3158, loss: 2.3158 +2025-04-29 16:56:09,715 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:32:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3100, loss: 2.3100 +2025-04-29 16:56:52,537 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:32:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.3460, loss: 2.3460 +2025-04-29 16:57:35,306 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:31:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.3882, loss: 2.3882 +2025-04-29 16:58:17,906 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:30:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9944, loss_cls: 2.3272, loss: 2.3272 +2025-04-29 16:59:00,519 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:29:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.2408, loss: 2.2408 +2025-04-29 16:59:43,126 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:29:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.3619, loss: 2.3619 +2025-04-29 17:00:25,658 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:28:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.2996, loss: 2.2996 +2025-04-29 17:01:08,253 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:27:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.3994, loss: 2.3994 +2025-04-29 17:01:50,734 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:26:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.4326, loss: 2.4326 +2025-04-29 17:02:33,390 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:26:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2556, loss: 2.2556 +2025-04-29 17:03:16,065 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:25:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.4335, loss: 2.4335 +2025-04-29 17:03:58,757 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:24:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.4872, loss: 2.4872 +2025-04-29 17:04:41,413 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:24:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.3735, loss: 2.3735 +2025-04-29 17:05:24,079 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:23:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3600, loss: 2.3600 +2025-04-29 17:06:06,843 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:22:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4211, loss: 2.4211 +2025-04-29 17:06:49,564 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:21:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9844, loss_cls: 2.3862, loss: 2.3862 +2025-04-29 17:07:32,291 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:21:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4194, loss: 2.4194 +2025-04-29 17:08:14,874 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:20:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3853, loss: 2.3853 +2025-04-29 17:08:57,476 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:19:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.4436, loss: 2.4436 +2025-04-29 17:09:40,129 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:18:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.3918, loss: 2.3918 +2025-04-29 17:10:22,698 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:18:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4180, loss: 2.4180 +2025-04-29 17:11:05,399 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:17:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.3208, loss: 2.3208 +2025-04-29 17:11:48,092 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:16:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3894, loss: 2.3894 +2025-04-29 17:11:51,230 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-04-29 17:13:08,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 17:13:08,157 - pyskl - INFO - +top1_acc 0.8108 +top5_acc 0.9697 +2025-04-29 17:13:08,159 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8108, top5_acc: 0.9697 +2025-04-29 17:14:12,607 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:16:08, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.3284, loss: 2.3284 +2025-04-29 17:14:55,367 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:15:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.2698, loss: 2.2698 +2025-04-29 17:15:38,168 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:14:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.3179, loss: 2.3179 +2025-04-29 17:16:20,818 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:13:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3411, loss: 2.3411 +2025-04-29 17:17:03,582 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:13:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.3133, loss: 2.3133 +2025-04-29 17:17:46,038 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:12:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3631, loss: 2.3631 +2025-04-29 17:18:28,608 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:11:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3480, loss: 2.3480 +2025-04-29 17:19:11,231 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:10:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.2685, loss: 2.2685 +2025-04-29 17:19:53,816 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:10:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3202, loss: 2.3202 +2025-04-29 17:20:36,439 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:09:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.3487, loss: 2.3487 +2025-04-29 17:21:19,066 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:08:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 2.4151, loss: 2.4151 +2025-04-29 17:22:01,648 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:08:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3502, loss: 2.3502 +2025-04-29 17:22:44,210 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:07:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.2983, loss: 2.2983 +2025-04-29 17:23:26,753 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:06:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.3913, loss: 2.3913 +2025-04-29 17:24:09,310 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:05:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2356, loss: 2.2356 +2025-04-29 17:24:51,882 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:05:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4486, loss: 2.4486 +2025-04-29 17:25:34,542 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3380, loss: 2.3380 +2025-04-29 17:26:17,270 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:03:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.2872, loss: 2.2872 +2025-04-29 17:26:59,885 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:02:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3518, loss: 2.3518 +2025-04-29 17:27:42,673 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:02:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.4018, loss: 2.4018 +2025-04-29 17:28:25,389 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:01:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.3148, loss: 2.3148 +2025-04-29 17:29:08,070 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:00:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.3336, loss: 2.3336 +2025-04-29 17:29:50,806 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 19:59:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3526, loss: 2.3526 +2025-04-29 17:30:33,495 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 19:59:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2829, loss: 2.2829 +2025-04-29 17:31:16,099 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:58:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.2736, loss: 2.2736 +2025-04-29 17:31:19,446 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-04-29 17:32:36,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 17:32:36,250 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9725 +2025-04-29 17:32:36,252 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8361, top5_acc: 0.9725 +2025-04-29 17:33:40,744 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:57:57, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3432, loss: 2.3432 +2025-04-29 17:34:23,491 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:57:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2718, loss: 2.2718 +2025-04-29 17:35:06,253 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:56:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3669, loss: 2.3669 +2025-04-29 17:35:49,004 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:55:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.3609, loss: 2.3609 +2025-04-29 17:36:31,530 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:55:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4049, loss: 2.4049 +2025-04-29 17:37:14,186 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:54:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1740, loss: 2.1740 +2025-04-29 17:37:56,878 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:53:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.2598, loss: 2.2598 +2025-04-29 17:38:39,618 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:52:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3263, loss: 2.3263 +2025-04-29 17:39:22,313 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2849, loss: 2.2849 +2025-04-29 17:40:04,961 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:51:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.2549, loss: 2.2549 +2025-04-29 17:40:47,487 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:50:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4344, loss: 2.4344 +2025-04-29 17:41:30,087 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:49:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3616, loss: 2.3616 +2025-04-29 17:42:12,710 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:49:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3232, loss: 2.3232 +2025-04-29 17:42:55,339 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:48:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.2895, loss: 2.2895 +2025-04-29 17:43:37,928 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:47:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9962, loss_cls: 2.2748, loss: 2.2748 +2025-04-29 17:44:20,543 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:46:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.3697, loss: 2.3697 +2025-04-29 17:45:03,126 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:46:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.2884, loss: 2.2884 +2025-04-29 17:45:45,752 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:45:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.3485, loss: 2.3485 +2025-04-29 17:46:28,430 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:44:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.3282, loss: 2.3282 +2025-04-29 17:47:11,230 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:43:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3053, loss: 2.3053 +2025-04-29 17:47:53,891 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.3778, loss: 2.3778 +2025-04-29 17:48:36,486 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:42:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.3814, loss: 2.3814 +2025-04-29 17:49:19,230 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:41:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.4489, loss: 2.4489 +2025-04-29 17:50:01,959 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:41:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.2786, loss: 2.2786 +2025-04-29 17:50:44,752 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:40:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.2834, loss: 2.2834 +2025-04-29 17:50:47,859 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-04-29 17:52:04,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 17:52:04,812 - pyskl - INFO - +top1_acc 0.8318 +top5_acc 0.9740 +2025-04-29 17:52:04,815 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8318, top5_acc: 0.9740 +2025-04-29 17:53:09,493 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:39:47, time: 0.647, data_time: 0.220, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2605, loss: 2.2605 +2025-04-29 17:53:52,154 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:39:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3117, loss: 2.3117 +2025-04-29 17:54:35,040 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:38:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.3174, loss: 2.3174 +2025-04-29 17:55:17,834 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:37:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2036, loss: 2.2036 +2025-04-29 17:56:00,573 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:36:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.2968, loss: 2.2968 +2025-04-29 17:56:43,253 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:36:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.2644, loss: 2.2644 +2025-04-29 17:57:25,932 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:35:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3718, loss: 2.3718 +2025-04-29 17:58:08,598 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:34:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.3062, loss: 2.3062 +2025-04-29 17:58:51,163 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:33:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.3158, loss: 2.3158 +2025-04-29 17:59:33,765 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:33:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3699, loss: 2.3699 +2025-04-29 18:00:16,281 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:32:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.2673, loss: 2.2673 +2025-04-29 18:00:58,773 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:31:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3006, loss: 2.3006 +2025-04-29 18:01:41,298 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:30:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2811, loss: 2.2811 +2025-04-29 18:02:23,846 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:30:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3660, loss: 2.3660 +2025-04-29 18:03:06,402 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:29:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.3879, loss: 2.3879 +2025-04-29 18:03:49,023 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:28:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.2958, loss: 2.2958 +2025-04-29 18:04:31,727 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:28:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.3112, loss: 2.3112 +2025-04-29 18:05:14,317 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:27:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3288, loss: 2.3288 +2025-04-29 18:05:56,946 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:26:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.3938, loss: 2.3938 +2025-04-29 18:06:39,625 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:25:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2553, loss: 2.2553 +2025-04-29 18:07:22,252 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:25:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3461, loss: 2.3461 +2025-04-29 18:08:04,845 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:24:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2601, loss: 2.2601 +2025-04-29 18:08:47,494 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:23:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.3565, loss: 2.3565 +2025-04-29 18:09:30,298 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:22:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.3011, loss: 2.3011 +2025-04-29 18:10:13,087 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:22:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3536, loss: 2.3536 +2025-04-29 18:10:16,395 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-04-29 18:11:33,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 18:11:33,344 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9698 +2025-04-29 18:11:33,347 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8275, top5_acc: 0.9698 +2025-04-29 18:12:37,385 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:21:35, time: 0.640, data_time: 0.215, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2619, loss: 2.2619 +2025-04-29 18:13:20,062 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:20:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2736, loss: 2.2736 +2025-04-29 18:14:02,811 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:20:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.3265, loss: 2.3265 +2025-04-29 18:14:45,307 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:19:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.1550, loss: 2.1550 +2025-04-29 18:15:27,947 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:18:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1474, loss: 2.1474 +2025-04-29 18:16:10,570 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:17:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.3334, loss: 2.3334 +2025-04-29 18:16:53,071 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:17:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.2633, loss: 2.2633 +2025-04-29 18:17:35,720 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:16:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.2107, loss: 2.2107 +2025-04-29 18:18:18,302 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:15:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.2951, loss: 2.2951 +2025-04-29 18:19:00,928 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:14:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2329, loss: 2.2329 +2025-04-29 18:19:43,511 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:14:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2973, loss: 2.2973 +2025-04-29 18:20:26,080 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:13:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.2604, loss: 2.2604 +2025-04-29 18:21:08,689 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:12:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2482, loss: 2.2482 +2025-04-29 18:21:51,275 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:12:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3025, loss: 2.3025 +2025-04-29 18:22:33,907 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:11:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.1873, loss: 2.1873 +2025-04-29 18:23:16,371 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:10:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.3147, loss: 2.3147 +2025-04-29 18:23:58,865 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:09:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2598, loss: 2.2598 +2025-04-29 18:24:41,332 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:09:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.3441, loss: 2.3441 +2025-04-29 18:25:23,963 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:08:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.2962, loss: 2.2962 +2025-04-29 18:26:06,610 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:07:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3509, loss: 2.3509 +2025-04-29 18:26:49,379 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:06:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3219, loss: 2.3219 +2025-04-29 18:27:32,158 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.2484, loss: 2.2484 +2025-04-29 18:28:14,822 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:05:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.3298, loss: 2.3298 +2025-04-29 18:28:57,531 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:04:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3603, loss: 2.3603 +2025-04-29 18:29:40,271 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:03:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3623, loss: 2.3623 +2025-04-29 18:29:43,351 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-04-29 18:31:00,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 18:31:00,183 - pyskl - INFO - +top1_acc 0.8272 +top5_acc 0.9713 +2025-04-29 18:31:00,186 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8272, top5_acc: 0.9713 +2025-04-29 18:32:04,727 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:03:24, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.2041, loss: 2.2041 +2025-04-29 18:32:47,459 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2326, loss: 2.2326 +2025-04-29 18:33:30,308 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:01:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1760, loss: 2.1760 +2025-04-29 18:34:13,052 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:01:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2999, loss: 2.2999 +2025-04-29 18:34:55,681 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:00:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2350, loss: 2.2350 +2025-04-29 18:35:38,442 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 18:59:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.2991, loss: 2.2991 +2025-04-29 18:36:21,205 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:59:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3398, loss: 2.3398 +2025-04-29 18:37:03,831 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:58:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3068, loss: 2.3068 +2025-04-29 18:37:46,548 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:57:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2749, loss: 2.2749 +2025-04-29 18:38:29,398 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:56:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2939, loss: 2.2939 +2025-04-29 18:39:11,993 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:56:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.2427, loss: 2.2427 +2025-04-29 18:39:54,594 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:55:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3146, loss: 2.3146 +2025-04-29 18:40:37,254 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:54:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3201, loss: 2.3201 +2025-04-29 18:41:19,879 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:53:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3351, loss: 2.3351 +2025-04-29 18:42:02,468 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:53:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3974, loss: 2.3974 +2025-04-29 18:42:45,031 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:52:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3164, loss: 2.3164 +2025-04-29 18:43:27,707 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:51:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3521, loss: 2.3521 +2025-04-29 18:44:10,476 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:50:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.2711, loss: 2.2711 +2025-04-29 18:44:53,093 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:50:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.3361, loss: 2.3361 +2025-04-29 18:45:35,697 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:49:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2298, loss: 2.2298 +2025-04-29 18:46:18,538 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:48:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.3132, loss: 2.3132 +2025-04-29 18:47:01,364 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:47:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.3170, loss: 2.3170 +2025-04-29 18:47:44,175 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:47:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.2348, loss: 2.2348 +2025-04-29 18:48:26,745 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:46:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.3188, loss: 2.3188 +2025-04-29 18:49:09,489 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:45:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2480, loss: 2.2480 +2025-04-29 18:49:12,683 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-04-29 18:50:29,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 18:50:29,866 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9677 +2025-04-29 18:50:29,869 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8080, top5_acc: 0.9677 +2025-04-29 18:51:34,234 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:45:14, time: 0.644, data_time: 0.217, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.2901, loss: 2.2901 +2025-04-29 18:52:16,654 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:44:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.1341, loss: 2.1341 +2025-04-29 18:52:59,426 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:43:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1539, loss: 2.1539 +2025-04-29 18:53:42,052 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:43:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.1368, loss: 2.1368 +2025-04-29 18:54:24,718 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:42:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2342, loss: 2.2342 +2025-04-29 18:55:07,314 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:41:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2723, loss: 2.2723 +2025-04-29 18:55:49,969 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:40:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.2745, loss: 2.2745 +2025-04-29 18:56:32,621 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:40:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.3155, loss: 2.3155 +2025-04-29 18:57:15,211 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:39:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2576, loss: 2.2576 +2025-04-29 18:57:57,840 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:38:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.2064, loss: 2.2064 +2025-04-29 18:58:40,597 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:37:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.1521, loss: 2.1521 +2025-04-29 18:59:23,393 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:37:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 2.2716, loss: 2.2716 +2025-04-29 19:00:05,982 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:36:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3705, loss: 2.3705 +2025-04-29 19:00:48,633 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:35:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.2832, loss: 2.2832 +2025-04-29 19:01:31,242 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:34:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3605, loss: 2.3605 +2025-04-29 19:02:13,773 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:34:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.2860, loss: 2.2860 +2025-04-29 19:02:56,543 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:33:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.2577, loss: 2.2577 +2025-04-29 19:03:39,287 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:32:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.2799, loss: 2.2799 +2025-04-29 19:04:22,255 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:32:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.3214, loss: 2.3214 +2025-04-29 19:05:05,095 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:31:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.2846, loss: 2.2846 +2025-04-29 19:05:47,980 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:30:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.3082, loss: 2.3082 +2025-04-29 19:06:30,729 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:29:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.3618, loss: 2.3618 +2025-04-29 19:07:13,451 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:29:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.2818, loss: 2.2818 +2025-04-29 19:07:56,123 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2798, loss: 2.2798 +2025-04-29 19:08:38,898 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:27:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2769, loss: 2.2769 +2025-04-29 19:08:42,025 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-04-29 19:09:58,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 19:09:58,856 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9739 +2025-04-29 19:09:58,905 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_78.pth was removed +2025-04-29 19:09:59,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-04-29 19:09:59,920 - pyskl - INFO - Best top1_acc is 0.8475 at 89 epoch. +2025-04-29 19:09:59,923 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8475, top5_acc: 0.9739 +2025-04-29 19:11:04,357 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:27:04, time: 0.644, data_time: 0.218, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1285, loss: 2.1285 +2025-04-29 19:11:46,972 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:26:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.0969, loss: 2.0969 +2025-04-29 19:12:29,642 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:25:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1109, loss: 2.1109 +2025-04-29 19:13:12,222 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:24:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1444, loss: 2.1444 +2025-04-29 19:13:54,817 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:24:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3106, loss: 2.3106 +2025-04-29 19:14:37,421 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:23:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2302, loss: 2.2302 +2025-04-29 19:15:20,013 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:22:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9875, loss_cls: 2.2482, loss: 2.2482 +2025-04-29 19:16:02,618 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:21:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.2055, loss: 2.2055 +2025-04-29 19:16:45,209 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:21:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.3169, loss: 2.3169 +2025-04-29 19:17:27,864 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:20:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.1700, loss: 2.1700 +2025-04-29 19:18:10,590 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:19:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3497, loss: 2.3497 +2025-04-29 19:18:53,238 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:18:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.1067, loss: 2.1067 +2025-04-29 19:19:35,819 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:18:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.3343, loss: 2.3343 +2025-04-29 19:20:18,114 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:17:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.2441, loss: 2.2441 +2025-04-29 19:21:00,662 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:16:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.2842, loss: 2.2842 +2025-04-29 19:21:43,274 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:16:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.2751, loss: 2.2751 +2025-04-29 19:22:25,963 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:15:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2848, loss: 2.2848 +2025-04-29 19:23:08,718 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:14:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.3061, loss: 2.3061 +2025-04-29 19:23:51,519 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:13:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1579, loss: 2.1579 +2025-04-29 19:24:34,440 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:13:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9956, loss_cls: 2.2378, loss: 2.2378 +2025-04-29 19:25:17,137 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:12:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2114, loss: 2.2114 +2025-04-29 19:25:59,811 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:11:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2210, loss: 2.2210 +2025-04-29 19:26:42,468 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:10:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.1883, loss: 2.1883 +2025-04-29 19:27:25,196 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:10:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.2113, loss: 2.2113 +2025-04-29 19:28:07,771 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:09:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.3129, loss: 2.3129 +2025-04-29 19:28:11,075 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-04-29 19:29:27,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 19:29:28,007 - pyskl - INFO - +top1_acc 0.8244 +top5_acc 0.9628 +2025-04-29 19:29:28,010 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8244, top5_acc: 0.9628 +2025-04-29 19:30:32,586 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:08:53, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.0843, loss: 2.0843 +2025-04-29 19:31:15,317 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:08:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.2529, loss: 2.2529 +2025-04-29 19:31:58,148 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:07:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1089, loss: 2.1089 +2025-04-29 19:32:40,762 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:06:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2920, loss: 2.2920 +2025-04-29 19:33:23,379 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:05:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.2311, loss: 2.2311 +2025-04-29 19:34:05,987 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:05:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1144, loss: 2.1144 +2025-04-29 19:34:48,518 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:04:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 2.2132, loss: 2.2132 +2025-04-29 19:35:31,143 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:03:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.0975, loss: 2.0975 +2025-04-29 19:36:13,739 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:03:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.2180, loss: 2.2180 +2025-04-29 19:36:56,325 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:02:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.1310, loss: 2.1310 +2025-04-29 19:37:38,937 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:01:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3116, loss: 2.3116 +2025-04-29 19:38:21,502 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:00:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.2238, loss: 2.2238 +2025-04-29 19:39:04,161 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:00:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.2040, loss: 2.2040 +2025-04-29 19:39:46,813 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 17:59:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.1903, loss: 2.1903 +2025-04-29 19:40:29,545 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:58:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.2022, loss: 2.2022 +2025-04-29 19:41:12,329 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:57:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2265, loss: 2.2265 +2025-04-29 19:41:55,041 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:57:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1793, loss: 2.1793 +2025-04-29 19:42:37,874 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:56:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.2500, loss: 2.2500 +2025-04-29 19:43:20,900 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:55:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.2160, loss: 2.2160 +2025-04-29 19:44:03,625 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:54:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1703, loss: 2.1703 +2025-04-29 19:44:46,314 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:54:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9962, loss_cls: 2.1771, loss: 2.1771 +2025-04-29 19:45:29,041 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:53:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3034, loss: 2.3034 +2025-04-29 19:46:11,767 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:52:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.2903, loss: 2.2903 +2025-04-29 19:46:54,559 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:52:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.1973, loss: 2.1973 +2025-04-29 19:47:37,256 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:51:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.3725, loss: 2.3725 +2025-04-29 19:47:40,594 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-04-29 19:48:57,392 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 19:48:57,460 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9713 +2025-04-29 19:48:57,463 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8432, top5_acc: 0.9713 +2025-04-29 19:50:02,299 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:50:44, time: 0.648, data_time: 0.220, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.0186, loss: 2.0186 +2025-04-29 19:50:45,014 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:50:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.0419, loss: 2.0419 +2025-04-29 19:51:27,854 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:49:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0698, loss: 2.0698 +2025-04-29 19:52:10,591 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:48:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1578, loss: 2.1578 +2025-04-29 19:52:53,274 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:47:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.1105, loss: 2.1105 +2025-04-29 19:53:35,847 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:47:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2033, loss: 2.2033 +2025-04-29 19:54:18,337 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:46:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.1626, loss: 2.1626 +2025-04-29 19:55:00,924 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:45:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1588, loss: 2.1588 +2025-04-29 19:55:43,514 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:44:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2780, loss: 2.2780 +2025-04-29 19:56:26,133 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:44:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.1746, loss: 2.1746 +2025-04-29 19:57:08,747 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:43:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.1537, loss: 2.1537 +2025-04-29 19:57:51,262 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:42:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2452, loss: 2.2452 +2025-04-29 19:58:34,041 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:41:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1438, loss: 2.1438 +2025-04-29 19:59:16,756 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:41:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.2087, loss: 2.2087 +2025-04-29 19:59:59,473 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:40:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2338, loss: 2.2338 +2025-04-29 20:00:42,083 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:39:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.2298, loss: 2.2298 +2025-04-29 20:01:24,899 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:39:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2907, loss: 2.2907 +2025-04-29 20:02:07,541 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:38:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2597, loss: 2.2597 +2025-04-29 20:02:50,264 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:37:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.1795, loss: 2.1795 +2025-04-29 20:03:32,906 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:36:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2558, loss: 2.2558 +2025-04-29 20:04:15,454 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:36:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1403, loss: 2.1403 +2025-04-29 20:04:58,141 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:35:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.1530, loss: 2.1530 +2025-04-29 20:05:40,809 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:34:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.1137, loss: 2.1137 +2025-04-29 20:06:23,542 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:33:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9931, loss_cls: 2.2840, loss: 2.2840 +2025-04-29 20:07:06,154 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:33:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.2413, loss: 2.2413 +2025-04-29 20:07:09,217 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-04-29 20:08:26,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 20:08:26,242 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9762 +2025-04-29 20:08:26,299 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_89.pth was removed +2025-04-29 20:08:27,323 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-04-29 20:08:27,324 - pyskl - INFO - Best top1_acc is 0.8512 at 92 epoch. +2025-04-29 20:08:27,327 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8512, top5_acc: 0.9762 +2025-04-29 20:09:31,703 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:32:33, time: 0.644, data_time: 0.217, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.0515, loss: 2.0515 +2025-04-29 20:10:14,447 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:31:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1698, loss: 2.1698 +2025-04-29 20:10:56,849 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:31:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.0711, loss: 2.0711 +2025-04-29 20:11:39,537 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:30:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0826, loss: 2.0826 +2025-04-29 20:12:22,179 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:29:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0701, loss: 2.0701 +2025-04-29 20:13:04,875 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:28:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.1474, loss: 2.1474 +2025-04-29 20:13:47,493 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:28:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1210, loss: 2.1210 +2025-04-29 20:14:30,063 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:27:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.1077, loss: 2.1077 +2025-04-29 20:15:12,582 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:26:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1269, loss: 2.1269 +2025-04-29 20:15:55,226 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:25:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.2645, loss: 2.2645 +2025-04-29 20:16:37,930 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:25:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1424, loss: 2.1424 +2025-04-29 20:17:20,587 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:24:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1999, loss: 2.1999 +2025-04-29 20:18:03,326 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:23:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.1797, loss: 2.1797 +2025-04-29 20:18:45,896 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:23:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.1781, loss: 2.1781 +2025-04-29 20:19:28,497 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:22:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2064, loss: 2.2064 +2025-04-29 20:20:11,095 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:21:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.1849, loss: 2.1849 +2025-04-29 20:20:53,846 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:20:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2264, loss: 2.2264 +2025-04-29 20:21:36,574 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:20:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.1971, loss: 2.1971 +2025-04-29 20:22:19,470 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:19:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.2900, loss: 2.2900 +2025-04-29 20:23:02,114 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:18:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.1048, loss: 2.1048 +2025-04-29 20:23:44,829 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:17:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.1719, loss: 2.1719 +2025-04-29 20:24:27,441 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:17:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2062, loss: 2.2062 +2025-04-29 20:25:10,090 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:16:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2411, loss: 2.2411 +2025-04-29 20:25:52,813 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:15:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.1673, loss: 2.1673 +2025-04-29 20:26:35,562 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1688, loss: 2.1688 +2025-04-29 20:26:38,816 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-04-29 20:27:55,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 20:27:55,719 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9739 +2025-04-29 20:27:55,722 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8402, top5_acc: 0.9739 +2025-04-29 20:29:00,825 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:14:23, time: 0.651, data_time: 0.221, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.0866, loss: 2.0866 +2025-04-29 20:29:43,685 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:13:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1179, loss: 2.1179 +2025-04-29 20:30:26,373 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:12:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9868, loss: 1.9868 +2025-04-29 20:31:09,056 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:12:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1323, loss: 2.1323 +2025-04-29 20:31:51,653 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:11:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.9827, loss: 1.9827 +2025-04-29 20:32:34,331 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:10:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0163, loss: 2.0163 +2025-04-29 20:33:16,832 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:09:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9975, loss_cls: 2.1724, loss: 2.1724 +2025-04-29 20:33:59,434 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:09:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0959, loss: 2.0959 +2025-04-29 20:34:42,035 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:08:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.1870, loss: 2.1870 +2025-04-29 20:35:24,608 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:07:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.2146, loss: 2.2146 +2025-04-29 20:36:07,243 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:07:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1377, loss: 2.1377 +2025-04-29 20:36:49,956 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:06:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2704, loss: 2.2704 +2025-04-29 20:37:32,642 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:05:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.0970, loss: 2.0970 +2025-04-29 20:38:15,302 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:04:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 2.0871, loss: 2.0871 +2025-04-29 20:38:58,081 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:04:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0823, loss: 2.0823 +2025-04-29 20:39:40,806 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:03:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1467, loss: 2.1467 +2025-04-29 20:40:23,560 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:02:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2646, loss: 2.2646 +2025-04-29 20:41:06,060 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:01:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.1363, loss: 2.1363 +2025-04-29 20:41:48,587 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:01:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2220, loss: 2.2220 +2025-04-29 20:42:31,255 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:00:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.2431, loss: 2.2431 +2025-04-29 20:43:13,927 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 16:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.1400, loss: 2.1400 +2025-04-29 20:43:56,448 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:59:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.2816, loss: 2.2816 +2025-04-29 20:44:39,043 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:58:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.1778, loss: 2.1778 +2025-04-29 20:45:21,944 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:57:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.2304, loss: 2.2304 +2025-04-29 20:46:04,953 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2629, loss: 2.2629 +2025-04-29 20:46:08,062 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-04-29 20:47:24,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 20:47:24,717 - pyskl - INFO - +top1_acc 0.8388 +top5_acc 0.9730 +2025-04-29 20:47:24,720 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8388, top5_acc: 0.9730 +2025-04-29 20:48:29,363 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:56:13, time: 0.646, data_time: 0.219, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.0683, loss: 2.0683 +2025-04-29 20:49:11,964 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:55:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.9980, loss: 1.9980 +2025-04-29 20:49:54,636 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:54:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.9717, loss: 1.9717 +2025-04-29 20:50:37,221 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:54:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0247, loss: 2.0247 +2025-04-29 20:51:19,905 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:53:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1101, loss: 2.1101 +2025-04-29 20:52:02,570 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:52:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.1391, loss: 2.1391 +2025-04-29 20:52:45,112 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:51:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0989, loss: 2.0989 +2025-04-29 20:53:27,673 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:51:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0868, loss: 2.0868 +2025-04-29 20:54:10,273 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:50:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.1855, loss: 2.1855 +2025-04-29 20:54:52,963 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:49:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.2269, loss: 2.2269 +2025-04-29 20:55:35,646 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:48:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.9992, loss: 1.9992 +2025-04-29 20:56:18,301 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:48:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.0505, loss: 2.0505 +2025-04-29 20:57:00,928 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:47:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.1206, loss: 2.1206 +2025-04-29 20:57:43,433 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:46:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.1261, loss: 2.1261 +2025-04-29 20:58:25,959 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:45:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 2.1132, loss: 2.1132 +2025-04-29 20:59:08,579 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:45:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1348, loss: 2.1348 +2025-04-29 20:59:51,303 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:44:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1452, loss: 2.1452 +2025-04-29 21:00:33,932 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:43:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 2.1162, loss: 2.1162 +2025-04-29 21:01:16,524 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:43:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1087, loss: 2.1087 +2025-04-29 21:01:58,862 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:42:17, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1893, loss: 2.1893 +2025-04-29 21:02:41,223 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:41:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.1409, loss: 2.1409 +2025-04-29 21:03:23,819 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:40:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2090, loss: 2.2090 +2025-04-29 21:04:06,467 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:40:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.1686, loss: 2.1686 +2025-04-29 21:04:49,106 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:39:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.1286, loss: 2.1286 +2025-04-29 21:05:31,797 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:38:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0947, loss: 2.0947 +2025-04-29 21:05:34,928 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-04-29 21:06:51,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 21:06:51,689 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9754 +2025-04-29 21:06:51,692 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8497, top5_acc: 0.9754 +2025-04-29 21:07:56,455 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:38:02, time: 0.648, data_time: 0.218, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.9977, loss: 1.9977 +2025-04-29 21:08:39,240 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:37:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.0765, loss: 2.0765 +2025-04-29 21:09:21,992 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:36:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1383, loss: 2.1383 +2025-04-29 21:10:04,645 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:35:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0578, loss: 2.0578 +2025-04-29 21:10:47,319 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:35:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.0233, loss: 2.0233 +2025-04-29 21:11:29,991 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:34:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0658, loss: 2.0658 +2025-04-29 21:12:12,646 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:33:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0001, loss: 2.0001 +2025-04-29 21:12:55,415 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:32:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.0313, loss: 2.0313 +2025-04-29 21:13:38,101 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:32:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0688, loss: 2.0688 +2025-04-29 21:14:20,811 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:31:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.1138, loss: 2.1138 +2025-04-29 21:15:03,573 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:30:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1506, loss: 2.1506 +2025-04-29 21:15:46,162 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:29:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1175, loss: 2.1175 +2025-04-29 21:16:28,792 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:29:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.2029, loss: 2.2029 +2025-04-29 21:17:11,446 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:28:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.0847, loss: 2.0847 +2025-04-29 21:17:54,152 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:27:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.0969, loss: 2.0969 +2025-04-29 21:18:36,821 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:27:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.0257, loss: 2.0257 +2025-04-29 21:19:19,577 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:26:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.0773, loss: 2.0773 +2025-04-29 21:20:02,329 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:25:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.1519, loss: 2.1519 +2025-04-29 21:20:45,014 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:24:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1487, loss: 2.1487 +2025-04-29 21:21:27,633 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:24:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1554, loss: 2.1554 +2025-04-29 21:22:10,263 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:23:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.0217, loss: 2.0217 +2025-04-29 21:22:52,907 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:22:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.2657, loss: 2.2657 +2025-04-29 21:23:35,587 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:21:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.1146, loss: 2.1146 +2025-04-29 21:24:18,269 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:21:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1108, loss: 2.1108 +2025-04-29 21:25:00,865 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:20:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.2166, loss: 2.2166 +2025-04-29 21:25:03,954 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-04-29 21:26:20,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 21:26:20,835 - pyskl - INFO - +top1_acc 0.8366 +top5_acc 0.9763 +2025-04-29 21:26:20,837 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8366, top5_acc: 0.9763 +2025-04-29 21:27:25,574 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:19:52, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0126, loss: 2.0126 +2025-04-29 21:28:08,203 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:19:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0172, loss: 2.0172 +2025-04-29 21:28:50,810 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:18:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.1164, loss: 2.1164 +2025-04-29 21:29:33,513 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0424, loss: 2.0424 +2025-04-29 21:30:16,102 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:16:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1407, loss: 2.1407 +2025-04-29 21:30:58,710 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:16:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0947, loss: 2.0947 +2025-04-29 21:31:41,594 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:15:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.0412, loss: 2.0412 +2025-04-29 21:32:24,314 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:14:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9827, loss: 1.9827 +2025-04-29 21:33:06,972 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.0678, loss: 2.0678 +2025-04-29 21:33:49,733 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.0262, loss: 2.0262 +2025-04-29 21:34:32,439 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:12:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0740, loss: 2.0740 +2025-04-29 21:35:15,071 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:11:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.0918, loss: 2.0918 +2025-04-29 21:35:57,668 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:11:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.1374, loss: 2.1374 +2025-04-29 21:36:40,248 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:10:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.0930, loss: 2.0930 +2025-04-29 21:37:22,797 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:09:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0666, loss: 2.0666 +2025-04-29 21:38:05,475 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:08:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.0703, loss: 2.0703 +2025-04-29 21:38:48,076 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:08:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.1034, loss: 2.1034 +2025-04-29 21:39:30,847 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:07:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1099, loss: 2.1099 +2025-04-29 21:40:13,697 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:06:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.0597, loss: 2.0597 +2025-04-29 21:40:56,382 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:05:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1638, loss: 2.1638 +2025-04-29 21:41:39,113 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:05:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.0293, loss: 2.0293 +2025-04-29 21:42:21,676 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:04:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1045, loss: 2.1045 +2025-04-29 21:43:04,243 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:03:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.1006, loss: 2.1006 +2025-04-29 21:43:46,891 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:03:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.0832, loss: 2.0832 +2025-04-29 21:44:29,463 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:02:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 2.1186, loss: 2.1186 +2025-04-29 21:44:32,547 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-04-29 21:45:49,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 21:45:49,711 - pyskl - INFO - +top1_acc 0.8192 +top5_acc 0.9600 +2025-04-29 21:45:49,714 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8192, top5_acc: 0.9600 +2025-04-29 21:46:54,584 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:01:42, time: 0.649, data_time: 0.220, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0589, loss: 2.0589 +2025-04-29 21:47:37,289 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:00:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0301, loss: 2.0301 +2025-04-29 21:48:20,113 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:00:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.9394, loss: 1.9394 +2025-04-29 21:49:02,888 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 15:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.9590, loss: 1.9590 +2025-04-29 21:49:45,712 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:58:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.0554, loss: 2.0554 +2025-04-29 21:50:28,431 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:58:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0010, loss: 2.0010 +2025-04-29 21:51:11,091 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:57:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0386, loss: 2.0386 +2025-04-29 21:51:53,610 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:56:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.0798, loss: 2.0798 +2025-04-29 21:52:36,351 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:55:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.1872, loss: 2.1872 +2025-04-29 21:53:19,097 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:55:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.0113, loss: 2.0113 +2025-04-29 21:54:01,793 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9227, loss: 1.9227 +2025-04-29 21:54:44,495 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:53:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9886, loss: 1.9886 +2025-04-29 21:55:27,202 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:52:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9455, loss: 1.9455 +2025-04-29 21:56:09,819 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:52:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.0364, loss: 2.0364 +2025-04-29 21:56:52,511 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:51:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.0319, loss: 2.0319 +2025-04-29 21:57:35,116 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:50:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0408, loss: 2.0408 +2025-04-29 21:58:17,760 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:50:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.1350, loss: 2.1350 +2025-04-29 21:59:00,466 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0030, loss: 2.0030 +2025-04-29 21:59:43,170 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:48:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0203, loss: 2.0203 +2025-04-29 22:00:25,864 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:47:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.0959, loss: 2.0959 +2025-04-29 22:01:08,557 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:47:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.0939, loss: 2.0939 +2025-04-29 22:01:51,326 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:46:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.1716, loss: 2.1716 +2025-04-29 22:02:34,031 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:45:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.0780, loss: 2.0780 +2025-04-29 22:03:16,775 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:44:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1556, loss: 2.1556 +2025-04-29 22:03:59,504 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:44:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1120, loss: 2.1120 +2025-04-29 22:04:02,658 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-04-29 22:05:19,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 22:05:19,764 - pyskl - INFO - +top1_acc 0.8506 +top5_acc 0.9736 +2025-04-29 22:05:19,767 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8506, top5_acc: 0.9736 +2025-04-29 22:06:24,056 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:43:32, time: 0.643, data_time: 0.217, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9013, loss: 1.9013 +2025-04-29 22:07:06,652 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:42:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.9552, loss: 1.9552 +2025-04-29 22:07:49,287 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:42:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.0809, loss: 2.0809 +2025-04-29 22:08:32,083 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:41:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9707, loss: 1.9707 +2025-04-29 22:09:15,170 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:40:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9467, loss: 1.9467 +2025-04-29 22:09:58,078 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:39:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9988, loss_cls: 2.0341, loss: 2.0341 +2025-04-29 22:10:40,918 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:39:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0271, loss: 2.0271 +2025-04-29 22:11:23,519 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:38:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0434, loss: 2.0434 +2025-04-29 22:12:06,299 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:37:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.9547, loss: 1.9547 +2025-04-29 22:12:49,003 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:36:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.9145, loss: 1.9145 +2025-04-29 22:13:31,693 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:36:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.0261, loss: 2.0261 +2025-04-29 22:14:14,386 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:35:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0024, loss: 2.0024 +2025-04-29 22:14:57,110 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:34:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.2060, loss: 2.2060 +2025-04-29 22:15:39,729 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:34:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.0708, loss: 2.0708 +2025-04-29 22:16:22,319 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:33:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.0427, loss: 2.0427 +2025-04-29 22:17:04,960 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:32:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.0347, loss: 2.0347 +2025-04-29 22:17:47,775 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:31:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.0255, loss: 2.0255 +2025-04-29 22:18:30,537 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:31:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1296, loss: 2.1296 +2025-04-29 22:19:13,171 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:30:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.9544, loss: 1.9544 +2025-04-29 22:19:55,847 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:29:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9944, loss: 1.9944 +2025-04-29 22:20:38,503 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:28:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1112, loss: 2.1112 +2025-04-29 22:21:21,141 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:28:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.0330, loss: 2.0330 +2025-04-29 22:22:03,688 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:27:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9807, loss: 1.9807 +2025-04-29 22:22:46,283 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:26:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 1.9865, loss: 1.9865 +2025-04-29 22:23:28,885 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:25:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.1476, loss: 2.1476 +2025-04-29 22:23:31,928 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-04-29 22:24:48,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 22:24:49,026 - pyskl - INFO - +top1_acc 0.8318 +top5_acc 0.9711 +2025-04-29 22:24:49,028 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8318, top5_acc: 0.9711 +2025-04-29 22:25:53,435 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:25:23, time: 0.644, data_time: 0.218, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9480, loss: 1.9480 +2025-04-29 22:26:36,019 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:24:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8312, loss: 1.8312 +2025-04-29 22:27:18,507 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:23:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8908, loss: 1.8908 +2025-04-29 22:28:01,231 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:23:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.9895, loss: 1.9895 +2025-04-29 22:28:43,937 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:22:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9975, loss_cls: 2.0570, loss: 2.0570 +2025-04-29 22:29:26,561 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:21:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.0013, loss: 2.0013 +2025-04-29 22:30:09,242 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:20:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.0548, loss: 2.0548 +2025-04-29 22:30:51,894 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:20:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9988, loss_cls: 1.9907, loss: 1.9907 +2025-04-29 22:31:34,573 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:19:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.9384, loss: 1.9384 +2025-04-29 22:32:17,327 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:18:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.0940, loss: 2.0940 +2025-04-29 22:33:00,019 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:18:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 1.9974, loss: 1.9974 +2025-04-29 22:33:42,571 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:17:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.0273, loss: 2.0273 +2025-04-29 22:34:25,126 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:16:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0350, loss: 2.0350 +2025-04-29 22:35:07,694 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:15:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.9700, loss: 1.9700 +2025-04-29 22:35:50,267 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:15:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0651, loss: 2.0651 +2025-04-29 22:36:32,943 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9988, loss_cls: 1.9270, loss: 1.9270 +2025-04-29 22:37:15,642 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:13:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.9573, loss: 1.9573 +2025-04-29 22:37:58,315 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:12:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9620, loss: 1.9620 +2025-04-29 22:38:41,331 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:12:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.0483, loss: 2.0483 +2025-04-29 22:39:23,893 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:11:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.0238, loss: 2.0238 +2025-04-29 22:40:06,529 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:10:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 2.0615, loss: 2.0615 +2025-04-29 22:40:49,158 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:10:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9455, loss: 1.9455 +2025-04-29 22:41:31,745 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:09:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0566, loss: 2.0566 +2025-04-29 22:42:14,314 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:08:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.9924, loss: 1.9924 +2025-04-29 22:42:56,897 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:07:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.0754, loss: 2.0754 +2025-04-29 22:43:00,000 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-04-29 22:44:16,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 22:44:16,613 - pyskl - INFO - +top1_acc 0.8421 +top5_acc 0.9736 +2025-04-29 22:44:16,616 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8421, top5_acc: 0.9736 +2025-04-29 22:45:20,959 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:07:12, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.9994, loss: 1.9994 +2025-04-29 22:46:03,838 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:06:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9699, loss: 1.9699 +2025-04-29 22:46:46,686 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:05:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8544, loss: 1.8544 +2025-04-29 22:47:29,325 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:05:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.0190, loss: 2.0190 +2025-04-29 22:48:11,844 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:04:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.8643, loss: 1.8643 +2025-04-29 22:48:54,148 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:03:33, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 1.9293, loss: 1.9293 +2025-04-29 22:49:36,790 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:02:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.0016, loss: 2.0016 +2025-04-29 22:50:19,330 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:02:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.0192, loss: 2.0192 +2025-04-29 22:51:02,031 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:01:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.0505, loss: 2.0505 +2025-04-29 22:51:44,721 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:00:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.0099, loss: 2.0099 +2025-04-29 22:52:27,353 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 14:59:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.9223, loss: 1.9223 +2025-04-29 22:53:10,003 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:59:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0298, loss: 2.0298 +2025-04-29 22:53:52,677 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:58:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.0000, loss: 2.0000 +2025-04-29 22:54:35,385 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:57:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.9933, loss: 1.9933 +2025-04-29 22:55:18,184 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:56:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0148, loss: 2.0148 +2025-04-29 22:56:01,126 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:56:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8812, loss: 1.8812 +2025-04-29 22:56:43,813 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:55:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.0351, loss: 2.0351 +2025-04-29 22:57:26,571 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:54:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.9267, loss: 1.9267 +2025-04-29 22:58:09,146 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:54:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.9966, loss: 1.9966 +2025-04-29 22:58:51,863 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:53:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.9820, loss: 1.9820 +2025-04-29 22:59:34,574 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:52:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.0237, loss: 2.0237 +2025-04-29 23:00:17,122 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:51:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.0459, loss: 2.0459 +2025-04-29 23:00:59,793 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:51:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.9299, loss: 1.9299 +2025-04-29 23:01:42,437 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:50:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0059, loss: 2.0059 +2025-04-29 23:02:24,985 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:49:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9986, loss: 1.9986 +2025-04-29 23:02:28,068 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-04-29 23:03:44,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 23:03:44,630 - pyskl - INFO - +top1_acc 0.8427 +top5_acc 0.9702 +2025-04-29 23:03:44,632 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8427, top5_acc: 0.9702 +2025-04-29 23:04:48,871 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:49:02, time: 0.642, data_time: 0.216, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8878, loss: 1.8878 +2025-04-29 23:05:31,546 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:48:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8487, loss: 1.8487 +2025-04-29 23:06:14,343 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:47:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.8889, loss: 1.8889 +2025-04-29 23:06:57,021 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:46:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9434, loss: 1.9434 +2025-04-29 23:07:39,562 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:46:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.9926, loss: 1.9926 +2025-04-29 23:08:22,161 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:45:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.8908, loss: 1.8908 +2025-04-29 23:09:04,774 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:44:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9121, loss: 1.9121 +2025-04-29 23:09:47,286 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:43:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 1.9168, loss: 1.9168 +2025-04-29 23:10:29,786 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:43:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.9544, loss: 1.9544 +2025-04-29 23:11:12,419 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:42:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 1.9488, loss: 1.9488 +2025-04-29 23:11:54,978 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:41:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.0326, loss: 2.0326 +2025-04-29 23:12:37,513 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:40:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.9225, loss: 1.9225 +2025-04-29 23:13:20,092 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:40:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.8657, loss: 1.8657 +2025-04-29 23:14:02,721 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:39:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 1.9721, loss: 1.9721 +2025-04-29 23:14:45,319 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:38:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9762, loss: 1.9762 +2025-04-29 23:15:28,013 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:38:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0002, loss: 2.0002 +2025-04-29 23:16:10,618 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:37:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0342, loss: 2.0342 +2025-04-29 23:16:53,430 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:36:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0381, loss: 2.0381 +2025-04-29 23:17:36,085 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:35:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.9870, loss: 1.9870 +2025-04-29 23:18:18,679 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:35:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0657, loss: 2.0657 +2025-04-29 23:19:01,454 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:34:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8748, loss: 1.8748 +2025-04-29 23:19:43,999 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:33:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 2.0194, loss: 2.0194 +2025-04-29 23:20:26,555 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:32:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.0710, loss: 2.0710 +2025-04-29 23:21:09,143 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:32:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.0206, loss: 2.0206 +2025-04-29 23:21:51,790 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:31:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 1.9808, loss: 1.9808 +2025-04-29 23:21:54,812 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-04-29 23:23:49,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 23:23:50,024 - pyskl - INFO - +top1_acc 0.8444 +top5_acc 0.9726 +2025-04-29 23:23:50,027 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8444, top5_acc: 0.9726 +2025-04-29 23:24:54,803 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:30:52, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8842, loss: 1.8842 +2025-04-29 23:25:37,474 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:30:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.9516, loss: 1.9516 +2025-04-29 23:26:20,123 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:29:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.9093, loss: 1.9093 +2025-04-29 23:27:02,744 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:28:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8878, loss: 1.8878 +2025-04-29 23:27:45,281 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:27:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8171, loss: 1.8171 +2025-04-29 23:28:27,865 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:27:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.8860, loss: 1.8860 +2025-04-29 23:29:10,510 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:26:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8312, loss: 1.8312 +2025-04-29 23:29:53,162 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:25:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8451, loss: 1.8451 +2025-04-29 23:30:35,698 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:25:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.9420, loss: 1.9420 +2025-04-29 23:31:18,238 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:24:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.9158, loss: 1.9158 +2025-04-29 23:32:00,779 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:23:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.9331, loss: 1.9331 +2025-04-29 23:32:43,399 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:22:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.9447, loss: 1.9447 +2025-04-29 23:33:26,029 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:22:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.9769, loss: 1.9769 +2025-04-29 23:34:08,743 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:21:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.9303, loss: 1.9303 +2025-04-29 23:34:51,395 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:20:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.9589, loss: 1.9589 +2025-04-29 23:35:34,037 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:19:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.8581, loss: 1.8581 +2025-04-29 23:36:16,670 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:19:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9422, loss: 1.9422 +2025-04-29 23:36:59,246 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:18:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 2.0167, loss: 2.0167 +2025-04-29 23:37:41,861 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:17:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.9124, loss: 1.9124 +2025-04-29 23:38:24,283 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:16:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.9181, loss: 1.9181 +2025-04-29 23:39:06,949 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:16:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.9281, loss: 1.9281 +2025-04-29 23:39:49,525 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:15:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.9708, loss: 1.9708 +2025-04-29 23:40:32,322 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:14:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 1.9568, loss: 1.9568 +2025-04-29 23:41:14,905 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:14:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0485, loss: 2.0485 +2025-04-29 23:41:57,634 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:13:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9810, loss: 1.9810 +2025-04-29 23:42:00,714 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-04-29 23:43:17,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 23:43:17,745 - pyskl - INFO - +top1_acc 0.8401 +top5_acc 0.9735 +2025-04-29 23:43:17,748 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8401, top5_acc: 0.9735 +2025-04-29 23:44:22,378 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:12:41, time: 0.646, data_time: 0.222, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8257, loss: 1.8257 +2025-04-29 23:45:04,994 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:11:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8728, loss: 1.8728 +2025-04-29 23:45:47,606 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:11:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9085, loss: 1.9085 +2025-04-29 23:46:30,228 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:10:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.9139, loss: 1.9139 +2025-04-29 23:47:12,913 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:09:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9661, loss: 1.9661 +2025-04-29 23:47:55,561 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:09:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.8500, loss: 1.8500 +2025-04-29 23:48:38,141 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:08:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 1.9277, loss: 1.9277 +2025-04-29 23:49:20,769 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:07:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 1.9237, loss: 1.9237 +2025-04-29 23:50:03,463 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:06:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.8899, loss: 1.8899 +2025-04-29 23:50:46,074 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:06:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8816, loss: 1.8816 +2025-04-29 23:51:28,645 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:05:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.8287, loss: 1.8287 +2025-04-29 23:52:11,234 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:04:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.8905, loss: 1.8905 +2025-04-29 23:52:53,889 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:03:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.9507, loss: 1.9507 +2025-04-29 23:53:36,563 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:03:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.9435, loss: 1.9435 +2025-04-29 23:54:19,441 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:02:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9555, loss: 1.9555 +2025-04-29 23:55:02,176 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:01:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7627, loss: 1.7627 +2025-04-29 23:55:44,779 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:01:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.9463, loss: 1.9463 +2025-04-29 23:56:27,339 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:00:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8375, loss: 1.8375 +2025-04-29 23:57:09,981 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 13:59:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8885, loss: 1.8885 +2025-04-29 23:57:52,561 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:58:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9002, loss: 1.9002 +2025-04-29 23:58:35,267 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:58:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9255, loss: 1.9255 +2025-04-29 23:59:17,905 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:57:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.9265, loss: 1.9265 +2025-04-30 00:00:00,450 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:56:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9465, loss: 1.9465 +2025-04-30 00:00:43,335 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:55:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.9575, loss: 1.9575 +2025-04-30 00:01:26,127 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:55:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.9955, loss: 1.9955 +2025-04-30 00:01:29,213 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-04-30 00:02:45,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 00:02:45,637 - pyskl - INFO - +top1_acc 0.8447 +top5_acc 0.9740 +2025-04-30 00:02:45,639 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8447, top5_acc: 0.9740 +2025-04-30 00:03:50,102 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:54:31, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.9660, loss: 1.9660 +2025-04-30 00:04:32,950 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:53:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7663, loss: 1.7663 +2025-04-30 00:05:15,751 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:53:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.7880, loss: 1.7880 +2025-04-30 00:05:58,361 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:52:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7648, loss: 1.7648 +2025-04-30 00:06:40,999 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:51:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8633, loss: 1.8633 +2025-04-30 00:07:23,554 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:50:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 1.8396, loss: 1.8396 +2025-04-30 00:08:06,135 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:50:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9027, loss: 1.9027 +2025-04-30 00:08:48,648 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:49:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9073, loss: 1.9073 +2025-04-30 00:09:31,225 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:48:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9516, loss: 1.9516 +2025-04-30 00:10:13,850 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:47:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9508, loss: 1.9508 +2025-04-30 00:10:56,311 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:47:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.8559, loss: 1.8559 +2025-04-30 00:11:38,830 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:46:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.9111, loss: 1.9111 +2025-04-30 00:12:21,435 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:45:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.9557, loss: 1.9557 +2025-04-30 00:13:04,164 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:45:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9172, loss: 1.9172 +2025-04-30 00:13:46,804 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:44:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8542, loss: 1.8542 +2025-04-30 00:14:29,418 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:43:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8468, loss: 1.8468 +2025-04-30 00:15:12,021 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:42:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.9191, loss: 1.9191 +2025-04-30 00:15:54,707 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:42:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.8078, loss: 1.8078 +2025-04-30 00:16:37,446 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.9087, loss: 1.9087 +2025-04-30 00:17:20,227 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:40:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8835, loss: 1.8835 +2025-04-30 00:18:02,951 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:39:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9951, loss: 1.9951 +2025-04-30 00:18:45,686 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:39:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.8704, loss: 1.8704 +2025-04-30 00:19:28,452 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.9259, loss: 1.9259 +2025-04-30 00:20:10,957 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:37:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9761, loss: 1.9761 +2025-04-30 00:20:53,562 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:36:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8522, loss: 1.8522 +2025-04-30 00:20:56,673 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-04-30 00:22:13,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 00:22:13,550 - pyskl - INFO - +top1_acc 0.8525 +top5_acc 0.9756 +2025-04-30 00:22:13,604 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_92.pth was removed +2025-04-30 00:22:14,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-04-30 00:22:14,657 - pyskl - INFO - Best top1_acc is 0.8525 at 105 epoch. +2025-04-30 00:22:14,659 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8525, top5_acc: 0.9756 +2025-04-30 00:23:19,406 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:36:21, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7700, loss: 1.7700 +2025-04-30 00:24:02,070 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:35:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7028, loss: 1.7028 +2025-04-30 00:24:44,627 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:34:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 1.7182, loss: 1.7182 +2025-04-30 00:25:27,236 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:34:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.8455, loss: 1.8455 +2025-04-30 00:26:09,790 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:33:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8004, loss: 1.8004 +2025-04-30 00:26:52,311 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:32:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.8426, loss: 1.8426 +2025-04-30 00:27:34,866 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:31:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 1.9443, loss: 1.9443 +2025-04-30 00:28:17,323 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:31:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8040, loss: 1.8040 +2025-04-30 00:28:59,963 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:30:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.8272, loss: 1.8272 +2025-04-30 00:29:42,521 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:29:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8127, loss: 1.8127 +2025-04-30 00:30:25,078 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:29:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 1.9309, loss: 1.9309 +2025-04-30 00:31:07,483 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:28:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8351, loss: 1.8351 +2025-04-30 00:31:49,951 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:27:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8019, loss: 1.8019 +2025-04-30 00:32:32,543 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:26:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.8933, loss: 1.8933 +2025-04-30 00:33:15,281 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:26:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.8938, loss: 1.8938 +2025-04-30 00:33:58,094 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:25:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8660, loss: 1.8660 +2025-04-30 00:34:40,798 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:24:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8217, loss: 1.8217 +2025-04-30 00:35:23,456 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:23:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.8339, loss: 1.8339 +2025-04-30 00:36:06,146 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:23:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.8502, loss: 1.8502 +2025-04-30 00:36:48,780 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:22:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.8701, loss: 1.8701 +2025-04-30 00:37:31,327 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:21:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7987, loss: 1.7987 +2025-04-30 00:38:14,035 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:21:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.8454, loss: 1.8454 +2025-04-30 00:38:56,571 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:20:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.7965, loss: 1.7965 +2025-04-30 00:39:39,238 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:19:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 1.8486, loss: 1.8486 +2025-04-30 00:40:21,831 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:18:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.9784, loss: 1.9784 +2025-04-30 00:40:24,927 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-04-30 00:41:41,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 00:41:41,672 - pyskl - INFO - +top1_acc 0.8354 +top5_acc 0.9711 +2025-04-30 00:41:41,679 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8354, top5_acc: 0.9711 +2025-04-30 00:42:46,340 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:18:11, time: 0.647, data_time: 0.220, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9298, loss: 1.9298 +2025-04-30 00:43:28,709 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:17:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7945, loss: 1.7945 +2025-04-30 00:44:11,192 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:16:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7532, loss: 1.7532 +2025-04-30 00:44:53,793 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:15:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.7878, loss: 1.7878 +2025-04-30 00:45:36,282 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:15:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8849, loss: 1.8849 +2025-04-30 00:46:18,889 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:14:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.8807, loss: 1.8807 +2025-04-30 00:47:01,573 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:13:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8247, loss: 1.8247 +2025-04-30 00:47:44,199 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:13:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8611, loss: 1.8611 +2025-04-30 00:48:26,857 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:12:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7992, loss: 1.7992 +2025-04-30 00:49:09,573 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:11:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.8436, loss: 1.8436 +2025-04-30 00:49:52,258 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:10:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7960, loss: 1.7960 +2025-04-30 00:50:34,886 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:10:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8202, loss: 1.8202 +2025-04-30 00:51:17,466 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:09:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.9318, loss: 1.9318 +2025-04-30 00:52:00,282 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:08:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8496, loss: 1.8496 +2025-04-30 00:52:43,055 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:07:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.8390, loss: 1.8390 +2025-04-30 00:53:25,853 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:07:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7960, loss: 1.7960 +2025-04-30 00:54:08,698 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:06:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8143, loss: 1.8143 +2025-04-30 00:54:51,350 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.8547, loss: 1.8547 +2025-04-30 00:55:34,099 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:05:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.9120, loss: 1.9120 +2025-04-30 00:56:16,631 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:04:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8416, loss: 1.8416 +2025-04-30 00:56:59,278 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:03:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.9176, loss: 1.9176 +2025-04-30 00:57:41,994 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8393, loss: 1.8393 +2025-04-30 00:58:24,622 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:02:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8676, loss: 1.8676 +2025-04-30 00:59:07,315 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:01:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.7748, loss: 1.7748 +2025-04-30 00:59:49,967 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:00:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8598, loss: 1.8598 +2025-04-30 00:59:53,103 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-04-30 01:01:10,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 01:01:10,334 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9776 +2025-04-30 01:01:10,386 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_105.pth was removed +2025-04-30 01:01:11,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-04-30 01:01:11,429 - pyskl - INFO - Best top1_acc is 0.8527 at 107 epoch. +2025-04-30 01:01:11,432 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8527, top5_acc: 0.9776 +2025-04-30 01:02:15,990 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:00:01, time: 0.646, data_time: 0.220, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7863, loss: 1.7863 +2025-04-30 01:02:58,734 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:59:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7860, loss: 1.7860 +2025-04-30 01:03:41,287 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:58:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7314, loss: 1.7314 +2025-04-30 01:04:23,890 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:57:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7832, loss: 1.7832 +2025-04-30 01:05:06,545 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:57:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8083, loss: 1.8083 +2025-04-30 01:05:49,064 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:56:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8629, loss: 1.8629 +2025-04-30 01:06:31,595 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:55:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8334, loss: 1.8334 +2025-04-30 01:07:14,191 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:54:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8108, loss: 1.8108 +2025-04-30 01:07:56,707 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:54:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8428, loss: 1.8428 +2025-04-30 01:08:39,312 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:53:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7572, loss: 1.7572 +2025-04-30 01:09:21,923 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:52:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8156, loss: 1.8156 +2025-04-30 01:10:04,518 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:51:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7594, loss: 1.7594 +2025-04-30 01:10:47,018 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:51:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.8737, loss: 1.8737 +2025-04-30 01:11:29,611 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:50:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7603, loss: 1.7603 +2025-04-30 01:12:12,233 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:49:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8813, loss: 1.8813 +2025-04-30 01:12:55,011 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:49:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.7456, loss: 1.7456 +2025-04-30 01:13:37,784 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:48:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.7877, loss: 1.7877 +2025-04-30 01:14:20,441 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:47:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9192, loss: 1.9192 +2025-04-30 01:15:03,146 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:46:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.8244, loss: 1.8244 +2025-04-30 01:15:45,827 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:46:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 1.8438, loss: 1.8438 +2025-04-30 01:16:28,551 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:45:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8042, loss: 1.8042 +2025-04-30 01:17:11,281 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:44:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 1.8132, loss: 1.8132 +2025-04-30 01:17:53,999 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:43:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8478, loss: 1.8478 +2025-04-30 01:18:36,597 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:43:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.9109, loss: 1.9109 +2025-04-30 01:19:19,232 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:42:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7987, loss: 1.7987 +2025-04-30 01:19:22,345 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-04-30 01:20:39,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 01:20:39,549 - pyskl - INFO - +top1_acc 0.8550 +top5_acc 0.9756 +2025-04-30 01:20:39,603 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_107.pth was removed +2025-04-30 01:20:40,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-04-30 01:20:40,675 - pyskl - INFO - Best top1_acc is 0.8550 at 108 epoch. +2025-04-30 01:20:40,678 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8550, top5_acc: 0.9756 +2025-04-30 01:21:45,392 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:41:51, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7293, loss: 1.7293 +2025-04-30 01:22:28,050 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.6712, loss: 1.6712 +2025-04-30 01:23:10,667 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:40:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.7273, loss: 1.7273 +2025-04-30 01:23:53,336 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:39:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.6961, loss: 1.6961 +2025-04-30 01:24:36,001 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:38:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8040, loss: 1.8040 +2025-04-30 01:25:18,605 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:38:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8018, loss: 1.8018 +2025-04-30 01:26:01,150 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:37:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7548, loss: 1.7548 +2025-04-30 01:26:43,843 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:36:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.7288, loss: 1.7288 +2025-04-30 01:27:26,531 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:36:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7283, loss: 1.7283 +2025-04-30 01:28:09,274 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:35:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8094, loss: 1.8094 +2025-04-30 01:28:51,812 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:34:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.7791, loss: 1.7791 +2025-04-30 01:29:34,410 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:33:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6920, loss: 1.6920 +2025-04-30 01:30:16,970 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:33:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7641, loss: 1.7641 +2025-04-30 01:30:59,687 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:32:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7342, loss: 1.7342 +2025-04-30 01:31:42,527 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:31:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8109, loss: 1.8109 +2025-04-30 01:32:25,466 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:30:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7707, loss: 1.7707 +2025-04-30 01:33:08,125 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:30:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.7318, loss: 1.7318 +2025-04-30 01:33:50,781 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:29:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8118, loss: 1.8118 +2025-04-30 01:34:33,418 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:28:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.8286, loss: 1.8286 +2025-04-30 01:35:16,009 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:27:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.8183, loss: 1.8183 +2025-04-30 01:35:58,626 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:27:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.8583, loss: 1.8583 +2025-04-30 01:36:41,246 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:26:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.8348, loss: 1.8348 +2025-04-30 01:37:24,028 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:25:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7787, loss: 1.7787 +2025-04-30 01:38:06,691 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:25:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7801, loss: 1.7801 +2025-04-30 01:38:49,377 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:24:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.7961, loss: 1.7961 +2025-04-30 01:38:52,504 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-04-30 01:40:09,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 01:40:09,829 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9683 +2025-04-30 01:40:09,832 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8374, top5_acc: 0.9683 +2025-04-30 01:41:14,775 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:23:41, time: 0.649, data_time: 0.221, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.7602, loss: 1.7602 +2025-04-30 01:41:57,348 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:22:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.7323, loss: 1.7323 +2025-04-30 01:42:39,894 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:22:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7482, loss: 1.7482 +2025-04-30 01:43:22,515 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:21:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7220, loss: 1.7220 +2025-04-30 01:44:05,209 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:20:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.7503, loss: 1.7503 +2025-04-30 01:44:47,846 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:20:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7191, loss: 1.7191 +2025-04-30 01:45:30,530 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:19:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.7002, loss: 1.7002 +2025-04-30 01:46:13,242 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:18:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 1.6982, loss: 1.6982 +2025-04-30 01:46:55,986 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:17:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.7428, loss: 1.7428 +2025-04-30 01:47:38,675 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:17:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.7455, loss: 1.7455 +2025-04-30 01:48:21,345 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:16:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.7506, loss: 1.7506 +2025-04-30 01:49:03,911 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:15:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8025, loss: 1.8025 +2025-04-30 01:49:46,544 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:14:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.7049, loss: 1.7049 +2025-04-30 01:50:29,379 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:14:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.6793, loss: 1.6793 +2025-04-30 01:51:12,111 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:13:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.7287, loss: 1.7287 +2025-04-30 01:51:54,870 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:12:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8063, loss: 1.8063 +2025-04-30 01:52:37,501 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:12:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.8627, loss: 1.8627 +2025-04-30 01:53:20,128 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:11:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.7558, loss: 1.7558 +2025-04-30 01:54:02,767 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:10:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7920, loss: 1.7920 +2025-04-30 01:54:45,347 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:09:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.7807, loss: 1.7807 +2025-04-30 01:55:27,967 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:09:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 1.8414, loss: 1.8414 +2025-04-30 01:56:10,670 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:08:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8122, loss: 1.8122 +2025-04-30 01:56:53,359 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:07:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.8351, loss: 1.8351 +2025-04-30 01:57:36,014 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:06:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7178, loss: 1.7178 +2025-04-30 01:58:18,665 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:06:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.7933, loss: 1.7933 +2025-04-30 01:58:21,740 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-04-30 01:59:38,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 01:59:38,969 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9732 +2025-04-30 01:59:38,971 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8410, top5_acc: 0.9732 +2025-04-30 02:00:43,959 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:05:32, time: 0.650, data_time: 0.223, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7446, loss: 1.7446 +2025-04-30 02:01:26,626 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:04:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6666, loss: 1.6666 +2025-04-30 02:02:09,243 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:04:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7393, loss: 1.7393 +2025-04-30 02:02:51,877 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:03:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7477, loss: 1.7477 +2025-04-30 02:03:34,524 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:02:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.7143, loss: 1.7143 +2025-04-30 02:04:16,996 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:01:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7326, loss: 1.7326 +2025-04-30 02:04:59,526 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:01:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.6754, loss: 1.6754 +2025-04-30 02:05:42,071 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:00:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6556, loss: 1.6556 +2025-04-30 02:06:24,578 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 11:59:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6471, loss: 1.6471 +2025-04-30 02:07:07,142 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:58:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.6933, loss: 1.6933 +2025-04-30 02:07:49,874 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:58:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.7061, loss: 1.7061 +2025-04-30 02:08:32,458 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:57:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6757, loss: 1.6757 +2025-04-30 02:09:15,287 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:56:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7312, loss: 1.7312 +2025-04-30 02:09:57,966 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:56:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7443, loss: 1.7443 +2025-04-30 02:10:40,522 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:55:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.7143, loss: 1.7143 +2025-04-30 02:11:23,159 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:54:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7695, loss: 1.7695 +2025-04-30 02:12:05,892 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:53:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.8714, loss: 1.8714 +2025-04-30 02:12:48,502 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:53:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8028, loss: 1.8028 +2025-04-30 02:13:31,025 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:52:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7502, loss: 1.7502 +2025-04-30 02:14:13,590 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:51:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.7468, loss: 1.7468 +2025-04-30 02:14:56,253 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:50:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7362, loss: 1.7362 +2025-04-30 02:15:39,026 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:50:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7376, loss: 1.7376 +2025-04-30 02:16:21,654 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:49:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7393, loss: 1.7393 +2025-04-30 02:17:04,355 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:48:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7177, loss: 1.7177 +2025-04-30 02:17:47,058 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:48:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 1.0000, loss_cls: 1.7613, loss: 1.7613 +2025-04-30 02:17:50,129 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-04-30 02:19:06,971 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 02:19:07,038 - pyskl - INFO - +top1_acc 0.8579 +top5_acc 0.9784 +2025-04-30 02:19:07,088 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_108.pth was removed +2025-04-30 02:19:08,094 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-04-30 02:19:08,095 - pyskl - INFO - Best top1_acc is 0.8579 at 111 epoch. +2025-04-30 02:19:08,097 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8579, top5_acc: 0.9784 +2025-04-30 02:20:13,313 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:47:22, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.6548, loss: 1.6548 +2025-04-30 02:20:56,108 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:46:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6644, loss: 1.6644 +2025-04-30 02:21:38,814 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:45:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6982, loss: 1.6982 +2025-04-30 02:22:21,469 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:45:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6017, loss: 1.6017 +2025-04-30 02:23:04,137 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:44:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7095, loss: 1.7095 +2025-04-30 02:23:46,773 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:43:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6586, loss: 1.6586 +2025-04-30 02:24:29,401 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:43:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6694, loss: 1.6694 +2025-04-30 02:25:11,969 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:42:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6851, loss: 1.6851 +2025-04-30 02:25:54,735 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:41:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.7701, loss: 1.7701 +2025-04-30 02:26:37,595 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:40:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7278, loss: 1.7278 +2025-04-30 02:27:20,402 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:40:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7174, loss: 1.7174 +2025-04-30 02:28:03,189 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:39:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.6818, loss: 1.6818 +2025-04-30 02:28:45,941 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:38:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7122, loss: 1.7122 +2025-04-30 02:29:28,659 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:37:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.7671, loss: 1.7671 +2025-04-30 02:30:11,431 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.6927, loss: 1.6927 +2025-04-30 02:30:54,082 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:36:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7180, loss: 1.7180 +2025-04-30 02:31:36,662 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:35:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.7445, loss: 1.7445 +2025-04-30 02:32:19,331 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:34:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7740, loss: 1.7740 +2025-04-30 02:33:01,868 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:34:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6981, loss: 1.6981 +2025-04-30 02:33:44,483 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:33:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.7218, loss: 1.7218 +2025-04-30 02:34:27,195 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:32:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6659, loss: 1.6659 +2025-04-30 02:35:09,938 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:32:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.7859, loss: 1.7859 +2025-04-30 02:35:52,649 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:31:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.6575, loss: 1.6575 +2025-04-30 02:36:35,246 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:30:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6554, loss: 1.6554 +2025-04-30 02:37:17,807 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:29:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7267, loss: 1.7267 +2025-04-30 02:37:20,970 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-04-30 02:38:38,295 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 02:38:38,368 - pyskl - INFO - +top1_acc 0.8627 +top5_acc 0.9774 +2025-04-30 02:38:38,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_111.pth was removed +2025-04-30 02:38:39,618 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-04-30 02:38:39,619 - pyskl - INFO - Best top1_acc is 0.8627 at 112 epoch. +2025-04-30 02:38:39,622 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8627, top5_acc: 0.9774 +2025-04-30 02:39:45,156 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:29:13, time: 0.655, data_time: 0.226, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6152, loss: 1.6152 +2025-04-30 02:40:27,894 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:28:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5602, loss: 1.5602 +2025-04-30 02:41:10,472 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:27:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.6300, loss: 1.6300 +2025-04-30 02:41:53,108 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:27:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6615, loss: 1.6615 +2025-04-30 02:42:35,814 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.6848, loss: 1.6848 +2025-04-30 02:43:18,468 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:25:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5481, loss: 1.5481 +2025-04-30 02:44:01,231 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:24:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6333, loss: 1.6333 +2025-04-30 02:44:44,101 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:24:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6811, loss: 1.6811 +2025-04-30 02:45:26,859 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:23:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7276, loss: 1.7276 +2025-04-30 02:46:09,650 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:22:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6419, loss: 1.6419 +2025-04-30 02:46:52,381 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:21:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.6254, loss: 1.6254 +2025-04-30 02:47:35,170 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:21:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6750, loss: 1.6750 +2025-04-30 02:48:17,921 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:20:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6306, loss: 1.6306 +2025-04-30 02:49:00,688 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:19:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.6739, loss: 1.6739 +2025-04-30 02:49:43,404 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:19:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7068, loss: 1.7068 +2025-04-30 02:50:26,015 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:18:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.7828, loss: 1.7828 +2025-04-30 02:51:08,586 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:17:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7033, loss: 1.7033 +2025-04-30 02:51:51,145 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:16:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7241, loss: 1.7241 +2025-04-30 02:52:33,833 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:16:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6902, loss: 1.6902 +2025-04-30 02:53:16,439 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:15:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.5918, loss: 1.5918 +2025-04-30 02:53:59,095 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:14:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6837, loss: 1.6837 +2025-04-30 02:54:41,766 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:13:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7346, loss: 1.7346 +2025-04-30 02:55:24,429 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:13:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.7611, loss: 1.7611 +2025-04-30 02:56:07,110 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:12:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7529, loss: 1.7529 +2025-04-30 02:56:49,782 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:11:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7005, loss: 1.7005 +2025-04-30 02:56:52,874 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-04-30 02:58:09,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 02:58:10,066 - pyskl - INFO - +top1_acc 0.8568 +top5_acc 0.9749 +2025-04-30 02:58:10,069 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8568, top5_acc: 0.9749 +2025-04-30 02:59:15,419 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:11:04, time: 0.653, data_time: 0.224, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-04-30 02:59:58,177 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:10:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5646, loss: 1.5646 +2025-04-30 03:00:40,802 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:09:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-04-30 03:01:23,470 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:08:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6038, loss: 1.6038 +2025-04-30 03:02:06,079 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:08:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5412, loss: 1.5412 +2025-04-30 03:02:48,857 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:07:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4802, loss: 1.4802 +2025-04-30 03:03:31,691 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:06:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6220, loss: 1.6220 +2025-04-30 03:04:14,396 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:05:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6996, loss: 1.6996 +2025-04-30 03:04:57,128 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:05:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5696, loss: 1.5696 +2025-04-30 03:05:39,763 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:04:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6929, loss: 1.6929 +2025-04-30 03:06:22,434 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6719, loss: 1.6719 +2025-04-30 03:07:04,962 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:03:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6704, loss: 1.6704 +2025-04-30 03:07:47,546 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:02:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5802, loss: 1.5802 +2025-04-30 03:08:30,345 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:01:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.6690, loss: 1.6690 +2025-04-30 03:09:13,215 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:00:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6498, loss: 1.6498 +2025-04-30 03:09:55,977 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:00:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5680, loss: 1.5680 +2025-04-30 03:10:38,669 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.7151, loss: 1.7151 +2025-04-30 03:11:21,382 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:58:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7085, loss: 1.7085 +2025-04-30 03:12:03,998 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:57:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.6795, loss: 1.6795 +2025-04-30 03:12:46,726 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:57:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5888, loss: 1.5888 +2025-04-30 03:13:29,385 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:56:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6564, loss: 1.6564 +2025-04-30 03:14:12,034 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:55:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6046, loss: 1.6046 +2025-04-30 03:14:54,579 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:55:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7090, loss: 1.7090 +2025-04-30 03:15:37,172 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:54:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7195, loss: 1.7195 +2025-04-30 03:16:19,744 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:53:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.7308, loss: 1.7308 +2025-04-30 03:16:22,877 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-04-30 03:17:40,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 03:17:40,175 - pyskl - INFO - +top1_acc 0.8576 +top5_acc 0.9778 +2025-04-30 03:17:40,177 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8576, top5_acc: 0.9778 +2025-04-30 03:18:45,085 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:52:54, time: 0.649, data_time: 0.222, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-04-30 03:19:27,618 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:52:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5530, loss: 1.5530 +2025-04-30 03:20:10,413 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:51:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.6013, loss: 1.6013 +2025-04-30 03:20:53,295 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:50:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6165, loss: 1.6165 +2025-04-30 03:21:36,190 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:49:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.5992, loss: 1.5992 +2025-04-30 03:22:18,888 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.5787, loss: 1.5787 +2025-04-30 03:23:01,682 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:48:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5924, loss: 1.5924 +2025-04-30 03:23:44,215 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:47:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5622, loss: 1.5622 +2025-04-30 03:24:26,927 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:47:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5621, loss: 1.5621 +2025-04-30 03:25:09,557 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:46:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6340, loss: 1.6340 +2025-04-30 03:25:52,125 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:45:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6411, loss: 1.6411 +2025-04-30 03:26:34,775 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:44:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5228, loss: 1.5228 +2025-04-30 03:27:17,403 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:44:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6072, loss: 1.6072 +2025-04-30 03:28:00,091 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:43:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6582, loss: 1.6582 +2025-04-30 03:28:42,855 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:42:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.6375, loss: 1.6375 +2025-04-30 03:29:25,548 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:41:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.5974, loss: 1.5974 +2025-04-30 03:30:08,374 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:41:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6620, loss: 1.6620 +2025-04-30 03:30:51,199 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:40:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6152, loss: 1.6152 +2025-04-30 03:31:33,829 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:39:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5950, loss: 1.5950 +2025-04-30 03:32:16,478 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:39:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.6735, loss: 1.6735 +2025-04-30 03:32:59,120 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:38:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7216, loss: 1.7216 +2025-04-30 03:33:41,832 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:37:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7345, loss: 1.7345 +2025-04-30 03:34:24,434 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:36:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5428, loss: 1.5428 +2025-04-30 03:35:07,233 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:36:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6020, loss: 1.6020 +2025-04-30 03:35:49,934 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:35:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.6294, loss: 1.6294 +2025-04-30 03:35:53,075 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-04-30 03:37:10,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 03:37:10,269 - pyskl - INFO - +top1_acc 0.8672 +top5_acc 0.9773 +2025-04-30 03:37:10,343 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_112.pth was removed +2025-04-30 03:37:11,425 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-04-30 03:37:11,426 - pyskl - INFO - Best top1_acc is 0.8672 at 115 epoch. +2025-04-30 03:37:11,429 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8672, top5_acc: 0.9773 +2025-04-30 03:38:16,675 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:34:45, time: 0.652, data_time: 0.226, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.5700, loss: 1.5700 +2025-04-30 03:38:59,338 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.5701, loss: 1.5701 +2025-04-30 03:39:42,042 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:33:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5808, loss: 1.5808 +2025-04-30 03:40:24,730 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:32:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5610, loss: 1.5610 +2025-04-30 03:41:07,473 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:31:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5457, loss: 1.5457 +2025-04-30 03:41:50,166 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:31:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6246, loss: 1.6246 +2025-04-30 03:42:32,767 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:30:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6562, loss: 1.6562 +2025-04-30 03:43:15,402 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:29:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6356, loss: 1.6356 +2025-04-30 03:43:58,029 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:28:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5335, loss: 1.5335 +2025-04-30 03:44:40,572 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:28:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.6449, loss: 1.6449 +2025-04-30 03:45:23,170 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:27:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6157, loss: 1.6157 +2025-04-30 03:46:05,826 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:26:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5778, loss: 1.5778 +2025-04-30 03:46:48,497 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:26:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6679, loss: 1.6679 +2025-04-30 03:47:31,391 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:25:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5453, loss: 1.5453 +2025-04-30 03:48:14,189 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:24:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6250, loss: 1.6250 +2025-04-30 03:48:56,899 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:23:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6300, loss: 1.6300 +2025-04-30 03:49:39,542 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:23:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5467, loss: 1.5467 +2025-04-30 03:50:22,173 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:22:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5446, loss: 1.5446 +2025-04-30 03:51:04,714 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:21:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.5979, loss: 1.5979 +2025-04-30 03:51:47,320 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:20:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.5969, loss: 1.5969 +2025-04-30 03:52:29,838 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:20:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.6397, loss: 1.6397 +2025-04-30 03:53:12,398 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:19:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6049, loss: 1.6049 +2025-04-30 03:53:54,975 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:18:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.6771, loss: 1.6771 +2025-04-30 03:54:37,525 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:18:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6134, loss: 1.6134 +2025-04-30 03:55:20,126 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:17:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.6700, loss: 1.6700 +2025-04-30 03:55:23,229 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-04-30 03:56:40,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 03:56:40,689 - pyskl - INFO - +top1_acc 0.8455 +top5_acc 0.9749 +2025-04-30 03:56:40,691 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8455, top5_acc: 0.9749 +2025-04-30 03:57:45,620 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:16:35, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5858, loss: 1.5858 +2025-04-30 03:58:28,403 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:15:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5219, loss: 1.5219 +2025-04-30 03:59:11,110 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5391, loss: 1.5391 +2025-04-30 03:59:53,846 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5607, loss: 1.5607 +2025-04-30 04:00:36,493 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:13:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.4947, loss: 1.4947 +2025-04-30 04:01:19,138 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:12:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5420, loss: 1.5420 +2025-04-30 04:02:01,671 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:12:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5244, loss: 1.5244 +2025-04-30 04:02:44,306 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:11:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5357, loss: 1.5357 +2025-04-30 04:03:26,956 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:10:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5786, loss: 1.5786 +2025-04-30 04:04:09,542 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:10:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5110, loss: 1.5110 +2025-04-30 04:04:52,219 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:09:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5202, loss: 1.5202 +2025-04-30 04:05:34,765 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:08:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4862, loss: 1.4862 +2025-04-30 04:06:17,326 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:07:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5264, loss: 1.5264 +2025-04-30 04:06:59,992 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:07:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5410, loss: 1.5410 +2025-04-30 04:07:42,687 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:06:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.4800, loss: 1.4800 +2025-04-30 04:08:25,254 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:05:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6049, loss: 1.6049 +2025-04-30 04:09:07,836 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:04:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5188, loss: 1.5188 +2025-04-30 04:09:50,430 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:04:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5559, loss: 1.5559 +2025-04-30 04:10:32,971 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:03:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5279, loss: 1.5279 +2025-04-30 04:11:15,490 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:02:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4550, loss: 1.4550 +2025-04-30 04:11:58,084 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:02:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.6004, loss: 1.6004 +2025-04-30 04:12:40,847 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:01:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5244, loss: 1.5244 +2025-04-30 04:13:23,470 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:00:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.6073, loss: 1.6073 +2025-04-30 04:14:06,100 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 9:59:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5925, loss: 1.5925 +2025-04-30 04:14:48,830 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:59:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.5180, loss: 1.5180 +2025-04-30 04:14:51,986 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-04-30 04:16:09,030 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 04:16:09,099 - pyskl - INFO - +top1_acc 0.8729 +top5_acc 0.9789 +2025-04-30 04:16:09,152 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_115.pth was removed +2025-04-30 04:16:10,234 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-04-30 04:16:10,235 - pyskl - INFO - Best top1_acc is 0.8729 at 117 epoch. +2025-04-30 04:16:10,237 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8729, top5_acc: 0.9789 +2025-04-30 04:17:15,406 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:58:26, time: 0.652, data_time: 0.223, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5132, loss: 1.5132 +2025-04-30 04:17:58,228 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:57:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5135, loss: 1.5135 +2025-04-30 04:18:40,986 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:56:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4909, loss: 1.4909 +2025-04-30 04:19:23,598 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:56:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.5713, loss: 1.5713 +2025-04-30 04:20:06,164 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:55:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5897, loss: 1.5897 +2025-04-30 04:20:48,834 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:54:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4455, loss: 1.4455 +2025-04-30 04:21:31,459 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:54:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5381, loss: 1.5381 +2025-04-30 04:22:14,083 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:53:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5367, loss: 1.5367 +2025-04-30 04:22:56,508 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:52:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5312, loss: 1.5312 +2025-04-30 04:23:39,201 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:51:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5111, loss: 1.5111 +2025-04-30 04:24:21,885 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:51:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4840, loss: 1.4840 +2025-04-30 04:25:04,541 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:50:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5074, loss: 1.5074 +2025-04-30 04:25:47,226 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:49:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5367, loss: 1.5367 +2025-04-30 04:26:29,810 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:48:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.4898, loss: 1.4898 +2025-04-30 04:27:12,535 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:48:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.5862, loss: 1.5862 +2025-04-30 04:27:55,128 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:47:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5909, loss: 1.5909 +2025-04-30 04:28:37,847 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:46:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5481, loss: 1.5481 +2025-04-30 04:29:20,379 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:46:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-04-30 04:30:02,965 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:45:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5165, loss: 1.5165 +2025-04-30 04:30:45,565 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:44:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5575, loss: 1.5575 +2025-04-30 04:31:28,213 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:43:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5556, loss: 1.5556 +2025-04-30 04:32:10,842 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:43:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.5655, loss: 1.5655 +2025-04-30 04:32:53,477 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:42:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5264, loss: 1.5264 +2025-04-30 04:33:36,121 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:41:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5702, loss: 1.5702 +2025-04-30 04:34:18,563 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:40:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.6482, loss: 1.6482 +2025-04-30 04:34:21,657 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-04-30 04:35:38,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 04:35:39,049 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9760 +2025-04-30 04:35:39,052 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8633, top5_acc: 0.9760 +2025-04-30 04:36:43,574 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:40:16, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5351, loss: 1.5351 +2025-04-30 04:37:26,233 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:39:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4587, loss: 1.4587 +2025-04-30 04:38:08,846 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:38:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4960, loss: 1.4960 +2025-04-30 04:38:51,473 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:38:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4855, loss: 1.4855 +2025-04-30 04:39:34,129 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:37:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4640, loss: 1.4640 +2025-04-30 04:40:16,777 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:36:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4937, loss: 1.4937 +2025-04-30 04:40:59,399 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:35:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5283, loss: 1.5283 +2025-04-30 04:41:42,111 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:35:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.5592, loss: 1.5592 +2025-04-30 04:42:24,726 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:34:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5293, loss: 1.5293 +2025-04-30 04:43:07,439 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:33:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4876, loss: 1.4876 +2025-04-30 04:43:50,101 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:32:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4955, loss: 1.4955 +2025-04-30 04:44:32,733 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:32:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5351, loss: 1.5351 +2025-04-30 04:45:15,378 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:31:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5051, loss: 1.5051 +2025-04-30 04:45:58,046 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:30:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5392, loss: 1.5392 +2025-04-30 04:46:40,723 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5791, loss: 1.5791 +2025-04-30 04:47:23,372 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:29:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.5579, loss: 1.5579 +2025-04-30 04:48:06,075 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:28:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5337, loss: 1.5337 +2025-04-30 04:48:48,625 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:27:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4515, loss: 1.4515 +2025-04-30 04:49:31,148 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:27:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4793, loss: 1.4793 +2025-04-30 04:50:13,724 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:26:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5439, loss: 1.5439 +2025-04-30 04:50:56,360 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:25:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.5080, loss: 1.5080 +2025-04-30 04:51:38,912 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:24:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.5350, loss: 1.5350 +2025-04-30 04:52:21,471 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:24:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6128, loss: 1.6128 +2025-04-30 04:53:04,131 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:23:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5517, loss: 1.5517 +2025-04-30 04:53:46,759 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:22:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5631, loss: 1.5631 +2025-04-30 04:53:50,117 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-04-30 04:55:06,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 04:55:07,028 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9796 +2025-04-30 04:55:07,081 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_117.pth was removed +2025-04-30 04:55:08,159 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-04-30 04:55:08,160 - pyskl - INFO - Best top1_acc is 0.8757 at 119 epoch. +2025-04-30 04:55:08,163 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8757, top5_acc: 0.9796 +2025-04-30 04:56:12,253 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:22:06, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4498, loss: 1.4498 +2025-04-30 04:56:54,906 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:21:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-04-30 04:57:37,455 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:20:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4741, loss: 1.4741 +2025-04-30 04:58:20,100 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:19:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5259, loss: 1.5259 +2025-04-30 04:59:02,702 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:19:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3673, loss: 1.3673 +2025-04-30 04:59:45,331 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:18:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4535, loss: 1.4535 +2025-04-30 05:00:27,946 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:17:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4596, loss: 1.4596 +2025-04-30 05:01:10,550 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:17:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5049, loss: 1.5049 +2025-04-30 05:01:53,167 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:16:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-04-30 05:02:35,663 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:15:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4444, loss: 1.4444 +2025-04-30 05:03:18,268 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:14:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4529, loss: 1.4529 +2025-04-30 05:04:00,829 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:14:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4859, loss: 1.4859 +2025-04-30 05:04:43,527 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:13:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4854, loss: 1.4854 +2025-04-30 05:05:26,109 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:12:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5063, loss: 1.5063 +2025-04-30 05:06:08,817 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:11:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4299, loss: 1.4299 +2025-04-30 05:06:51,459 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:11:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4426, loss: 1.4426 +2025-04-30 05:07:34,177 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:10:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3963, loss: 1.3963 +2025-04-30 05:08:16,834 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:09:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4962, loss: 1.4962 +2025-04-30 05:08:59,482 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:09:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4367, loss: 1.4367 +2025-04-30 05:09:42,186 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:08:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4612, loss: 1.4612 +2025-04-30 05:10:24,900 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:07:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4193, loss: 1.4193 +2025-04-30 05:11:07,590 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:06:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5036, loss: 1.5036 +2025-04-30 05:11:50,285 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:06:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4541, loss: 1.4541 +2025-04-30 05:12:32,899 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:05:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4931, loss: 1.4931 +2025-04-30 05:13:15,586 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:04:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.4903, loss: 1.4903 +2025-04-30 05:13:18,646 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-04-30 05:14:35,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 05:14:35,545 - pyskl - INFO - +top1_acc 0.8608 +top5_acc 0.9748 +2025-04-30 05:14:35,548 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8608, top5_acc: 0.9748 +2025-04-30 05:15:39,714 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:03:56, time: 0.642, data_time: 0.219, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4666, loss: 1.4666 +2025-04-30 05:16:22,275 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:03:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4068, loss: 1.4068 +2025-04-30 05:17:04,891 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:02:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4080, loss: 1.4080 +2025-04-30 05:17:47,513 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:01:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3898, loss: 1.3898 +2025-04-30 05:18:30,135 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:01:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3903, loss: 1.3903 +2025-04-30 05:19:12,677 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:00:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-04-30 05:19:55,327 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:59:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4839, loss: 1.4839 +2025-04-30 05:20:37,883 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:58:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-04-30 05:21:20,483 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:58:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4645, loss: 1.4645 +2025-04-30 05:22:03,111 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:57:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5259, loss: 1.5259 +2025-04-30 05:22:45,702 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:56:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4917, loss: 1.4917 +2025-04-30 05:23:28,394 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5064, loss: 1.5064 +2025-04-30 05:24:11,011 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:55:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-04-30 05:24:53,612 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:54:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4304, loss: 1.4304 +2025-04-30 05:25:36,328 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:53:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4218, loss: 1.4218 +2025-04-30 05:26:18,887 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:53:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3938, loss: 1.3938 +2025-04-30 05:27:01,483 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:52:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-04-30 05:27:43,947 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:51:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3312, loss: 1.3312 +2025-04-30 05:28:26,503 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:50:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4861, loss: 1.4861 +2025-04-30 05:29:09,071 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:50:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5002, loss: 1.5002 +2025-04-30 05:29:51,747 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:49:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4637, loss: 1.4637 +2025-04-30 05:30:34,579 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:48:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5244, loss: 1.5244 +2025-04-30 05:31:17,249 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:47:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-04-30 05:31:59,847 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:47:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4775, loss: 1.4775 +2025-04-30 05:32:42,537 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:46:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4116, loss: 1.4116 +2025-04-30 05:32:45,655 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-04-30 05:34:02,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 05:34:02,575 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9770 +2025-04-30 05:34:02,577 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8628, top5_acc: 0.9770 +2025-04-30 05:35:07,135 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:45:46, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3838, loss: 1.3838 +2025-04-30 05:35:49,888 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:45:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-04-30 05:36:32,589 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:44:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4427, loss: 1.4427 +2025-04-30 05:37:15,307 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:43:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-04-30 05:37:57,950 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:42:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3428, loss: 1.3428 +2025-04-30 05:38:40,602 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:42:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3971, loss: 1.3971 +2025-04-30 05:39:23,243 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:41:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4275, loss: 1.4275 +2025-04-30 05:40:05,943 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:40:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4174, loss: 1.4174 +2025-04-30 05:40:48,688 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:39:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-04-30 05:41:31,382 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:39:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4491, loss: 1.4491 +2025-04-30 05:42:14,045 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:38:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3997, loss: 1.3997 +2025-04-30 05:42:56,698 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:37:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.4927, loss: 1.4927 +2025-04-30 05:43:39,425 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:37:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4158, loss: 1.4158 +2025-04-30 05:44:22,189 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:36:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3167, loss: 1.3167 +2025-04-30 05:45:04,882 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:35:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4484, loss: 1.4484 +2025-04-30 05:45:47,521 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:34:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4016, loss: 1.4016 +2025-04-30 05:46:30,133 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:34:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4362, loss: 1.4362 +2025-04-30 05:47:12,734 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:33:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4356, loss: 1.4356 +2025-04-30 05:47:55,475 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:32:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3866, loss: 1.3866 +2025-04-30 05:48:38,337 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:31:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.4535, loss: 1.4535 +2025-04-30 05:49:21,014 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:31:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4313, loss: 1.4313 +2025-04-30 05:50:03,589 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:30:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4446, loss: 1.4446 +2025-04-30 05:50:46,356 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:29:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4156, loss: 1.4156 +2025-04-30 05:51:29,138 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:29:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4328, loss: 1.4328 +2025-04-30 05:52:12,025 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:28:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4587, loss: 1.4587 +2025-04-30 05:52:15,186 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-04-30 05:53:32,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 05:53:32,588 - pyskl - INFO - +top1_acc 0.8675 +top5_acc 0.9785 +2025-04-30 05:53:32,590 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8675, top5_acc: 0.9785 +2025-04-30 05:54:37,304 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:27:37, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3973, loss: 1.3973 +2025-04-30 05:55:19,922 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:26:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4293, loss: 1.4293 +2025-04-30 05:56:02,487 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:26:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4043, loss: 1.4043 +2025-04-30 05:56:45,144 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:25:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3706, loss: 1.3706 +2025-04-30 05:57:27,788 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:24:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3052, loss: 1.3052 +2025-04-30 05:58:10,431 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:23:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-04-30 05:58:52,972 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:23:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-04-30 05:59:35,597 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:22:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3966, loss: 1.3966 +2025-04-30 06:00:18,214 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:21:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3974, loss: 1.3974 +2025-04-30 06:01:00,869 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:21:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4173, loss: 1.4173 +2025-04-30 06:01:43,534 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:20:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3476, loss: 1.3476 +2025-04-30 06:02:26,179 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:19:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3769, loss: 1.3769 +2025-04-30 06:03:08,818 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:18:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3823, loss: 1.3823 +2025-04-30 06:03:51,467 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:18:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4149, loss: 1.4149 +2025-04-30 06:04:34,178 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:17:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-04-30 06:05:16,690 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:16:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3802, loss: 1.3802 +2025-04-30 06:05:59,309 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:15:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-04-30 06:06:41,961 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:15:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4169, loss: 1.4169 +2025-04-30 06:07:24,581 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:14:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4342, loss: 1.4342 +2025-04-30 06:08:07,289 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:13:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-04-30 06:08:49,974 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:13:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4145, loss: 1.4145 +2025-04-30 06:09:32,617 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:12:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3985, loss: 1.3985 +2025-04-30 06:10:15,231 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:11:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3831, loss: 1.3831 +2025-04-30 06:10:57,894 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:10:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3681, loss: 1.3681 +2025-04-30 06:11:40,517 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:10:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4241, loss: 1.4241 +2025-04-30 06:11:43,596 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-04-30 06:13:00,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 06:13:00,597 - pyskl - INFO - +top1_acc 0.8811 +top5_acc 0.9798 +2025-04-30 06:13:00,652 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_119.pth was removed +2025-04-30 06:13:01,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-04-30 06:13:01,762 - pyskl - INFO - Best top1_acc is 0.8811 at 123 epoch. +2025-04-30 06:13:01,764 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8811, top5_acc: 0.9798 +2025-04-30 06:14:06,338 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:09:27, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-04-30 06:14:48,903 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:08:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-04-30 06:15:31,468 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:08:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-04-30 06:16:14,029 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:07:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-04-30 06:16:56,557 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:06:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3568, loss: 1.3568 +2025-04-30 06:17:39,238 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:05:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3542, loss: 1.3542 +2025-04-30 06:18:21,886 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:05:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3145, loss: 1.3145 +2025-04-30 06:19:04,489 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:04:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.3059, loss: 1.3059 +2025-04-30 06:19:47,041 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:03:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-04-30 06:20:29,574 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:02:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-04-30 06:21:12,212 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:02:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3150, loss: 1.3150 +2025-04-30 06:21:54,965 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:01:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3157, loss: 1.3157 +2025-04-30 06:22:37,681 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:00:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2833, loss: 1.2833 +2025-04-30 06:23:20,363 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:00:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3356, loss: 1.3356 +2025-04-30 06:24:03,051 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:59:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4100, loss: 1.4100 +2025-04-30 06:24:45,691 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:58:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3631, loss: 1.3631 +2025-04-30 06:25:28,299 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:57:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3608, loss: 1.3608 +2025-04-30 06:26:10,930 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:57:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4046, loss: 1.4046 +2025-04-30 06:26:53,686 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:56:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3808, loss: 1.3808 +2025-04-30 06:27:36,273 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:55:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-04-30 06:28:18,973 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:54:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3607, loss: 1.3607 +2025-04-30 06:29:01,581 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:54:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3296, loss: 1.3296 +2025-04-30 06:29:44,114 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:53:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.4265, loss: 1.4265 +2025-04-30 06:30:26,743 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:52:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4305, loss: 1.4305 +2025-04-30 06:31:09,372 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:52:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3052, loss: 1.3052 +2025-04-30 06:31:12,469 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-04-30 06:32:29,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 06:32:29,235 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9806 +2025-04-30 06:32:29,292 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_123.pth was removed +2025-04-30 06:32:30,396 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-04-30 06:32:30,398 - pyskl - INFO - Best top1_acc is 0.8857 at 124 epoch. +2025-04-30 06:32:30,400 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8857, top5_acc: 0.9806 +2025-04-30 06:33:34,360 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:51:18, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3580, loss: 1.3580 +2025-04-30 06:34:17,030 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:50:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2587, loss: 1.2587 +2025-04-30 06:34:59,637 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:49:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3599, loss: 1.3599 +2025-04-30 06:35:42,197 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:49:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3587, loss: 1.3587 +2025-04-30 06:36:24,870 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:48:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3529, loss: 1.3529 +2025-04-30 06:37:07,431 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:47:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3335, loss: 1.3335 +2025-04-30 06:37:50,027 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:46:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-04-30 06:38:32,614 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:46:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3431, loss: 1.3431 +2025-04-30 06:39:15,242 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:45:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-04-30 06:39:57,914 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:44:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3432, loss: 1.3432 +2025-04-30 06:40:40,506 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:44:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3382, loss: 1.3382 +2025-04-30 06:41:23,255 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3361, loss: 1.3361 +2025-04-30 06:42:06,010 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:42:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3030, loss: 1.3030 +2025-04-30 06:42:48,712 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:41:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-04-30 06:43:31,431 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3084, loss: 1.3084 +2025-04-30 06:44:14,069 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:40:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3612, loss: 1.3612 +2025-04-30 06:44:56,754 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:39:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-04-30 06:45:39,302 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:38:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3896, loss: 1.3896 +2025-04-30 06:46:21,897 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:38:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3391, loss: 1.3391 +2025-04-30 06:47:04,489 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:37:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3003, loss: 1.3003 +2025-04-30 06:47:47,021 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:36:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2932, loss: 1.2932 +2025-04-30 06:48:29,621 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:36:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-04-30 06:49:12,230 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:35:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2711, loss: 1.2711 +2025-04-30 06:49:54,733 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:34:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3827, loss: 1.3827 +2025-04-30 06:50:37,262 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:33:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3626, loss: 1.3626 +2025-04-30 06:50:40,390 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-04-30 06:52:35,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 06:52:35,368 - pyskl - INFO - +top1_acc 0.8803 +top5_acc 0.9813 +2025-04-30 06:52:35,371 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8803, top5_acc: 0.9813 +2025-04-30 06:53:39,631 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:33:08, time: 0.643, data_time: 0.217, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2936, loss: 1.2936 +2025-04-30 06:54:22,186 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:32:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2849, loss: 1.2849 +2025-04-30 06:55:04,838 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:31:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3421, loss: 1.3421 +2025-04-30 06:55:47,358 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:30:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2962, loss: 1.2962 +2025-04-30 06:56:30,037 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:30:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3307, loss: 1.3307 +2025-04-30 06:57:12,667 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:29:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3837, loss: 1.3837 +2025-04-30 06:57:55,287 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:28:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2887, loss: 1.2887 +2025-04-30 06:58:37,829 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:28:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3317, loss: 1.3317 +2025-04-30 06:59:20,379 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:27:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-04-30 07:00:02,938 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:26:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-04-30 07:00:45,591 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:25:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3004, loss: 1.3004 +2025-04-30 07:01:28,367 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:25:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2700, loss: 1.2700 +2025-04-30 07:02:11,171 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:24:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2953, loss: 1.2953 +2025-04-30 07:02:53,853 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:23:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-04-30 07:03:36,534 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:22:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-04-30 07:04:19,034 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:22:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3276, loss: 1.3276 +2025-04-30 07:05:01,667 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:21:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3185, loss: 1.3185 +2025-04-30 07:05:44,234 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:20:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-04-30 07:06:26,836 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:20:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3354, loss: 1.3354 +2025-04-30 07:07:09,522 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:19:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3168, loss: 1.3168 +2025-04-30 07:07:52,143 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:18:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3624, loss: 1.3624 +2025-04-30 07:08:34,823 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:17:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3969, loss: 1.3969 +2025-04-30 07:09:17,421 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:17:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2636, loss: 1.2636 +2025-04-30 07:10:00,090 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:16:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2966, loss: 1.2966 +2025-04-30 07:10:42,762 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:15:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2936, loss: 1.2936 +2025-04-30 07:10:45,838 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-04-30 07:12:02,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 07:12:02,929 - pyskl - INFO - +top1_acc 0.8721 +top5_acc 0.9795 +2025-04-30 07:12:02,932 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8721, top5_acc: 0.9795 +2025-04-30 07:13:07,697 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:14:58, time: 0.648, data_time: 0.220, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3168, loss: 1.3168 +2025-04-30 07:13:50,526 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:14:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3225, loss: 1.3225 +2025-04-30 07:14:33,354 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:13:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3360, loss: 1.3360 +2025-04-30 07:15:16,040 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:12:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-04-30 07:15:58,536 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:12:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2908, loss: 1.2908 +2025-04-30 07:16:41,305 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:11:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3067, loss: 1.3067 +2025-04-30 07:17:23,831 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:10:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2667, loss: 1.2667 +2025-04-30 07:18:06,370 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:09:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2912, loss: 1.2912 +2025-04-30 07:18:48,910 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:09:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2737, loss: 1.2737 +2025-04-30 07:19:31,307 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:08:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3156, loss: 1.3156 +2025-04-30 07:20:13,723 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:07:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3253, loss: 1.3253 +2025-04-30 07:20:56,390 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:06:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-04-30 07:21:39,090 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:06:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-04-30 07:22:21,912 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:05:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2924, loss: 1.2924 +2025-04-30 07:23:04,551 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:04:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-04-30 07:23:47,410 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:04:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3113, loss: 1.3113 +2025-04-30 07:24:29,919 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:03:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2614, loss: 1.2614 +2025-04-30 07:25:12,630 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:02:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-04-30 07:25:55,227 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:01:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3530, loss: 1.3530 +2025-04-30 07:26:37,834 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:01:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3409, loss: 1.3409 +2025-04-30 07:27:20,467 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:00:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-04-30 07:28:03,087 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 6:59:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3143, loss: 1.3143 +2025-04-30 07:28:45,851 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:58:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3137, loss: 1.3137 +2025-04-30 07:29:28,454 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:58:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3195, loss: 1.3195 +2025-04-30 07:30:11,225 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:57:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3104, loss: 1.3104 +2025-04-30 07:30:14,359 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-04-30 07:31:31,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 07:31:31,566 - pyskl - INFO - +top1_acc 0.8787 +top5_acc 0.9804 +2025-04-30 07:31:31,569 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8787, top5_acc: 0.9804 +2025-04-30 07:32:36,415 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:56:49, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2395, loss: 1.2395 +2025-04-30 07:33:19,185 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:56:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2451, loss: 1.2451 +2025-04-30 07:34:01,882 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:55:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-04-30 07:34:44,650 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:54:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2422, loss: 1.2422 +2025-04-30 07:35:27,326 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:53:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2255, loss: 1.2255 +2025-04-30 07:36:10,044 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:53:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2345, loss: 1.2345 +2025-04-30 07:36:52,698 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:52:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2749, loss: 1.2749 +2025-04-30 07:37:35,499 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:51:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-04-30 07:38:18,160 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:51:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2791, loss: 1.2791 +2025-04-30 07:39:01,013 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3039, loss: 1.3039 +2025-04-30 07:39:43,795 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:49:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-04-30 07:40:26,522 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:48:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2970, loss: 1.2970 +2025-04-30 07:41:09,290 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:48:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-04-30 07:41:52,000 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:47:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-04-30 07:42:34,651 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:46:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3075, loss: 1.3075 +2025-04-30 07:43:17,322 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:45:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-04-30 07:44:00,009 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:45:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2518, loss: 1.2518 +2025-04-30 07:44:42,557 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:44:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2951, loss: 1.2951 +2025-04-30 07:45:25,081 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:43:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3012, loss: 1.3012 +2025-04-30 07:46:07,720 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:43:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2377, loss: 1.2377 +2025-04-30 07:46:50,402 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:42:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-04-30 07:47:33,026 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:41:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3236, loss: 1.3236 +2025-04-30 07:48:15,717 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:40:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2469, loss: 1.2469 +2025-04-30 07:48:58,343 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:40:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2435, loss: 1.2435 +2025-04-30 07:49:41,091 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:39:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2753, loss: 1.2753 +2025-04-30 07:49:44,170 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-04-30 07:51:01,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 07:51:01,156 - pyskl - INFO - +top1_acc 0.8859 +top5_acc 0.9810 +2025-04-30 07:51:01,216 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_124.pth was removed +2025-04-30 07:51:02,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-04-30 07:51:02,269 - pyskl - INFO - Best top1_acc is 0.8859 at 128 epoch. +2025-04-30 07:51:02,273 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8859, top5_acc: 0.9810 +2025-04-30 07:52:07,221 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:38:40, time: 0.649, data_time: 0.221, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1938, loss: 1.1938 +2025-04-30 07:52:49,841 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:37:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2195, loss: 1.2195 +2025-04-30 07:53:32,469 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:37:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2282, loss: 1.2282 +2025-04-30 07:54:15,146 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:36:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2139, loss: 1.2139 +2025-04-30 07:54:57,751 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:35:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2334, loss: 1.2334 +2025-04-30 07:55:40,385 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:35:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2072, loss: 1.2072 +2025-04-30 07:56:22,968 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:34:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2291, loss: 1.2291 +2025-04-30 07:57:05,633 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:33:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1786, loss: 1.1786 +2025-04-30 07:57:48,216 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:32:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2184, loss: 1.2184 +2025-04-30 07:58:30,966 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:32:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2116, loss: 1.2116 +2025-04-30 07:59:13,715 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:31:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2562, loss: 1.2562 +2025-04-30 07:59:56,451 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:30:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2908, loss: 1.2908 +2025-04-30 08:00:39,234 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:29:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2672, loss: 1.2672 +2025-04-30 08:01:21,886 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:29:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2347, loss: 1.2347 +2025-04-30 08:02:04,412 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:28:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2313, loss: 1.2313 +2025-04-30 08:02:47,010 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:27:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2313, loss: 1.2313 +2025-04-30 08:03:29,555 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:27:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-04-30 08:04:12,063 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:26:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-04-30 08:04:54,747 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:25:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2574, loss: 1.2574 +2025-04-30 08:05:37,648 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:24:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2240, loss: 1.2240 +2025-04-30 08:06:20,260 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:24:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2088, loss: 1.2088 +2025-04-30 08:07:02,825 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:23:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2178, loss: 1.2178 +2025-04-30 08:07:45,415 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:22:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2418, loss: 1.2418 +2025-04-30 08:08:27,926 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:21:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2697, loss: 1.2697 +2025-04-30 08:09:10,654 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:21:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2558, loss: 1.2558 +2025-04-30 08:09:13,715 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-04-30 08:10:30,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 08:10:30,671 - pyskl - INFO - +top1_acc 0.8871 +top5_acc 0.9808 +2025-04-30 08:10:30,722 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_128.pth was removed +2025-04-30 08:10:31,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-04-30 08:10:31,762 - pyskl - INFO - Best top1_acc is 0.8871 at 129 epoch. +2025-04-30 08:10:31,765 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8871, top5_acc: 0.9808 +2025-04-30 08:11:36,278 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:20:30, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2883, loss: 1.2883 +2025-04-30 08:12:18,772 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:19:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-04-30 08:13:01,409 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:19:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2422, loss: 1.2422 +2025-04-30 08:13:44,074 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:18:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2334, loss: 1.2334 +2025-04-30 08:14:26,706 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:17:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2026, loss: 1.2026 +2025-04-30 08:15:09,721 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:16:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1981, loss: 1.1981 +2025-04-30 08:15:52,545 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:16:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2583, loss: 1.2583 +2025-04-30 08:16:35,298 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:15:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1999, loss: 1.1999 +2025-04-30 08:17:18,067 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:14:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2151, loss: 1.2151 +2025-04-30 08:18:00,667 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:13:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2172, loss: 1.2172 +2025-04-30 08:18:43,403 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:13:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1934, loss: 1.1934 +2025-04-30 08:19:26,118 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:12:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2632, loss: 1.2632 +2025-04-30 08:20:08,924 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:11:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2236, loss: 1.2236 +2025-04-30 08:20:51,609 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:11:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2195, loss: 1.2195 +2025-04-30 08:21:34,370 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:10:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1861, loss: 1.1861 +2025-04-30 08:22:16,965 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:09:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2110, loss: 1.2110 +2025-04-30 08:22:59,673 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:08:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-04-30 08:23:42,315 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:08:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1997, loss: 1.1997 +2025-04-30 08:24:25,087 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:07:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-04-30 08:25:07,921 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:06:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2082, loss: 1.2082 +2025-04-30 08:25:50,530 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:05:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2291, loss: 1.2291 +2025-04-30 08:26:33,163 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:05:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1816, loss: 1.1816 +2025-04-30 08:27:15,789 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:04:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2096, loss: 1.2096 +2025-04-30 08:27:58,394 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:03:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2118, loss: 1.2118 +2025-04-30 08:28:41,031 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:03:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1621, loss: 1.1621 +2025-04-30 08:28:44,126 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-04-30 08:30:01,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 08:30:01,093 - pyskl - INFO - +top1_acc 0.8832 +top5_acc 0.9807 +2025-04-30 08:30:01,095 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8832, top5_acc: 0.9807 +2025-04-30 08:31:05,566 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:02:21, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2055, loss: 1.2055 +2025-04-30 08:31:48,241 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:01:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1750, loss: 1.1750 +2025-04-30 08:32:31,007 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:00:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1802, loss: 1.1802 +2025-04-30 08:33:13,654 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:00:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.1984, loss: 1.1984 +2025-04-30 08:33:56,392 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:59:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2155, loss: 1.2155 +2025-04-30 08:34:38,974 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:58:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2304, loss: 1.2304 +2025-04-30 08:35:21,792 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:57:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1837, loss: 1.1837 +2025-04-30 08:36:04,615 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:57:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-04-30 08:36:47,359 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:56:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2162, loss: 1.2162 +2025-04-30 08:37:30,115 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:55:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1892, loss: 1.1892 +2025-04-30 08:38:12,857 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:55:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1777, loss: 1.1777 +2025-04-30 08:38:55,706 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:54:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2342, loss: 1.2342 +2025-04-30 08:39:38,418 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:53:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1754, loss: 1.1754 +2025-04-30 08:40:21,149 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:52:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1780, loss: 1.1780 +2025-04-30 08:41:03,845 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:52:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2039, loss: 1.2039 +2025-04-30 08:41:46,483 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:51:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1941, loss: 1.1941 +2025-04-30 08:42:29,069 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:50:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1682, loss: 1.1682 +2025-04-30 08:43:11,569 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:50:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2414, loss: 1.2414 +2025-04-30 08:43:54,085 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:49:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2816, loss: 1.2816 +2025-04-30 08:44:36,563 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:48:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1978, loss: 1.1978 +2025-04-30 08:45:19,208 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:47:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-04-30 08:46:01,791 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:47:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2006, loss: 1.2006 +2025-04-30 08:46:44,366 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:46:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 +2025-04-30 08:47:26,916 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:45:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2042, loss: 1.2042 +2025-04-30 08:48:09,579 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:44:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-04-30 08:48:12,650 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-04-30 08:49:29,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 08:49:29,777 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9823 +2025-04-30 08:49:29,829 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_129.pth was removed +2025-04-30 08:49:30,888 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-04-30 08:49:30,889 - pyskl - INFO - Best top1_acc is 0.8902 at 131 epoch. +2025-04-30 08:49:30,892 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8902, top5_acc: 0.9823 +2025-04-30 08:50:35,037 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:44:12, time: 0.641, data_time: 0.216, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1859, loss: 1.1859 +2025-04-30 08:51:17,642 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:43:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1613, loss: 1.1613 +2025-04-30 08:52:00,178 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:42:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1721, loss: 1.1721 +2025-04-30 08:52:42,975 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:42:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2174, loss: 1.2174 +2025-04-30 08:53:25,694 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:41:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1749, loss: 1.1749 +2025-04-30 08:54:08,460 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:40:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1790, loss: 1.1790 +2025-04-30 08:54:51,299 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:39:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1828, loss: 1.1828 +2025-04-30 08:55:34,079 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:39:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2191, loss: 1.2191 +2025-04-30 08:56:16,864 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:38:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 +2025-04-30 08:56:59,388 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:37:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1773, loss: 1.1773 +2025-04-30 08:57:42,185 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:36:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1610, loss: 1.1610 +2025-04-30 08:58:24,612 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:36:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1495, loss: 1.1495 +2025-04-30 08:59:07,323 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:35:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1849, loss: 1.1849 +2025-04-30 08:59:49,892 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:34:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1830, loss: 1.1830 +2025-04-30 09:00:32,520 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:34:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2042, loss: 1.2042 +2025-04-30 09:01:15,085 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:33:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1650, loss: 1.1650 +2025-04-30 09:01:57,629 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:32:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1615, loss: 1.1615 +2025-04-30 09:02:40,117 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:31:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-04-30 09:03:22,587 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:31:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1794, loss: 1.1794 +2025-04-30 09:04:05,172 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:30:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1870, loss: 1.1870 +2025-04-30 09:04:47,739 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:29:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1754, loss: 1.1754 +2025-04-30 09:05:30,416 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1376, loss: 1.1376 +2025-04-30 09:06:13,043 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:28:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1631, loss: 1.1631 +2025-04-30 09:06:55,635 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:27:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1914, loss: 1.1914 +2025-04-30 09:07:38,383 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:26:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1534, loss: 1.1534 +2025-04-30 09:07:41,485 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-04-30 09:08:58,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 09:08:58,445 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9810 +2025-04-30 09:08:58,496 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_131.pth was removed +2025-04-30 09:08:59,523 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-04-30 09:08:59,524 - pyskl - INFO - Best top1_acc is 0.8928 at 132 epoch. +2025-04-30 09:08:59,527 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8928, top5_acc: 0.9810 +2025-04-30 09:10:04,059 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:26:02, time: 0.645, data_time: 0.221, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1742, loss: 1.1742 +2025-04-30 09:10:46,647 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:25:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1689, loss: 1.1689 +2025-04-30 09:11:29,369 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:24:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-04-30 09:12:12,146 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:23:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1497, loss: 1.1497 +2025-04-30 09:12:54,839 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:23:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1905, loss: 1.1905 +2025-04-30 09:13:37,517 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:22:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1701, loss: 1.1701 +2025-04-30 09:14:20,234 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:21:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1534, loss: 1.1534 +2025-04-30 09:15:02,891 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:20:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1629, loss: 1.1629 +2025-04-30 09:15:45,518 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:20:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1651, loss: 1.1651 +2025-04-30 09:16:28,122 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:19:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1209, loss: 1.1209 +2025-04-30 09:17:10,923 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:18:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1796, loss: 1.1796 +2025-04-30 09:17:53,575 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:18:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1294, loss: 1.1294 +2025-04-30 09:18:36,335 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:17:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 +2025-04-30 09:19:19,121 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:16:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1946, loss: 1.1946 +2025-04-30 09:20:01,834 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:15:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2009, loss: 1.2009 +2025-04-30 09:20:44,502 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:15:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1736, loss: 1.1736 +2025-04-30 09:21:27,192 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:14:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1992, loss: 1.1992 +2025-04-30 09:22:09,817 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:13:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0956, loss: 1.0956 +2025-04-30 09:22:52,559 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:12:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 +2025-04-30 09:23:35,297 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:12:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1852, loss: 1.1852 +2025-04-30 09:24:18,104 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:11:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2095, loss: 1.2095 +2025-04-30 09:25:00,879 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:10:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1240, loss: 1.1240 +2025-04-30 09:25:43,523 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:10:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-04-30 09:26:26,067 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:09:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1330, loss: 1.1330 +2025-04-30 09:27:08,690 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:08:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1556, loss: 1.1556 +2025-04-30 09:27:11,800 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-04-30 09:28:29,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 09:28:29,169 - pyskl - INFO - +top1_acc 0.8940 +top5_acc 0.9826 +2025-04-30 09:28:29,222 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_132.pth was removed +2025-04-30 09:28:30,265 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-04-30 09:28:30,267 - pyskl - INFO - Best top1_acc is 0.8940 at 133 epoch. +2025-04-30 09:28:30,269 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8940, top5_acc: 0.9826 +2025-04-30 09:29:34,718 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:07:53, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-04-30 09:30:17,513 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:07:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1739, loss: 1.1739 +2025-04-30 09:31:00,215 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:06:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1450, loss: 1.1450 +2025-04-30 09:31:42,926 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:05:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1451, loss: 1.1451 +2025-04-30 09:32:25,647 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:04:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 +2025-04-30 09:33:08,369 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:04:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1703, loss: 1.1703 +2025-04-30 09:33:51,066 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1270, loss: 1.1270 +2025-04-30 09:34:33,706 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:02:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1399, loss: 1.1399 +2025-04-30 09:35:16,365 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:02:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1450, loss: 1.1450 +2025-04-30 09:35:58,974 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:01:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1578, loss: 1.1578 +2025-04-30 09:36:41,613 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:00:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1680, loss: 1.1680 +2025-04-30 09:37:24,254 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 4:59:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1402, loss: 1.1402 +2025-04-30 09:38:06,874 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:59:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-04-30 09:38:49,524 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:58:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1014, loss: 1.1014 +2025-04-30 09:39:32,291 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:57:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1612, loss: 1.1612 +2025-04-30 09:40:14,783 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:56:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1081, loss: 1.1081 +2025-04-30 09:40:57,494 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:56:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1432, loss: 1.1432 +2025-04-30 09:41:40,308 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:55:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1423, loss: 1.1423 +2025-04-30 09:42:23,025 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:54:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1501, loss: 1.1501 +2025-04-30 09:43:05,643 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:54:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1549, loss: 1.1549 +2025-04-30 09:43:48,209 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:53:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1315, loss: 1.1315 +2025-04-30 09:44:31,009 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:52:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-04-30 09:45:13,727 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:51:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1658, loss: 1.1658 +2025-04-30 09:45:56,468 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:51:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1374, loss: 1.1374 +2025-04-30 09:46:39,294 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:50:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1929, loss: 1.1929 +2025-04-30 09:46:42,358 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-04-30 09:47:59,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 09:47:59,096 - pyskl - INFO - +top1_acc 0.8933 +top5_acc 0.9828 +2025-04-30 09:47:59,099 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8933, top5_acc: 0.9828 +2025-04-30 09:49:03,691 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:49:44, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1973, loss: 1.1973 +2025-04-30 09:49:46,326 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:49:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-04-30 09:50:28,875 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:48:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1765, loss: 1.1765 +2025-04-30 09:51:11,542 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:47:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-04-30 09:51:54,189 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:46:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1167, loss: 1.1167 +2025-04-30 09:52:36,865 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:46:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-04-30 09:53:19,524 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:45:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1532, loss: 1.1532 +2025-04-30 09:54:02,189 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:44:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1073, loss: 1.1073 +2025-04-30 09:54:44,767 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:43:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1592, loss: 1.1592 +2025-04-30 09:55:27,385 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:43:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1608, loss: 1.1608 +2025-04-30 09:56:10,058 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:42:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-04-30 09:56:52,663 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:41:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1515, loss: 1.1515 +2025-04-30 09:57:35,279 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:41:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-04-30 09:58:17,870 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:40:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1201, loss: 1.1201 +2025-04-30 09:59:00,398 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:39:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-04-30 09:59:42,978 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:38:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1468, loss: 1.1468 +2025-04-30 10:00:25,618 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:38:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1257, loss: 1.1257 +2025-04-30 10:01:08,353 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:37:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-04-30 10:01:50,960 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:36:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1568, loss: 1.1568 +2025-04-30 10:02:33,535 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:35:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1346, loss: 1.1346 +2025-04-30 10:03:16,004 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:35:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1245, loss: 1.1245 +2025-04-30 10:03:58,511 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:34:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1411, loss: 1.1411 +2025-04-30 10:04:41,176 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:33:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0831, loss: 1.0831 +2025-04-30 10:05:23,798 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:33:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1462, loss: 1.1462 +2025-04-30 10:06:06,574 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:32:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1300, loss: 1.1300 +2025-04-30 10:06:09,797 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-04-30 10:07:26,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 10:07:26,603 - pyskl - INFO - +top1_acc 0.8927 +top5_acc 0.9826 +2025-04-30 10:07:26,605 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8927, top5_acc: 0.9826 +2025-04-30 10:08:31,164 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:31:34, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1505, loss: 1.1505 +2025-04-30 10:09:13,878 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:30:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1055, loss: 1.1055 +2025-04-30 10:09:56,657 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:30:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.1653, loss: 1.1653 +2025-04-30 10:10:39,470 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:29:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 +2025-04-30 10:11:22,270 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:28:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1147, loss: 1.1147 +2025-04-30 10:12:05,174 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:27:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1431, loss: 1.1431 +2025-04-30 10:12:47,966 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:27:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0861, loss: 1.0861 +2025-04-30 10:13:30,797 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:26:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1329, loss: 1.1329 +2025-04-30 10:14:13,538 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:25:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-04-30 10:14:56,202 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:25:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1384, loss: 1.1384 +2025-04-30 10:15:38,890 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:24:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-04-30 10:16:21,704 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:23:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1342, loss: 1.1342 +2025-04-30 10:17:04,301 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:22:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1260, loss: 1.1260 +2025-04-30 10:17:46,853 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:22:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1109, loss: 1.1109 +2025-04-30 10:18:29,457 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:21:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1411, loss: 1.1411 +2025-04-30 10:19:12,026 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:20:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1270, loss: 1.1270 +2025-04-30 10:19:54,701 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:19:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1651, loss: 1.1651 +2025-04-30 10:20:37,358 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:19:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1290, loss: 1.1290 +2025-04-30 10:21:19,892 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:18:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-04-30 10:22:02,397 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:17:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1140, loss: 1.1140 +2025-04-30 10:22:44,772 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:17:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-04-30 10:23:27,381 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:16:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-04-30 10:24:10,079 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:15:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 +2025-04-30 10:24:52,972 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:14:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1354, loss: 1.1354 +2025-04-30 10:25:35,819 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:14:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-04-30 10:25:38,939 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-04-30 10:26:56,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 10:26:56,334 - pyskl - INFO - +top1_acc 0.8957 +top5_acc 0.9828 +2025-04-30 10:26:56,387 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_133.pth was removed +2025-04-30 10:26:57,431 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-04-30 10:26:57,432 - pyskl - INFO - Best top1_acc is 0.8957 at 136 epoch. +2025-04-30 10:26:57,434 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8957, top5_acc: 0.9828 +2025-04-30 10:28:01,770 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:13:25, time: 0.643, data_time: 0.217, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-04-30 10:28:44,407 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:12:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1110, loss: 1.1110 +2025-04-30 10:29:26,973 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:11:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1382, loss: 1.1382 +2025-04-30 10:30:09,625 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:11:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1038, loss: 1.1038 +2025-04-30 10:30:52,209 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:10:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1343, loss: 1.1343 +2025-04-30 10:31:34,862 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:09:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-04-30 10:32:17,533 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:09:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-04-30 10:33:00,105 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:08:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1182, loss: 1.1182 +2025-04-30 10:33:42,738 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:07:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 +2025-04-30 10:34:25,470 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:06:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-04-30 10:35:08,166 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:06:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1290, loss: 1.1290 +2025-04-30 10:35:50,801 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:05:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1316, loss: 1.1316 +2025-04-30 10:36:33,397 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:04:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1381, loss: 1.1381 +2025-04-30 10:37:16,129 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:03:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0880, loss: 1.0880 +2025-04-30 10:37:58,826 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:03:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1451, loss: 1.1451 +2025-04-30 10:38:41,386 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:02:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0963, loss: 1.0963 +2025-04-30 10:39:24,014 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:01:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1075, loss: 1.1075 +2025-04-30 10:40:06,691 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:01:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 +2025-04-30 10:40:49,346 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:00:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1313, loss: 1.1313 +2025-04-30 10:41:32,022 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:59:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-04-30 10:42:14,638 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:58:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1316, loss: 1.1316 +2025-04-30 10:42:57,346 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:58:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1369, loss: 1.1369 +2025-04-30 10:43:39,971 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:57:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2025-04-30 10:44:22,775 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:56:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1442, loss: 1.1442 +2025-04-30 10:45:05,654 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:56:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-04-30 10:45:08,771 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-04-30 10:46:25,969 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 10:46:26,037 - pyskl - INFO - +top1_acc 0.8956 +top5_acc 0.9823 +2025-04-30 10:46:26,040 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8956, top5_acc: 0.9823 +2025-04-30 10:47:30,716 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:55:16, time: 0.647, data_time: 0.220, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1383, loss: 1.1383 +2025-04-30 10:48:13,454 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:54:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0777, loss: 1.0777 +2025-04-30 10:48:56,108 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:53:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-04-30 10:49:38,823 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:53:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1268, loss: 1.1268 +2025-04-30 10:50:21,617 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:52:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1020, loss: 1.1020 +2025-04-30 10:51:04,243 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:51:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0992, loss: 1.0992 +2025-04-30 10:51:46,985 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:50:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0934, loss: 1.0934 +2025-04-30 10:52:29,634 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:50:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1237, loss: 1.1237 +2025-04-30 10:53:12,298 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:49:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1100, loss: 1.1100 +2025-04-30 10:53:55,057 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:48:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-04-30 10:54:37,740 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1105, loss: 1.1105 +2025-04-30 10:55:20,496 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:47:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2025-04-30 10:56:03,189 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:46:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-04-30 10:56:45,958 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:45:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1045, loss: 1.1045 +2025-04-30 10:57:28,690 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:45:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0970, loss: 1.0970 +2025-04-30 10:58:11,351 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:44:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1289, loss: 1.1289 +2025-04-30 10:58:53,959 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:43:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-04-30 10:59:36,606 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:42:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1308, loss: 1.1308 +2025-04-30 11:00:19,057 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:42:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 +2025-04-30 11:01:01,770 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:41:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1309, loss: 1.1309 +2025-04-30 11:01:44,490 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:40:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0885, loss: 1.0885 +2025-04-30 11:02:27,197 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:40:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1165, loss: 1.1165 +2025-04-30 11:03:09,926 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:39:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0960, loss: 1.0960 +2025-04-30 11:03:52,667 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:38:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1001, loss: 1.1001 +2025-04-30 11:04:35,399 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:37:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-04-30 11:04:38,503 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-04-30 11:05:55,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 11:05:55,373 - pyskl - INFO - +top1_acc 0.8963 +top5_acc 0.9835 +2025-04-30 11:05:55,427 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_136.pth was removed +2025-04-30 11:05:56,477 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-04-30 11:05:56,478 - pyskl - INFO - Best top1_acc is 0.8963 at 138 epoch. +2025-04-30 11:05:56,480 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8963, top5_acc: 0.9835 +2025-04-30 11:07:01,330 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:37:07, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-04-30 11:07:43,843 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:36:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0993, loss: 1.0993 +2025-04-30 11:08:26,435 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:35:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1326, loss: 1.1326 +2025-04-30 11:09:09,019 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:34:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-04-30 11:09:51,427 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:34:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1207, loss: 1.1207 +2025-04-30 11:10:34,101 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:33:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1251, loss: 1.1251 +2025-04-30 11:11:16,693 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:32:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-04-30 11:11:59,219 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:32:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0933, loss: 1.0933 +2025-04-30 11:12:41,915 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:31:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-04-30 11:13:24,678 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:30:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1007, loss: 1.1007 +2025-04-30 11:14:07,318 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:29:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0991, loss: 1.0991 +2025-04-30 11:14:50,087 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:29:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0831, loss: 1.0831 +2025-04-30 11:15:32,838 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:28:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1123, loss: 1.1123 +2025-04-30 11:16:15,457 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:27:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0610, loss: 1.0610 +2025-04-30 11:16:58,106 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:26:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1016, loss: 1.1016 +2025-04-30 11:17:40,768 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:26:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1186, loss: 1.1186 +2025-04-30 11:18:23,344 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:25:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0677, loss: 1.0677 +2025-04-30 11:19:05,987 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:24:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0937, loss: 1.0937 +2025-04-30 11:19:48,585 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:24:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0855, loss: 1.0855 +2025-04-30 11:20:31,128 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:23:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1395, loss: 1.1395 +2025-04-30 11:21:13,734 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:22:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-04-30 11:21:56,363 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:21:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1077, loss: 1.1077 +2025-04-30 11:22:38,928 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:21:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-04-30 11:23:21,593 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:20:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1269, loss: 1.1269 +2025-04-30 11:24:04,357 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:19:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1077, loss: 1.1077 +2025-04-30 11:24:07,470 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-04-30 11:25:24,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 11:25:24,539 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9828 +2025-04-30 11:25:24,592 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_138.pth was removed +2025-04-30 11:25:25,619 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-04-30 11:25:25,620 - pyskl - INFO - Best top1_acc is 0.8969 at 139 epoch. +2025-04-30 11:25:25,622 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8969, top5_acc: 0.9828 +2025-04-30 11:26:29,806 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:18:57, time: 0.642, data_time: 0.216, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0854, loss: 1.0854 +2025-04-30 11:27:12,630 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:18:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-04-30 11:27:55,284 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:17:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-04-30 11:28:37,929 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:16:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-04-30 11:29:20,543 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:16:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1050, loss: 1.1050 +2025-04-30 11:30:03,030 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:15:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0670, loss: 1.0670 +2025-04-30 11:30:45,612 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:14:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-04-30 11:31:28,164 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:13:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-04-30 11:32:10,777 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:13:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0855, loss: 1.0855 +2025-04-30 11:32:53,479 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:12:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1057, loss: 1.1057 +2025-04-30 11:33:36,017 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:11:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 +2025-04-30 11:34:18,661 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:10:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0983, loss: 1.0983 +2025-04-30 11:35:01,322 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:10:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-04-30 11:35:44,040 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:09:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0782, loss: 1.0782 +2025-04-30 11:36:26,861 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:08:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-04-30 11:37:09,588 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:08:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0942, loss: 1.0942 +2025-04-30 11:37:52,357 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:07:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0354, loss: 1.0354 +2025-04-30 11:38:35,227 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:06:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-04-30 11:39:18,045 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:05:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0793, loss: 1.0793 +2025-04-30 11:40:00,727 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:05:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0959, loss: 1.0959 +2025-04-30 11:40:43,442 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:04:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1034, loss: 1.1034 +2025-04-30 11:41:26,194 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:03:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1159, loss: 1.1159 +2025-04-30 11:42:08,965 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:03:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0610, loss: 1.0610 +2025-04-30 11:42:51,703 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:02:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0946, loss: 1.0946 +2025-04-30 11:43:34,542 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:01:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1023, loss: 1.1023 +2025-04-30 11:43:37,651 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-04-30 11:44:54,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 11:44:54,488 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9834 +2025-04-30 11:44:54,490 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8965, top5_acc: 0.9834 +2025-04-30 11:45:58,838 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:00:48, time: 0.643, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0915, loss: 1.0915 +2025-04-30 11:46:41,603 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:00:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-04-30 11:47:24,359 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:59:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0945, loss: 1.0945 +2025-04-30 11:48:07,085 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:58:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-04-30 11:48:49,837 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:57:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-04-30 11:49:32,498 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1078, loss: 1.1078 +2025-04-30 11:50:15,012 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:56:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-04-30 11:50:57,615 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:55:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0923, loss: 1.0923 +2025-04-30 11:51:40,291 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:55:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0794, loss: 1.0794 +2025-04-30 11:52:22,988 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:54:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0706, loss: 1.0706 +2025-04-30 11:53:05,687 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:53:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0847, loss: 1.0847 +2025-04-30 11:53:48,342 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:52:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1254, loss: 1.1254 +2025-04-30 11:54:30,941 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:52:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0765, loss: 1.0765 +2025-04-30 11:55:13,542 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:51:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0481, loss: 1.0481 +2025-04-30 11:55:56,120 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:50:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0849, loss: 1.0849 +2025-04-30 11:56:38,809 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:49:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-04-30 11:57:21,324 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:49:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0525, loss: 1.0525 +2025-04-30 11:58:04,001 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:48:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0765, loss: 1.0765 +2025-04-30 11:58:46,559 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:47:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0934, loss: 1.0934 +2025-04-30 11:59:29,242 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:47:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-04-30 12:00:11,830 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:46:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-04-30 12:00:54,526 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:45:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0968, loss: 1.0968 +2025-04-30 12:01:37,215 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:44:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0804, loss: 1.0804 +2025-04-30 12:02:20,014 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:44:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-04-30 12:03:03,100 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:43:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-04-30 12:03:06,213 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-04-30 12:04:23,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 12:04:23,766 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9826 +2025-04-30 12:04:23,818 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_139.pth was removed +2025-04-30 12:04:24,857 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-04-30 12:04:24,858 - pyskl - INFO - Best top1_acc is 0.8977 at 141 epoch. +2025-04-30 12:04:24,861 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8977, top5_acc: 0.9826 +2025-04-30 12:05:29,474 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:42:39, time: 0.646, data_time: 0.220, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-04-30 12:06:12,109 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:41:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0833, loss: 1.0833 +2025-04-30 12:06:54,784 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:41:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-04-30 12:07:37,368 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:40:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0951, loss: 1.0951 +2025-04-30 12:08:20,080 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:39:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-04-30 12:09:02,864 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:39:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1030, loss: 1.1030 +2025-04-30 12:09:45,606 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0497, loss: 1.0497 +2025-04-30 12:10:28,120 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:37:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-04-30 12:11:10,778 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:36:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-04-30 12:11:53,435 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:36:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1322, loss: 1.1322 +2025-04-30 12:12:36,098 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:35:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0817, loss: 1.0817 +2025-04-30 12:13:18,754 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:34:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-04-30 12:14:01,430 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:33:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-04-30 12:14:44,226 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:33:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0614, loss: 1.0614 +2025-04-30 12:15:26,871 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:32:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0678, loss: 1.0678 +2025-04-30 12:16:09,585 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:31:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0807, loss: 1.0807 +2025-04-30 12:16:52,490 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:31:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-04-30 12:17:35,342 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:30:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0996, loss: 1.0996 +2025-04-30 12:18:18,055 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:29:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-04-30 12:19:00,714 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:28:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0827, loss: 1.0827 +2025-04-30 12:19:43,408 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:28:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-04-30 12:20:26,054 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:27:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-04-30 12:21:08,718 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:26:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-04-30 12:21:51,370 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:25:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-04-30 12:22:33,993 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:25:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-04-30 12:22:37,053 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-04-30 12:23:53,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 12:23:53,813 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9828 +2025-04-30 12:23:53,815 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8962, top5_acc: 0.9828 +2025-04-30 12:24:58,041 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:24:30, time: 0.642, data_time: 0.216, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0769, loss: 1.0769 +2025-04-30 12:25:40,664 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:23:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-04-30 12:26:23,278 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:23:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0757, loss: 1.0757 +2025-04-30 12:27:06,059 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:22:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-04-30 12:27:48,858 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:21:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-04-30 12:28:31,553 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:20:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-04-30 12:29:14,266 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:20:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0968, loss: 1.0968 +2025-04-30 12:29:56,919 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:19:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-04-30 12:30:39,597 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:18:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-04-30 12:31:22,306 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:17:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0866, loss: 1.0866 +2025-04-30 12:32:05,005 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:17:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-04-30 12:32:47,734 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:16:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0676, loss: 1.0676 +2025-04-30 12:33:30,541 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:15:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0608, loss: 1.0608 +2025-04-30 12:34:13,339 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0692, loss: 1.0692 +2025-04-30 12:34:56,132 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:14:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0765, loss: 1.0765 +2025-04-30 12:35:38,947 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:13:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0535, loss: 1.0535 +2025-04-30 12:36:21,718 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:12:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0926, loss: 1.0926 +2025-04-30 12:37:04,494 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0810, loss: 1.0810 +2025-04-30 12:37:47,201 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:11:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-04-30 12:38:29,794 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:10:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-04-30 12:39:12,405 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:10:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0811, loss: 1.0811 +2025-04-30 12:39:55,046 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:09:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-04-30 12:40:37,693 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:08:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-04-30 12:41:20,360 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:07:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-04-30 12:42:02,997 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0530, loss: 1.0530 +2025-04-30 12:42:06,084 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-04-30 12:43:22,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 12:43:22,898 - pyskl - INFO - +top1_acc 0.8991 +top5_acc 0.9840 +2025-04-30 12:43:22,954 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_141.pth was removed +2025-04-30 12:43:24,025 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-04-30 12:43:24,026 - pyskl - INFO - Best top1_acc is 0.8991 at 143 epoch. +2025-04-30 12:43:24,029 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8991, top5_acc: 0.9840 +2025-04-30 12:44:27,954 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:06:20, time: 0.639, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-04-30 12:45:10,564 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:05:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-04-30 12:45:53,248 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:04:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0350, loss: 1.0350 +2025-04-30 12:46:35,799 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-04-30 12:47:18,432 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 +2025-04-30 12:48:00,972 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:02:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-04-30 12:48:43,602 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:01:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0757, loss: 1.0757 +2025-04-30 12:49:26,188 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:01:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0780, loss: 1.0780 +2025-04-30 12:50:08,882 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0894, loss: 1.0894 +2025-04-30 12:50:51,625 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:59:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-04-30 12:51:34,285 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0825, loss: 1.0825 +2025-04-30 12:52:16,937 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:58:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0898, loss: 1.0898 +2025-04-30 12:52:59,570 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:57:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-04-30 12:53:42,187 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:56:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1046, loss: 1.1046 +2025-04-30 12:54:24,805 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0874, loss: 1.0874 +2025-04-30 12:55:07,510 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-04-30 12:55:50,161 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:54:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-04-30 12:56:32,807 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:54:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-04-30 12:57:15,470 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0745, loss: 1.0745 +2025-04-30 12:57:58,162 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0854, loss: 1.0854 +2025-04-30 12:58:40,725 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:51:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0934, loss: 1.0934 +2025-04-30 12:59:23,366 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-04-30 13:00:06,007 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-04-30 13:00:48,812 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:49:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-04-30 13:01:31,530 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:48:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-04-30 13:01:34,593 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-04-30 13:02:51,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 13:02:51,178 - pyskl - INFO - +top1_acc 0.8971 +top5_acc 0.9829 +2025-04-30 13:02:51,180 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8971, top5_acc: 0.9829 +2025-04-30 13:03:54,714 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:11, time: 0.635, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0779, loss: 1.0779 +2025-04-30 13:04:37,173 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-04-30 13:05:19,673 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:46:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 +2025-04-30 13:06:02,190 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0672, loss: 1.0672 +2025-04-30 13:06:44,735 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0595, loss: 1.0595 +2025-04-30 13:07:27,295 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-04-30 13:08:09,790 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:43:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0718, loss: 1.0718 +2025-04-30 13:08:52,329 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-04-30 13:09:34,963 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0788, loss: 1.0788 +2025-04-30 13:10:17,674 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:41:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0510, loss: 1.0510 +2025-04-30 13:11:00,321 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:40:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0777, loss: 1.0777 +2025-04-30 13:11:42,906 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-04-30 13:12:25,634 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-04-30 13:13:08,256 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:38:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0510, loss: 1.0510 +2025-04-30 13:13:50,860 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-04-30 13:14:33,377 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-04-30 13:15:15,933 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0825, loss: 1.0825 +2025-04-30 13:15:58,475 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:35:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2025-04-30 13:16:41,066 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-04-30 13:17:23,622 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0517, loss: 1.0517 +2025-04-30 13:18:06,127 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:33:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-04-30 13:18:48,712 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:32:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-04-30 13:19:31,286 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0584, loss: 1.0584 +2025-04-30 13:20:14,006 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-04-30 13:20:56,646 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:30:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1015, loss: 1.1015 +2025-04-30 13:20:59,655 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-04-30 13:22:16,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 13:22:16,611 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9829 +2025-04-30 13:22:16,614 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8983, top5_acc: 0.9829 +2025-04-30 13:23:20,518 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:02, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0844, loss: 1.0844 +2025-04-30 13:24:03,122 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0849, loss: 1.0849 +2025-04-30 13:24:45,720 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0912, loss: 1.0912 +2025-04-30 13:25:28,236 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:27:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0630, loss: 1.0630 +2025-04-30 13:26:10,741 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-04-30 13:26:53,209 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-04-30 13:27:35,833 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:25:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-04-30 13:28:18,363 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:24:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-04-30 13:29:01,032 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2025-04-30 13:29:43,655 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-04-30 13:30:26,302 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:22:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-04-30 13:31:09,016 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0696, loss: 1.0696 +2025-04-30 13:31:51,634 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0789, loss: 1.0789 +2025-04-30 13:32:34,189 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0585, loss: 1.0585 +2025-04-30 13:33:16,785 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:19:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0698, loss: 1.0698 +2025-04-30 13:33:59,349 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-04-30 13:34:41,895 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1131, loss: 1.1131 +2025-04-30 13:35:24,493 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:17:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0876, loss: 1.0876 +2025-04-30 13:36:06,983 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:16:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0498, loss: 1.0498 +2025-04-30 13:36:49,481 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0769, loss: 1.0769 +2025-04-30 13:37:32,065 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-04-30 13:38:14,633 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:14:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-04-30 13:38:57,214 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-04-30 13:39:39,923 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0460, loss: 1.0460 +2025-04-30 13:40:22,440 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0603, loss: 1.0603 +2025-04-30 13:40:25,442 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-04-30 13:41:41,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 13:41:42,028 - pyskl - INFO - +top1_acc 0.8984 +top5_acc 0.9828 +2025-04-30 13:41:42,031 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8984, top5_acc: 0.9828 +2025-04-30 13:42:45,579 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:11:53, time: 0.635, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0652, loss: 1.0652 +2025-04-30 13:43:28,187 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0588, loss: 1.0588 +2025-04-30 13:44:10,765 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-04-30 13:44:53,366 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0607, loss: 1.0607 +2025-04-30 13:45:35,985 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:08:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1049, loss: 1.1049 +2025-04-30 13:46:18,583 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0514, loss: 1.0514 +2025-04-30 13:47:01,151 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-04-30 13:47:43,714 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:06:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-04-30 13:48:26,374 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-04-30 13:49:08,981 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0768, loss: 1.0768 +2025-04-30 13:49:51,535 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0586, loss: 1.0586 +2025-04-30 13:50:34,109 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:03:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-04-30 13:51:16,650 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-04-30 13:51:59,168 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-04-30 13:52:41,713 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-04-30 13:53:24,365 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0356, loss: 1.0356 +2025-04-30 13:54:06,933 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-04-30 13:54:49,578 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-04-30 13:55:32,378 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:58:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0385, loss: 1.0385 +2025-04-30 13:56:15,004 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-04-30 13:56:57,636 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0780, loss: 1.0780 +2025-04-30 13:57:40,321 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0460, loss: 1.0460 +2025-04-30 13:58:22,982 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-04-30 13:59:05,738 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-04-30 13:59:48,396 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0844, loss: 1.0844 +2025-04-30 13:59:51,420 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-04-30 14:01:08,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 14:01:08,460 - pyskl - INFO - +top1_acc 0.8945 +top5_acc 0.9820 +2025-04-30 14:01:08,463 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8945, top5_acc: 0.9820 +2025-04-30 14:02:12,016 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:43, time: 0.635, data_time: 0.211, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-04-30 14:02:54,466 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0679, loss: 1.0679 +2025-04-30 14:03:37,133 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-04-30 14:04:19,729 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-04-30 14:05:02,601 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0467, loss: 1.0467 +2025-04-30 14:05:45,403 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-04-30 14:06:27,891 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0580, loss: 1.0580 +2025-04-30 14:07:10,435 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0512, loss: 1.0512 +2025-04-30 14:07:53,052 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:47:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0422, loss: 1.0422 +2025-04-30 14:08:35,671 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0427, loss: 1.0427 +2025-04-30 14:09:18,300 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0613, loss: 1.0613 +2025-04-30 14:10:01,043 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-04-30 14:10:43,750 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0730, loss: 1.0730 +2025-04-30 14:11:26,373 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0831, loss: 1.0831 +2025-04-30 14:12:09,012 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-04-30 14:12:51,570 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:42:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-04-30 14:13:34,126 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0881, loss: 1.0881 +2025-04-30 14:14:16,644 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2025-04-30 14:14:59,132 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0856, loss: 1.0856 +2025-04-30 14:15:41,699 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:39:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0342, loss: 1.0342 +2025-04-30 14:16:24,309 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0747, loss: 1.0747 +2025-04-30 14:17:06,918 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-04-30 14:17:49,491 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-04-30 14:18:32,158 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0862, loss: 1.0862 +2025-04-30 14:19:14,738 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-04-30 14:19:17,726 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-04-30 14:20:33,986 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 14:20:34,053 - pyskl - INFO - +top1_acc 0.8993 +top5_acc 0.9837 +2025-04-30 14:20:34,112 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_143.pth was removed +2025-04-30 14:20:35,170 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-04-30 14:20:35,171 - pyskl - INFO - Best top1_acc is 0.8993 at 148 epoch. +2025-04-30 14:20:35,173 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8993, top5_acc: 0.9837 +2025-04-30 14:21:38,752 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:34, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-04-30 14:22:21,395 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1199, loss: 1.1199 +2025-04-30 14:23:03,991 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-04-30 14:23:46,603 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-04-30 14:24:29,097 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0395, loss: 1.0395 +2025-04-30 14:25:11,559 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0447, loss: 1.0447 +2025-04-30 14:25:54,084 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0983, loss: 1.0983 +2025-04-30 14:26:36,761 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0485, loss: 1.0485 +2025-04-30 14:27:19,391 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-04-30 14:28:01,774 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-04-30 14:28:44,447 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-04-30 14:29:27,111 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0786, loss: 1.0786 +2025-04-30 14:30:09,761 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-04-30 14:30:52,257 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0992, loss: 1.0992 +2025-04-30 14:31:34,735 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0649, loss: 1.0649 +2025-04-30 14:32:17,278 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-04-30 14:32:59,911 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:23:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0755, loss: 1.0755 +2025-04-30 14:33:42,515 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-04-30 14:34:25,131 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0328, loss: 1.0328 +2025-04-30 14:35:07,659 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0664, loss: 1.0664 +2025-04-30 14:35:50,323 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-04-30 14:36:32,963 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0677, loss: 1.0677 +2025-04-30 14:37:15,514 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-04-30 14:37:58,254 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-04-30 14:38:40,807 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2025-04-30 14:38:43,799 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-04-30 14:40:00,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 14:40:00,452 - pyskl - INFO - +top1_acc 0.8999 +top5_acc 0.9836 +2025-04-30 14:40:00,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_148.pth was removed +2025-04-30 14:40:01,535 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-04-30 14:40:01,537 - pyskl - INFO - Best top1_acc is 0.8999 at 149 epoch. +2025-04-30 14:40:01,539 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8999, top5_acc: 0.9836 +2025-04-30 14:41:05,095 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:25, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0944, loss: 1.0944 +2025-04-30 14:41:47,720 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0512, loss: 1.0512 +2025-04-30 14:42:30,531 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0542, loss: 1.0542 +2025-04-30 14:43:13,318 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0720, loss: 1.0720 +2025-04-30 14:43:55,948 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0583, loss: 1.0583 +2025-04-30 14:44:38,593 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0552, loss: 1.0552 +2025-04-30 14:45:21,220 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0732, loss: 1.0732 +2025-04-30 14:46:03,757 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-04-30 14:46:46,524 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0854, loss: 1.0854 +2025-04-30 14:47:29,123 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0566, loss: 1.0566 +2025-04-30 14:48:11,810 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0425, loss: 1.0425 +2025-04-30 14:48:54,448 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0973, loss: 1.0973 +2025-04-30 14:49:37,054 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-04-30 14:50:19,643 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-04-30 14:51:02,207 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-04-30 14:51:44,867 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-04-30 14:52:27,598 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0550, loss: 1.0550 +2025-04-30 14:53:10,330 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0730, loss: 1.0730 +2025-04-30 14:53:52,976 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0566, loss: 1.0566 +2025-04-30 14:54:35,614 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0251, loss: 1.0251 +2025-04-30 14:55:18,187 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-04-30 14:56:00,929 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0689, loss: 1.0689 +2025-04-30 14:56:43,887 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-04-30 14:57:26,739 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-04-30 14:58:09,395 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0931, loss: 1.0931 +2025-04-30 14:58:12,389 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-04-30 14:59:29,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 14:59:29,230 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9833 +2025-04-30 14:59:29,233 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8969, top5_acc: 0.9833 +2025-04-30 14:59:37,311 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-04-30 15:09:00,420 - pyskl - INFO - Testing results of the last checkpoint +2025-04-30 15:09:00,420 - pyskl - INFO - top1_acc: 0.9027 +2025-04-30 15:09:00,420 - pyskl - INFO - top5_acc: 0.9850 +2025-04-30 15:09:00,421 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/bm/best_top1_acc_epoch_149.pth +2025-04-30 15:18:22,689 - pyskl - INFO - Testing results of the best checkpoint +2025-04-30 15:18:22,689 - pyskl - INFO - top1_acc: 0.9053 +2025-04-30 15:18:22,689 - pyskl - INFO - top5_acc: 0.9845 diff --git a/ntu60_xsub/bm/best_pred.pkl b/ntu60_xsub/bm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..6b7959410153b12c3cc5a5cff8b7e7c93080c053 --- /dev/null +++ b/ntu60_xsub/bm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:371b178f4e039e89c2fcd5e10ec8634a403cb4b6cf199b201ae7bcd8e9115f0c +size 6639998 diff --git a/ntu60_xsub/bm/best_top1_acc_epoch_149.pth b/ntu60_xsub/bm/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..51606d2233866e0ab71909e928069b57015a0193 --- /dev/null +++ b/ntu60_xsub/bm/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2da0d81d9ef4e18fd87f827e157032c4d21e0c3f2a4cc87c4ba38cd59c15409 +size 16153947 diff --git a/ntu60_xsub/j_1/20250525_202026.log b/ntu60_xsub/j_1/20250525_202026.log new file mode 100644 index 0000000000000000000000000000000000000000..aca815de3d5e5b72ca3c3bfac04401208bc28d4d --- /dev/null +++ b/ntu60_xsub/j_1/20250525_202026.log @@ -0,0 +1,4971 @@ +2025-05-25 20:20:26,521 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-25 20:20:26,855 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/j_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/j_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-25 20:20:26,855 - pyskl - INFO - Set random seed to 98925219, deterministic: False +2025-05-25 20:20:37,401 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:20:43,156 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:20:43,182 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1 +2025-05-25 20:20:43,182 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-25 20:20:43,182 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:20:43,182 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1 by HardDiskBackend. +2025-05-25 20:21:49,234 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 20:56:45, time: 0.660, data_time: 0.221, memory: 13125, top1_acc: 0.0356, top5_acc: 0.1344, loss_cls: 11.0394, loss: 11.0394 +2025-05-25 20:22:32,504 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 9:02:32, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0619, top5_acc: 0.2319, loss_cls: 9.6682, loss: 9.6682 +2025-05-25 20:23:15,733 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 5:03:07, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0819, top5_acc: 0.3094, loss_cls: 9.1815, loss: 9.1815 +2025-05-25 20:23:58,944 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 3:02:46, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1037, top5_acc: 0.3287, loss_cls: 8.9028, loss: 8.9028 +2025-05-25 20:24:42,250 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:51:28, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1025, top5_acc: 0.3762, loss_cls: 8.7077, loss: 8.7077 +2025-05-25 20:25:25,481 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 1:02:54, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1544, top5_acc: 0.4444, loss_cls: 8.4374, loss: 8.4374 +2025-05-25 20:26:08,723 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:28:06, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1525, top5_acc: 0.4612, loss_cls: 8.2448, loss: 8.2448 +2025-05-25 20:26:51,995 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 2 days, 0:02:03, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1744, top5_acc: 0.5344, loss_cls: 7.9525, loss: 7.9525 +2025-05-25 20:27:35,310 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:41:56, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2044, top5_acc: 0.5494, loss_cls: 7.7431, loss: 7.7431 +2025-05-25 20:28:18,723 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:26:19, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.2188, top5_acc: 0.5594, loss_cls: 7.7432, loss: 7.7432 +2025-05-25 20:29:01,981 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 23:12:31, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2306, top5_acc: 0.5850, loss_cls: 7.5905, loss: 7.5905 +2025-05-25 20:29:45,301 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 23:01:13, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2600, top5_acc: 0.6144, loss_cls: 7.4042, loss: 7.4042 +2025-05-25 20:30:28,542 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:51:11, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2687, top5_acc: 0.6438, loss_cls: 7.2363, loss: 7.2363 +2025-05-25 20:31:11,858 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:42:48, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2750, top5_acc: 0.6800, loss_cls: 7.2436, loss: 7.2436 +2025-05-25 20:31:55,189 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:35:30, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.3094, top5_acc: 0.7000, loss_cls: 6.9706, loss: 6.9706 +2025-05-25 20:32:38,485 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:28:53, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.3056, top5_acc: 0.7181, loss_cls: 6.9649, loss: 6.9649 +2025-05-25 20:33:21,898 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 22:23:24, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3456, top5_acc: 0.7362, loss_cls: 6.7864, loss: 6.7864 +2025-05-25 20:34:05,224 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 22:18:08, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.3569, top5_acc: 0.7600, loss_cls: 6.6088, loss: 6.6088 +2025-05-25 20:34:48,588 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 22:13:29, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3819, top5_acc: 0.7569, loss_cls: 6.5568, loss: 6.5568 +2025-05-25 20:35:31,973 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 22:09:17, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3762, top5_acc: 0.7825, loss_cls: 6.4170, loss: 6.4170 +2025-05-25 20:36:15,210 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 22:04:58, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.3719, top5_acc: 0.7800, loss_cls: 6.4226, loss: 6.4226 +2025-05-25 20:36:58,570 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 22:01:20, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.4050, top5_acc: 0.7869, loss_cls: 6.2375, loss: 6.2375 +2025-05-25 20:37:41,885 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:57:50, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.4275, top5_acc: 0.8106, loss_cls: 6.2512, loss: 6.2512 +2025-05-25 20:38:25,286 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:54:47, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.4119, top5_acc: 0.8006, loss_cls: 6.1997, loss: 6.1997 +2025-05-25 20:39:08,875 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:52:24, time: 0.436, data_time: 0.000, memory: 13125, top1_acc: 0.4356, top5_acc: 0.8313, loss_cls: 5.9577, loss: 5.9577 +2025-05-25 20:39:12,000 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:40:29,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:40:29,901 - pyskl - INFO - +top1_acc 0.4683 +top5_acc 0.8373 +2025-05-25 20:40:30,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:40:30,903 - pyskl - INFO - Best top1_acc is 0.4683 at 1 epoch. +2025-05-25 20:40:30,905 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4683, top5_acc: 0.8373 +2025-05-25 20:41:35,487 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:33:52, time: 0.646, data_time: 0.213, memory: 13126, top1_acc: 0.4813, top5_acc: 0.8319, loss_cls: 5.9242, loss: 5.9242 +2025-05-25 20:42:18,889 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:29:39, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4456, top5_acc: 0.8337, loss_cls: 5.9361, loss: 5.9361 +2025-05-25 20:43:02,223 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:25:33, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4756, top5_acc: 0.8331, loss_cls: 5.8104, loss: 5.8104 +2025-05-25 20:43:45,584 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 22:21:44, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4325, top5_acc: 0.8231, loss_cls: 6.0308, loss: 6.0308 +2025-05-25 20:44:28,986 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 22:18:12, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4806, top5_acc: 0.8438, loss_cls: 5.8760, loss: 5.8760 +2025-05-25 20:45:12,374 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 22:14:50, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4988, top5_acc: 0.8519, loss_cls: 5.6795, loss: 5.6795 +2025-05-25 20:45:55,718 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 22:11:32, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4850, top5_acc: 0.8500, loss_cls: 5.7184, loss: 5.7184 +2025-05-25 20:46:39,076 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 22:08:25, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4819, top5_acc: 0.8444, loss_cls: 5.7214, loss: 5.7214 +2025-05-25 20:47:22,531 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 22:05:37, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.4856, top5_acc: 0.8538, loss_cls: 5.5266, loss: 5.5266 +2025-05-25 20:48:05,936 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 22:02:51, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5275, top5_acc: 0.8781, loss_cls: 5.4189, loss: 5.4189 +2025-05-25 20:48:49,362 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 22:00:14, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5212, top5_acc: 0.8681, loss_cls: 5.4343, loss: 5.4343 +2025-05-25 20:49:32,776 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:57:42, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5312, top5_acc: 0.8769, loss_cls: 5.3284, loss: 5.3284 +2025-05-25 20:50:16,227 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:55:20, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5331, top5_acc: 0.8738, loss_cls: 5.3995, loss: 5.3995 +2025-05-25 20:50:59,621 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:52:57, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5262, top5_acc: 0.8725, loss_cls: 5.5109, loss: 5.5109 +2025-05-25 20:51:42,999 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:50:37, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5737, top5_acc: 0.8962, loss_cls: 5.1601, loss: 5.1601 +2025-05-25 20:52:26,455 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:48:29, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5675, top5_acc: 0.8875, loss_cls: 5.2813, loss: 5.2813 +2025-05-25 20:53:09,923 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:46:26, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5513, top5_acc: 0.8856, loss_cls: 5.3580, loss: 5.3580 +2025-05-25 20:53:53,440 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:44:31, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5906, top5_acc: 0.9000, loss_cls: 5.0741, loss: 5.0741 +2025-05-25 20:54:36,810 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:42:27, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5775, top5_acc: 0.8975, loss_cls: 5.1349, loss: 5.1349 +2025-05-25 20:55:20,243 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:40:32, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5837, top5_acc: 0.9056, loss_cls: 5.0152, loss: 5.0152 +2025-05-25 20:56:03,690 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:38:41, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.6081, top5_acc: 0.9125, loss_cls: 4.8906, loss: 4.8906 +2025-05-25 20:56:47,104 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:36:50, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5981, top5_acc: 0.9144, loss_cls: 4.9793, loss: 4.9793 +2025-05-25 20:57:30,459 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:34:58, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.6138, top5_acc: 0.9219, loss_cls: 4.7727, loss: 4.7727 +2025-05-25 20:58:13,756 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:33:04, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.6075, top5_acc: 0.8981, loss_cls: 5.1068, loss: 5.1068 +2025-05-25 20:58:57,163 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:31:21, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.6175, top5_acc: 0.9137, loss_cls: 4.9257, loss: 4.9257 +2025-05-25 20:59:00,286 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 21:00:17,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:00:17,890 - pyskl - INFO - +top1_acc 0.6232 +top5_acc 0.9168 +2025-05-25 21:00:17,947 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_1.pth was removed +2025-05-25 21:00:18,999 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 21:00:19,000 - pyskl - INFO - Best top1_acc is 0.6232 at 2 epoch. +2025-05-25 21:00:19,003 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6232, top5_acc: 0.9168 +2025-05-25 21:01:23,242 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:51:36, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 0.6294, top5_acc: 0.9181, loss_cls: 4.8035, loss: 4.8035 +2025-05-25 21:02:06,556 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:49:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6138, top5_acc: 0.9206, loss_cls: 4.8162, loss: 4.8162 +2025-05-25 21:02:49,795 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:47:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6338, top5_acc: 0.9244, loss_cls: 4.7896, loss: 4.7896 +2025-05-25 21:03:33,063 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:45:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6475, top5_acc: 0.9250, loss_cls: 4.6453, loss: 4.6453 +2025-05-25 21:04:16,410 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:43:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6356, top5_acc: 0.9194, loss_cls: 4.6675, loss: 4.6675 +2025-05-25 21:04:59,695 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:41:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6444, top5_acc: 0.9256, loss_cls: 4.5684, loss: 4.5684 +2025-05-25 21:05:42,995 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:39:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6344, top5_acc: 0.9263, loss_cls: 4.7247, loss: 4.7247 +2025-05-25 21:06:26,295 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:37:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9219, loss_cls: 4.6693, loss: 4.6693 +2025-05-25 21:07:09,486 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:35:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9275, loss_cls: 4.6038, loss: 4.6038 +2025-05-25 21:07:52,739 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:33:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6713, top5_acc: 0.9256, loss_cls: 4.5213, loss: 4.5213 +2025-05-25 21:08:36,103 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:31:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9263, loss_cls: 4.5031, loss: 4.5031 +2025-05-25 21:09:19,404 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:29:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6219, top5_acc: 0.9150, loss_cls: 4.7572, loss: 4.7572 +2025-05-25 21:10:02,610 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:28:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6631, top5_acc: 0.9275, loss_cls: 4.4929, loss: 4.4929 +2025-05-25 21:10:46,006 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 21:26:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6663, top5_acc: 0.9325, loss_cls: 4.4242, loss: 4.4242 +2025-05-25 21:11:29,306 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 21:24:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6400, top5_acc: 0.9256, loss_cls: 4.7127, loss: 4.7127 +2025-05-25 21:12:12,552 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 21:23:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6500, top5_acc: 0.9294, loss_cls: 4.6014, loss: 4.6014 +2025-05-25 21:12:55,844 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 21:21:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9319, loss_cls: 4.5542, loss: 4.5542 +2025-05-25 21:13:39,143 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 21:19:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9300, loss_cls: 4.3974, loss: 4.3974 +2025-05-25 21:14:22,554 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 21:18:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6781, top5_acc: 0.9300, loss_cls: 4.4158, loss: 4.4158 +2025-05-25 21:15:05,815 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 21:16:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9431, loss_cls: 4.3466, loss: 4.3466 +2025-05-25 21:15:49,202 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 21:15:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9281, loss_cls: 4.4816, loss: 4.4816 +2025-05-25 21:16:32,604 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 21:14:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9350, loss_cls: 4.3996, loss: 4.3996 +2025-05-25 21:17:16,314 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 21:13:00, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9437, loss_cls: 4.3412, loss: 4.3412 +2025-05-25 21:17:59,840 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 21:11:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9431, loss_cls: 4.3456, loss: 4.3456 +2025-05-25 21:18:43,132 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 21:10:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6819, top5_acc: 0.9325, loss_cls: 4.4115, loss: 4.4115 +2025-05-25 21:18:46,180 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:20:03,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:20:03,670 - pyskl - INFO - +top1_acc 0.6900 +top5_acc 0.9315 +2025-05-25 21:20:03,723 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:20:04,720 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:20:04,721 - pyskl - INFO - Best top1_acc is 0.6900 at 3 epoch. +2025-05-25 21:20:04,723 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6900, top5_acc: 0.9315 +2025-05-25 21:21:09,595 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 21:24:05, time: 0.649, data_time: 0.214, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9344, loss_cls: 4.3554, loss: 4.3554 +2025-05-25 21:21:52,983 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 21:22:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9425, loss_cls: 4.3457, loss: 4.3457 +2025-05-25 21:22:36,367 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 21:21:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 4.2591, loss: 4.2591 +2025-05-25 21:23:19,810 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 21:19:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9500, loss_cls: 4.1883, loss: 4.1883 +2025-05-25 21:24:03,087 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 21:18:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 4.2096, loss: 4.2096 +2025-05-25 21:24:46,494 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 21:16:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9463, loss_cls: 4.2408, loss: 4.2408 +2025-05-25 21:25:29,890 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 21:15:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9400, loss_cls: 4.2814, loss: 4.2814 +2025-05-25 21:26:13,277 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 21:13:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9363, loss_cls: 4.1942, loss: 4.1942 +2025-05-25 21:26:56,618 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 21:12:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9419, loss_cls: 4.3357, loss: 4.3357 +2025-05-25 21:27:40,022 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 21:10:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9469, loss_cls: 4.2027, loss: 4.2027 +2025-05-25 21:28:23,418 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 21:09:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9544, loss_cls: 4.1181, loss: 4.1181 +2025-05-25 21:29:06,866 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 21:08:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9487, loss_cls: 4.2179, loss: 4.2179 +2025-05-25 21:29:50,246 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 21:06:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9413, loss_cls: 4.1707, loss: 4.1707 +2025-05-25 21:30:33,703 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 21:05:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9494, loss_cls: 4.1781, loss: 4.1781 +2025-05-25 21:31:17,119 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 21:04:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9537, loss_cls: 4.0153, loss: 4.0153 +2025-05-25 21:32:00,555 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 21:03:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9394, loss_cls: 4.2358, loss: 4.2358 +2025-05-25 21:32:44,010 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 21:01:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9425, loss_cls: 4.1797, loss: 4.1797 +2025-05-25 21:33:27,435 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 21:00:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 4.0931, loss: 4.0931 +2025-05-25 21:34:10,883 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 4.0721, loss: 4.0721 +2025-05-25 21:34:54,281 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:58:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.1246, loss: 4.1246 +2025-05-25 21:35:37,737 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:56:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9494, loss_cls: 4.0689, loss: 4.0689 +2025-05-25 21:36:21,149 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:55:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9444, loss_cls: 4.1003, loss: 4.1003 +2025-05-25 21:37:04,597 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:54:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9413, loss_cls: 4.1797, loss: 4.1797 +2025-05-25 21:37:48,346 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:53:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9494, loss_cls: 4.0287, loss: 4.0287 +2025-05-25 21:38:31,930 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:52:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9431, loss_cls: 4.0157, loss: 4.0157 +2025-05-25 21:38:35,086 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:39:52,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:39:52,621 - pyskl - INFO - +top1_acc 0.7066 +top5_acc 0.9346 +2025-05-25 21:39:52,672 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:39:53,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:39:53,668 - pyskl - INFO - Best top1_acc is 0.7066 at 4 epoch. +2025-05-25 21:39:53,671 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7066, top5_acc: 0.9346 +2025-05-25 21:40:58,984 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 21:02:49, time: 0.653, data_time: 0.219, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9544, loss_cls: 3.9906, loss: 3.9906 +2025-05-25 21:41:42,250 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 21:01:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9606, loss_cls: 3.8948, loss: 3.8948 +2025-05-25 21:42:25,552 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 21:00:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9531, loss_cls: 3.8860, loss: 3.8860 +2025-05-25 21:43:08,741 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:58:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 4.0619, loss: 4.0619 +2025-05-25 21:43:51,986 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:57:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9563, loss_cls: 4.0072, loss: 4.0072 +2025-05-25 21:44:35,190 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:55:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 3.8574, loss: 3.8574 +2025-05-25 21:45:18,395 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:54:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9537, loss_cls: 4.0197, loss: 4.0197 +2025-05-25 21:46:01,595 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:53:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 3.9667, loss: 3.9667 +2025-05-25 21:46:44,755 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:51:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 3.9939, loss: 3.9939 +2025-05-25 21:47:28,096 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:50:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9563, loss_cls: 4.0595, loss: 4.0595 +2025-05-25 21:48:11,264 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:49:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9569, loss_cls: 4.0413, loss: 4.0413 +2025-05-25 21:48:54,425 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:48:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9613, loss_cls: 4.0208, loss: 4.0208 +2025-05-25 21:49:37,623 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:46:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9613, loss_cls: 3.9024, loss: 3.9024 +2025-05-25 21:50:20,831 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:45:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 3.8081, loss: 3.8081 +2025-05-25 21:51:04,009 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:44:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9619, loss_cls: 3.9303, loss: 3.9303 +2025-05-25 21:51:47,214 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:42:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9619, loss_cls: 3.9045, loss: 3.9045 +2025-05-25 21:52:30,394 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:41:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9519, loss_cls: 4.0992, loss: 4.0992 +2025-05-25 21:53:13,603 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:40:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 3.8735, loss: 3.8735 +2025-05-25 21:53:56,811 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:39:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 3.7120, loss: 3.7120 +2025-05-25 21:54:40,030 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:38:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.0989, loss: 4.0989 +2025-05-25 21:55:23,289 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 3.8143, loss: 3.8143 +2025-05-25 21:56:06,691 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:35:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 3.9767, loss: 3.9767 +2025-05-25 21:56:50,112 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:34:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 3.8387, loss: 3.8387 +2025-05-25 21:57:33,571 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:33:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9487, loss_cls: 3.9869, loss: 3.9869 +2025-05-25 21:58:16,937 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:32:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9513, loss_cls: 3.9278, loss: 3.9278 +2025-05-25 21:58:20,037 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:07:20,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:07:20,343 - pyskl - INFO - +top1_acc 0.7667 +top5_acc 0.9582 +2025-05-25 22:07:20,393 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:07:21,555 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-25 22:07:21,556 - pyskl - INFO - Best top1_acc is 0.7667 at 5 epoch. +2025-05-25 22:07:21,559 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7667, top5_acc: 0.9582 +2025-05-25 22:08:26,761 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:40:30, time: 0.652, data_time: 0.218, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7017, loss: 3.7017 +2025-05-25 22:09:10,087 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:39:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9637, loss_cls: 3.7649, loss: 3.7649 +2025-05-25 22:09:53,477 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:38:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 3.8557, loss: 3.8557 +2025-05-25 22:10:36,766 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:36:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.7362, loss: 3.7362 +2025-05-25 22:11:20,165 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:35:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9606, loss_cls: 3.7637, loss: 3.7637 +2025-05-25 22:12:03,514 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:34:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 3.7862, loss: 3.7862 +2025-05-25 22:12:46,897 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:33:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7997, loss: 3.7997 +2025-05-25 22:13:30,272 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:32:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 3.7501, loss: 3.7501 +2025-05-25 22:14:13,736 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:31:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9594, loss_cls: 3.7803, loss: 3.7803 +2025-05-25 22:14:57,116 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:30:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 3.9342, loss: 3.9342 +2025-05-25 22:15:40,475 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 20:29:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 3.8338, loss: 3.8338 +2025-05-25 22:16:23,947 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 20:28:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9569, loss_cls: 3.8847, loss: 3.8847 +2025-05-25 22:17:07,306 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 20:26:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 3.9181, loss: 3.9181 +2025-05-25 22:17:50,814 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 20:25:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.7416, loss: 3.7416 +2025-05-25 22:18:34,141 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 20:24:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 3.8692, loss: 3.8692 +2025-05-25 22:19:17,712 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 20:23:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 3.8003, loss: 3.8003 +2025-05-25 22:20:01,155 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 20:22:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 3.7011, loss: 3.7011 +2025-05-25 22:20:44,520 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 20:21:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 3.7236, loss: 3.7236 +2025-05-25 22:21:27,942 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 20:20:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9731, loss_cls: 3.5937, loss: 3.5937 +2025-05-25 22:22:11,197 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 20:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 3.8721, loss: 3.8721 +2025-05-25 22:22:54,615 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 20:18:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 3.8996, loss: 3.8996 +2025-05-25 22:23:38,063 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 20:17:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9613, loss_cls: 3.7048, loss: 3.7048 +2025-05-25 22:24:21,518 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 20:16:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 3.6706, loss: 3.6706 +2025-05-25 22:25:05,149 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 20:15:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 3.6913, loss: 3.6913 +2025-05-25 22:25:48,575 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 20:14:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.6970, loss: 3.6970 +2025-05-25 22:25:51,672 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:27:09,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:27:10,021 - pyskl - INFO - +top1_acc 0.7420 +top5_acc 0.9551 +2025-05-25 22:27:10,024 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7420, top5_acc: 0.9551 +2025-05-25 22:28:15,800 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 20:21:15, time: 0.658, data_time: 0.223, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.5697, loss: 3.5697 +2025-05-25 22:28:59,392 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 20:20:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 3.8048, loss: 3.8048 +2025-05-25 22:29:42,858 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 20:19:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.6734, loss: 3.6734 +2025-05-25 22:30:26,405 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 20:18:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 3.6791, loss: 3.6791 +2025-05-25 22:31:09,725 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 20:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9650, loss_cls: 3.7292, loss: 3.7292 +2025-05-25 22:31:53,066 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 20:16:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 3.7630, loss: 3.7630 +2025-05-25 22:32:36,448 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 20:14:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 3.7076, loss: 3.7076 +2025-05-25 22:33:19,834 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 20:13:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.6763, loss: 3.6763 +2025-05-25 22:34:03,250 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 20:12:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 3.7946, loss: 3.7946 +2025-05-25 22:34:46,707 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 20:11:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 3.7641, loss: 3.7641 +2025-05-25 22:35:30,022 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 20:10:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.7046, loss: 3.7046 +2025-05-25 22:36:13,457 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 20:09:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 3.7331, loss: 3.7331 +2025-05-25 22:36:56,826 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 20:08:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9663, loss_cls: 3.6666, loss: 3.6666 +2025-05-25 22:37:40,201 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 20:07:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.6704, loss: 3.6704 +2025-05-25 22:38:23,650 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 20:06:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.7641, loss: 3.7641 +2025-05-25 22:39:06,954 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 20:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9631, loss_cls: 3.7466, loss: 3.7466 +2025-05-25 22:39:50,253 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 20:04:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 3.6758, loss: 3.6758 +2025-05-25 22:40:33,613 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 20:03:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9619, loss_cls: 3.7018, loss: 3.7018 +2025-05-25 22:41:16,977 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 20:02:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.5973, loss: 3.5973 +2025-05-25 22:42:00,359 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 20:01:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 3.6914, loss: 3.6914 +2025-05-25 22:42:43,813 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 20:00:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9681, loss_cls: 3.6573, loss: 3.6573 +2025-05-25 22:43:27,274 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:59:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.5755, loss: 3.5755 +2025-05-25 22:44:10,784 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:58:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 3.6477, loss: 3.6477 +2025-05-25 22:44:54,298 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:57:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.5873, loss: 3.5873 +2025-05-25 22:45:37,785 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:56:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.6625, loss: 3.6625 +2025-05-25 22:45:40,931 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:46:59,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:46:59,181 - pyskl - INFO - +top1_acc 0.7613 +top5_acc 0.9578 +2025-05-25 22:46:59,184 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7613, top5_acc: 0.9578 +2025-05-25 22:48:04,930 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 20:02:16, time: 0.657, data_time: 0.222, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9669, loss_cls: 3.5586, loss: 3.5586 +2025-05-25 22:48:48,297 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 20:01:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 3.6003, loss: 3.6003 +2025-05-25 22:49:31,647 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 20:00:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.6609, loss: 3.6609 +2025-05-25 22:50:15,103 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:59:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.6323, loss: 3.6323 +2025-05-25 22:50:58,528 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:58:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9712, loss_cls: 3.5595, loss: 3.5595 +2025-05-25 22:51:41,979 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:57:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.7789, loss: 3.7789 +2025-05-25 22:52:25,387 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:56:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 3.5668, loss: 3.5668 +2025-05-25 22:53:08,709 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:55:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.5552, loss: 3.5552 +2025-05-25 22:53:52,015 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:54:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 3.6575, loss: 3.6575 +2025-05-25 22:54:35,395 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:53:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.6107, loss: 3.6107 +2025-05-25 22:55:18,736 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:52:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.6027, loss: 3.6027 +2025-05-25 22:56:02,122 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:51:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.5511, loss: 3.5511 +2025-05-25 22:56:45,526 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:50:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 3.4567, loss: 3.4567 +2025-05-25 22:57:28,861 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:49:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.6028, loss: 3.6028 +2025-05-25 22:58:12,219 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:48:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9688, loss_cls: 3.4711, loss: 3.4711 +2025-05-25 22:58:55,586 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:47:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.6262, loss: 3.6262 +2025-05-25 22:59:39,001 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:46:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9650, loss_cls: 3.5963, loss: 3.5963 +2025-05-25 23:00:22,345 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:45:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.6770, loss: 3.6770 +2025-05-25 23:01:05,744 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.5921, loss: 3.5921 +2025-05-25 23:01:49,115 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:43:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 3.6023, loss: 3.6023 +2025-05-25 23:02:32,564 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:42:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.5450, loss: 3.5450 +2025-05-25 23:03:16,219 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:41:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.5439, loss: 3.5439 +2025-05-25 23:03:59,700 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:40:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.7478, loss: 3.7478 +2025-05-25 23:04:43,034 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:39:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9769, loss_cls: 3.3683, loss: 3.3683 +2025-05-25 23:05:26,691 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:38:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9731, loss_cls: 3.5232, loss: 3.5232 +2025-05-25 23:05:29,813 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:06:47,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:06:47,900 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9500 +2025-05-25 23:06:47,903 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7314, top5_acc: 0.9500 +2025-05-25 23:07:52,868 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:43:08, time: 0.650, data_time: 0.215, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 3.6046, loss: 3.6046 +2025-05-25 23:08:36,186 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:42:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 3.5007, loss: 3.5007 +2025-05-25 23:09:19,562 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:41:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.4008, loss: 3.4008 +2025-05-25 23:10:02,893 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:40:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.5931, loss: 3.5931 +2025-05-25 23:10:46,234 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:39:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.5177, loss: 3.5177 +2025-05-25 23:11:29,570 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:38:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.6272, loss: 3.6272 +2025-05-25 23:12:12,961 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:37:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.5463, loss: 3.5463 +2025-05-25 23:12:56,314 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:36:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.4526, loss: 3.4526 +2025-05-25 23:13:39,630 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:35:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4907, loss: 3.4907 +2025-05-25 23:14:22,997 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:34:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.5527, loss: 3.5527 +2025-05-25 23:15:06,357 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:33:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.5030, loss: 3.5030 +2025-05-25 23:15:49,670 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:32:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.4128, loss: 3.4128 +2025-05-25 23:16:32,959 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:31:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.5165, loss: 3.5165 +2025-05-25 23:17:16,349 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:30:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.5965, loss: 3.5965 +2025-05-25 23:17:59,650 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:29:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.5894, loss: 3.5894 +2025-05-25 23:18:42,975 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 19:28:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 3.5332, loss: 3.5332 +2025-05-25 23:19:26,338 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 19:27:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 3.5204, loss: 3.5204 +2025-05-25 23:20:09,657 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 19:26:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.4346, loss: 3.4346 +2025-05-25 23:20:52,966 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 19:25:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.3943, loss: 3.3943 +2025-05-25 23:21:36,364 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 19:24:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.4854, loss: 3.4854 +2025-05-25 23:22:19,887 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 19:23:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.5480, loss: 3.5480 +2025-05-25 23:23:03,363 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 19:22:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.5678, loss: 3.5678 +2025-05-25 23:23:46,818 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 19:21:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.4672, loss: 3.4672 +2025-05-25 23:24:30,161 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 19:20:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.4548, loss: 3.4548 +2025-05-25 23:25:13,590 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 19:19:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4030, loss: 3.4030 +2025-05-25 23:25:16,734 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:26:33,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:26:33,774 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9628 +2025-05-25 23:26:33,842 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_5.pth was removed +2025-05-25 23:26:34,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-25 23:26:34,843 - pyskl - INFO - Best top1_acc is 0.7919 at 9 epoch. +2025-05-25 23:26:34,845 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7919, top5_acc: 0.9628 +2025-05-25 23:27:40,144 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 19:23:57, time: 0.653, data_time: 0.218, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.4293, loss: 3.4293 +2025-05-25 23:28:23,739 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 19:23:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.4636, loss: 3.4636 +2025-05-25 23:29:07,252 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 19:22:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4194, loss: 3.4194 +2025-05-25 23:29:50,586 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 19:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.4029, loss: 3.4029 +2025-05-25 23:30:33,935 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 19:20:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 3.4269, loss: 3.4269 +2025-05-25 23:31:17,344 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 19:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.4053, loss: 3.4053 +2025-05-25 23:32:00,631 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 19:18:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.6574, loss: 3.6574 +2025-05-25 23:32:44,047 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 19:17:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.4449, loss: 3.4449 +2025-05-25 23:33:27,419 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 19:16:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.4263, loss: 3.4263 +2025-05-25 23:34:10,748 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 19:15:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.5203, loss: 3.5203 +2025-05-25 23:34:54,037 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 19:14:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.4609, loss: 3.4609 +2025-05-25 23:35:37,357 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 19:13:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.4299, loss: 3.4299 +2025-05-25 23:36:20,645 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 19:12:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.4235, loss: 3.4235 +2025-05-25 23:37:03,951 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 19:11:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.3596, loss: 3.3596 +2025-05-25 23:37:47,258 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 19:10:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.4113, loss: 3.4113 +2025-05-25 23:38:30,553 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 19:09:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.6588, loss: 3.6588 +2025-05-25 23:39:13,824 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 19:08:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.4187, loss: 3.4187 +2025-05-25 23:39:57,080 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 19:07:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.5242, loss: 3.5242 +2025-05-25 23:40:40,423 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 19:06:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.3482, loss: 3.3482 +2025-05-25 23:41:23,894 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 19:05:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.4168, loss: 3.4168 +2025-05-25 23:42:07,528 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 19:05:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.4880, loss: 3.4880 +2025-05-25 23:42:51,119 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 19:04:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.2141, loss: 3.2141 +2025-05-25 23:43:34,622 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 19:03:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.3177, loss: 3.3177 +2025-05-25 23:44:18,051 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 19:02:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.4506, loss: 3.4506 +2025-05-25 23:45:01,558 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 19:01:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.4087, loss: 3.4087 +2025-05-25 23:45:04,749 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:53:34,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:53:34,765 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9603 +2025-05-25 23:53:34,769 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7742, top5_acc: 0.9603 +2025-05-25 23:54:40,594 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 19:05:13, time: 0.658, data_time: 0.223, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 3.3034, loss: 3.3034 +2025-05-25 23:55:24,192 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 19:04:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.3224, loss: 3.3224 +2025-05-25 23:56:07,811 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 19:03:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.3565, loss: 3.3565 +2025-05-25 23:56:51,762 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 19:02:39, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.4650, loss: 3.4650 +2025-05-25 23:57:35,504 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 19:01:49, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.5173, loss: 3.5173 +2025-05-25 23:58:19,424 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 19:01:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 3.4156, loss: 3.4156 +2025-05-25 23:59:02,899 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 19:00:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.3841, loss: 3.3841 +2025-05-25 23:59:46,361 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:59:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.4310, loss: 3.4310 +2025-05-26 00:00:29,750 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:58:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.3561, loss: 3.3561 +2025-05-26 00:01:13,268 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:57:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9800, loss_cls: 3.3043, loss: 3.3043 +2025-05-26 00:01:56,738 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:56:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.3674, loss: 3.3674 +2025-05-26 00:02:40,114 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:55:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.3522, loss: 3.3522 +2025-05-26 00:03:23,458 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:54:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.3421, loss: 3.3421 +2025-05-26 00:04:06,726 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:53:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.3866, loss: 3.3866 +2025-05-26 00:04:50,092 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:52:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.3923, loss: 3.3923 +2025-05-26 00:05:33,406 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:51:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9738, loss_cls: 3.4878, loss: 3.4878 +2025-05-26 00:06:16,788 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:50:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.2639, loss: 3.2639 +2025-05-26 00:07:00,182 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:50:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.1930, loss: 3.1930 +2025-05-26 00:07:43,711 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:49:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.3587, loss: 3.3587 +2025-05-26 00:08:27,334 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:48:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.3972, loss: 3.3972 +2025-05-26 00:09:10,926 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:47:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.4511, loss: 3.4511 +2025-05-26 00:09:54,524 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:46:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.4589, loss: 3.4589 +2025-05-26 00:10:37,893 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:45:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.5021, loss: 3.5021 +2025-05-26 00:11:21,361 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:44:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.2561, loss: 3.2561 +2025-05-26 00:12:04,835 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:43:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.2565, loss: 3.2565 +2025-05-26 00:12:08,018 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:13:26,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:13:26,240 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9659 +2025-05-26 00:13:26,243 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7865, top5_acc: 0.9659 +2025-05-26 00:14:31,859 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:47:04, time: 0.656, data_time: 0.221, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 3.2159, loss: 3.2159 +2025-05-26 00:15:15,327 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:46:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.2865, loss: 3.2865 +2025-05-26 00:15:58,992 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:45:19, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.1568, loss: 3.1568 +2025-05-26 00:16:42,594 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:44:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.3221, loss: 3.3221 +2025-05-26 00:17:26,090 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:43:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.2806, loss: 3.2806 +2025-05-26 00:18:09,702 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:42:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.3601, loss: 3.3601 +2025-05-26 00:18:53,165 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:41:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.3733, loss: 3.3733 +2025-05-26 00:19:36,643 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:40:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.3323, loss: 3.3323 +2025-05-26 00:20:20,109 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:40:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.3898, loss: 3.3898 +2025-05-26 00:21:03,519 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:39:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.3944, loss: 3.3944 +2025-05-26 00:21:46,958 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:38:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 3.3884, loss: 3.3884 +2025-05-26 00:22:30,452 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:37:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.2161, loss: 3.2161 +2025-05-26 00:23:14,082 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:36:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4261, loss: 3.4261 +2025-05-26 00:23:57,557 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:35:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.4607, loss: 3.4607 +2025-05-26 00:24:40,932 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:34:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.3833, loss: 3.3833 +2025-05-26 00:25:24,330 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:33:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.3945, loss: 3.3945 +2025-05-26 00:26:07,731 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:32:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.3760, loss: 3.3760 +2025-05-26 00:26:51,173 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:32:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 3.2736, loss: 3.2736 +2025-05-26 00:27:34,701 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:31:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.3195, loss: 3.3195 +2025-05-26 00:28:18,238 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:30:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.2898, loss: 3.2898 +2025-05-26 00:29:01,881 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:29:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.4867, loss: 3.4867 +2025-05-26 00:29:45,582 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:28:40, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.2879, loss: 3.2879 +2025-05-26 00:30:29,129 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 18:27:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.3030, loss: 3.3030 +2025-05-26 00:31:12,571 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 18:26:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 3.3951, loss: 3.3951 +2025-05-26 00:31:56,015 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 18:26:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.4048, loss: 3.4048 +2025-05-26 00:31:59,089 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:33:16,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:33:16,741 - pyskl - INFO - +top1_acc 0.7582 +top5_acc 0.9585 +2025-05-26 00:33:16,744 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7582, top5_acc: 0.9585 +2025-05-26 00:34:22,629 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:28:55, time: 0.659, data_time: 0.223, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.2306, loss: 3.2306 +2025-05-26 00:35:06,304 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 18:28:04, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1951, loss: 3.1951 +2025-05-26 00:35:50,104 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 18:27:15, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 3.4168, loss: 3.4168 +2025-05-26 00:36:33,633 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 18:26:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.2956, loss: 3.2956 +2025-05-26 00:37:17,376 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 18:25:33, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.2986, loss: 3.2986 +2025-05-26 00:38:01,005 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 18:24:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.2592, loss: 3.2592 +2025-05-26 00:38:44,569 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 18:23:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3126, loss: 3.3126 +2025-05-26 00:39:28,008 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 18:22:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.3290, loss: 3.3290 +2025-05-26 00:40:11,526 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 18:22:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.1603, loss: 3.1603 +2025-05-26 00:40:55,027 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 18:21:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.2140, loss: 3.2140 +2025-05-26 00:41:38,522 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 18:20:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.3737, loss: 3.3737 +2025-05-26 00:42:22,059 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 18:19:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.2778, loss: 3.2778 +2025-05-26 00:43:05,683 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 18:18:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.3350, loss: 3.3350 +2025-05-26 00:43:49,233 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 18:17:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1707, loss: 3.1707 +2025-05-26 00:44:32,794 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 18:16:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.4245, loss: 3.4245 +2025-05-26 00:45:16,322 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 18:16:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.3682, loss: 3.3682 +2025-05-26 00:45:59,910 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 18:15:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.2131, loss: 3.2131 +2025-05-26 00:46:43,514 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 18:14:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.2008, loss: 3.2008 +2025-05-26 00:47:27,085 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 18:13:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.2713, loss: 3.2713 +2025-05-26 00:48:11,000 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 18:12:44, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9788, loss_cls: 3.2666, loss: 3.2666 +2025-05-26 00:48:54,545 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 18:11:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.2251, loss: 3.2251 +2025-05-26 00:49:37,976 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 18:11:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2154, loss: 3.2154 +2025-05-26 00:50:21,347 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 18:10:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.3874, loss: 3.3874 +2025-05-26 00:51:04,826 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 18:09:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.2592, loss: 3.2592 +2025-05-26 00:51:48,299 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 18:08:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 3.2296, loss: 3.2296 +2025-05-26 00:51:51,447 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:53:09,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:53:09,168 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9626 +2025-05-26 00:53:09,218 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_9.pth was removed +2025-05-26 00:53:10,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-26 00:53:10,275 - pyskl - INFO - Best top1_acc is 0.7946 at 13 epoch. +2025-05-26 00:53:10,279 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7946, top5_acc: 0.9626 +2025-05-26 00:54:15,772 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 18:10:53, time: 0.655, data_time: 0.219, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.0894, loss: 3.0894 +2025-05-26 00:54:59,415 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 18:10:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.2532, loss: 3.2532 +2025-05-26 00:55:43,249 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 18:09:14, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1858, loss: 3.1858 +2025-05-26 00:56:26,943 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 18:08:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.2463, loss: 3.2463 +2025-05-26 00:57:10,620 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 18:07:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.2828, loss: 3.2828 +2025-05-26 00:57:54,236 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 18:06:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.2718, loss: 3.2718 +2025-05-26 00:58:37,913 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 18:05:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.2072, loss: 3.2072 +2025-05-26 00:59:21,553 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 18:05:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2235, loss: 3.2235 +2025-05-26 01:00:05,179 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 18:04:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.2795, loss: 3.2795 +2025-05-26 01:00:48,802 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 18:03:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.3142, loss: 3.3142 +2025-05-26 01:01:32,394 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 18:02:32, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.3609, loss: 3.3609 +2025-05-26 01:02:15,934 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 18:01:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1960, loss: 3.1960 +2025-05-26 01:02:59,447 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 18:00:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.2337, loss: 3.2337 +2025-05-26 01:03:42,927 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:59:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.1168, loss: 3.1168 +2025-05-26 01:04:26,365 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:59:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.2166, loss: 3.2166 +2025-05-26 01:05:09,837 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:58:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.2189, loss: 3.2189 +2025-05-26 01:05:53,300 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:57:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.2452, loss: 3.2452 +2025-05-26 01:06:36,807 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:56:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.1465, loss: 3.1465 +2025-05-26 01:07:20,455 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:55:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.2045, loss: 3.2045 +2025-05-26 01:08:04,058 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:54:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.2915, loss: 3.2915 +2025-05-26 01:08:47,686 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:54:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.3333, loss: 3.3333 +2025-05-26 01:09:31,130 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:53:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.2566, loss: 3.2566 +2025-05-26 01:10:14,620 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:52:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.2744, loss: 3.2744 +2025-05-26 01:10:58,332 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:51:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.2716, loss: 3.2716 +2025-05-26 01:11:41,961 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:50:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.2265, loss: 3.2265 +2025-05-26 01:11:45,102 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:13:03,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:13:03,227 - pyskl - INFO - +top1_acc 0.8040 +top5_acc 0.9662 +2025-05-26 01:13:03,303 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_13.pth was removed +2025-05-26 01:13:04,443 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-05-26 01:13:04,445 - pyskl - INFO - Best top1_acc is 0.8040 at 14 epoch. +2025-05-26 01:13:04,447 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.8040, top5_acc: 0.9662 +2025-05-26 01:14:09,547 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:52:49, time: 0.651, data_time: 0.216, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1494, loss: 3.1494 +2025-05-26 01:14:53,005 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:51:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.1887, loss: 3.1887 +2025-05-26 01:15:36,518 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:51:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.1607, loss: 3.1607 +2025-05-26 01:16:19,940 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:50:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.0987, loss: 3.0987 +2025-05-26 01:17:03,462 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:49:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.2465, loss: 3.2465 +2025-05-26 01:17:46,824 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:48:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.2277, loss: 3.2277 +2025-05-26 01:18:30,245 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:47:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.1637, loss: 3.1637 +2025-05-26 01:19:13,599 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:46:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.2823, loss: 3.2823 +2025-05-26 01:19:56,947 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:45:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.2532, loss: 3.2532 +2025-05-26 01:20:40,159 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:44:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2395, loss: 3.2395 +2025-05-26 01:21:23,563 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:44:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.1359, loss: 3.1359 +2025-05-26 01:22:06,873 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:43:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.2288, loss: 3.2288 +2025-05-26 01:22:50,193 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:42:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.1953, loss: 3.1953 +2025-05-26 01:23:33,583 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:41:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.1973, loss: 3.1973 +2025-05-26 01:24:16,971 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:40:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 3.1891, loss: 3.1891 +2025-05-26 01:25:00,284 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:39:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.2422, loss: 3.2422 +2025-05-26 01:25:43,709 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:38:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 3.1112, loss: 3.1112 +2025-05-26 01:26:27,167 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:38:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1538, loss: 3.1538 +2025-05-26 01:27:10,745 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:37:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.2284, loss: 3.2284 +2025-05-26 01:27:54,120 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:36:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.2160, loss: 3.2160 +2025-05-26 01:28:37,408 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:35:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.0680, loss: 3.0680 +2025-05-26 01:29:20,718 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:34:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.1826, loss: 3.1826 +2025-05-26 01:30:03,966 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:33:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2385, loss: 3.2385 +2025-05-26 01:30:47,230 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:32:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.2643, loss: 3.2643 +2025-05-26 01:31:30,482 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:31:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.1144, loss: 3.1144 +2025-05-26 01:31:33,541 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:40:18,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:40:18,083 - pyskl - INFO - +top1_acc 0.7978 +top5_acc 0.9640 +2025-05-26 01:40:18,086 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7978, top5_acc: 0.9640 +2025-05-26 01:41:24,043 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:34:02, time: 0.660, data_time: 0.223, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.1037, loss: 3.1037 +2025-05-26 01:42:07,627 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:33:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.2824, loss: 3.2824 +2025-05-26 01:42:51,328 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:32:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0045, loss: 3.0045 +2025-05-26 01:43:35,080 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:31:34, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.0202, loss: 3.0202 +2025-05-26 01:44:18,826 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:30:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.2032, loss: 3.2032 +2025-05-26 01:45:02,473 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:29:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 3.0790, loss: 3.0790 +2025-05-26 01:45:46,035 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 17:29:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1140, loss: 3.1140 +2025-05-26 01:46:29,483 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 17:28:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.2561, loss: 3.2561 +2025-05-26 01:47:12,834 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 17:27:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.1186, loss: 3.1186 +2025-05-26 01:47:56,289 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 17:26:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.1125, loss: 3.1125 +2025-05-26 01:48:39,703 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 17:25:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1033, loss: 3.1033 +2025-05-26 01:49:23,135 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 17:24:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.2848, loss: 3.2848 +2025-05-26 01:50:06,650 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 17:23:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.1624, loss: 3.1624 +2025-05-26 01:50:50,080 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 17:23:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0752, loss: 3.0752 +2025-05-26 01:51:33,370 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 17:22:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.0351, loss: 3.0351 +2025-05-26 01:52:16,778 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 17:21:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.1292, loss: 3.1292 +2025-05-26 01:53:00,227 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 17:20:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 3.1680, loss: 3.1680 +2025-05-26 01:53:43,822 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 17:19:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.1897, loss: 3.1897 +2025-05-26 01:54:27,195 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 17:18:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.1439, loss: 3.1439 +2025-05-26 01:55:10,710 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 17:18:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.2182, loss: 3.2182 +2025-05-26 01:55:54,168 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 17:17:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.2774, loss: 3.2774 +2025-05-26 01:56:37,554 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 17:16:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.1678, loss: 3.1678 +2025-05-26 01:57:20,753 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 17:15:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.2697, loss: 3.2697 +2025-05-26 01:58:04,194 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 17:14:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.1883, loss: 3.1883 +2025-05-26 01:58:47,510 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 17:13:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.1690, loss: 3.1690 +2025-05-26 01:58:50,583 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 02:00:08,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:00:08,450 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9657 +2025-05-26 02:00:08,453 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.8024, top5_acc: 0.9657 +2025-05-26 02:01:14,724 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 17:15:41, time: 0.663, data_time: 0.228, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 3.0487, loss: 3.0487 +2025-05-26 02:01:58,088 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 17:14:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 3.0008, loss: 3.0008 +2025-05-26 02:02:41,548 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 17:13:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2544, loss: 3.2544 +2025-05-26 02:03:24,986 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 17:13:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.1453, loss: 3.1453 +2025-05-26 02:04:08,413 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 17:12:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.0987, loss: 3.0987 +2025-05-26 02:04:52,018 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 17:11:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.2701, loss: 3.2701 +2025-05-26 02:05:35,482 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 17:10:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 3.0553, loss: 3.0553 +2025-05-26 02:06:18,928 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 17:09:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.1143, loss: 3.1143 +2025-05-26 02:07:02,343 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 17:08:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.1920, loss: 3.1920 +2025-05-26 02:07:45,742 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 17:08:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.1314, loss: 3.1314 +2025-05-26 02:08:29,126 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 17:07:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.0197, loss: 3.0197 +2025-05-26 02:09:12,561 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 17:06:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2259, loss: 3.2259 +2025-05-26 02:09:55,889 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 17:05:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1944, loss: 3.1944 +2025-05-26 02:10:39,194 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 17:04:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.0991, loss: 3.0991 +2025-05-26 02:11:22,650 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 17:03:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.1152, loss: 3.1152 +2025-05-26 02:12:06,078 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 17:02:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.2318, loss: 3.2318 +2025-05-26 02:12:49,544 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 17:02:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.1287, loss: 3.1287 +2025-05-26 02:13:32,935 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 17:01:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.2219, loss: 3.2219 +2025-05-26 02:14:16,499 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 17:00:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1281, loss: 3.1281 +2025-05-26 02:15:00,017 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:59:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1084, loss: 3.1084 +2025-05-26 02:15:43,605 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:58:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.0662, loss: 3.0662 +2025-05-26 02:16:26,973 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:57:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.2086, loss: 3.2086 +2025-05-26 02:17:10,334 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:57:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.0779, loss: 3.0779 +2025-05-26 02:17:53,646 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:56:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.0408, loss: 3.0408 +2025-05-26 02:18:36,997 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:55:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0258, loss: 3.0258 +2025-05-26 02:18:40,244 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:19:58,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:19:58,785 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9669 +2025-05-26 02:19:58,859 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_14.pth was removed +2025-05-26 02:19:59,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-26 02:19:59,944 - pyskl - INFO - Best top1_acc is 0.8049 at 17 epoch. +2025-05-26 02:19:59,946 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.8049, top5_acc: 0.9669 +2025-05-26 02:21:06,277 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:57:10, time: 0.663, data_time: 0.230, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9736, loss: 2.9736 +2025-05-26 02:21:49,639 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:56:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.9879, loss: 2.9879 +2025-05-26 02:22:32,816 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:55:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.0803, loss: 3.0803 +2025-05-26 02:23:16,021 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.0342, loss: 3.0342 +2025-05-26 02:23:59,347 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:53:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.1677, loss: 3.1677 +2025-05-26 02:24:42,925 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:52:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0822, loss: 3.0822 +2025-05-26 02:25:26,563 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:52:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.1815, loss: 3.1815 +2025-05-26 02:26:10,147 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:51:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.1456, loss: 3.1456 +2025-05-26 02:26:53,542 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:50:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.2014, loss: 3.2014 +2025-05-26 02:27:36,870 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.0239, loss: 3.0239 +2025-05-26 02:28:20,119 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:48:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.0876, loss: 3.0876 +2025-05-26 02:29:03,397 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:47:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.9837, loss: 2.9837 +2025-05-26 02:29:46,766 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:47:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0156, loss: 3.0156 +2025-05-26 02:30:30,117 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:46:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.0325, loss: 3.0325 +2025-05-26 02:31:13,498 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:45:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 3.2995, loss: 3.2995 +2025-05-26 02:31:56,912 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:44:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.0833, loss: 3.0833 +2025-05-26 02:32:40,430 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:43:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0924, loss: 3.0924 +2025-05-26 02:33:23,767 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:42:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 3.0264, loss: 3.0264 +2025-05-26 02:34:07,191 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:41:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.1465, loss: 3.1465 +2025-05-26 02:34:50,631 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:41:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.1358, loss: 3.1358 +2025-05-26 02:35:34,218 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:40:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.1741, loss: 3.1741 +2025-05-26 02:36:17,727 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:39:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 2.9985, loss: 2.9985 +2025-05-26 02:37:01,159 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:38:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 3.2673, loss: 3.2673 +2025-05-26 02:37:44,513 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:37:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0459, loss: 3.0459 +2025-05-26 02:38:27,878 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:36:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.3093, loss: 3.3093 +2025-05-26 02:38:31,071 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:39:49,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:39:49,915 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9701 +2025-05-26 02:39:49,964 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_17.pth was removed +2025-05-26 02:39:50,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-26 02:39:50,980 - pyskl - INFO - Best top1_acc is 0.8080 at 18 epoch. +2025-05-26 02:39:50,983 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.8080, top5_acc: 0.9701 +2025-05-26 02:40:56,901 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:38:31, time: 0.659, data_time: 0.226, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.0671, loss: 3.0671 +2025-05-26 02:41:40,198 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:37:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9875, loss_cls: 3.0274, loss: 3.0274 +2025-05-26 02:42:23,645 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:36:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9209, loss: 2.9209 +2025-05-26 02:43:07,087 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:36:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 2.9875, loss: 2.9875 +2025-05-26 02:43:50,527 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:35:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.0092, loss: 3.0092 +2025-05-26 02:44:33,987 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:34:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 3.0844, loss: 3.0844 +2025-05-26 02:45:17,404 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:33:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9825, loss_cls: 3.0752, loss: 3.0752 +2025-05-26 02:46:00,891 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:32:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.0344, loss: 3.0344 +2025-05-26 02:46:44,444 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:31:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1288, loss: 3.1288 +2025-05-26 02:47:27,837 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:31:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9812, loss_cls: 3.0835, loss: 3.0835 +2025-05-26 02:48:11,235 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:30:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 2.9827, loss: 2.9827 +2025-05-26 02:48:54,530 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:29:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.0704, loss: 3.0704 +2025-05-26 02:49:37,838 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 16:28:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1510, loss: 3.1510 +2025-05-26 02:50:21,183 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 16:27:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.1493, loss: 3.1493 +2025-05-26 02:51:04,652 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 16:26:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0329, loss: 3.0329 +2025-05-26 02:51:48,019 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 16:25:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.0250, loss: 3.0250 +2025-05-26 02:52:31,489 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 16:25:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.1166, loss: 3.1166 +2025-05-26 02:53:14,873 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 16:24:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0651, loss: 3.0651 +2025-05-26 02:53:58,506 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 16:23:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.0783, loss: 3.0783 +2025-05-26 02:54:42,001 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 16:22:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.1708, loss: 3.1708 +2025-05-26 02:55:25,571 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 16:21:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.0076, loss: 3.0076 +2025-05-26 02:56:09,034 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 16:21:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.2147, loss: 3.2147 +2025-05-26 02:56:52,484 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 16:20:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0146, loss: 3.0146 +2025-05-26 02:57:35,990 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 16:19:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.0962, loss: 3.0962 +2025-05-26 02:58:19,442 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 16:18:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.0624, loss: 3.0624 +2025-05-26 02:58:22,583 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:59:40,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:59:40,679 - pyskl - INFO - +top1_acc 0.8166 +top5_acc 0.9707 +2025-05-26 02:59:40,732 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_18.pth was removed +2025-05-26 02:59:41,770 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-26 02:59:41,771 - pyskl - INFO - Best top1_acc is 0.8166 at 19 epoch. +2025-05-26 02:59:41,773 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8166, top5_acc: 0.9707 +2025-05-26 03:00:47,378 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 16:19:58, time: 0.656, data_time: 0.221, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9728, loss: 2.9728 +2025-05-26 03:01:30,854 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 16:19:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9878, loss: 2.9878 +2025-05-26 03:02:14,209 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 16:18:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0817, loss: 3.0817 +2025-05-26 03:02:57,571 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 16:17:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.1745, loss: 3.1745 +2025-05-26 03:03:40,929 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 16:16:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0145, loss: 3.0145 +2025-05-26 03:04:24,286 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 16:15:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9881, loss_cls: 3.0247, loss: 3.0247 +2025-05-26 03:05:07,574 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 16:14:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9794, loss_cls: 3.1447, loss: 3.1447 +2025-05-26 03:05:50,994 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 16:14:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 03:06:34,463 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 16:13:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.0791, loss: 3.0791 +2025-05-26 03:07:17,917 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 16:12:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.0870, loss: 3.0870 +2025-05-26 03:08:01,267 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 16:11:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.0397, loss: 3.0397 +2025-05-26 03:08:44,712 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 16:10:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.0914, loss: 3.0914 +2025-05-26 03:09:28,107 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 16:09:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0236, loss: 3.0236 +2025-05-26 03:10:11,489 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 16:09:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.9240, loss: 2.9240 +2025-05-26 03:10:54,912 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 16:08:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.0429, loss: 3.0429 +2025-05-26 03:11:38,592 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 16:07:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 3.0791, loss: 3.0791 +2025-05-26 03:12:22,106 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 16:06:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1100, loss: 3.1100 +2025-05-26 03:13:05,498 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 16:05:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0234, loss: 3.0234 +2025-05-26 03:13:48,901 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 16:05:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0767, loss: 3.0767 +2025-05-26 03:14:32,204 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 16:04:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.0720, loss: 3.0720 +2025-05-26 03:15:15,479 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 16:03:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.0869, loss: 3.0869 +2025-05-26 03:15:58,786 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 16:02:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 3.2810, loss: 3.2810 +2025-05-26 03:16:41,989 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 16:01:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 2.9878, loss: 2.9878 +2025-05-26 03:17:25,259 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 16:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.9136, loss: 2.9136 +2025-05-26 03:18:08,543 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 16:00:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.0404, loss: 3.0404 +2025-05-26 03:18:11,684 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:26:56,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:26:56,951 - pyskl - INFO - +top1_acc 0.8103 +top5_acc 0.9650 +2025-05-26 03:26:56,954 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.8103, top5_acc: 0.9650 +2025-05-26 03:28:01,250 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 16:01:08, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.9338, loss: 2.9338 +2025-05-26 03:28:44,537 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 16:00:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0512, loss: 3.0512 +2025-05-26 03:29:27,810 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:59:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.0232, loss: 3.0232 +2025-05-26 03:30:11,056 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:58:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9325, loss: 2.9325 +2025-05-26 03:30:54,600 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:57:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.1414, loss: 3.1414 +2025-05-26 03:31:38,041 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:56:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.0016, loss: 3.0016 +2025-05-26 03:32:21,397 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:56:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.0320, loss: 3.0320 +2025-05-26 03:33:04,625 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:55:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 2.8139, loss: 2.8139 +2025-05-26 03:33:47,977 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:54:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1118, loss: 3.1118 +2025-05-26 03:34:31,278 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:53:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.9867, loss: 2.9867 +2025-05-26 03:35:14,571 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:52:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.0528, loss: 3.0528 +2025-05-26 03:35:57,867 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:51:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0851, loss: 3.0851 +2025-05-26 03:36:41,158 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:51:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0781, loss: 3.0781 +2025-05-26 03:37:24,481 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:50:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0218, loss: 3.0218 +2025-05-26 03:38:07,867 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:49:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0199, loss: 3.0199 +2025-05-26 03:38:51,296 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:48:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.1012, loss: 3.1012 +2025-05-26 03:39:34,669 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:47:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9613, loss: 2.9613 +2025-05-26 03:40:17,966 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:47:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0010, loss: 3.0010 +2025-05-26 03:41:01,464 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:46:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.1525, loss: 3.1525 +2025-05-26 03:41:44,806 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:45:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 03:42:28,308 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:44:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.0915, loss: 3.0915 +2025-05-26 03:43:11,670 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:43:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0609, loss: 3.0609 +2025-05-26 03:43:54,931 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9377, loss: 2.9377 +2025-05-26 03:44:38,274 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:42:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.0625, loss: 3.0625 +2025-05-26 03:45:21,578 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:41:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 2.9686, loss: 2.9686 +2025-05-26 03:45:24,635 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:46:41,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:46:41,604 - pyskl - INFO - +top1_acc 0.7965 +top5_acc 0.9667 +2025-05-26 03:46:41,607 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7965, top5_acc: 0.9667 +2025-05-26 03:47:45,978 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:42:16, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.9399, loss: 2.9399 +2025-05-26 03:48:29,314 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:41:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9709, loss: 2.9709 +2025-05-26 03:49:12,714 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:40:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.0002, loss: 3.0002 +2025-05-26 03:49:56,097 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:39:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0135, loss: 3.0135 +2025-05-26 03:50:39,700 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:39:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8524, loss: 2.8524 +2025-05-26 03:51:23,471 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:38:13, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.9823, loss: 2.9823 +2025-05-26 03:52:07,046 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:37:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9927, loss: 2.9927 +2025-05-26 03:52:50,378 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:36:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.9747, loss: 2.9747 +2025-05-26 03:53:33,741 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:35:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.0160, loss: 3.0160 +2025-05-26 03:54:17,233 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:34:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1311, loss: 3.1311 +2025-05-26 03:55:00,708 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:34:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9975, loss: 2.9975 +2025-05-26 03:55:44,033 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:33:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.0881, loss: 3.0881 +2025-05-26 03:56:27,399 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:32:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9652, loss: 2.9652 +2025-05-26 03:57:10,838 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:31:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9503, loss: 2.9503 +2025-05-26 03:57:54,264 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:30:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 2.9755, loss: 2.9755 +2025-05-26 03:58:37,761 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:30:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 3.0488, loss: 3.0488 +2025-05-26 03:59:21,107 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:29:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0235, loss: 3.0235 +2025-05-26 04:00:04,558 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:28:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0337, loss: 3.0337 +2025-05-26 04:00:48,195 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 15:27:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9496, loss: 2.9496 +2025-05-26 04:01:31,623 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 15:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9825, loss_cls: 3.1117, loss: 3.1117 +2025-05-26 04:02:14,962 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 15:26:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.0291, loss: 3.0291 +2025-05-26 04:02:58,271 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 15:25:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0575, loss: 3.0575 +2025-05-26 04:03:41,602 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 15:24:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.9466, loss: 2.9466 +2025-05-26 04:04:24,949 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 15:23:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9687, loss: 2.9687 +2025-05-26 04:05:08,278 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 15:22:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.9912, loss: 2.9912 +2025-05-26 04:05:11,409 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 04:06:28,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:06:28,801 - pyskl - INFO - +top1_acc 0.7913 +top5_acc 0.9714 +2025-05-26 04:06:28,803 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7913, top5_acc: 0.9714 +2025-05-26 04:07:33,314 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 15:23:38, time: 0.645, data_time: 0.210, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7999, loss: 2.7999 +2025-05-26 04:08:16,771 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 15:22:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.8602, loss: 2.8602 +2025-05-26 04:09:00,121 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 15:22:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9321, loss: 2.9321 +2025-05-26 04:09:43,457 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 15:21:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.9650, loss: 2.9650 +2025-05-26 04:10:26,754 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 15:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.9085, loss: 2.9085 +2025-05-26 04:11:10,103 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 15:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.0938, loss: 3.0938 +2025-05-26 04:11:53,423 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 15:18:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0410, loss: 3.0410 +2025-05-26 04:12:36,732 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 15:17:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9881, loss_cls: 2.9974, loss: 2.9974 +2025-05-26 04:13:20,006 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 15:17:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9548, loss: 2.9548 +2025-05-26 04:14:03,473 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 15:16:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.0086, loss: 3.0086 +2025-05-26 04:14:46,887 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 15:15:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9869, loss_cls: 2.9078, loss: 2.9078 +2025-05-26 04:15:30,276 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 15:14:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.0122, loss: 3.0122 +2025-05-26 04:16:13,730 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 15:13:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.0619, loss: 3.0619 +2025-05-26 04:16:57,163 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 15:13:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.0345, loss: 3.0345 +2025-05-26 04:17:40,646 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 15:12:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8975, loss: 2.8975 +2025-05-26 04:18:24,258 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 15:11:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.0257, loss: 3.0257 +2025-05-26 04:19:07,649 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 15:10:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9379, loss: 2.9379 +2025-05-26 04:19:51,102 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 15:09:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0460, loss: 3.0460 +2025-05-26 04:20:34,505 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 15:08:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 2.9877, loss: 2.9877 +2025-05-26 04:21:17,982 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 15:08:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.0528, loss: 3.0528 +2025-05-26 04:22:01,494 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 15:07:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9405, loss: 2.9405 +2025-05-26 04:22:44,984 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 15:06:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0591, loss: 3.0591 +2025-05-26 04:23:28,480 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 15:05:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9409, loss: 2.9409 +2025-05-26 04:24:11,925 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 15:04:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0855, loss: 3.0855 +2025-05-26 04:24:55,235 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 15:04:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.0201, loss: 3.0201 +2025-05-26 04:24:58,318 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:26:15,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:26:15,985 - pyskl - INFO - +top1_acc 0.8232 +top5_acc 0.9732 +2025-05-26 04:26:16,042 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_19.pth was removed +2025-05-26 04:26:17,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-05-26 04:26:17,204 - pyskl - INFO - Best top1_acc is 0.8232 at 23 epoch. +2025-05-26 04:26:17,207 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8232, top5_acc: 0.9732 +2025-05-26 04:27:22,051 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 15:05:01, time: 0.648, data_time: 0.210, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7990, loss: 2.7990 +2025-05-26 04:28:05,554 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 15:04:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8591, loss: 2.8591 +2025-05-26 04:28:49,112 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 15:03:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0055, loss: 3.0055 +2025-05-26 04:29:32,594 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 15:02:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9267, loss: 2.9267 +2025-05-26 04:30:16,028 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 15:01:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0835, loss: 3.0835 +2025-05-26 04:30:59,235 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 15:00:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9073, loss: 2.9073 +2025-05-26 04:31:42,580 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 15:00:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9571, loss: 2.9571 +2025-05-26 04:32:25,911 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:59:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0682, loss: 3.0682 +2025-05-26 04:33:09,205 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:58:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.8378, loss: 2.8378 +2025-05-26 04:33:52,649 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:57:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8797, loss: 2.8797 +2025-05-26 04:34:36,059 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:56:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.9947, loss: 2.9947 +2025-05-26 04:35:19,431 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:56:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9111, loss: 2.9111 +2025-05-26 04:36:02,785 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:55:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 2.9443, loss: 2.9443 +2025-05-26 04:36:46,244 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:54:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 04:37:29,733 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:53:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.2203, loss: 3.2203 +2025-05-26 04:38:13,196 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:52:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8856, loss: 2.8856 +2025-05-26 04:38:56,625 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:52:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.9749, loss: 2.9749 +2025-05-26 04:39:40,071 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:51:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9452, loss: 2.9452 +2025-05-26 04:40:23,622 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:50:29, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.0779, loss: 3.0779 +2025-05-26 04:41:07,109 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:49:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.1627, loss: 3.1627 +2025-05-26 04:41:50,494 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:48:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0136, loss: 3.0136 +2025-05-26 04:42:33,825 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:48:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.9816, loss: 2.9816 +2025-05-26 04:43:17,226 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:47:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9938, loss: 2.9938 +2025-05-26 04:44:00,620 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:46:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8936, loss: 2.8936 +2025-05-26 04:44:44,030 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:45:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.9239, loss: 2.9239 +2025-05-26 04:44:47,185 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:46:04,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:46:04,464 - pyskl - INFO - +top1_acc 0.8245 +top5_acc 0.9717 +2025-05-26 04:46:04,516 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_23.pth was removed +2025-05-26 04:46:05,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-26 04:46:05,506 - pyskl - INFO - Best top1_acc is 0.8245 at 24 epoch. +2025-05-26 04:46:05,509 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8245, top5_acc: 0.9717 +2025-05-26 04:47:10,067 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:46:24, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8995, loss: 2.8995 +2025-05-26 04:47:53,481 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:45:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0212, loss: 3.0212 +2025-05-26 04:48:36,795 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:44:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.9484, loss: 2.9484 +2025-05-26 04:49:20,207 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:43:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7766, loss: 2.7766 +2025-05-26 04:50:03,619 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:43:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 2.9394, loss: 2.9394 +2025-05-26 04:50:46,949 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:42:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0447, loss: 3.0447 +2025-05-26 04:51:30,323 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:41:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9545, loss: 2.9545 +2025-05-26 04:52:13,725 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:40:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8188, loss: 2.8188 +2025-05-26 04:52:57,019 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:39:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9629, loss: 2.9629 +2025-05-26 04:53:40,398 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:39:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8604, loss: 2.8604 +2025-05-26 04:54:23,821 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:38:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.0001, loss: 3.0001 +2025-05-26 04:55:07,168 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:37:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.0125, loss: 3.0125 +2025-05-26 04:55:50,622 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:36:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.9102, loss: 2.9102 +2025-05-26 04:56:33,986 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:35:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.9176, loss: 2.9176 +2025-05-26 04:57:17,079 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:35:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0569, loss: 3.0569 +2025-05-26 04:58:00,217 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.0488, loss: 3.0488 +2025-05-26 04:58:43,462 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:33:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9368, loss: 2.9368 +2025-05-26 04:59:26,683 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:32:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.0034, loss: 3.0034 +2025-05-26 05:00:09,832 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:31:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0804, loss: 3.0804 +2025-05-26 05:00:53,043 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:30:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.9757, loss: 2.9757 +2025-05-26 05:01:36,286 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:30:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.0373, loss: 3.0373 +2025-05-26 05:02:19,409 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:29:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.0105, loss: 3.0105 +2025-05-26 05:03:02,632 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:28:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.8261, loss: 2.8261 +2025-05-26 05:03:46,023 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:27:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9435, loss: 2.9435 +2025-05-26 05:04:29,443 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 14:26:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9888, loss_cls: 2.9297, loss: 2.9297 +2025-05-26 05:04:32,588 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:13:17,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:13:17,824 - pyskl - INFO - +top1_acc 0.8100 +top5_acc 0.9695 +2025-05-26 05:13:17,826 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8100, top5_acc: 0.9695 +2025-05-26 05:14:22,862 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:27:37, time: 0.650, data_time: 0.214, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9461, loss: 2.9461 +2025-05-26 05:15:06,233 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 14:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.8061, loss: 2.8061 +2025-05-26 05:15:49,579 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 14:26:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.7943, loss: 2.7943 +2025-05-26 05:16:32,990 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 14:25:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8020, loss: 2.8020 +2025-05-26 05:17:16,403 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 14:24:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.8406, loss: 2.8406 +2025-05-26 05:17:59,686 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 14:23:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9613, loss: 2.9613 +2025-05-26 05:18:43,019 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 14:22:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9170, loss: 2.9170 +2025-05-26 05:19:26,323 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 14:21:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0252, loss: 3.0252 +2025-05-26 05:20:09,655 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 14:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9894, loss_cls: 2.7773, loss: 2.7773 +2025-05-26 05:20:52,909 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 14:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9581, loss: 2.9581 +2025-05-26 05:21:36,160 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 14:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.0231, loss: 3.0231 +2025-05-26 05:22:19,514 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 14:18:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 2.9968, loss: 2.9968 +2025-05-26 05:23:02,917 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 14:17:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9210, loss: 2.9210 +2025-05-26 05:23:46,390 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 14:17:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.8680, loss: 2.8680 +2025-05-26 05:24:29,875 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 14:16:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 2.9655, loss: 2.9655 +2025-05-26 05:25:13,175 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 14:15:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9514, loss: 2.9514 +2025-05-26 05:25:56,570 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 14:14:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.0104, loss: 3.0104 +2025-05-26 05:26:40,017 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 14:13:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.8968, loss: 2.8968 +2025-05-26 05:27:23,430 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 14:13:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8561, loss: 2.8561 +2025-05-26 05:28:06,786 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 14:12:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.9436, loss: 2.9436 +2025-05-26 05:28:50,174 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 14:11:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9056, loss: 2.9056 +2025-05-26 05:29:33,488 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 14:10:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 3.0084, loss: 3.0084 +2025-05-26 05:30:16,805 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 14:09:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9896, loss: 2.9896 +2025-05-26 05:31:00,141 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 14:09:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 2.9904, loss: 2.9904 +2025-05-26 05:31:43,490 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 14:08:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8263, loss: 2.8263 +2025-05-26 05:31:46,578 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:33:04,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:33:04,136 - pyskl - INFO - +top1_acc 0.7733 +top5_acc 0.9528 +2025-05-26 05:33:04,139 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7733, top5_acc: 0.9528 +2025-05-26 05:34:08,861 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 14:08:56, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.9516, loss: 2.9516 +2025-05-26 05:34:52,178 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 14:08:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9838, loss_cls: 2.9232, loss: 2.9232 +2025-05-26 05:35:35,555 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 14:07:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9862, loss_cls: 2.9643, loss: 2.9643 +2025-05-26 05:36:18,917 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 14:06:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8939, loss: 2.8939 +2025-05-26 05:37:02,194 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 14:05:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9274, loss: 2.9274 +2025-05-26 05:37:45,524 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 14:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.8489, loss: 2.8489 +2025-05-26 05:38:29,012 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 14:04:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.9101, loss: 2.9101 +2025-05-26 05:39:12,483 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 14:03:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8314, loss: 2.8314 +2025-05-26 05:39:55,863 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 14:02:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9830, loss: 2.9830 +2025-05-26 05:40:39,201 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 14:01:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9297, loss: 2.9297 +2025-05-26 05:41:22,559 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 14:00:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8788, loss: 2.8788 +2025-05-26 05:42:06,084 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 14:00:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8667, loss: 2.8667 +2025-05-26 05:42:49,639 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:59:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9286, loss: 2.9286 +2025-05-26 05:43:33,203 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:58:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8374, loss: 2.8374 +2025-05-26 05:44:16,736 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:57:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.9392, loss: 2.9392 +2025-05-26 05:45:00,113 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:56:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9011, loss: 2.9011 +2025-05-26 05:45:43,470 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:56:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.0125, loss: 3.0125 +2025-05-26 05:46:26,854 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:55:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.8460, loss: 2.8460 +2025-05-26 05:47:10,378 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:54:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8552, loss: 2.8552 +2025-05-26 05:47:53,720 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:53:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.0828, loss: 3.0828 +2025-05-26 05:48:37,175 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:52:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.9030, loss: 2.9030 +2025-05-26 05:49:20,597 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:52:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8517, loss: 2.8517 +2025-05-26 05:50:03,991 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:51:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.9307, loss: 2.9307 +2025-05-26 05:50:47,379 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:50:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.9358, loss: 2.9358 +2025-05-26 05:51:30,734 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:49:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.0485, loss: 3.0485 +2025-05-26 05:51:33,893 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:52:51,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:52:51,363 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9725 +2025-05-26 05:52:51,365 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8156, top5_acc: 0.9725 +2025-05-26 05:53:55,818 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:50:21, time: 0.644, data_time: 0.213, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7663, loss: 2.7663 +2025-05-26 05:54:39,109 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.8386, loss: 2.8386 +2025-05-26 05:55:22,423 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:48:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9234, loss: 2.9234 +2025-05-26 05:56:05,777 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:47:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.8582, loss: 2.8582 +2025-05-26 05:56:49,102 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:47:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.8995, loss: 2.8995 +2025-05-26 05:57:32,459 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:46:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7304, loss: 2.7304 +2025-05-26 05:58:15,819 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:45:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.9443, loss: 2.9443 +2025-05-26 05:58:59,137 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:44:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7961, loss: 2.7961 +2025-05-26 05:59:42,478 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:43:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8536, loss: 2.8536 +2025-05-26 06:00:25,849 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:43:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8493, loss: 2.8493 +2025-05-26 06:01:09,131 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:42:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.0045, loss: 3.0045 +2025-05-26 06:01:52,449 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.8465, loss: 2.8465 +2025-05-26 06:02:35,939 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:40:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 2.9042, loss: 2.9042 +2025-05-26 06:03:19,387 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:39:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9730, loss: 2.9730 +2025-05-26 06:04:02,732 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:39:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.8934, loss: 2.8934 +2025-05-26 06:04:46,035 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:38:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9685, loss: 2.9685 +2025-05-26 06:05:29,418 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:37:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8580, loss: 2.8580 +2025-05-26 06:06:12,785 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:36:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9912, loss_cls: 2.8104, loss: 2.8104 +2025-05-26 06:06:56,289 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:35:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8823, loss: 2.8823 +2025-05-26 06:07:39,638 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:35:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.0201, loss: 3.0201 +2025-05-26 06:08:22,975 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:34:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8807, loss: 2.8807 +2025-05-26 06:09:06,310 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:33:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8940, loss: 2.8940 +2025-05-26 06:09:49,626 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:32:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 2.9622, loss: 2.9622 +2025-05-26 06:10:32,984 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:31:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9437, loss: 2.9437 +2025-05-26 06:11:16,301 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:31:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 2.9525, loss: 2.9525 +2025-05-26 06:11:19,441 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:12:36,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:12:36,677 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9699 +2025-05-26 06:12:36,729 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_24.pth was removed +2025-05-26 06:12:37,718 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-05-26 06:12:37,719 - pyskl - INFO - Best top1_acc is 0.8248 at 28 epoch. +2025-05-26 06:12:37,722 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8248, top5_acc: 0.9699 +2025-05-26 06:13:42,353 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:31:41, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.7620, loss: 2.7620 +2025-05-26 06:14:25,656 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:30:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8646, loss: 2.8646 +2025-05-26 06:15:09,082 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:30:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.8044, loss: 2.8044 +2025-05-26 06:15:52,382 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:29:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9235, loss: 2.9235 +2025-05-26 06:16:35,779 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:28:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8048, loss: 2.8048 +2025-05-26 06:17:19,150 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:27:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8493, loss: 2.8493 +2025-05-26 06:18:02,475 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:26:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.8259, loss: 2.8259 +2025-05-26 06:18:45,714 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 13:26:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8230, loss: 2.8230 +2025-05-26 06:19:29,058 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 13:25:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7717, loss: 2.7717 +2025-05-26 06:20:12,430 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 13:24:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.8285, loss: 2.8285 +2025-05-26 06:20:55,776 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 13:23:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8720, loss: 2.8720 +2025-05-26 06:21:39,173 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 13:22:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 2.8889, loss: 2.8889 +2025-05-26 06:22:22,652 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 13:22:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.8859, loss: 2.8859 +2025-05-26 06:23:06,102 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 13:21:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8694, loss: 2.8694 +2025-05-26 06:23:49,589 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 13:20:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.9640, loss: 2.9640 +2025-05-26 06:24:33,043 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 13:19:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8513, loss: 2.8513 +2025-05-26 06:25:16,523 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 13:18:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.8172, loss: 2.8172 +2025-05-26 06:25:59,987 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 13:18:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8785, loss: 2.8785 +2025-05-26 06:26:43,519 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 13:17:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8772, loss: 2.8772 +2025-05-26 06:27:27,011 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 13:16:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9107, loss: 2.9107 +2025-05-26 06:28:10,454 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 13:15:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8999, loss: 2.8999 +2025-05-26 06:28:53,910 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 13:15:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9132, loss: 2.9132 +2025-05-26 06:29:37,321 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 13:14:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9015, loss: 2.9015 +2025-05-26 06:30:20,579 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 13:13:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.9454, loss: 2.9454 +2025-05-26 06:31:03,846 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 13:12:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9784, loss: 2.9784 +2025-05-26 06:31:06,939 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:32:24,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:32:24,219 - pyskl - INFO - +top1_acc 0.7905 +top5_acc 0.9678 +2025-05-26 06:32:24,221 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7905, top5_acc: 0.9678 +2025-05-26 06:33:29,165 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 13:13:08, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7329, loss: 2.7329 +2025-05-26 06:34:12,451 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 13:12:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.7336, loss: 2.7336 +2025-05-26 06:34:55,849 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 13:11:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.6936, loss: 2.6936 +2025-05-26 06:35:39,245 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 13:10:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7459, loss: 2.7459 +2025-05-26 06:36:22,653 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 13:09:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9346, loss: 2.9346 +2025-05-26 06:37:05,949 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 13:09:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7383, loss: 2.7383 +2025-05-26 06:37:49,207 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 13:08:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.8688, loss: 2.8688 +2025-05-26 06:38:32,472 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 13:07:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7658, loss: 2.7658 +2025-05-26 06:39:15,721 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 13:06:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.0151, loss: 3.0151 +2025-05-26 06:39:59,050 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 13:05:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 2.8389, loss: 2.8389 +2025-05-26 06:40:42,346 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 13:05:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.8079, loss: 2.8079 +2025-05-26 06:41:25,831 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 13:04:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8150, loss: 2.8150 +2025-05-26 06:42:09,251 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 13:03:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.8237, loss: 2.8237 +2025-05-26 06:42:52,704 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 13:02:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.8184, loss: 2.8184 +2025-05-26 06:43:36,118 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 13:02:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8793, loss: 2.8793 +2025-05-26 06:44:19,386 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 13:01:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9040, loss: 2.9040 +2025-05-26 06:45:02,546 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 13:00:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8646, loss: 2.8646 +2025-05-26 06:45:45,694 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:59:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8208, loss: 2.8208 +2025-05-26 06:46:28,907 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:58:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9822, loss: 2.9822 +2025-05-26 06:47:12,055 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8168, loss: 2.8168 +2025-05-26 06:47:55,247 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:57:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9381, loss: 2.9381 +2025-05-26 06:48:38,549 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9488, loss: 2.9488 +2025-05-26 06:49:21,891 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:55:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.8655, loss: 2.8655 +2025-05-26 06:50:05,257 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:54:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.8653, loss: 2.8653 +2025-05-26 06:50:48,775 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:54:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.9218, loss: 2.9218 +2025-05-26 06:50:51,882 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:59:11,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:59:11,386 - pyskl - INFO - +top1_acc 0.8200 +top5_acc 0.9682 +2025-05-26 06:59:11,388 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8200, top5_acc: 0.9682 +2025-05-26 07:00:15,726 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:54:25, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8730, loss: 2.8730 +2025-05-26 07:00:59,056 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:53:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7536, loss: 2.7536 +2025-05-26 07:01:42,422 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:52:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.6431, loss: 2.6431 +2025-05-26 07:02:25,748 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:52:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7541, loss: 2.7541 +2025-05-26 07:03:09,121 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:51:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9664, loss: 2.9664 +2025-05-26 07:03:52,502 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:50:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8945, loss: 2.8945 +2025-05-26 07:04:35,911 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:49:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.8901, loss: 2.8901 +2025-05-26 07:05:19,365 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:48:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8549, loss: 2.8549 +2025-05-26 07:06:02,803 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:48:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.9041, loss: 2.9041 +2025-05-26 07:06:46,105 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:47:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7787, loss: 2.7787 +2025-05-26 07:07:29,404 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:46:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.8820, loss: 2.8820 +2025-05-26 07:08:12,820 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:45:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.8833, loss: 2.8833 +2025-05-26 07:08:56,315 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:44:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8311, loss: 2.8311 +2025-05-26 07:09:39,687 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:44:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9024, loss: 2.9024 +2025-05-26 07:10:23,052 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:43:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8667, loss: 2.8667 +2025-05-26 07:11:06,558 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:42:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7842, loss: 2.7842 +2025-05-26 07:11:50,170 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:41:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.8371, loss: 2.8371 +2025-05-26 07:12:33,590 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:41:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8358, loss: 2.8358 +2025-05-26 07:13:16,921 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:40:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.0373, loss: 3.0373 +2025-05-26 07:14:00,300 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:39:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0188, loss: 3.0188 +2025-05-26 07:14:43,723 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:38:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8689, loss: 2.8689 +2025-05-26 07:15:27,176 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:37:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8284, loss: 2.8284 +2025-05-26 07:16:10,370 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:37:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0138, loss: 3.0138 +2025-05-26 07:16:53,681 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:36:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7684, loss: 2.7684 +2025-05-26 07:17:37,039 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:35:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 2.8886, loss: 2.8886 +2025-05-26 07:17:40,154 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:18:57,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:18:57,516 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9687 +2025-05-26 07:18:57,519 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8149, top5_acc: 0.9687 +2025-05-26 07:20:02,886 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:35:54, time: 0.654, data_time: 0.215, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8536, loss: 2.8536 +2025-05-26 07:20:46,739 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:35:09, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7181, loss: 2.7181 +2025-05-26 07:21:30,390 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:34:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 2.8381, loss: 2.8381 +2025-05-26 07:22:13,785 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:33:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 2.9393, loss: 2.9393 +2025-05-26 07:22:57,287 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:32:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.8467, loss: 2.8467 +2025-05-26 07:23:40,727 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:32:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7487, loss: 2.7487 +2025-05-26 07:24:24,204 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:31:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.7981, loss: 2.7981 +2025-05-26 07:25:07,670 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:30:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9912, loss_cls: 2.8022, loss: 2.8022 +2025-05-26 07:25:51,126 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:29:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.6939, loss: 2.6939 +2025-05-26 07:26:34,561 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:28:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8368, loss: 2.8368 +2025-05-26 07:27:18,098 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:28:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7832, loss: 2.7832 +2025-05-26 07:28:01,660 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:27:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.8410, loss: 2.8410 +2025-05-26 07:28:45,209 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:26:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.8391, loss: 2.8391 +2025-05-26 07:29:28,399 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:25:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7227, loss: 2.7227 +2025-05-26 07:30:11,905 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 12:24:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8733, loss: 2.8733 +2025-05-26 07:30:55,494 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 12:24:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9894, loss_cls: 2.8295, loss: 2.8295 +2025-05-26 07:31:39,272 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 12:23:27, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8815, loss: 2.8815 +2025-05-26 07:32:22,906 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 12:22:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 07:33:06,464 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 12:21:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.8774, loss: 2.8774 +2025-05-26 07:33:49,899 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 12:21:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9057, loss: 2.9057 +2025-05-26 07:34:33,357 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 12:20:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7782, loss: 2.7782 +2025-05-26 07:35:16,808 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 12:19:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.9024, loss: 2.9024 +2025-05-26 07:36:00,249 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 12:18:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 2.9968, loss: 2.9968 +2025-05-26 07:36:43,578 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 12:17:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.7692, loss: 2.7692 +2025-05-26 07:37:26,941 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 12:17:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.8905, loss: 2.8905 +2025-05-26 07:37:30,106 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:38:47,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:38:47,796 - pyskl - INFO - +top1_acc 0.8236 +top5_acc 0.9702 +2025-05-26 07:38:47,799 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8236, top5_acc: 0.9702 +2025-05-26 07:39:52,743 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 12:17:32, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.6723, loss: 2.6723 +2025-05-26 07:40:36,150 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 12:16:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7910, loss: 2.7910 +2025-05-26 07:41:19,533 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 12:15:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0020, loss: 3.0020 +2025-05-26 07:42:02,911 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 12:15:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8426, loss: 2.8426 +2025-05-26 07:42:46,359 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 12:14:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.8015, loss: 2.8015 +2025-05-26 07:43:29,789 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 12:13:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.7827, loss: 2.7827 +2025-05-26 07:44:13,170 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 12:12:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7933, loss: 2.7933 +2025-05-26 07:44:56,491 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 12:12:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.8322, loss: 2.8322 +2025-05-26 07:45:39,758 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 12:11:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7801, loss: 2.7801 +2025-05-26 07:46:23,110 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 12:10:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.7730, loss: 2.7730 +2025-05-26 07:47:06,634 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 12:09:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8185, loss: 2.8185 +2025-05-26 07:47:50,143 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 12:08:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 2.8251, loss: 2.8251 +2025-05-26 07:48:33,667 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 12:08:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0057, loss: 3.0057 +2025-05-26 07:49:17,131 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 12:07:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.9614, loss: 2.9614 +2025-05-26 07:50:00,450 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 12:06:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.8894, loss: 2.8894 +2025-05-26 07:50:43,909 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 12:05:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8457, loss: 2.8457 +2025-05-26 07:51:27,333 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 12:05:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9170, loss: 2.9170 +2025-05-26 07:52:10,779 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 12:04:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 2.9439, loss: 2.9439 +2025-05-26 07:52:54,144 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 12:03:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8254, loss: 2.8254 +2025-05-26 07:53:37,472 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 12:02:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7974, loss: 2.7974 +2025-05-26 07:54:20,818 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 12:01:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8186, loss: 2.8186 +2025-05-26 07:55:04,151 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 12:01:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7551, loss: 2.7551 +2025-05-26 07:55:47,479 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 12:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7794, loss: 2.7794 +2025-05-26 07:56:30,845 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:59:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.8995, loss: 2.8995 +2025-05-26 07:57:14,156 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:58:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7723, loss: 2.7723 +2025-05-26 07:57:17,295 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:58:34,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:58:34,857 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9741 +2025-05-26 07:58:34,910 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_28.pth was removed +2025-05-26 07:58:35,912 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2025-05-26 07:58:35,913 - pyskl - INFO - Best top1_acc is 0.8300 at 33 epoch. +2025-05-26 07:58:35,915 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8300, top5_acc: 0.9741 +2025-05-26 07:59:40,805 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:59:00, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7211, loss: 2.7211 +2025-05-26 08:00:24,137 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:58:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8332, loss: 2.8332 +2025-05-26 08:01:07,546 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:57:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8255, loss: 2.8255 +2025-05-26 08:01:50,874 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:56:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8801, loss: 2.8801 +2025-05-26 08:02:34,274 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8132, loss: 2.8132 +2025-05-26 08:03:17,765 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:55:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7001, loss: 2.7001 +2025-05-26 08:04:01,147 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:54:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6189, loss: 2.6189 +2025-05-26 08:04:44,424 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:53:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.8866, loss: 2.8866 +2025-05-26 08:05:27,647 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:52:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.7488, loss: 2.7488 +2025-05-26 08:06:11,044 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:51:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7998, loss: 2.7998 +2025-05-26 08:06:54,527 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:51:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.8175, loss: 2.8175 +2025-05-26 08:07:37,949 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:50:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8422, loss: 2.8422 +2025-05-26 08:08:21,305 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:49:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.6567, loss: 2.6567 +2025-05-26 08:09:04,633 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:48:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 2.9848, loss: 2.9848 +2025-05-26 08:09:47,966 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:48:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8793, loss: 2.8793 +2025-05-26 08:10:31,518 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:47:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8445, loss: 2.8445 +2025-05-26 08:11:14,988 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:46:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8636, loss: 2.8636 +2025-05-26 08:11:58,358 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:45:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.8121, loss: 2.8121 +2025-05-26 08:12:41,683 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 08:13:25,014 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:44:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 08:14:08,293 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:43:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.7765, loss: 2.7765 +2025-05-26 08:14:51,697 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:42:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7707, loss: 2.7707 +2025-05-26 08:15:34,968 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:41:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6348, loss: 2.6348 +2025-05-26 08:16:18,320 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:40:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.9343, loss: 2.9343 +2025-05-26 08:17:01,725 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:40:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 2.8599, loss: 2.8599 +2025-05-26 08:17:04,808 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:18:22,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:18:22,617 - pyskl - INFO - +top1_acc 0.8116 +top5_acc 0.9711 +2025-05-26 08:18:22,619 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8116, top5_acc: 0.9711 +2025-05-26 08:19:27,331 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:40:26, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.6865, loss: 2.6865 +2025-05-26 08:20:10,701 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:39:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8422, loss: 2.8422 +2025-05-26 08:20:54,165 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:38:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.7437, loss: 2.7437 +2025-05-26 08:21:37,540 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:38:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7409, loss: 2.7409 +2025-05-26 08:22:20,913 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:37:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.7630, loss: 2.7630 +2025-05-26 08:23:04,258 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:36:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.7908, loss: 2.7908 +2025-05-26 08:23:47,580 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:35:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.7344, loss: 2.7344 +2025-05-26 08:24:30,975 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:34:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8643, loss: 2.8643 +2025-05-26 08:25:14,420 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:34:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8440, loss: 2.8440 +2025-05-26 08:25:57,747 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:33:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.6353, loss: 2.6353 +2025-05-26 08:26:41,324 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:32:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.7580, loss: 2.7580 +2025-05-26 08:27:24,999 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:31:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.8695, loss: 2.8695 +2025-05-26 08:28:08,720 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:31:05, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7094, loss: 2.7094 +2025-05-26 08:28:52,437 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:30:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.8625, loss: 2.8625 +2025-05-26 08:29:35,976 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:29:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8264, loss: 2.8264 +2025-05-26 08:30:19,377 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:28:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9228, loss: 2.9228 +2025-05-26 08:31:02,780 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:28:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 2.9078, loss: 2.9078 +2025-05-26 08:31:46,335 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:27:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.8569, loss: 2.8569 +2025-05-26 08:32:29,860 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:26:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.7441, loss: 2.7441 +2025-05-26 08:33:13,382 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:25:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7701, loss: 2.7701 +2025-05-26 08:33:56,974 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 11:24:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8021, loss: 2.8021 +2025-05-26 08:34:40,893 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 11:24:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8148, loss: 2.8148 +2025-05-26 08:35:24,665 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 11:23:24, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7953, loss: 2.7953 +2025-05-26 08:36:08,501 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 11:22:39, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8017, loss: 2.8017 +2025-05-26 08:36:52,267 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 11:21:53, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7878, loss: 2.7878 +2025-05-26 08:36:55,509 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:45:40,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:45:40,755 - pyskl - INFO - +top1_acc 0.7985 +top5_acc 0.9637 +2025-05-26 08:45:40,757 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7985, top5_acc: 0.9637 +2025-05-26 08:46:45,650 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 11:22:06, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7459, loss: 2.7459 +2025-05-26 08:47:29,105 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 11:21:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.7348, loss: 2.7348 +2025-05-26 08:48:12,475 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 11:20:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.6984, loss: 2.6984 +2025-05-26 08:48:55,851 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 11:19:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7575, loss: 2.7575 +2025-05-26 08:49:39,213 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 11:18:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.7864, loss: 2.7864 +2025-05-26 08:50:22,646 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 11:18:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9881, loss_cls: 2.9018, loss: 2.9018 +2025-05-26 08:51:05,945 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 11:17:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.8272, loss: 2.8272 +2025-05-26 08:51:49,226 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 11:16:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9264, loss: 2.9264 +2025-05-26 08:52:32,482 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 11:15:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7924, loss: 2.7924 +2025-05-26 08:53:15,803 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 11:15:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8651, loss: 2.8651 +2025-05-26 08:53:59,135 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 11:14:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 2.7018, loss: 2.7018 +2025-05-26 08:54:42,568 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 11:13:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6538, loss: 2.6538 +2025-05-26 08:55:26,156 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 11:12:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.8589, loss: 2.8589 +2025-05-26 08:56:09,539 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 11:11:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7596, loss: 2.7596 +2025-05-26 08:56:52,952 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 11:11:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8025, loss: 2.8025 +2025-05-26 08:57:36,672 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 11:10:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8763, loss: 2.8763 +2025-05-26 08:58:20,314 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 11:09:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.7680, loss: 2.7680 +2025-05-26 08:59:03,823 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 11:08:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7902, loss: 2.7902 +2025-05-26 08:59:47,292 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 11:08:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9573, loss: 2.9573 +2025-05-26 09:00:30,580 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 11:07:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 09:01:13,745 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 11:06:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.8347, loss: 2.8347 +2025-05-26 09:01:57,022 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 11:05:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.7965, loss: 2.7965 +2025-05-26 09:02:40,209 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 11:04:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.9136, loss: 2.9136 +2025-05-26 09:03:23,566 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 11:04:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.8301, loss: 2.8301 +2025-05-26 09:04:06,778 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 11:03:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.7970, loss: 2.7970 +2025-05-26 09:04:09,915 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 09:05:28,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:05:28,242 - pyskl - INFO - +top1_acc 0.7937 +top5_acc 0.9588 +2025-05-26 09:05:28,245 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7937, top5_acc: 0.9588 +2025-05-26 09:06:34,004 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 11:03:36, time: 0.658, data_time: 0.224, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 2.8544, loss: 2.8544 +2025-05-26 09:07:17,309 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 11:02:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8002, loss: 2.8002 +2025-05-26 09:08:00,652 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 11:02:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 09:08:43,951 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 11:01:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6968, loss: 2.6968 +2025-05-26 09:09:27,178 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 11:00:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8127, loss: 2.8127 +2025-05-26 09:10:10,438 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:59:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.7582, loss: 2.7582 +2025-05-26 09:10:53,846 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:58:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7492, loss: 2.7492 +2025-05-26 09:11:37,151 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:58:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9888, loss_cls: 2.8027, loss: 2.8027 +2025-05-26 09:12:20,458 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:57:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9900, loss_cls: 2.7062, loss: 2.7062 +2025-05-26 09:13:03,835 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:56:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.7028, loss: 2.7028 +2025-05-26 09:13:47,271 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:55:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7858, loss: 2.7858 +2025-05-26 09:14:30,766 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:55:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.9198, loss: 2.9198 +2025-05-26 09:15:14,206 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:54:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8001, loss: 2.8001 +2025-05-26 09:15:57,486 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:53:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7507, loss: 2.7507 +2025-05-26 09:16:40,894 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:52:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8405, loss: 2.8405 +2025-05-26 09:17:24,328 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:51:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.7787, loss: 2.7787 +2025-05-26 09:18:07,648 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:51:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8663, loss: 2.8663 +2025-05-26 09:18:51,011 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:50:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9906, loss_cls: 2.6906, loss: 2.6906 +2025-05-26 09:19:34,325 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7506, loss: 2.7506 +2025-05-26 09:20:17,719 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:48:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 2.8821, loss: 2.8821 +2025-05-26 09:21:01,033 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:48:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7994, loss: 2.7994 +2025-05-26 09:21:44,320 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:47:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.8238, loss: 2.8238 +2025-05-26 09:22:27,649 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:46:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8287, loss: 2.8287 +2025-05-26 09:23:10,974 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:45:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8239, loss: 2.8239 +2025-05-26 09:23:54,313 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:44:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8098, loss: 2.8098 +2025-05-26 09:23:57,453 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:25:15,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:25:15,685 - pyskl - INFO - +top1_acc 0.8076 +top5_acc 0.9712 +2025-05-26 09:25:15,687 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8076, top5_acc: 0.9712 +2025-05-26 09:26:21,389 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:45:04, time: 0.657, data_time: 0.224, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6523, loss: 2.6523 +2025-05-26 09:27:04,627 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.7244, loss: 2.7244 +2025-05-26 09:27:47,899 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:43:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.7379, loss: 2.7379 +2025-05-26 09:28:31,193 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:42:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8602, loss: 2.8602 +2025-05-26 09:29:14,540 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:41:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7631, loss: 2.7631 +2025-05-26 09:29:57,790 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:41:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 09:30:41,016 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:40:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6698, loss: 2.6698 +2025-05-26 09:31:24,295 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:39:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.8783, loss: 2.8783 +2025-05-26 09:32:07,611 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:38:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7929, loss: 2.7929 +2025-05-26 09:32:50,905 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:38:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8087, loss: 2.8087 +2025-05-26 09:33:34,297 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:37:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6688, loss: 2.6688 +2025-05-26 09:34:17,626 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:36:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.8238, loss: 2.8238 +2025-05-26 09:35:01,083 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:35:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8524, loss: 2.8524 +2025-05-26 09:35:44,468 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:34:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.7711, loss: 2.7711 +2025-05-26 09:36:28,103 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:34:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.6153, loss: 2.6153 +2025-05-26 09:37:11,665 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:33:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.8143, loss: 2.8143 +2025-05-26 09:37:55,274 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:32:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.7461, loss: 2.7461 +2025-05-26 09:38:38,895 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:31:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.8567, loss: 2.8567 +2025-05-26 09:39:22,339 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:31:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.7256, loss: 2.7256 +2025-05-26 09:40:05,651 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:30:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8313, loss: 2.8313 +2025-05-26 09:40:48,893 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:29:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7759, loss: 2.7759 +2025-05-26 09:41:32,150 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:28:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6767, loss: 2.6767 +2025-05-26 09:42:15,469 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:27:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9062, loss: 2.9062 +2025-05-26 09:42:58,749 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7698, loss: 2.7698 +2025-05-26 09:43:42,070 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:26:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7546, loss: 2.7546 +2025-05-26 09:43:45,237 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:45:03,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:45:03,220 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9694 +2025-05-26 09:45:03,222 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8139, top5_acc: 0.9694 +2025-05-26 09:46:09,141 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:26:33, time: 0.659, data_time: 0.222, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6386, loss: 2.6386 +2025-05-26 09:46:52,630 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:25:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5889, loss: 2.5889 +2025-05-26 09:47:36,023 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:25:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6263, loss: 2.6263 +2025-05-26 09:48:19,443 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 10:24:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.7901, loss: 2.7901 +2025-05-26 09:49:02,915 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 10:23:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7510, loss: 2.7510 +2025-05-26 09:49:46,226 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 10:22:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7439, loss: 2.7439 +2025-05-26 09:50:29,565 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 10:21:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7009, loss: 2.7009 +2025-05-26 09:51:12,923 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 10:21:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.7691, loss: 2.7691 +2025-05-26 09:51:56,232 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 10:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8843, loss: 2.8843 +2025-05-26 09:52:39,680 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 10:19:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.6842, loss: 2.6842 +2025-05-26 09:53:23,084 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 10:18:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.7880, loss: 2.7880 +2025-05-26 09:54:06,528 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 10:18:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6738, loss: 2.6738 +2025-05-26 09:54:50,030 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 10:17:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7572, loss: 2.7572 +2025-05-26 09:55:33,410 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 10:16:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7846, loss: 2.7846 +2025-05-26 09:56:16,801 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 10:15:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.7588, loss: 2.7588 +2025-05-26 09:57:00,291 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 10:14:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.8161, loss: 2.8161 +2025-05-26 09:57:43,741 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 10:14:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.8084, loss: 2.8084 +2025-05-26 09:58:26,920 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 10:13:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7554, loss: 2.7554 +2025-05-26 09:59:10,339 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 10:12:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6331, loss: 2.6331 +2025-05-26 09:59:53,639 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 10:11:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 2.7814, loss: 2.7814 +2025-05-26 10:00:37,017 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 10:11:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7078, loss: 2.7078 +2025-05-26 10:01:20,324 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 10:10:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8573, loss: 2.8573 +2025-05-26 10:02:03,631 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 10:09:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7459, loss: 2.7459 +2025-05-26 10:02:46,936 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 10:08:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.8741, loss: 2.8741 +2025-05-26 10:03:30,209 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 10:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8007, loss: 2.8007 +2025-05-26 10:03:33,354 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 10:04:50,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:04:51,019 - pyskl - INFO - +top1_acc 0.8295 +top5_acc 0.9767 +2025-05-26 10:04:51,022 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8295, top5_acc: 0.9767 +2025-05-26 10:05:55,907 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 10:08:01, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7276, loss: 2.7276 +2025-05-26 10:06:39,262 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 10:07:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.7027, loss: 2.7027 +2025-05-26 10:07:22,556 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 10:06:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6420, loss: 2.6420 +2025-05-26 10:08:05,799 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 10:05:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7782, loss: 2.7782 +2025-05-26 10:08:49,085 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 10:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7252, loss: 2.7252 +2025-05-26 10:09:32,346 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 10:04:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5948, loss: 2.5948 +2025-05-26 10:10:15,602 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 10:03:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8369, loss: 2.8369 +2025-05-26 10:10:58,954 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 10:02:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 10:11:42,267 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 10:01:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6290, loss: 2.6290 +2025-05-26 10:12:25,614 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 10:01:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.7564, loss: 2.7564 +2025-05-26 10:13:08,822 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 10:00:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8540, loss: 2.8540 +2025-05-26 10:13:52,034 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:59:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.6621, loss: 2.6621 +2025-05-26 10:14:35,279 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:58:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7955, loss: 2.7955 +2025-05-26 10:15:18,506 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:57:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7489, loss: 2.7489 +2025-05-26 10:16:01,735 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:57:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5723, loss: 2.5723 +2025-05-26 10:16:45,034 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:56:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7270, loss: 2.7270 +2025-05-26 10:17:28,217 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:55:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7425, loss: 2.7425 +2025-05-26 10:18:11,414 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:54:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.8113, loss: 2.8113 +2025-05-26 10:18:54,766 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:54:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7493, loss: 2.7493 +2025-05-26 10:19:38,221 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:53:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.7846, loss: 2.7846 +2025-05-26 10:20:21,730 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:52:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9881, loss_cls: 2.8306, loss: 2.8306 +2025-05-26 10:21:04,956 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:51:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.8314, loss: 2.8314 +2025-05-26 10:21:48,499 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:50:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.6198, loss: 2.6198 +2025-05-26 10:22:31,974 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:50:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.6930, loss: 2.6930 +2025-05-26 10:23:15,450 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:49:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7761, loss: 2.7761 +2025-05-26 10:23:18,567 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:32:08,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:32:08,268 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9709 +2025-05-26 10:32:08,271 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8137, top5_acc: 0.9709 +2025-05-26 10:33:12,867 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:49:25, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.7306, loss: 2.7306 +2025-05-26 10:33:56,158 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:48:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7181, loss: 2.7181 +2025-05-26 10:34:39,480 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:47:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9912, loss_cls: 2.6344, loss: 2.6344 +2025-05-26 10:35:22,861 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:47:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7047, loss: 2.7047 +2025-05-26 10:36:06,185 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:46:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.6244, loss: 2.6244 +2025-05-26 10:36:49,497 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:45:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6743, loss: 2.6743 +2025-05-26 10:37:32,806 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:44:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.6307, loss: 2.6307 +2025-05-26 10:38:16,198 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:43:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.7426, loss: 2.7426 +2025-05-26 10:38:59,519 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:43:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.6052, loss: 2.6052 +2025-05-26 10:39:42,880 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:42:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8242, loss: 2.8242 +2025-05-26 10:40:26,166 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:41:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.7825, loss: 2.7825 +2025-05-26 10:41:09,483 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:40:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.7368, loss: 2.7368 +2025-05-26 10:41:52,843 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:40:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7430, loss: 2.7430 +2025-05-26 10:42:36,309 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:39:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.8779, loss: 2.8779 +2025-05-26 10:43:19,797 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:38:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7589, loss: 2.7589 +2025-05-26 10:44:02,990 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:37:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7067, loss: 2.7067 +2025-05-26 10:44:46,204 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:37:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5322, loss: 2.5322 +2025-05-26 10:45:29,430 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:36:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.7077, loss: 2.7077 +2025-05-26 10:46:12,606 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:35:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.7736, loss: 2.7736 +2025-05-26 10:46:55,856 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:34:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7576, loss: 2.7576 +2025-05-26 10:47:38,984 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:33:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7265, loss: 2.7265 +2025-05-26 10:48:22,206 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:33:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.8129, loss: 2.8129 +2025-05-26 10:49:05,482 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:32:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.8237, loss: 2.8237 +2025-05-26 10:49:48,637 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:31:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6641, loss: 2.6641 +2025-05-26 10:50:31,927 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:30:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.8747, loss: 2.8747 +2025-05-26 10:50:35,001 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:51:52,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:51:52,483 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9738 +2025-05-26 10:51:52,486 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8253, top5_acc: 0.9738 +2025-05-26 10:52:57,318 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:30:48, time: 0.648, data_time: 0.217, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6797, loss: 2.6797 +2025-05-26 10:53:40,659 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:30:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9744, loss_cls: 2.7808, loss: 2.7808 +2025-05-26 10:54:23,943 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:29:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7025, loss: 2.7025 +2025-05-26 10:55:07,229 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:28:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 10:55:50,508 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:27:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.7005, loss: 2.7005 +2025-05-26 10:56:33,806 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:26:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.6648, loss: 2.6648 +2025-05-26 10:57:17,151 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:26:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.8268, loss: 2.8268 +2025-05-26 10:58:00,549 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:25:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6288, loss: 2.6288 +2025-05-26 10:58:43,849 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:24:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7294, loss: 2.7294 +2025-05-26 10:59:27,200 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:23:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.6824, loss: 2.6824 +2025-05-26 11:00:10,562 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 9:23:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.5342, loss: 2.5342 +2025-05-26 11:00:53,902 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 9:22:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.6566, loss: 2.6566 +2025-05-26 11:01:37,244 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 9:21:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.6840, loss: 2.6840 +2025-05-26 11:02:20,799 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 9:20:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.7333, loss: 2.7333 +2025-05-26 11:03:04,267 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 9:19:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6395, loss: 2.6395 +2025-05-26 11:03:47,658 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 9:19:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.6707, loss: 2.6707 +2025-05-26 11:04:31,046 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 9:18:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8019, loss: 2.8019 +2025-05-26 11:05:14,372 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 9:17:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9725, loss_cls: 2.8384, loss: 2.8384 +2025-05-26 11:05:57,739 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 9:16:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7734, loss: 2.7734 +2025-05-26 11:06:41,117 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 9:16:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7593, loss: 2.7593 +2025-05-26 11:07:24,518 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 9:15:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6457, loss: 2.6457 +2025-05-26 11:08:07,746 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 9:14:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 2.6407, loss: 2.6407 +2025-05-26 11:08:51,130 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 9:13:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.6797, loss: 2.6797 +2025-05-26 11:09:34,543 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 9:13:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.7287, loss: 2.7287 +2025-05-26 11:10:17,791 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 9:12:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.8763, loss: 2.8763 +2025-05-26 11:10:20,981 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 11:11:38,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:11:38,259 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9792 +2025-05-26 11:11:38,310 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_33.pth was removed +2025-05-26 11:11:39,354 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-05-26 11:11:39,355 - pyskl - INFO - Best top1_acc is 0.8432 at 42 epoch. +2025-05-26 11:11:39,358 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8432, top5_acc: 0.9792 +2025-05-26 11:12:43,982 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 9:12:15, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5799, loss: 2.5799 +2025-05-26 11:13:27,291 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 9:11:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7313, loss: 2.7313 +2025-05-26 11:14:10,522 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 9:10:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.6062, loss: 2.6062 +2025-05-26 11:14:53,827 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 9:09:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6521, loss: 2.6521 +2025-05-26 11:15:37,133 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 9:09:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.6505, loss: 2.6505 +2025-05-26 11:16:20,493 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 9:08:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8131, loss: 2.8131 +2025-05-26 11:17:03,842 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 9:07:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.7770, loss: 2.7770 +2025-05-26 11:17:47,146 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 9:06:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5676, loss: 2.5676 +2025-05-26 11:18:30,423 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 9:06:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7551, loss: 2.7551 +2025-05-26 11:19:13,694 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 9:05:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.7208, loss: 2.7208 +2025-05-26 11:19:56,957 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 9:04:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.6603, loss: 2.6603 +2025-05-26 11:20:40,283 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 9:03:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.7025, loss: 2.7025 +2025-05-26 11:21:23,692 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 9:02:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6720, loss: 2.6720 +2025-05-26 11:22:07,262 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 9:02:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7004, loss: 2.7004 +2025-05-26 11:22:50,702 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 9:01:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6790, loss: 2.6790 +2025-05-26 11:23:34,125 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 9:00:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.5986, loss: 2.5986 +2025-05-26 11:24:17,462 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:59:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.6648, loss: 2.6648 +2025-05-26 11:25:00,702 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:59:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 11:25:43,977 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:58:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.7806, loss: 2.7806 +2025-05-26 11:26:27,241 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:57:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6663, loss: 2.6663 +2025-05-26 11:27:10,679 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:56:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.7637, loss: 2.7637 +2025-05-26 11:27:53,978 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:56:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6850, loss: 2.6850 +2025-05-26 11:28:37,286 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:55:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.6026, loss: 2.6026 +2025-05-26 11:29:20,543 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:54:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6600, loss: 2.6600 +2025-05-26 11:30:03,810 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:53:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6453, loss: 2.6453 +2025-05-26 11:30:06,949 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:31:24,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:31:24,146 - pyskl - INFO - +top1_acc 0.7998 +top5_acc 0.9648 +2025-05-26 11:31:24,149 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7998, top5_acc: 0.9648 +2025-05-26 11:32:28,859 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:53:41, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5943, loss: 2.5943 +2025-05-26 11:33:12,196 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:52:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 2.8173, loss: 2.8173 +2025-05-26 11:33:55,586 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:52:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6876, loss: 2.6876 +2025-05-26 11:34:38,901 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:51:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6069, loss: 2.6069 +2025-05-26 11:35:22,270 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:50:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6657, loss: 2.6657 +2025-05-26 11:36:05,641 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:49:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.5790, loss: 2.5790 +2025-05-26 11:36:49,090 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:49:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 2.5839, loss: 2.5839 +2025-05-26 11:37:32,518 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:48:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.7535, loss: 2.7535 +2025-05-26 11:38:15,858 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:47:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.7773, loss: 2.7773 +2025-05-26 11:38:59,192 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:46:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.6655, loss: 2.6655 +2025-05-26 11:39:42,573 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:46:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.6481, loss: 2.6481 +2025-05-26 11:40:25,982 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:45:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7020, loss: 2.7020 +2025-05-26 11:41:09,539 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:44:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6474, loss: 2.6474 +2025-05-26 11:41:53,097 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:43:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5985, loss: 2.5985 +2025-05-26 11:42:36,517 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:42:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6351, loss: 2.6351 +2025-05-26 11:43:19,866 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:42:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7476, loss: 2.7476 +2025-05-26 11:44:03,182 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.6638, loss: 2.6638 +2025-05-26 11:44:46,561 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:40:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6156, loss: 2.6156 +2025-05-26 11:45:30,072 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:39:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6652, loss: 2.6652 +2025-05-26 11:46:13,490 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:39:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7303, loss: 2.7303 +2025-05-26 11:46:56,810 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:38:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.7872, loss: 2.7872 +2025-05-26 11:47:40,161 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:37:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7486, loss: 2.7486 +2025-05-26 11:48:23,494 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:36:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.6872, loss: 2.6872 +2025-05-26 11:49:06,893 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:36:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.7156, loss: 2.7156 +2025-05-26 11:49:50,209 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:35:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7678, loss: 2.7678 +2025-05-26 11:49:53,363 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:51:10,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:51:10,447 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9688 +2025-05-26 11:51:10,450 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8217, top5_acc: 0.9688 +2025-05-26 11:52:15,228 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:35:12, time: 0.648, data_time: 0.212, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.5877, loss: 2.5877 +2025-05-26 11:52:58,701 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:34:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.6981, loss: 2.6981 +2025-05-26 11:53:42,036 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:33:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.5983, loss: 2.5983 +2025-05-26 11:54:25,459 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:32:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6396, loss: 2.6396 +2025-05-26 11:55:08,859 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:32:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.6825, loss: 2.6825 +2025-05-26 11:55:52,292 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:31:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.6648, loss: 2.6648 +2025-05-26 11:56:35,525 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:30:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.5984, loss: 2.5984 +2025-05-26 11:57:18,785 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:29:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.6603, loss: 2.6603 +2025-05-26 11:58:02,043 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:29:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6622, loss: 2.6622 +2025-05-26 11:58:45,286 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:28:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6551, loss: 2.6551 +2025-05-26 11:59:28,477 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:27:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6613, loss: 2.6613 +2025-05-26 12:00:11,761 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:26:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.6749, loss: 2.6749 +2025-05-26 12:00:55,200 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:25:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7579, loss: 2.7579 +2025-05-26 12:01:38,613 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:25:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.7744, loss: 2.7744 +2025-05-26 12:02:21,918 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:24:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.7869, loss: 2.7869 +2025-05-26 12:03:05,291 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:23:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.6933, loss: 2.6933 +2025-05-26 12:03:48,799 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:22:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6723, loss: 2.6723 +2025-05-26 12:04:32,238 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 8:22:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6244, loss: 2.6244 +2025-05-26 12:05:15,509 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 8:21:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.5862, loss: 2.5862 +2025-05-26 12:05:58,686 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 8:20:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.7134, loss: 2.7134 +2025-05-26 12:06:41,945 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 8:19:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.6975, loss: 2.6975 +2025-05-26 12:07:25,187 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 8:19:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6626, loss: 2.6626 +2025-05-26 12:08:08,412 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 8:18:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6614, loss: 2.6614 +2025-05-26 12:08:51,866 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 8:17:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.8265, loss: 2.8265 +2025-05-26 12:09:35,310 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 8:16:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7200, loss: 2.7200 +2025-05-26 12:09:38,388 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:18:34,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:18:34,646 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9722 +2025-05-26 12:18:34,649 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8337, top5_acc: 0.9722 +2025-05-26 12:19:39,713 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 8:16:40, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6699, loss: 2.6699 +2025-05-26 12:20:23,086 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 8:15:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7198, loss: 2.7198 +2025-05-26 12:21:06,411 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 8:15:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.5854, loss: 2.5854 +2025-05-26 12:21:49,715 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 8:14:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9912, loss_cls: 2.6485, loss: 2.6485 +2025-05-26 12:22:33,114 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 8:13:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5423, loss: 2.5423 +2025-05-26 12:23:16,642 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 8:12:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.6955, loss: 2.6955 +2025-05-26 12:24:00,135 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 8:12:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.6580, loss: 2.6580 +2025-05-26 12:24:43,538 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 8:11:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.6940, loss: 2.6940 +2025-05-26 12:25:26,974 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 8:10:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6097, loss: 2.6097 +2025-05-26 12:26:10,614 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 8:09:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 2.6098, loss: 2.6098 +2025-05-26 12:26:54,111 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 8:09:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7110, loss: 2.7110 +2025-05-26 12:27:37,597 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 8:08:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6291, loss: 2.6291 +2025-05-26 12:28:21,077 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 8:07:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.6015, loss: 2.6015 +2025-05-26 12:29:04,418 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 8:06:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7116, loss: 2.7116 +2025-05-26 12:29:47,854 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 8:05:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7291, loss: 2.7291 +2025-05-26 12:30:31,072 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 8:05:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7346, loss: 2.7346 +2025-05-26 12:31:14,447 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 8:04:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5710, loss: 2.5710 +2025-05-26 12:31:57,961 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 8:03:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6738, loss: 2.6738 +2025-05-26 12:32:41,261 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 8:02:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.6779, loss: 2.6779 +2025-05-26 12:33:24,651 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 8:02:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.6732, loss: 2.6732 +2025-05-26 12:34:08,019 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 8:01:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5937, loss: 2.5937 +2025-05-26 12:34:51,281 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 8:00:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.6288, loss: 2.6288 +2025-05-26 12:35:34,647 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:59:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6322, loss: 2.6322 +2025-05-26 12:36:18,016 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:59:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9912, loss_cls: 2.6875, loss: 2.6875 +2025-05-26 12:37:01,363 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:58:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.7563, loss: 2.7563 +2025-05-26 12:37:04,463 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:38:22,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:38:22,121 - pyskl - INFO - +top1_acc 0.8209 +top5_acc 0.9720 +2025-05-26 12:38:22,124 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8209, top5_acc: 0.9720 +2025-05-26 12:39:26,998 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:58:12, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6509, loss: 2.6509 +2025-05-26 12:40:10,310 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:57:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.5343, loss: 2.5343 +2025-05-26 12:40:53,634 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:56:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 2.5637, loss: 2.5637 +2025-05-26 12:41:37,006 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:55:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6909, loss: 2.6909 +2025-05-26 12:42:20,454 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:55:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6477, loss: 2.6477 +2025-05-26 12:43:03,882 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:54:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5568, loss: 2.5568 +2025-05-26 12:43:47,299 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:53:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.6852, loss: 2.6852 +2025-05-26 12:44:30,665 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:52:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7867, loss: 2.7867 +2025-05-26 12:45:14,151 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:52:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.5852, loss: 2.5852 +2025-05-26 12:45:57,698 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:51:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5781, loss: 2.5781 +2025-05-26 12:46:41,207 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:50:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5349, loss: 2.5349 +2025-05-26 12:47:24,692 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:49:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7008, loss: 2.7008 +2025-05-26 12:48:08,124 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:49:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.5074, loss: 2.5074 +2025-05-26 12:48:51,607 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:48:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6974, loss: 2.6974 +2025-05-26 12:49:34,921 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:47:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6447, loss: 2.6447 +2025-05-26 12:50:18,460 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:46:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7701, loss: 2.7701 +2025-05-26 12:51:02,086 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:45:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6747, loss: 2.6747 +2025-05-26 12:51:45,470 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:45:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.7324, loss: 2.7324 +2025-05-26 12:52:28,875 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:44:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.6108, loss: 2.6108 +2025-05-26 12:53:12,289 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:43:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6188, loss: 2.6188 +2025-05-26 12:53:55,549 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6579, loss: 2.6579 +2025-05-26 12:54:38,952 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:42:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6926, loss: 2.6926 +2025-05-26 12:55:22,331 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:41:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6658, loss: 2.6658 +2025-05-26 12:56:05,724 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:40:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6087, loss: 2.6087 +2025-05-26 12:56:49,120 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:39:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6509, loss: 2.6509 +2025-05-26 12:56:52,192 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:58:09,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:58:09,778 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9754 +2025-05-26 12:58:09,781 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8325, top5_acc: 0.9754 +2025-05-26 12:59:14,625 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:39:44, time: 0.648, data_time: 0.214, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.6649, loss: 2.6649 +2025-05-26 12:59:57,988 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:38:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.5015, loss: 2.5015 +2025-05-26 13:00:41,392 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:38:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 2.5858, loss: 2.5858 +2025-05-26 13:01:24,842 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:37:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6053, loss: 2.6053 +2025-05-26 13:02:08,322 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:36:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.6748, loss: 2.6748 +2025-05-26 13:02:51,802 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:35:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6265, loss: 2.6265 +2025-05-26 13:03:35,256 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:35:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7153, loss: 2.7153 +2025-05-26 13:04:18,710 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:34:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5363, loss: 2.5363 +2025-05-26 13:05:02,267 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:33:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.6507, loss: 2.6507 +2025-05-26 13:05:45,696 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:32:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.7533, loss: 2.7533 +2025-05-26 13:06:29,094 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:32:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.6052, loss: 2.6052 +2025-05-26 13:07:12,521 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:31:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7067, loss: 2.7067 +2025-05-26 13:07:55,905 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:30:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.7187, loss: 2.7187 +2025-05-26 13:08:39,299 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:29:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6949, loss: 2.6949 +2025-05-26 13:09:22,567 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:29:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.5698, loss: 2.5698 +2025-05-26 13:10:05,749 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:28:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 13:10:48,957 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:27:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6145, loss: 2.6145 +2025-05-26 13:11:32,342 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:26:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6234, loss: 2.6234 +2025-05-26 13:12:15,759 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:25:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7191, loss: 2.7191 +2025-05-26 13:12:59,143 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:25:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6794, loss: 2.6794 +2025-05-26 13:13:42,470 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:24:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.5635, loss: 2.5635 +2025-05-26 13:14:25,841 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:23:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.6680, loss: 2.6680 +2025-05-26 13:15:09,141 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:22:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7254, loss: 2.7254 +2025-05-26 13:15:52,498 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 7:22:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7243, loss: 2.7243 +2025-05-26 13:16:35,958 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 7:21:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7463, loss: 2.7463 +2025-05-26 13:16:39,085 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:17:56,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:17:56,374 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9753 +2025-05-26 13:17:56,376 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8290, top5_acc: 0.9753 +2025-05-26 13:19:00,708 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 7:21:14, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6629, loss: 2.6629 +2025-05-26 13:19:44,067 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 7:20:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6472, loss: 2.6472 +2025-05-26 13:20:27,474 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 7:19:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6980, loss: 2.6980 +2025-05-26 13:21:10,837 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 7:18:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6628, loss: 2.6628 +2025-05-26 13:21:54,199 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 7:18:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6956, loss: 2.6956 +2025-05-26 13:22:37,650 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 7:17:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6874, loss: 2.6874 +2025-05-26 13:23:21,151 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 7:16:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6031, loss: 2.6031 +2025-05-26 13:24:04,616 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 7:15:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6967, loss: 2.6967 +2025-05-26 13:24:48,080 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 7:15:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.5488, loss: 2.5488 +2025-05-26 13:25:31,508 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 7:14:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.6860, loss: 2.6860 +2025-05-26 13:26:14,919 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 7:13:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6292, loss: 2.6292 +2025-05-26 13:26:58,615 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 7:12:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5412, loss: 2.5412 +2025-05-26 13:27:42,366 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 7:12:06, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.6006, loss: 2.6006 +2025-05-26 13:28:25,764 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 7:11:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6494, loss: 2.6494 +2025-05-26 13:29:09,166 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 7:10:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6436, loss: 2.6436 +2025-05-26 13:29:52,491 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 7:09:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.5087, loss: 2.5087 +2025-05-26 13:30:35,793 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 7:09:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.6258, loss: 2.6258 +2025-05-26 13:31:19,163 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 7:08:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.6383, loss: 2.6383 +2025-05-26 13:32:02,464 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 7:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5946, loss: 2.5946 +2025-05-26 13:32:45,831 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 7:06:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5750, loss: 2.5750 +2025-05-26 13:33:29,184 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 7:05:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.6654, loss: 2.6654 +2025-05-26 13:34:12,579 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 7:05:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6627, loss: 2.6627 +2025-05-26 13:34:56,001 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 7:04:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7107, loss: 2.7107 +2025-05-26 13:35:39,379 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 7:03:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.5729, loss: 2.5729 +2025-05-26 13:36:22,750 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 7:02:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5896, loss: 2.5896 +2025-05-26 13:36:25,853 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:37:42,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:37:43,061 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9746 +2025-05-26 13:37:43,064 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8416, top5_acc: 0.9746 +2025-05-26 13:38:47,569 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 7:02:46, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.6848, loss: 2.6848 +2025-05-26 13:39:30,900 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 7:02:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6757, loss: 2.6757 +2025-05-26 13:40:14,320 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 7:01:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6113, loss: 2.6113 +2025-05-26 13:40:57,694 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 7:00:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 13:41:41,111 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:59:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.6163, loss: 2.6163 +2025-05-26 13:42:24,770 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:58:58, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.6431, loss: 2.6431 +2025-05-26 13:43:08,445 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:58:12, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.5557, loss: 2.5557 +2025-05-26 13:43:52,100 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:57:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.4504, loss: 2.4504 +2025-05-26 13:44:35,668 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:56:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6611, loss: 2.6611 +2025-05-26 13:45:19,039 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:55:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5068, loss: 2.5068 +2025-05-26 13:46:02,342 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:55:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.5872, loss: 2.5872 +2025-05-26 13:46:45,738 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:54:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.5556, loss: 2.5556 +2025-05-26 13:47:28,960 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:53:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7676, loss: 2.7676 +2025-05-26 13:48:12,315 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:52:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.6236, loss: 2.6236 +2025-05-26 13:48:55,692 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:52:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6114, loss: 2.6114 +2025-05-26 13:49:39,163 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:51:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5811, loss: 2.5811 +2025-05-26 13:50:22,498 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:50:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6024, loss: 2.6024 +2025-05-26 13:51:05,815 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:49:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6400, loss: 2.6400 +2025-05-26 13:51:49,175 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:49:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9931, loss_cls: 2.5578, loss: 2.5578 +2025-05-26 13:52:32,801 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:48:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6553, loss: 2.6553 +2025-05-26 13:53:16,284 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:47:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.7073, loss: 2.7073 +2025-05-26 13:53:59,683 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:46:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5573, loss: 2.5573 +2025-05-26 13:54:43,192 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:46:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.5940, loss: 2.5940 +2025-05-26 13:55:26,870 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:45:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6839, loss: 2.6839 +2025-05-26 13:56:10,500 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:44:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6373, loss: 2.6373 +2025-05-26 13:56:13,680 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 14:04:41,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:04:41,505 - pyskl - INFO - +top1_acc 0.7691 +top5_acc 0.9570 +2025-05-26 14:04:41,507 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7691, top5_acc: 0.9570 +2025-05-26 14:05:45,770 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:44:19, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6064, loss: 2.6064 +2025-05-26 14:06:29,042 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:43:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5811, loss: 2.5811 +2025-05-26 14:07:12,518 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:42:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.6338, loss: 2.6338 +2025-05-26 14:07:55,891 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:42:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5211, loss: 2.5211 +2025-05-26 14:08:39,195 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:41:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.5005, loss: 2.5005 +2025-05-26 14:09:22,541 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:40:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5675, loss: 2.5675 +2025-05-26 14:10:05,915 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:39:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6964, loss: 2.6964 +2025-05-26 14:10:49,146 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:38:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.6580, loss: 2.6580 +2025-05-26 14:11:32,469 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:38:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.7059, loss: 2.7059 +2025-05-26 14:12:15,793 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:37:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6490, loss: 2.6490 +2025-05-26 14:12:59,058 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:36:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6349, loss: 2.6349 +2025-05-26 14:13:42,574 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:35:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.4453, loss: 2.4453 +2025-05-26 14:14:26,064 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:35:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6503, loss: 2.6503 +2025-05-26 14:15:09,474 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:34:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.6006, loss: 2.6006 +2025-05-26 14:15:52,946 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:33:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5810, loss: 2.5810 +2025-05-26 14:16:36,375 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:32:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7737, loss: 2.7737 +2025-05-26 14:17:19,838 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:32:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.6989, loss: 2.6989 +2025-05-26 14:18:03,203 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:31:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.6729, loss: 2.6729 +2025-05-26 14:18:46,477 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:30:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.7294, loss: 2.7294 +2025-05-26 14:19:29,757 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:29:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.6283, loss: 2.6283 +2025-05-26 14:20:13,057 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:29:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5814, loss: 2.5814 +2025-05-26 14:20:56,355 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:28:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6542, loss: 2.6542 +2025-05-26 14:21:39,609 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:27:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5065, loss: 2.5065 +2025-05-26 14:22:22,945 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:26:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6316, loss: 2.6316 +2025-05-26 14:23:06,254 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:26:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.4567, loss: 2.4567 +2025-05-26 14:23:09,363 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:24:27,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:24:27,174 - pyskl - INFO - +top1_acc 0.8291 +top5_acc 0.9741 +2025-05-26 14:24:27,176 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8291, top5_acc: 0.9741 +2025-05-26 14:25:31,799 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:25:48, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.5055, loss: 2.5055 +2025-05-26 14:26:15,145 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:25:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.5173, loss: 2.5173 +2025-05-26 14:26:58,557 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:24:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5527, loss: 2.5527 +2025-05-26 14:27:41,934 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:23:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.4869, loss: 2.4869 +2025-05-26 14:28:25,232 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:22:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5618, loss: 2.5618 +2025-05-26 14:29:08,533 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.4486, loss: 2.4486 +2025-05-26 14:29:51,858 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 6:21:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.4957, loss: 2.4957 +2025-05-26 14:30:35,367 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 6:20:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5539, loss: 2.5539 +2025-05-26 14:31:18,815 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 6:19:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.7085, loss: 2.7085 +2025-05-26 14:32:02,185 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 6:18:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9925, loss_cls: 2.5902, loss: 2.5902 +2025-05-26 14:32:45,599 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 6:18:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.5228, loss: 2.5228 +2025-05-26 14:33:29,153 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 6:17:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6220, loss: 2.6220 +2025-05-26 14:34:12,542 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 6:16:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6207, loss: 2.6207 +2025-05-26 14:34:55,903 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 6:15:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4930, loss: 2.4930 +2025-05-26 14:35:39,270 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 6:15:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.5770, loss: 2.5770 +2025-05-26 14:36:22,691 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 6:14:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.5980, loss: 2.5980 +2025-05-26 14:37:06,095 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 6:13:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 14:37:49,415 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 6:12:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 14:38:32,710 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 6:12:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.5375, loss: 2.5375 +2025-05-26 14:39:15,996 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 6:11:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5284, loss: 2.5284 +2025-05-26 14:39:59,355 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 6:10:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.6602, loss: 2.6602 +2025-05-26 14:40:42,661 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 6:09:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.5774, loss: 2.5774 +2025-05-26 14:41:25,964 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 6:09:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.5449, loss: 2.5449 +2025-05-26 14:42:09,283 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 6:08:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.5988, loss: 2.5988 +2025-05-26 14:42:52,690 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 6:07:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5433, loss: 2.5433 +2025-05-26 14:42:55,920 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:44:12,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:44:12,977 - pyskl - INFO - +top1_acc 0.8373 +top5_acc 0.9773 +2025-05-26 14:44:12,979 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8373, top5_acc: 0.9773 +2025-05-26 14:45:17,741 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 6:07:19, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9925, loss_cls: 2.5851, loss: 2.5851 +2025-05-26 14:46:01,123 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 6:06:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5820, loss: 2.5820 +2025-05-26 14:46:44,418 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 6:05:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.5806, loss: 2.5806 +2025-05-26 14:47:27,696 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 6:05:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5421, loss: 2.5421 +2025-05-26 14:48:10,876 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 6:04:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.5586, loss: 2.5586 +2025-05-26 14:48:53,916 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 6:03:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5230, loss: 2.5230 +2025-05-26 14:49:37,368 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 6:02:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.5514, loss: 2.5514 +2025-05-26 14:50:20,839 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 6:01:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 14:51:04,152 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 6:01:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.5618, loss: 2.5618 +2025-05-26 14:51:47,410 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 6:00:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9919, loss_cls: 2.5462, loss: 2.5462 +2025-05-26 14:52:30,623 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:59:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.6814, loss: 2.6814 +2025-05-26 14:53:13,897 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:58:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6847, loss: 2.6847 +2025-05-26 14:53:57,374 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:58:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9944, loss_cls: 2.6057, loss: 2.6057 +2025-05-26 14:54:40,693 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:57:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 14:55:23,973 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:56:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 2.6034, loss: 2.6034 +2025-05-26 14:56:07,163 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:55:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.6007, loss: 2.6007 +2025-05-26 14:56:50,416 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 14:57:33,752 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:54:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.5439, loss: 2.5439 +2025-05-26 14:58:17,067 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:53:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6124, loss: 2.6124 +2025-05-26 14:59:00,424 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:52:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4876, loss: 2.4876 +2025-05-26 14:59:43,799 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:52:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 2.5763, loss: 2.5763 +2025-05-26 15:00:27,103 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:51:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.4873, loss: 2.4873 +2025-05-26 15:01:10,350 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:50:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.6628, loss: 2.6628 +2025-05-26 15:01:53,704 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:49:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6022, loss: 2.6022 +2025-05-26 15:02:37,042 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:49:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5653, loss: 2.5653 +2025-05-26 15:02:40,126 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 15:03:57,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:03:57,311 - pyskl - INFO - +top1_acc 0.8509 +top5_acc 0.9807 +2025-05-26 15:03:57,367 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_42.pth was removed +2025-05-26 15:03:58,416 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2025-05-26 15:03:58,417 - pyskl - INFO - Best top1_acc is 0.8509 at 53 epoch. +2025-05-26 15:03:58,419 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8509, top5_acc: 0.9807 +2025-05-26 15:05:03,350 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:48:47, time: 0.649, data_time: 0.217, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3986, loss: 2.3986 +2025-05-26 15:05:46,743 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:48:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5239, loss: 2.5239 +2025-05-26 15:06:30,029 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:47:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.5180, loss: 2.5180 +2025-05-26 15:07:13,303 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:46:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5560, loss: 2.5560 +2025-05-26 15:07:56,706 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:45:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4720, loss: 2.4720 +2025-05-26 15:08:40,188 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:44:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4622, loss: 2.4622 +2025-05-26 15:09:23,638 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:44:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.5725, loss: 2.5725 +2025-05-26 15:10:07,275 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:43:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.5403, loss: 2.5403 +2025-05-26 15:10:50,694 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:42:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.5148, loss: 2.5148 +2025-05-26 15:11:34,094 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:41:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5333, loss: 2.5333 +2025-05-26 15:12:17,540 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:41:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5834, loss: 2.5834 +2025-05-26 15:13:00,854 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:40:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6490, loss: 2.6490 +2025-05-26 15:13:44,237 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:39:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6358, loss: 2.6358 +2025-05-26 15:14:27,513 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:38:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5018, loss: 2.5018 +2025-05-26 15:15:10,784 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:38:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6177, loss: 2.6177 +2025-05-26 15:15:54,071 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:37:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.6109, loss: 2.6109 +2025-05-26 15:16:37,416 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:36:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5922, loss: 2.5922 +2025-05-26 15:17:20,740 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:35:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5933, loss: 2.5933 +2025-05-26 15:18:04,102 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:35:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.7164, loss: 2.7164 +2025-05-26 15:18:47,474 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:34:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.5270, loss: 2.5270 +2025-05-26 15:19:30,857 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:33:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.4798, loss: 2.4798 +2025-05-26 15:20:14,161 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:32:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6375, loss: 2.6375 +2025-05-26 15:20:57,522 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:32:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5372, loss: 2.5372 +2025-05-26 15:21:40,811 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:31:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4359, loss: 2.4359 +2025-05-26 15:22:24,030 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:30:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6511, loss: 2.6511 +2025-05-26 15:22:27,142 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:23:44,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:23:44,317 - pyskl - INFO - +top1_acc 0.8421 +top5_acc 0.9740 +2025-05-26 15:23:44,320 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8421, top5_acc: 0.9740 +2025-05-26 15:24:49,195 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:30:17, time: 0.649, data_time: 0.212, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5237, loss: 2.5237 +2025-05-26 15:25:32,694 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:29:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4579, loss: 2.4579 +2025-05-26 15:26:15,938 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:28:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.5003, loss: 2.5003 +2025-05-26 15:26:59,090 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:28:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5418, loss: 2.5418 +2025-05-26 15:27:42,412 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6064, loss: 2.6064 +2025-05-26 15:28:25,863 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:26:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.5139, loss: 2.5139 +2025-05-26 15:29:09,303 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:25:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.4187, loss: 2.4187 +2025-05-26 15:29:52,586 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:24:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4458, loss: 2.4458 +2025-05-26 15:30:35,781 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:24:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6533, loss: 2.6533 +2025-05-26 15:31:18,968 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:23:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.5715, loss: 2.5715 +2025-05-26 15:32:02,194 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:22:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5487, loss: 2.5487 +2025-05-26 15:32:45,413 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:21:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4852, loss: 2.4852 +2025-05-26 15:33:28,632 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:21:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 15:34:11,905 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 5:20:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.5841, loss: 2.5841 +2025-05-26 15:34:55,192 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 5:19:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.6538, loss: 2.6538 +2025-05-26 15:35:38,430 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 5:18:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5254, loss: 2.5254 +2025-05-26 15:36:21,696 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 5:18:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.4578, loss: 2.4578 +2025-05-26 15:37:05,009 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 5:17:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5560, loss: 2.5560 +2025-05-26 15:37:48,341 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 5:16:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.5331, loss: 2.5331 +2025-05-26 15:38:31,778 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 5:15:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5215, loss: 2.5215 +2025-05-26 15:39:15,028 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 5:15:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 15:39:58,332 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 5:14:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5457, loss: 2.5457 +2025-05-26 15:40:41,788 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 5:13:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 2.6668, loss: 2.6668 +2025-05-26 15:41:25,177 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 5:12:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 15:42:08,531 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 5:12:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.5812, loss: 2.5812 +2025-05-26 15:42:11,619 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:51:12,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:51:12,989 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9763 +2025-05-26 15:51:12,992 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8492, top5_acc: 0.9763 +2025-05-26 15:52:17,436 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 5:11:45, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.4157, loss: 2.4157 +2025-05-26 15:53:00,842 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 5:11:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.4922, loss: 2.4922 +2025-05-26 15:53:44,232 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 5:10:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6100, loss: 2.6100 +2025-05-26 15:54:27,638 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 5:09:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.4456, loss: 2.4456 +2025-05-26 15:55:10,990 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 5:08:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.4991, loss: 2.4991 +2025-05-26 15:55:54,281 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 5:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.4651, loss: 2.4651 +2025-05-26 15:56:37,694 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 5:07:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.6482, loss: 2.6482 +2025-05-26 15:57:21,073 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 5:06:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.5870, loss: 2.5870 +2025-05-26 15:58:04,582 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 5:05:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5157, loss: 2.5157 +2025-05-26 15:58:47,847 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 5:04:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9938, loss_cls: 2.4446, loss: 2.4446 +2025-05-26 15:59:31,093 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 5:04:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.5700, loss: 2.5700 +2025-05-26 16:00:14,291 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 5:03:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.4587, loss: 2.4587 +2025-05-26 16:00:57,586 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 5:02:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6237, loss: 2.6237 +2025-05-26 16:01:41,055 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 5:01:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.5113, loss: 2.5113 +2025-05-26 16:02:24,307 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 5:01:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.4572, loss: 2.4572 +2025-05-26 16:03:07,595 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 5:00:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.5444, loss: 2.5444 +2025-05-26 16:03:50,942 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:59:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.4395, loss: 2.4395 +2025-05-26 16:04:34,231 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:58:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 16:05:17,474 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:58:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 16:06:00,672 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:57:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.4787, loss: 2.4787 +2025-05-26 16:06:43,942 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:56:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.4814, loss: 2.4814 +2025-05-26 16:07:27,171 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:55:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6145, loss: 2.6145 +2025-05-26 16:08:10,425 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:55:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.5218, loss: 2.5218 +2025-05-26 16:08:53,622 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:54:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6096, loss: 2.6096 +2025-05-26 16:09:36,814 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:53:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.5495, loss: 2.5495 +2025-05-26 16:09:39,913 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 16:10:57,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:10:57,374 - pyskl - INFO - +top1_acc 0.8267 +top5_acc 0.9768 +2025-05-26 16:10:57,377 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8267, top5_acc: 0.9768 +2025-05-26 16:12:01,749 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:53:13, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.4933, loss: 2.4933 +2025-05-26 16:12:45,073 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:52:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.4890, loss: 2.4890 +2025-05-26 16:13:28,462 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:51:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5109, loss: 2.5109 +2025-05-26 16:14:11,868 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:50:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4982, loss: 2.4982 +2025-05-26 16:14:55,127 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:50:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4390, loss: 2.4390 +2025-05-26 16:15:38,393 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:49:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5446, loss: 2.5446 +2025-05-26 16:16:21,872 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:48:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5086, loss: 2.5086 +2025-05-26 16:17:05,291 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:47:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4428, loss: 2.4428 +2025-05-26 16:17:48,575 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:47:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.3996, loss: 2.3996 +2025-05-26 16:18:31,987 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:46:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.4723, loss: 2.4723 +2025-05-26 16:19:15,269 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:45:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4939, loss: 2.4939 +2025-05-26 16:19:58,589 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:44:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3859, loss: 2.3859 +2025-05-26 16:20:41,875 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:44:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5036, loss: 2.5036 +2025-05-26 16:21:25,128 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:43:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.5961, loss: 2.5961 +2025-05-26 16:22:08,381 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:42:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5527, loss: 2.5527 +2025-05-26 16:22:51,662 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:41:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 16:23:34,883 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:41:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.5764, loss: 2.5764 +2025-05-26 16:24:18,148 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:40:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5213, loss: 2.5213 +2025-05-26 16:25:01,484 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:39:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.5193, loss: 2.5193 +2025-05-26 16:25:44,785 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:38:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5323, loss: 2.5323 +2025-05-26 16:26:28,106 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:38:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.4785, loss: 2.4785 +2025-05-26 16:27:11,438 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:37:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5227, loss: 2.5227 +2025-05-26 16:27:54,697 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:36:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 2.5895, loss: 2.5895 +2025-05-26 16:28:37,973 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5809, loss: 2.5809 +2025-05-26 16:29:21,220 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:35:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5273, loss: 2.5273 +2025-05-26 16:29:24,350 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:30:41,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:30:41,403 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9765 +2025-05-26 16:30:41,405 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8475, top5_acc: 0.9765 +2025-05-26 16:31:46,016 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:34:42, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.5178, loss: 2.5178 +2025-05-26 16:32:29,412 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:33:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.4290, loss: 2.4290 +2025-05-26 16:33:12,864 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:33:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.3998, loss: 2.3998 +2025-05-26 16:33:56,241 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:32:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.5001, loss: 2.5001 +2025-05-26 16:34:39,658 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:31:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.4967, loss: 2.4967 +2025-05-26 16:35:23,062 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:30:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.5591, loss: 2.5591 +2025-05-26 16:36:06,505 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:30:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.5354, loss: 2.5354 +2025-05-26 16:36:49,933 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:29:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4871, loss: 2.4871 +2025-05-26 16:37:33,329 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:28:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5187, loss: 2.5187 +2025-05-26 16:38:16,663 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:27:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9912, loss_cls: 2.6113, loss: 2.6113 +2025-05-26 16:39:00,083 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:27:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.5731, loss: 2.5731 +2025-05-26 16:39:43,449 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:26:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.4705, loss: 2.4705 +2025-05-26 16:40:26,947 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:25:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.5077, loss: 2.5077 +2025-05-26 16:41:10,321 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:24:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.4487, loss: 2.4487 +2025-05-26 16:41:53,804 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:24:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3667, loss: 2.3667 +2025-05-26 16:42:37,306 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:23:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 16:43:20,815 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:22:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.5576, loss: 2.5576 +2025-05-26 16:44:04,082 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:21:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.4354, loss: 2.4354 +2025-05-26 16:44:47,434 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:21:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4798, loss: 2.4798 +2025-05-26 16:45:30,904 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:20:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.4700, loss: 2.4700 +2025-05-26 16:46:14,428 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 4:19:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.3790, loss: 2.3790 +2025-05-26 16:46:57,883 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 4:18:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5372, loss: 2.5372 +2025-05-26 16:47:41,360 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 4:18:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6133, loss: 2.6133 +2025-05-26 16:48:24,840 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 4:17:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.5609, loss: 2.5609 +2025-05-26 16:49:08,198 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 4:16:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.4594, loss: 2.4594 +2025-05-26 16:49:11,307 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:50:28,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:50:28,685 - pyskl - INFO - +top1_acc 0.8421 +top5_acc 0.9769 +2025-05-26 16:50:28,688 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8421, top5_acc: 0.9769 +2025-05-26 16:51:33,328 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 4:16:15, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.4956, loss: 2.4956 +2025-05-26 16:52:16,639 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 4:15:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 2.4343, loss: 2.4343 +2025-05-26 16:52:59,991 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 4:14:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.4938, loss: 2.4938 +2025-05-26 16:53:43,436 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 4:13:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3828, loss: 2.3828 +2025-05-26 16:54:26,847 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 4:13:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.5753, loss: 2.5753 +2025-05-26 16:55:10,193 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 4:12:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5094, loss: 2.5094 +2025-05-26 16:55:53,557 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 4:11:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4595, loss: 2.4595 +2025-05-26 16:56:36,858 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 4:10:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.4876, loss: 2.4876 +2025-05-26 16:57:20,226 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 4:10:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4241, loss: 2.4241 +2025-05-26 16:58:03,498 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 4:09:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 16:58:46,892 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 4:08:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4960, loss: 2.4960 +2025-05-26 16:59:30,340 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 4:07:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5723, loss: 2.5723 +2025-05-26 17:00:13,785 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 4:07:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.4372, loss: 2.4372 +2025-05-26 17:00:57,245 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 4:06:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 17:01:40,676 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 4:05:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.4846, loss: 2.4846 +2025-05-26 17:02:24,046 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 4:04:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.5062, loss: 2.5062 +2025-05-26 17:03:07,216 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 4:04:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 17:03:50,655 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 4:03:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.4940, loss: 2.4940 +2025-05-26 17:04:34,007 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 4:02:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5550, loss: 2.5550 +2025-05-26 17:05:17,263 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 4:01:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9925, loss_cls: 2.5600, loss: 2.5600 +2025-05-26 17:06:00,580 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 4:01:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5527, loss: 2.5527 +2025-05-26 17:06:43,979 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 4:00:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3772, loss: 2.3772 +2025-05-26 17:07:27,320 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:59:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5857, loss: 2.5857 +2025-05-26 17:08:10,639 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:58:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5308, loss: 2.5308 +2025-05-26 17:08:54,008 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:58:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5883, loss: 2.5883 +2025-05-26 17:08:57,148 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 17:10:14,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:10:14,146 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9720 +2025-05-26 17:10:14,148 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8365, top5_acc: 0.9720 +2025-05-26 17:11:19,093 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:57:47, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4828, loss: 2.4828 +2025-05-26 17:12:02,573 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:57:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.4082, loss: 2.4082 +2025-05-26 17:12:45,889 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:56:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2556, loss: 2.2556 +2025-05-26 17:13:29,342 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:55:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.3251, loss: 2.3251 +2025-05-26 17:14:12,737 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:54:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4367, loss: 2.4367 +2025-05-26 17:14:56,067 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:54:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.4439, loss: 2.4439 +2025-05-26 17:15:39,297 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:53:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4295, loss: 2.4295 +2025-05-26 17:16:22,464 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:52:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5104, loss: 2.5104 +2025-05-26 17:17:05,706 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:51:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4796, loss: 2.4796 +2025-05-26 17:17:48,934 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:50:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3580, loss: 2.3580 +2025-05-26 17:18:32,239 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:50:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 17:19:15,542 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:49:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.5709, loss: 2.5709 +2025-05-26 17:19:58,857 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:48:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5064, loss: 2.5064 +2025-05-26 17:20:42,090 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:47:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 17:21:25,337 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:47:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.5355, loss: 2.5355 +2025-05-26 17:22:08,593 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4848, loss: 2.4848 +2025-05-26 17:22:51,883 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:45:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5137, loss: 2.5137 +2025-05-26 17:23:35,276 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:44:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.5084, loss: 2.5084 +2025-05-26 17:24:18,683 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:44:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.4597, loss: 2.4597 +2025-05-26 17:25:02,023 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:43:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4623, loss: 2.4623 +2025-05-26 17:25:45,394 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:42:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.5393, loss: 2.5393 +2025-05-26 17:26:28,719 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:41:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3544, loss: 2.3544 +2025-05-26 17:27:12,022 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:41:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5467, loss: 2.5467 +2025-05-26 17:27:55,547 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:40:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.5648, loss: 2.5648 +2025-05-26 17:28:38,873 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:39:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5014, loss: 2.5014 +2025-05-26 17:28:41,991 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:37:25,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:37:25,795 - pyskl - INFO - +top1_acc 0.8257 +top5_acc 0.9752 +2025-05-26 17:37:25,798 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8257, top5_acc: 0.9752 +2025-05-26 17:38:30,477 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:39:17, time: 0.647, data_time: 0.215, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4088, loss: 2.4088 +2025-05-26 17:39:13,802 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:38:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4077, loss: 2.4077 +2025-05-26 17:39:57,163 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:37:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4197, loss: 2.4197 +2025-05-26 17:40:40,518 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:37:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4711, loss: 2.4711 +2025-05-26 17:41:23,858 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:36:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5310, loss: 2.5310 +2025-05-26 17:42:07,351 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:35:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.5174, loss: 2.5174 +2025-05-26 17:42:50,686 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:34:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3901, loss: 2.3901 +2025-05-26 17:43:34,053 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:33:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.5036, loss: 2.5036 +2025-05-26 17:44:17,327 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:33:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.4923, loss: 2.4923 +2025-05-26 17:45:00,574 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.4319, loss: 2.4319 +2025-05-26 17:45:43,859 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:31:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4414, loss: 2.4414 +2025-05-26 17:46:27,262 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:30:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.3784, loss: 2.3784 +2025-05-26 17:47:10,674 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:30:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.4435, loss: 2.4435 +2025-05-26 17:47:53,964 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:29:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9956, loss_cls: 2.5102, loss: 2.5102 +2025-05-26 17:48:37,318 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:28:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.5313, loss: 2.5313 +2025-05-26 17:49:20,635 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:27:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5158, loss: 2.5158 +2025-05-26 17:50:03,875 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:27:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4571, loss: 2.4571 +2025-05-26 17:50:47,170 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:26:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4172, loss: 2.4172 +2025-05-26 17:51:30,477 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:25:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.3906, loss: 2.3906 +2025-05-26 17:52:13,720 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:24:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.4116, loss: 2.4116 +2025-05-26 17:52:56,926 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:24:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5675, loss: 2.5675 +2025-05-26 17:53:40,222 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:23:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.4641, loss: 2.4641 +2025-05-26 17:54:23,647 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:22:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.4498, loss: 2.4498 +2025-05-26 17:55:07,006 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:21:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5104, loss: 2.5104 +2025-05-26 17:55:50,239 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:21:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4148, loss: 2.4148 +2025-05-26 17:55:53,338 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:57:10,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:57:10,338 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9760 +2025-05-26 17:57:10,341 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8390, top5_acc: 0.9760 +2025-05-26 17:58:14,847 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:20:46, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.4154, loss: 2.4154 +2025-05-26 17:58:58,214 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:20:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.3566, loss: 2.3566 +2025-05-26 17:59:41,620 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.3777, loss: 2.3777 +2025-05-26 18:00:24,951 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 3:18:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.3605, loss: 2.3605 +2025-05-26 18:01:08,298 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 3:17:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4151, loss: 2.4151 +2025-05-26 18:01:51,748 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 3:17:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.4262, loss: 2.4262 +2025-05-26 18:02:35,180 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 3:16:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 18:03:18,785 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 3:15:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.4933, loss: 2.4933 +2025-05-26 18:04:02,302 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 3:14:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4038, loss: 2.4038 +2025-05-26 18:04:45,701 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 3:14:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5094, loss: 2.5094 +2025-05-26 18:05:29,167 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 3:13:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5318, loss: 2.5318 +2025-05-26 18:06:12,694 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 3:12:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4832, loss: 2.4832 +2025-05-26 18:06:56,090 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 3:11:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4241, loss: 2.4241 +2025-05-26 18:07:39,434 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 3:10:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5019, loss: 2.5019 +2025-05-26 18:08:22,733 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 3:10:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 2.5492, loss: 2.5492 +2025-05-26 18:09:06,027 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 3:09:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.4803, loss: 2.4803 +2025-05-26 18:09:49,293 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 3:08:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5153, loss: 2.5153 +2025-05-26 18:10:32,505 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 3:07:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4953, loss: 2.4953 +2025-05-26 18:11:15,779 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 3:07:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.4488, loss: 2.4488 +2025-05-26 18:11:59,009 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 3:06:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 18:12:42,178 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 3:05:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 2.4420, loss: 2.4420 +2025-05-26 18:13:25,500 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 3:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.5268, loss: 2.5268 +2025-05-26 18:14:08,832 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 3:04:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.4201, loss: 2.4201 +2025-05-26 18:14:52,109 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 3:03:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 18:15:35,498 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 3:02:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.5044, loss: 2.5044 +2025-05-26 18:15:38,606 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 18:16:56,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:16:56,208 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9748 +2025-05-26 18:16:56,210 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8360, top5_acc: 0.9748 +2025-05-26 18:18:01,169 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 3:02:18, time: 0.650, data_time: 0.215, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.2666, loss: 2.2666 +2025-05-26 18:18:44,638 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 3:01:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.4569, loss: 2.4569 +2025-05-26 18:19:27,986 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 3:00:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3409, loss: 2.3409 +2025-05-26 18:20:11,325 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 3:00:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 18:20:54,754 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:59:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4682, loss: 2.4682 +2025-05-26 18:21:38,178 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:58:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.3834, loss: 2.3834 +2025-05-26 18:22:21,678 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:57:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4528, loss: 2.4528 +2025-05-26 18:23:05,152 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:57:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.4438, loss: 2.4438 +2025-05-26 18:23:48,660 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:56:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.4521, loss: 2.4521 +2025-05-26 18:24:32,068 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:55:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.4233, loss: 2.4233 +2025-05-26 18:25:15,356 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:54:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3687, loss: 2.3687 +2025-05-26 18:25:59,031 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:54:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3804, loss: 2.3804 +2025-05-26 18:26:42,563 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:53:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5829, loss: 2.5829 +2025-05-26 18:27:26,073 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:52:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4240, loss: 2.4240 +2025-05-26 18:28:09,456 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:51:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.3746, loss: 2.3746 +2025-05-26 18:28:52,911 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:51:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3242, loss: 2.3242 +2025-05-26 18:29:36,367 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:50:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.4094, loss: 2.4094 +2025-05-26 18:30:19,783 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:49:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9831, loss_cls: 2.4353, loss: 2.4353 +2025-05-26 18:31:03,144 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:48:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.6047, loss: 2.6047 +2025-05-26 18:31:46,668 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:48:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5613, loss: 2.5613 +2025-05-26 18:32:30,037 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:47:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4182, loss: 2.4182 +2025-05-26 18:33:13,327 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:46:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.3416, loss: 2.3416 +2025-05-26 18:33:56,648 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:45:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.5472, loss: 2.5472 +2025-05-26 18:34:40,150 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:45:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3988, loss: 2.3988 +2025-05-26 18:35:23,548 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:44:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 18:35:26,643 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:36:43,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:36:43,716 - pyskl - INFO - +top1_acc 0.8333 +top5_acc 0.9755 +2025-05-26 18:36:43,718 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8333, top5_acc: 0.9755 +2025-05-26 18:37:48,227 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:43:52, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3552, loss: 2.3552 +2025-05-26 18:38:31,537 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:43:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3586, loss: 2.3586 +2025-05-26 18:39:14,878 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:42:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4143, loss: 2.4143 +2025-05-26 18:39:58,254 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:41:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4585, loss: 2.4585 +2025-05-26 18:40:41,720 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:40:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3726, loss: 2.3726 +2025-05-26 18:41:24,977 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:40:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 18:42:08,676 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:39:21, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5540, loss: 2.5540 +2025-05-26 18:42:52,251 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:38:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4860, loss: 2.4860 +2025-05-26 18:43:35,683 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:37:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 18:44:19,115 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:37:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.3683, loss: 2.3683 +2025-05-26 18:45:02,675 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:36:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.4561, loss: 2.4561 +2025-05-26 18:45:46,139 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:35:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.3777, loss: 2.3777 +2025-05-26 18:46:29,417 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:34:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.4122, loss: 2.4122 +2025-05-26 18:47:12,870 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:34:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5086, loss: 2.5086 +2025-05-26 18:47:56,266 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:33:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4802, loss: 2.4802 +2025-05-26 18:48:39,557 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:32:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 18:49:22,871 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:31:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4172, loss: 2.4172 +2025-05-26 18:50:06,214 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:31:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3875, loss: 2.3875 +2025-05-26 18:50:49,484 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.3682, loss: 2.3682 +2025-05-26 18:51:32,777 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:29:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4618, loss: 2.4618 +2025-05-26 18:52:16,069 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:28:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4650, loss: 2.4650 +2025-05-26 18:52:59,391 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:28:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.4806, loss: 2.4806 +2025-05-26 18:53:42,673 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:27:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.4502, loss: 2.4502 +2025-05-26 18:54:26,054 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:26:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.3893, loss: 2.3893 +2025-05-26 18:55:09,338 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:25:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.5133, loss: 2.5133 +2025-05-26 18:55:12,449 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:56:29,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:56:29,468 - pyskl - INFO - +top1_acc 0.8610 +top5_acc 0.9802 +2025-05-26 18:56:29,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_53.pth was removed +2025-05-26 18:56:30,573 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-05-26 18:56:30,574 - pyskl - INFO - Best top1_acc is 0.8610 at 64 epoch. +2025-05-26 18:56:30,576 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8610, top5_acc: 0.9802 +2025-05-26 18:57:35,307 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:25:24, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.3391, loss: 2.3391 +2025-05-26 18:58:18,776 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:24:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4101, loss: 2.4101 +2025-05-26 18:59:02,110 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:23:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3133, loss: 2.3133 +2025-05-26 18:59:45,607 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:23:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3649, loss: 2.3649 +2025-05-26 19:00:29,131 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:22:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.3127, loss: 2.3127 +2025-05-26 19:01:12,401 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:21:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.5543, loss: 2.5543 +2025-05-26 19:01:55,395 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:20:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.4299, loss: 2.4299 +2025-05-26 19:02:38,671 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:20:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3888, loss: 2.3888 +2025-05-26 19:03:22,013 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:19:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.5032, loss: 2.5032 +2025-05-26 19:04:05,262 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:18:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.4065, loss: 2.4065 +2025-05-26 19:04:48,605 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 2:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.4773, loss: 2.4773 +2025-05-26 19:05:31,890 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 2:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3807, loss: 2.3807 +2025-05-26 19:06:15,174 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 2:16:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.4813, loss: 2.4813 +2025-05-26 19:06:58,411 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 2:15:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.3496, loss: 2.3496 +2025-05-26 19:07:41,838 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 2:14:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4532, loss: 2.4532 +2025-05-26 19:08:25,115 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 2:14:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3848, loss: 2.3848 +2025-05-26 19:09:08,443 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 2:13:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3512, loss: 2.3512 +2025-05-26 19:09:51,742 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 2:12:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4560, loss: 2.4560 +2025-05-26 19:10:35,000 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 2:11:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.4632, loss: 2.4632 +2025-05-26 19:11:18,319 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 2:11:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.4121, loss: 2.4121 +2025-05-26 19:12:01,612 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 2:10:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4682, loss: 2.4682 +2025-05-26 19:12:45,021 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 2:09:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.3759, loss: 2.3759 +2025-05-26 19:13:28,422 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 2:08:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 19:14:11,737 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 2:08:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.5528, loss: 2.5528 +2025-05-26 19:14:55,013 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 2:07:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.3160, loss: 2.3160 +2025-05-26 19:14:58,122 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:24:01,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:24:01,353 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9797 +2025-05-26 19:24:01,408 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_64.pth was removed +2025-05-26 19:24:02,437 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-05-26 19:24:02,438 - pyskl - INFO - Best top1_acc is 0.8631 at 65 epoch. +2025-05-26 19:24:02,441 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8631, top5_acc: 0.9797 +2025-05-26 19:25:06,538 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 2:06:54, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.3603, loss: 2.3603 +2025-05-26 19:25:49,869 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 2:06:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.3168, loss: 2.3168 +2025-05-26 19:26:33,176 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 2:05:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3234, loss: 2.3234 +2025-05-26 19:27:16,554 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 2:04:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.2880, loss: 2.2880 +2025-05-26 19:27:59,886 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 2:03:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3458, loss: 2.3458 +2025-05-26 19:28:43,302 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 2:03:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.4057, loss: 2.4057 +2025-05-26 19:29:26,608 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 2:02:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4799, loss: 2.4799 +2025-05-26 19:30:10,022 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 2:01:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.3819, loss: 2.3819 +2025-05-26 19:30:53,445 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 2:00:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.3896, loss: 2.3896 +2025-05-26 19:31:36,881 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 2:00:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9956, loss_cls: 2.3902, loss: 2.3902 +2025-05-26 19:32:20,258 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4000, loss: 2.4000 +2025-05-26 19:33:03,573 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:58:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.4635, loss: 2.4635 +2025-05-26 19:33:46,767 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:57:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.4752, loss: 2.4752 +2025-05-26 19:34:29,999 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:57:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4276, loss: 2.4276 +2025-05-26 19:35:13,289 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:56:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4062, loss: 2.4062 +2025-05-26 19:35:56,570 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:55:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.3686, loss: 2.3686 +2025-05-26 19:36:39,818 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:54:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4463, loss: 2.4463 +2025-05-26 19:37:23,037 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:54:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3187, loss: 2.3187 +2025-05-26 19:38:06,280 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:53:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.4350, loss: 2.4350 +2025-05-26 19:38:49,519 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:52:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.3878, loss: 2.3878 +2025-05-26 19:39:32,751 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:51:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.4148, loss: 2.4148 +2025-05-26 19:40:15,965 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:51:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4142, loss: 2.4142 +2025-05-26 19:40:59,209 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:50:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3737, loss: 2.3737 +2025-05-26 19:41:42,465 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.3825, loss: 2.3825 +2025-05-26 19:42:25,842 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:48:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3995, loss: 2.3995 +2025-05-26 19:42:28,924 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:43:46,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:43:46,182 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9749 +2025-05-26 19:43:46,184 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8462, top5_acc: 0.9749 +2025-05-26 19:44:50,768 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:48:24, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3923, loss: 2.3923 +2025-05-26 19:45:34,093 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:47:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 19:46:17,450 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:46:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.3866, loss: 2.3866 +2025-05-26 19:47:00,856 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:46:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.2874, loss: 2.2874 +2025-05-26 19:47:44,508 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:45:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2817, loss: 2.2817 +2025-05-26 19:48:28,012 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:44:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.3014, loss: 2.3014 +2025-05-26 19:49:11,346 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:43:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.4060, loss: 2.4060 +2025-05-26 19:49:54,630 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:43:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.3240, loss: 2.3240 +2025-05-26 19:50:37,919 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:42:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4665, loss: 2.4665 +2025-05-26 19:51:21,293 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:41:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.4112, loss: 2.4112 +2025-05-26 19:52:04,623 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:40:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3622, loss: 2.3622 +2025-05-26 19:52:47,986 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:40:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4640, loss: 2.4640 +2025-05-26 19:53:31,361 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:39:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.4262, loss: 2.4262 +2025-05-26 19:54:14,678 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:38:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3218, loss: 2.3218 +2025-05-26 19:54:57,946 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:37:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.3821, loss: 2.3821 +2025-05-26 19:55:41,246 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:37:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9831, loss_cls: 2.4237, loss: 2.4237 +2025-05-26 19:56:24,562 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:36:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.3231, loss: 2.3231 +2025-05-26 19:57:07,826 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:35:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.3524, loss: 2.3524 +2025-05-26 19:57:51,130 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:34:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.3588, loss: 2.3588 +2025-05-26 19:58:34,391 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:34:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.5060, loss: 2.5060 +2025-05-26 19:59:17,703 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:33:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.4138, loss: 2.4138 +2025-05-26 20:00:00,966 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:32:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4388, loss: 2.4388 +2025-05-26 20:00:44,242 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:31:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.3941, loss: 2.3941 +2025-05-26 20:01:27,641 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:31:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.3948, loss: 2.3948 +2025-05-26 20:02:10,973 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.4081, loss: 2.4081 +2025-05-26 20:02:14,054 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 20:03:31,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:03:31,254 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9783 +2025-05-26 20:03:31,257 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8498, top5_acc: 0.9783 +2025-05-26 20:04:36,259 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:29:56, time: 0.650, data_time: 0.218, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2486, loss: 2.2486 +2025-05-26 20:05:19,490 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:29:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2994, loss: 2.2994 +2025-05-26 20:06:02,816 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:28:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2627, loss: 2.2627 +2025-05-26 20:06:46,171 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:27:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.3354, loss: 2.3354 +2025-05-26 20:07:29,449 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:26:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3690, loss: 2.3690 +2025-05-26 20:08:12,763 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:26:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3526, loss: 2.3526 +2025-05-26 20:08:56,103 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:25:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3434, loss: 2.3434 +2025-05-26 20:09:39,483 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:24:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3758, loss: 2.3758 +2025-05-26 20:10:22,854 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:23:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.4245, loss: 2.4245 +2025-05-26 20:11:06,276 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:23:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.4206, loss: 2.4206 +2025-05-26 20:11:49,762 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:22:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3724, loss: 2.3724 +2025-05-26 20:12:33,253 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:21:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9956, loss_cls: 2.3740, loss: 2.3740 +2025-05-26 20:13:16,537 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:20:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.3617, loss: 2.3617 +2025-05-26 20:13:59,827 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:20:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.2550, loss: 2.2550 +2025-05-26 20:14:43,191 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:19:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3792, loss: 2.3792 +2025-05-26 20:15:26,658 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:18:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.4573, loss: 2.4573 +2025-05-26 20:16:10,002 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:17:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3960, loss: 2.3960 +2025-05-26 20:16:53,371 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 1:17:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.3499, loss: 2.3499 +2025-05-26 20:17:36,902 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 1:16:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3135, loss: 2.3135 +2025-05-26 20:18:20,345 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 1:15:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.4149, loss: 2.4149 +2025-05-26 20:19:03,775 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 1:14:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.3736, loss: 2.3736 +2025-05-26 20:19:47,166 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 1:14:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5477, loss: 2.5477 +2025-05-26 20:20:30,428 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 1:13:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3478, loss: 2.3478 +2025-05-26 20:21:13,867 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 1:12:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3651, loss: 2.3651 +2025-05-26 20:21:57,202 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 1:11:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 2.4210, loss: 2.4210 +2025-05-26 20:22:00,387 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:23:17,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:23:17,464 - pyskl - INFO - +top1_acc 0.8559 +top5_acc 0.9772 +2025-05-26 20:23:17,467 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8559, top5_acc: 0.9772 +2025-05-26 20:24:21,924 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 1:11:28, time: 0.645, data_time: 0.208, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2794, loss: 2.2794 +2025-05-26 20:25:05,394 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 1:10:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.2944, loss: 2.2944 +2025-05-26 20:25:48,798 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 1:09:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.2831, loss: 2.2831 +2025-05-26 20:26:32,234 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 1:09:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.3195, loss: 2.3195 +2025-05-26 20:27:15,613 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 1:08:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.3589, loss: 2.3589 +2025-05-26 20:27:58,927 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 1:07:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.3974, loss: 2.3974 +2025-05-26 20:28:42,250 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 1:06:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.4702, loss: 2.4702 +2025-05-26 20:29:25,659 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 1:06:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3047, loss: 2.3047 +2025-05-26 20:30:09,045 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 1:05:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3673, loss: 2.3673 +2025-05-26 20:30:52,431 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 1:04:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3919, loss: 2.3919 +2025-05-26 20:31:35,814 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 1:03:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3329, loss: 2.3329 +2025-05-26 20:32:19,307 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 1:03:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3637, loss: 2.3637 +2025-05-26 20:33:02,691 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 1:02:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3471, loss: 2.3471 +2025-05-26 20:33:46,127 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 1:01:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.2720, loss: 2.2720 +2025-05-26 20:34:29,407 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 1:00:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3301, loss: 2.3301 +2025-05-26 20:35:12,798 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 1:00:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3726, loss: 2.3726 +2025-05-26 20:35:56,171 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:59:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.3382, loss: 2.3382 +2025-05-26 20:36:39,464 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:58:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.3740, loss: 2.3740 +2025-05-26 20:37:22,936 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:57:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4109, loss: 2.4109 +2025-05-26 20:38:06,215 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:57:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.3882, loss: 2.3882 +2025-05-26 20:38:49,572 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:56:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9931, loss_cls: 2.3254, loss: 2.3254 +2025-05-26 20:39:32,809 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:55:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.3674, loss: 2.3674 +2025-05-26 20:40:16,070 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:54:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.3622, loss: 2.3622 +2025-05-26 20:40:59,758 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:54:12, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.4284, loss: 2.4284 +2025-05-26 20:41:43,421 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:53:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.4074, loss: 2.4074 +2025-05-26 20:41:46,523 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:43:04,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:43:04,562 - pyskl - INFO - +top1_acc 0.8480 +top5_acc 0.9767 +2025-05-26 20:43:04,565 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8480, top5_acc: 0.9767 +2025-05-26 20:44:09,879 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:53:02, time: 0.653, data_time: 0.219, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.2932, loss: 2.2932 +2025-05-26 20:44:53,129 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:52:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.2546, loss: 2.2546 +2025-05-26 20:45:36,625 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:51:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4260, loss: 2.4260 +2025-05-26 20:46:20,019 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:50:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3943, loss: 2.3943 +2025-05-26 20:47:03,682 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:50:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2914, loss: 2.2914 +2025-05-26 20:47:47,433 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:49:17, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2577, loss: 2.2577 +2025-05-26 20:48:31,073 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:48:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3407, loss: 2.3407 +2025-05-26 20:49:15,097 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:47:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2804, loss: 2.2804 +2025-05-26 20:49:58,975 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:47:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3873, loss: 2.3873 +2025-05-26 20:50:42,891 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:46:19, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.3103, loss: 2.3103 +2025-05-26 20:51:26,575 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:45:35, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3564, loss: 2.3564 +2025-05-26 20:52:10,094 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:44:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.2190, loss: 2.2190 +2025-05-26 20:52:53,507 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:44:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3439, loss: 2.3439 +2025-05-26 20:53:37,019 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:43:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.3290, loss: 2.3290 +2025-05-26 20:54:20,567 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:42:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2643, loss: 2.2643 +2025-05-26 20:55:04,199 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:41:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.4115, loss: 2.4115 +2025-05-26 20:55:47,607 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:41:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3668, loss: 2.3668 +2025-05-26 20:56:31,231 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:40:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4000, loss: 2.4000 +2025-05-26 20:57:14,693 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:39:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9981, loss_cls: 2.3355, loss: 2.3355 +2025-05-26 20:57:58,061 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:38:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.2728, loss: 2.2728 +2025-05-26 20:58:41,567 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:38:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2146, loss: 2.2146 +2025-05-26 20:59:24,967 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:37:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.4034, loss: 2.4034 +2025-05-26 21:00:08,333 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:36:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.4083, loss: 2.4083 +2025-05-26 21:00:51,726 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:35:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4296, loss: 2.4296 +2025-05-26 21:01:35,074 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:35:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.4037, loss: 2.4037 +2025-05-26 21:01:38,357 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 21:10:19,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:10:19,777 - pyskl - INFO - +top1_acc 0.8588 +top5_acc 0.9807 +2025-05-26 21:10:19,780 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8588, top5_acc: 0.9807 +2025-05-26 21:11:24,261 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:34:39, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.3967, loss: 2.3967 +2025-05-26 21:12:07,640 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:33:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1757, loss: 2.1757 +2025-05-26 21:12:50,852 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:33:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 2.1524, loss: 2.1524 +2025-05-26 21:13:34,250 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:32:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2859, loss: 2.2859 +2025-05-26 21:14:17,707 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:31:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3907, loss: 2.3907 +2025-05-26 21:15:00,931 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:30:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.2581, loss: 2.2581 +2025-05-26 21:15:44,163 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:30:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 21:16:27,438 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:29:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 2.2958, loss: 2.2958 +2025-05-26 21:17:10,725 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:28:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.3611, loss: 2.3611 +2025-05-26 21:17:54,371 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:27:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.4313, loss: 2.4313 +2025-05-26 21:18:37,839 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:27:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.4758, loss: 2.4758 +2025-05-26 21:19:21,133 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:26:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.3983, loss: 2.3983 +2025-05-26 21:20:04,432 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:25:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2960, loss: 2.2960 +2025-05-26 21:20:47,659 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:24:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3004, loss: 2.3004 +2025-05-26 21:21:30,891 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:24:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3981, loss: 2.3981 +2025-05-26 21:22:14,225 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:23:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3959, loss: 2.3959 +2025-05-26 21:22:57,533 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:22:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.3711, loss: 2.3711 +2025-05-26 21:23:40,861 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:21:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3104, loss: 2.3104 +2025-05-26 21:24:24,212 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:21:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.3598, loss: 2.3598 +2025-05-26 21:25:07,552 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:20:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.2824, loss: 2.2824 +2025-05-26 21:25:51,023 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:19:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3145, loss: 2.3145 +2025-05-26 21:26:34,389 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:18:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3186, loss: 2.3186 +2025-05-26 21:27:17,741 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:18:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.3718, loss: 2.3718 +2025-05-26 21:28:01,127 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:17:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.4094, loss: 2.4094 +2025-05-26 21:28:44,492 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 1 day, 0:16:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3596, loss: 2.3596 +2025-05-26 21:28:47,656 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:30:04,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:30:04,824 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9740 +2025-05-26 21:30:04,827 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8328, top5_acc: 0.9740 +2025-05-26 21:31:09,522 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 1 day, 0:16:11, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 21:31:52,822 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 1 day, 0:15:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.3620, loss: 2.3620 +2025-05-26 21:32:36,253 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 1 day, 0:14:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.2791, loss: 2.2791 +2025-05-26 21:33:19,701 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 1 day, 0:13:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 21:34:03,144 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 1 day, 0:13:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3847, loss: 2.3847 +2025-05-26 21:34:46,520 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 1 day, 0:12:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3129, loss: 2.3129 +2025-05-26 21:35:29,867 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 1 day, 0:11:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3379, loss: 2.3379 +2025-05-26 21:36:13,279 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 1 day, 0:10:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3233, loss: 2.3233 +2025-05-26 21:36:56,700 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 1 day, 0:10:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.3980, loss: 2.3980 +2025-05-26 21:37:40,081 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 1 day, 0:09:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2022, loss: 2.2022 +2025-05-26 21:38:23,574 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 1 day, 0:08:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.3902, loss: 2.3902 +2025-05-26 21:39:07,039 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 1 day, 0:07:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3309, loss: 2.3309 +2025-05-26 21:39:50,454 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 1 day, 0:07:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.2775, loss: 2.2775 +2025-05-26 21:40:33,850 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 1 day, 0:06:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.2668, loss: 2.2668 +2025-05-26 21:41:17,193 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 1 day, 0:05:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2149, loss: 2.2149 +2025-05-26 21:42:00,524 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 1 day, 0:04:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.3228, loss: 2.3228 +2025-05-26 21:42:43,893 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 1 day, 0:04:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3398, loss: 2.3398 +2025-05-26 21:43:27,158 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 1 day, 0:03:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.3941, loss: 2.3941 +2025-05-26 21:44:10,428 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 1 day, 0:02:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2909, loss: 2.2909 +2025-05-26 21:44:53,872 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 1 day, 0:01:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.4041, loss: 2.4041 +2025-05-26 21:45:37,243 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 1 day, 0:01:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.3719, loss: 2.3719 +2025-05-26 21:46:20,636 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 1 day, 0:00:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3055, loss: 2.3055 +2025-05-26 21:47:03,914 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:59:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2758, loss: 2.2758 +2025-05-26 21:47:47,351 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.2696, loss: 2.2696 +2025-05-26 21:48:30,770 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:58:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3150, loss: 2.3150 +2025-05-26 21:48:33,876 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:49:50,907 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:49:50,974 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9803 +2025-05-26 21:49:50,977 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8547, top5_acc: 0.9803 +2025-05-26 21:50:54,978 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:57:43, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2582, loss: 2.2582 +2025-05-26 21:51:38,370 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:56:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2485, loss: 2.2485 +2025-05-26 21:52:21,898 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:56:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.3269, loss: 2.3269 +2025-05-26 21:53:05,339 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:55:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.3426, loss: 2.3426 +2025-05-26 21:53:48,913 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:54:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.2724, loss: 2.2724 +2025-05-26 21:54:32,311 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:53:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.1612, loss: 2.1612 +2025-05-26 21:55:15,563 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:53:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.2555, loss: 2.2555 +2025-05-26 21:55:58,794 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:52:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2764, loss: 2.2764 +2025-05-26 21:56:42,130 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:51:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.3477, loss: 2.3477 +2025-05-26 21:57:25,453 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2176, loss: 2.2176 +2025-05-26 21:58:08,785 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:50:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.2422, loss: 2.2422 +2025-05-26 21:58:52,071 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:49:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.3293, loss: 2.3293 +2025-05-26 21:59:35,438 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:48:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3706, loss: 2.3706 +2025-05-26 22:00:18,693 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:47:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.3289, loss: 2.3289 +2025-05-26 22:01:01,953 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:47:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2531, loss: 2.2531 +2025-05-26 22:01:45,164 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:46:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2429, loss: 2.2429 +2025-05-26 22:02:28,341 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:45:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3040, loss: 2.3040 +2025-05-26 22:03:11,567 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:44:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9844, loss_cls: 2.2743, loss: 2.2743 +2025-05-26 22:03:54,844 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:44:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.3412, loss: 2.3412 +2025-05-26 22:04:38,123 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:43:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3358, loss: 2.3358 +2025-05-26 22:05:21,407 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:42:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2825, loss: 2.2825 +2025-05-26 22:06:04,696 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:41:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2788, loss: 2.2788 +2025-05-26 22:06:47,952 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:41:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4668, loss: 2.4668 +2025-05-26 22:07:31,483 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:40:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3053, loss: 2.3053 +2025-05-26 22:08:14,723 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:39:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3415, loss: 2.3415 +2025-05-26 22:08:17,790 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 22:09:35,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:09:35,333 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9794 +2025-05-26 22:09:35,390 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_65.pth was removed +2025-05-26 22:09:36,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-26 22:09:36,429 - pyskl - INFO - Best top1_acc is 0.8635 at 73 epoch. +2025-05-26 22:09:36,432 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8635, top5_acc: 0.9794 +2025-05-26 22:10:40,849 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:39:14, time: 0.644, data_time: 0.208, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1419, loss: 2.1419 +2025-05-26 22:11:24,325 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:38:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2615, loss: 2.2615 +2025-05-26 22:12:07,762 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:37:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3661, loss: 2.3661 +2025-05-26 22:12:51,154 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:36:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2541, loss: 2.2541 +2025-05-26 22:13:34,569 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:36:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2961, loss: 2.2961 +2025-05-26 22:14:17,894 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:35:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2757, loss: 2.2757 +2025-05-26 22:15:01,146 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:34:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2562, loss: 2.2562 +2025-05-26 22:15:44,365 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:33:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9962, loss_cls: 2.2226, loss: 2.2226 +2025-05-26 22:16:27,715 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:33:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2513, loss: 2.2513 +2025-05-26 22:17:11,058 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:32:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.3302, loss: 2.3302 +2025-05-26 22:17:54,467 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:31:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.2311, loss: 2.2311 +2025-05-26 22:18:38,005 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:30:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2956, loss: 2.2956 +2025-05-26 22:19:21,385 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:30:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3229, loss: 2.3229 +2025-05-26 22:20:04,813 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:29:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.2156, loss: 2.2156 +2025-05-26 22:20:48,283 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:28:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.3030, loss: 2.3030 +2025-05-26 22:21:31,759 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:28:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3896, loss: 2.3896 +2025-05-26 22:22:15,181 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:27:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3639, loss: 2.3639 +2025-05-26 22:22:58,531 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:26:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3879, loss: 2.3879 +2025-05-26 22:23:41,839 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:25:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3481, loss: 2.3481 +2025-05-26 22:24:25,248 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:25:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2384, loss: 2.2384 +2025-05-26 22:25:08,514 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:24:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.2777, loss: 2.2777 +2025-05-26 22:25:51,895 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:23:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.4603, loss: 2.4603 +2025-05-26 22:26:35,178 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:22:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2161, loss: 2.2161 +2025-05-26 22:27:18,449 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3101, loss: 2.3101 +2025-05-26 22:28:01,676 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:21:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2517, loss: 2.2517 +2025-05-26 22:28:04,738 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:29:22,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:29:22,451 - pyskl - INFO - +top1_acc 0.8725 +top5_acc 0.9830 +2025-05-26 22:29:22,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_73.pth was removed +2025-05-26 22:29:23,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-26 22:29:23,507 - pyskl - INFO - Best top1_acc is 0.8725 at 74 epoch. +2025-05-26 22:29:23,509 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8725, top5_acc: 0.9830 +2025-05-26 22:30:27,871 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:20:46, time: 0.644, data_time: 0.208, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1359, loss: 2.1359 +2025-05-26 22:31:11,191 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:20:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2025, loss: 2.2025 +2025-05-26 22:31:54,567 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.1477, loss: 2.1477 +2025-05-26 22:32:38,004 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:18:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2302, loss: 2.2302 +2025-05-26 22:33:21,403 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:17:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.3007, loss: 2.3007 +2025-05-26 22:34:04,829 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:17:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.3684, loss: 2.3684 +2025-05-26 22:34:48,244 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 23:16:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.2352, loss: 2.2352 +2025-05-26 22:35:31,641 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 23:15:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2337, loss: 2.2337 +2025-05-26 22:36:14,990 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 23:14:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.2371, loss: 2.2371 +2025-05-26 22:36:58,195 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 23:14:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1584, loss: 2.1584 +2025-05-26 22:37:41,443 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 23:13:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2248, loss: 2.2248 +2025-05-26 22:38:24,662 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 23:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2718, loss: 2.2718 +2025-05-26 22:39:08,003 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 23:11:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.2812, loss: 2.2812 +2025-05-26 22:39:51,234 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 23:11:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3356, loss: 2.3356 +2025-05-26 22:40:34,539 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 23:10:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2906, loss: 2.2906 +2025-05-26 22:41:17,882 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 23:09:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2399, loss: 2.2399 +2025-05-26 22:42:01,139 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 23:08:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2265, loss: 2.2265 +2025-05-26 22:42:44,262 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 23:08:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.2485, loss: 2.2485 +2025-05-26 22:43:27,482 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 23:07:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2660, loss: 2.2660 +2025-05-26 22:44:10,778 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 23:06:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.3203, loss: 2.3203 +2025-05-26 22:44:53,791 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 23:05:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.4403, loss: 2.4403 +2025-05-26 22:45:37,051 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 23:05:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.1733, loss: 2.1733 +2025-05-26 22:46:20,241 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 23:04:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2269, loss: 2.2269 +2025-05-26 22:47:03,607 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 23:03:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3180, loss: 2.3180 +2025-05-26 22:47:46,917 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 23:02:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2436, loss: 2.2436 +2025-05-26 22:47:50,000 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:57:03,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:57:03,438 - pyskl - INFO - +top1_acc 0.8130 +top5_acc 0.9684 +2025-05-26 22:57:03,441 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8130, top5_acc: 0.9684 +2025-05-26 22:58:07,613 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 23:02:16, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1614, loss: 2.1614 +2025-05-26 22:58:50,876 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 23:01:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.2545, loss: 2.2545 +2025-05-26 22:59:34,144 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 23:00:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.2058, loss: 2.2058 +2025-05-26 23:00:17,804 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 23:00:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.2378, loss: 2.2378 +2025-05-26 23:01:01,267 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:59:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1883, loss: 2.1883 +2025-05-26 23:01:44,519 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:58:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 2.3901, loss: 2.3901 +2025-05-26 23:02:27,787 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:57:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.2275, loss: 2.2275 +2025-05-26 23:03:11,056 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:57:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2544, loss: 2.2544 +2025-05-26 23:03:54,458 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:56:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3097, loss: 2.3097 +2025-05-26 23:04:37,790 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:55:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 23:05:21,089 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:54:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2058, loss: 2.2058 +2025-05-26 23:06:04,348 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:54:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2883, loss: 2.2883 +2025-05-26 23:06:47,621 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:53:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2456, loss: 2.2456 +2025-05-26 23:07:30,865 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:52:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3029, loss: 2.3029 +2025-05-26 23:08:14,104 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:51:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.2394, loss: 2.2394 +2025-05-26 23:08:57,378 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:51:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2973, loss: 2.2973 +2025-05-26 23:09:40,551 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2629, loss: 2.2629 +2025-05-26 23:10:23,943 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:49:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1873, loss: 2.1873 +2025-05-26 23:11:07,139 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:48:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.2354, loss: 2.2354 +2025-05-26 23:11:50,345 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:48:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.3037, loss: 2.3037 +2025-05-26 23:12:33,538 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:47:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.3320, loss: 2.3320 +2025-05-26 23:13:16,738 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:46:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0627, loss: 2.0627 +2025-05-26 23:13:59,767 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:45:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2736, loss: 2.2736 +2025-05-26 23:14:42,973 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:45:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2056, loss: 2.2056 +2025-05-26 23:15:26,124 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.4316, loss: 2.4316 +2025-05-26 23:15:29,177 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 23:16:46,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:16:46,417 - pyskl - INFO - +top1_acc 0.8335 +top5_acc 0.9744 +2025-05-26 23:16:46,420 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8335, top5_acc: 0.9744 +2025-05-26 23:17:50,617 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:43:46, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.3523, loss: 2.3523 +2025-05-26 23:18:34,170 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:43:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1484, loss: 2.1484 +2025-05-26 23:19:17,558 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:42:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1153, loss: 2.1153 +2025-05-26 23:20:00,908 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2778, loss: 2.2778 +2025-05-26 23:20:44,217 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:40:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1996, loss: 2.1996 +2025-05-26 23:21:27,595 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:40:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.1760, loss: 2.1760 +2025-05-26 23:22:11,087 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:39:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.3055, loss: 2.3055 +2025-05-26 23:22:54,555 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:38:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2348, loss: 2.2348 +2025-05-26 23:23:38,160 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:37:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.1095, loss: 2.1095 +2025-05-26 23:24:21,855 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:37:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2027, loss: 2.2027 +2025-05-26 23:25:05,450 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:36:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.1776, loss: 2.1776 +2025-05-26 23:25:48,798 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:35:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2543, loss: 2.2543 +2025-05-26 23:26:32,182 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:34:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.2908, loss: 2.2908 +2025-05-26 23:27:15,511 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2757, loss: 2.2757 +2025-05-26 23:27:58,886 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:33:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3009, loss: 2.3009 +2025-05-26 23:28:42,265 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:32:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2438, loss: 2.2438 +2025-05-26 23:29:25,591 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:31:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2745, loss: 2.2745 +2025-05-26 23:30:08,969 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:31:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1881, loss: 2.1881 +2025-05-26 23:30:52,317 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2499, loss: 2.2499 +2025-05-26 23:31:35,691 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:29:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.2983, loss: 2.2983 +2025-05-26 23:32:19,007 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:28:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1975, loss: 2.1975 +2025-05-26 23:33:02,429 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:28:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9862, loss_cls: 2.1748, loss: 2.1748 +2025-05-26 23:33:45,901 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:27:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2504, loss: 2.2504 +2025-05-26 23:34:29,226 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:26:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.1728, loss: 2.1728 +2025-05-26 23:35:12,666 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:25:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.2926, loss: 2.2926 +2025-05-26 23:35:15,748 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:36:32,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:36:32,695 - pyskl - INFO - +top1_acc 0.8478 +top5_acc 0.9813 +2025-05-26 23:36:32,698 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8478, top5_acc: 0.9813 +2025-05-26 23:37:37,159 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:25:20, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 2.1629, loss: 2.1629 +2025-05-26 23:38:20,539 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:24:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2002, loss: 2.2002 +2025-05-26 23:39:04,038 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:23:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2103, loss: 2.2103 +2025-05-26 23:39:47,419 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:23:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.1930, loss: 2.1930 +2025-05-26 23:40:30,765 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:22:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2618, loss: 2.2618 +2025-05-26 23:41:14,128 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:21:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1349, loss: 2.1349 +2025-05-26 23:41:57,455 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:20:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1438, loss: 2.1438 +2025-05-26 23:42:40,839 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:20:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.2208, loss: 2.2208 +2025-05-26 23:43:24,349 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:19:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1913, loss: 2.1913 +2025-05-26 23:44:07,752 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:18:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.2182, loss: 2.2182 +2025-05-26 23:44:51,206 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:17:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2381, loss: 2.2381 +2025-05-26 23:45:34,623 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:17:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9981, loss_cls: 2.1903, loss: 2.1903 +2025-05-26 23:46:17,861 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:16:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.2620, loss: 2.2620 +2025-05-26 23:47:01,288 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:15:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3220, loss: 2.3220 +2025-05-26 23:47:44,778 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 22:14:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.2906, loss: 2.2906 +2025-05-26 23:48:28,212 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 22:14:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1739, loss: 2.1739 +2025-05-26 23:49:11,605 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 22:13:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2225, loss: 2.2225 +2025-05-26 23:49:54,886 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 22:12:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1499, loss: 2.1499 +2025-05-26 23:50:38,285 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 22:11:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2085, loss: 2.2085 +2025-05-26 23:51:21,666 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 22:11:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2182, loss: 2.2182 +2025-05-26 23:52:05,058 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 22:10:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 2.1695, loss: 2.1695 +2025-05-26 23:52:48,529 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 22:09:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1997, loss: 2.1997 +2025-05-26 23:53:31,895 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 22:08:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.1898, loss: 2.1898 +2025-05-26 23:54:15,148 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 22:08:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1282, loss: 2.1282 +2025-05-26 23:54:58,558 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 22:07:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2180, loss: 2.2180 +2025-05-26 23:55:01,697 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:56:18,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:56:18,722 - pyskl - INFO - +top1_acc 0.8644 +top5_acc 0.9802 +2025-05-26 23:56:18,725 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8644, top5_acc: 0.9802 +2025-05-26 23:57:22,939 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 22:06:53, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1472, loss: 2.1472 +2025-05-26 23:58:06,518 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 22:06:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1234, loss: 2.1234 +2025-05-26 23:58:50,012 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 22:05:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1883, loss: 2.1883 +2025-05-26 23:59:33,382 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 22:04:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1764, loss: 2.1764 +2025-05-27 00:00:16,532 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 22:03:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.2372, loss: 2.2372 +2025-05-27 00:00:59,976 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 22:03:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1891, loss: 2.1891 +2025-05-27 00:01:43,369 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 22:02:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 2.1420, loss: 2.1420 +2025-05-27 00:02:26,759 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 22:01:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.1998, loss: 2.1998 +2025-05-27 00:03:10,061 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 22:00:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.2202, loss: 2.2202 +2025-05-27 00:03:53,245 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 22:00:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1452, loss: 2.1452 +2025-05-27 00:04:36,486 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:59:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.1697, loss: 2.1697 +2025-05-27 00:05:19,726 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:58:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2305, loss: 2.2305 +2025-05-27 00:06:02,986 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:57:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1540, loss: 2.1540 +2025-05-27 00:06:46,254 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:57:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1970, loss: 2.1970 +2025-05-27 00:07:29,600 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.2988, loss: 2.2988 +2025-05-27 00:08:12,982 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:55:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.3134, loss: 2.3134 +2025-05-27 00:08:56,279 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:54:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2869, loss: 2.2869 +2025-05-27 00:09:39,582 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:54:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3471, loss: 2.3471 +2025-05-27 00:10:23,007 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:53:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3024, loss: 2.3024 +2025-05-27 00:11:06,308 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:52:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2724, loss: 2.2724 +2025-05-27 00:11:49,656 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:51:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1529, loss: 2.1529 +2025-05-27 00:12:32,911 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:51:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.1929, loss: 2.1929 +2025-05-27 00:13:16,190 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:50:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.2146, loss: 2.2146 +2025-05-27 00:13:59,441 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:49:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1801, loss: 2.1801 +2025-05-27 00:14:42,663 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:48:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3307, loss: 2.3307 +2025-05-27 00:14:45,812 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-27 00:16:02,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:16:02,922 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9801 +2025-05-27 00:16:02,924 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8492, top5_acc: 0.9801 +2025-05-27 00:17:06,902 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:48:24, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0703, loss: 2.0703 +2025-05-27 00:17:50,048 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:47:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1069, loss: 2.1069 +2025-05-27 00:18:33,245 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:46:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 2.1013, loss: 2.1013 +2025-05-27 00:19:16,452 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:46:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2673, loss: 2.2673 +2025-05-27 00:19:59,597 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:45:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.2327, loss: 2.2327 +2025-05-27 00:20:42,761 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:44:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1371, loss: 2.1371 +2025-05-27 00:21:25,993 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 2.1696, loss: 2.1696 +2025-05-27 00:22:09,183 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:43:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.0964, loss: 2.0964 +2025-05-27 00:22:52,423 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:42:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1851, loss: 2.1851 +2025-05-27 00:23:35,690 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:41:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1173, loss: 2.1173 +2025-05-27 00:24:18,869 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:40:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1981, loss: 2.1981 +2025-05-27 00:25:01,978 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:40:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1945, loss: 2.1945 +2025-05-27 00:25:45,188 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:39:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2135, loss: 2.2135 +2025-05-27 00:26:28,346 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:38:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2393, loss: 2.2393 +2025-05-27 00:27:11,511 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:37:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1335, loss: 2.1335 +2025-05-27 00:27:54,631 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:37:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.1152, loss: 2.1152 +2025-05-27 00:28:37,742 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:36:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.2076, loss: 2.2076 +2025-05-27 00:29:20,864 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:35:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2927, loss: 2.2927 +2025-05-27 00:30:03,985 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:34:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2361, loss: 2.2361 +2025-05-27 00:30:47,170 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:34:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2621, loss: 2.2621 +2025-05-27 00:31:30,385 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:33:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0797, loss: 2.0797 +2025-05-27 00:32:13,578 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:32:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2006, loss: 2.2006 +2025-05-27 00:32:56,792 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:31:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2466, loss: 2.2466 +2025-05-27 00:33:39,926 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:31:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.2222, loss: 2.2222 +2025-05-27 00:34:23,015 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:30:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1759, loss: 2.1759 +2025-05-27 00:34:26,052 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:42:57,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:42:57,391 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9777 +2025-05-27 00:42:57,393 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8516, top5_acc: 0.9777 +2025-05-27 00:44:02,127 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:29:53, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.1535, loss: 2.1535 +2025-05-27 00:44:45,612 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:29:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0835, loss: 2.0835 +2025-05-27 00:45:28,893 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:28:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.2371, loss: 2.2371 +2025-05-27 00:46:12,305 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:27:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1788, loss: 2.1788 +2025-05-27 00:46:55,738 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:26:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1534, loss: 2.1534 +2025-05-27 00:47:39,103 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:26:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1647, loss: 2.1647 +2025-05-27 00:48:22,482 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:25:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1492, loss: 2.1492 +2025-05-27 00:49:05,869 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:24:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.1618, loss: 2.1618 +2025-05-27 00:49:49,272 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:23:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.2026, loss: 2.2026 +2025-05-27 00:50:32,713 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:23:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.1852, loss: 2.1852 +2025-05-27 00:51:16,129 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:22:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1283, loss: 2.1283 +2025-05-27 00:51:59,295 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:21:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.1713, loss: 2.1713 +2025-05-27 00:52:42,568 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:20:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0851, loss: 2.0851 +2025-05-27 00:53:25,789 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:20:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1345, loss: 2.1345 +2025-05-27 00:54:09,022 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.1203, loss: 2.1203 +2025-05-27 00:54:52,287 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:18:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0829, loss: 2.0829 +2025-05-27 00:55:35,612 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:17:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.2446, loss: 2.2446 +2025-05-27 00:56:19,074 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:17:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2162, loss: 2.2162 +2025-05-27 00:57:02,470 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:16:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1364, loss: 2.1364 +2025-05-27 00:57:45,722 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:15:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1823, loss: 2.1823 +2025-05-27 00:58:29,026 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:14:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.2316, loss: 2.2316 +2025-05-27 00:59:12,283 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 21:14:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.2645, loss: 2.2645 +2025-05-27 00:59:55,518 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 21:13:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.1075, loss: 2.1075 +2025-05-27 01:00:38,791 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 21:12:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2293, loss: 2.2293 +2025-05-27 01:01:22,004 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 21:11:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.1691, loss: 2.1691 +2025-05-27 01:01:25,103 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 01:02:42,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:02:42,167 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9804 +2025-05-27 01:02:42,170 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8500, top5_acc: 0.9804 +2025-05-27 01:03:46,734 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 21:11:25, time: 0.646, data_time: 0.210, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0546, loss: 2.0546 +2025-05-27 01:04:30,175 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 21:10:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.1141, loss: 2.1141 +2025-05-27 01:05:13,267 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 21:09:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0912, loss: 2.0912 +2025-05-27 01:05:56,554 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 21:09:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.0149, loss: 2.0149 +2025-05-27 01:06:39,609 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 21:08:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0885, loss: 2.0885 +2025-05-27 01:07:22,797 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 21:07:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1794, loss: 2.1794 +2025-05-27 01:08:06,010 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 21:06:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1006, loss: 2.1006 +2025-05-27 01:08:49,382 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 21:06:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.1680, loss: 2.1680 +2025-05-27 01:09:32,806 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 21:05:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0699, loss: 2.0699 +2025-05-27 01:10:16,246 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 21:04:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0832, loss: 2.0832 +2025-05-27 01:10:59,771 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 21:03:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 2.1673, loss: 2.1673 +2025-05-27 01:11:43,172 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 21:03:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2365, loss: 2.2365 +2025-05-27 01:12:26,400 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 21:02:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.1605, loss: 2.1605 +2025-05-27 01:13:09,665 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 21:01:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.2231, loss: 2.2231 +2025-05-27 01:13:52,934 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 21:00:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1395, loss: 2.1395 +2025-05-27 01:14:36,211 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 21:00:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.1810, loss: 2.1810 +2025-05-27 01:15:19,454 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:59:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.1983, loss: 2.1983 +2025-05-27 01:16:02,778 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:58:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.0737, loss: 2.0737 +2025-05-27 01:16:46,074 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:57:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1009, loss: 2.1009 +2025-05-27 01:17:29,404 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:57:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2330, loss: 2.2330 +2025-05-27 01:18:12,616 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:56:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1918, loss: 2.1918 +2025-05-27 01:18:55,693 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:55:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.1090, loss: 2.1090 +2025-05-27 01:19:38,986 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:54:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.2775, loss: 2.2775 +2025-05-27 01:20:22,272 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:54:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.1187, loss: 2.1187 +2025-05-27 01:21:05,436 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:53:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1233, loss: 2.1233 +2025-05-27 01:21:08,510 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 01:22:25,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:22:25,861 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9819 +2025-05-27 01:22:25,863 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8638, top5_acc: 0.9819 +2025-05-27 01:23:30,047 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:52:56, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1630, loss: 2.1630 +2025-05-27 01:24:13,372 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:52:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0493, loss: 2.0493 +2025-05-27 01:24:56,657 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:51:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0543, loss: 2.0543 +2025-05-27 01:25:40,057 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:50:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.1042, loss: 2.1042 +2025-05-27 01:26:23,377 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0988, loss: 2.0988 +2025-05-27 01:27:06,666 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:49:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1302, loss: 2.1302 +2025-05-27 01:27:49,963 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:48:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.9686, loss: 1.9686 +2025-05-27 01:28:33,218 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:47:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.0944, loss: 2.0944 +2025-05-27 01:29:16,569 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:46:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0558, loss: 2.0558 +2025-05-27 01:29:59,943 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:46:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.0608, loss: 2.0608 +2025-05-27 01:30:43,286 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:45:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2026, loss: 2.2026 +2025-05-27 01:31:26,638 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:44:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1461, loss: 2.1461 +2025-05-27 01:32:09,952 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:43:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2642, loss: 2.2642 +2025-05-27 01:32:53,339 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:43:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.2501, loss: 2.2501 +2025-05-27 01:33:36,740 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:42:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1039, loss: 2.1039 +2025-05-27 01:34:20,066 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:41:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.2060, loss: 2.2060 +2025-05-27 01:35:03,350 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:40:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0657, loss: 2.0657 +2025-05-27 01:35:46,643 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:40:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0617, loss: 2.0617 +2025-05-27 01:36:29,971 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:39:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9881, loss_cls: 2.1918, loss: 2.1918 +2025-05-27 01:37:13,359 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:38:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.0715, loss: 2.0715 +2025-05-27 01:37:56,713 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:38:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1155, loss: 2.1155 +2025-05-27 01:38:39,998 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:37:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.0948, loss: 2.0948 +2025-05-27 01:39:23,401 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:36:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1938, loss: 2.1938 +2025-05-27 01:40:06,651 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:35:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2472, loss: 2.2472 +2025-05-27 01:40:49,802 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:35:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2519, loss: 2.2519 +2025-05-27 01:40:52,885 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:42:10,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:42:10,288 - pyskl - INFO - +top1_acc 0.8533 +top5_acc 0.9799 +2025-05-27 01:42:10,291 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8533, top5_acc: 0.9799 +2025-05-27 01:43:14,869 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:34:28, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0916, loss: 2.0916 +2025-05-27 01:43:58,294 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:33:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1211, loss: 2.1211 +2025-05-27 01:44:41,586 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:32:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0340, loss: 2.0340 +2025-05-27 01:45:24,846 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:32:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0361, loss: 2.0361 +2025-05-27 01:46:08,050 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:31:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.1440, loss: 2.1440 +2025-05-27 01:46:51,325 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:30:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.1218, loss: 2.1218 +2025-05-27 01:47:34,577 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:30:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.0749, loss: 2.0749 +2025-05-27 01:48:17,817 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:29:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 2.0764, loss: 2.0764 +2025-05-27 01:49:01,263 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:28:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.1639, loss: 2.1639 +2025-05-27 01:49:44,733 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:27:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1799, loss: 2.1799 +2025-05-27 01:50:28,386 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:27:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.1554, loss: 2.1554 +2025-05-27 01:51:11,741 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:26:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.1084, loss: 2.1084 +2025-05-27 01:51:55,138 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:25:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1259, loss: 2.1259 +2025-05-27 01:52:38,461 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:24:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.0888, loss: 2.0888 +2025-05-27 01:53:21,711 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:24:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.2110, loss: 2.2110 +2025-05-27 01:54:04,884 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:23:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1903, loss: 2.1903 +2025-05-27 01:54:47,918 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:22:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1462, loss: 2.1462 +2025-05-27 01:55:31,014 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:21:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1130, loss: 2.1130 +2025-05-27 01:56:14,249 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:21:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2339, loss: 2.2339 +2025-05-27 01:56:57,388 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:20:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1044, loss: 2.1044 +2025-05-27 01:57:40,494 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:19:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.1125, loss: 2.1125 +2025-05-27 01:58:23,842 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:18:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1428, loss: 2.1428 +2025-05-27 01:59:07,139 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:18:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.2408, loss: 2.2408 +2025-05-27 01:59:50,370 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:17:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.1430, loss: 2.1430 +2025-05-27 02:00:33,609 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:16:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0793, loss: 2.0793 +2025-05-27 02:00:36,686 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 02:01:53,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:01:53,792 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9824 +2025-05-27 02:01:53,794 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8657, top5_acc: 0.9824 +2025-05-27 02:02:57,817 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:16:00, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0986, loss: 2.0986 +2025-05-27 02:03:41,142 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:15:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0490, loss: 2.0490 +2025-05-27 02:04:24,403 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:14:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0788, loss: 2.0788 +2025-05-27 02:05:07,695 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 20:13:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0807, loss: 2.0807 +2025-05-27 02:05:50,942 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 20:13:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0951, loss: 2.0951 +2025-05-27 02:06:34,222 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 20:12:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.0537, loss: 2.0537 +2025-05-27 02:07:17,432 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 20:11:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9994, loss_cls: 2.0643, loss: 2.0643 +2025-05-27 02:08:00,748 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 20:10:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.0431, loss: 2.0431 +2025-05-27 02:08:44,083 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 20:10:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.0326, loss: 2.0326 +2025-05-27 02:09:27,398 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 20:09:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1180, loss: 2.1180 +2025-05-27 02:10:10,753 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 20:08:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.1106, loss: 2.1106 +2025-05-27 02:10:54,164 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 20:07:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.1097, loss: 2.1097 +2025-05-27 02:11:37,513 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 20:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.0641, loss: 2.0641 +2025-05-27 02:12:20,762 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 20:06:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.1503, loss: 2.1503 +2025-05-27 02:13:04,000 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 20:05:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.0870, loss: 2.0870 +2025-05-27 02:13:47,273 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 20:04:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.0895, loss: 2.0895 +2025-05-27 02:14:30,499 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 20:04:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.1723, loss: 2.1723 +2025-05-27 02:15:13,778 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 20:03:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.0802, loss: 2.0802 +2025-05-27 02:15:57,037 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 20:02:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.0656, loss: 2.0656 +2025-05-27 02:16:40,402 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 20:01:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1113, loss: 2.1113 +2025-05-27 02:17:23,773 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 20:01:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1493, loss: 2.1493 +2025-05-27 02:18:07,134 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 20:00:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.0814, loss: 2.0814 +2025-05-27 02:18:50,417 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:59:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1155, loss: 2.1155 +2025-05-27 02:19:33,890 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:58:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1007, loss: 2.1007 +2025-05-27 02:20:17,288 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:58:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1189, loss: 2.1189 +2025-05-27 02:20:20,412 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:29:04,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:29:04,799 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9842 +2025-05-27 02:29:04,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_74.pth was removed +2025-05-27 02:29:05,838 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-05-27 02:29:05,839 - pyskl - INFO - Best top1_acc is 0.8741 at 85 epoch. +2025-05-27 02:29:05,841 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8741, top5_acc: 0.9842 +2025-05-27 02:30:10,084 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:57:32, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9184, loss: 1.9184 +2025-05-27 02:30:53,679 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:56:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9623, loss: 1.9623 +2025-05-27 02:31:37,333 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:56:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0402, loss: 2.0402 +2025-05-27 02:32:20,730 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:55:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0563, loss: 2.0563 +2025-05-27 02:33:04,118 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:54:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0543, loss: 2.0543 +2025-05-27 02:33:47,497 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:53:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0944, loss: 2.0944 +2025-05-27 02:34:30,855 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:53:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9969, loss_cls: 2.1708, loss: 2.1708 +2025-05-27 02:35:14,259 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:52:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 2.0405, loss: 2.0405 +2025-05-27 02:35:57,840 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:51:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0836, loss: 2.0836 +2025-05-27 02:36:41,417 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:50:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.0346, loss: 2.0346 +2025-05-27 02:37:24,852 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:50:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.0610, loss: 2.0610 +2025-05-27 02:38:08,332 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:49:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.0881, loss: 2.0881 +2025-05-27 02:38:52,035 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:48:36, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9981, loss_cls: 2.0982, loss: 2.0982 +2025-05-27 02:39:35,419 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:47:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0341, loss: 2.0341 +2025-05-27 02:40:18,773 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:47:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0430, loss: 2.0430 +2025-05-27 02:41:02,125 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:46:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0150, loss: 2.0150 +2025-05-27 02:41:45,579 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:45:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1225, loss: 2.1225 +2025-05-27 02:42:29,068 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:44:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1465, loss: 2.1465 +2025-05-27 02:43:12,407 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:44:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.2164, loss: 2.2164 +2025-05-27 02:43:55,711 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:43:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.9913, loss: 1.9913 +2025-05-27 02:44:39,033 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:42:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0357, loss: 2.0357 +2025-05-27 02:45:22,394 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:41:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1026, loss: 2.1026 +2025-05-27 02:46:05,797 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:41:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.0593, loss: 2.0593 +2025-05-27 02:46:49,140 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:40:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.1904, loss: 2.1904 +2025-05-27 02:47:32,523 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:39:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.0880, loss: 2.0880 +2025-05-27 02:47:35,646 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:48:52,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:48:52,890 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9799 +2025-05-27 02:48:52,893 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8609, top5_acc: 0.9799 +2025-05-27 02:49:58,439 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:39:07, time: 0.655, data_time: 0.221, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9034, loss: 1.9034 +2025-05-27 02:50:41,862 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:38:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.9915, loss: 1.9915 +2025-05-27 02:51:25,313 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:37:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9837, loss: 1.9837 +2025-05-27 02:52:08,717 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:36:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.9756, loss: 1.9756 +2025-05-27 02:52:52,055 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:36:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.9728, loss: 1.9728 +2025-05-27 02:53:35,397 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:35:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9958, loss: 1.9958 +2025-05-27 02:54:18,673 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:34:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.0092, loss: 2.0092 +2025-05-27 02:55:01,974 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:33:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.0706, loss: 2.0706 +2025-05-27 02:55:45,333 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:33:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0605, loss: 2.0605 +2025-05-27 02:56:28,695 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:32:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0726, loss: 2.0726 +2025-05-27 02:57:12,060 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:31:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1010, loss: 2.1010 +2025-05-27 02:57:55,415 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:30:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0634, loss: 2.0634 +2025-05-27 02:58:38,986 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:30:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1366, loss: 2.1366 +2025-05-27 02:59:22,362 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.0216, loss: 2.0216 +2025-05-27 03:00:05,713 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:28:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.0604, loss: 2.0604 +2025-05-27 03:00:49,038 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:27:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1094, loss: 2.1094 +2025-05-27 03:01:32,298 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:27:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.0579, loss: 2.0579 +2025-05-27 03:02:15,503 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:26:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0553, loss: 2.0553 +2025-05-27 03:02:58,753 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:25:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0789, loss: 2.0789 +2025-05-27 03:03:42,109 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:24:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.0420, loss: 2.0420 +2025-05-27 03:04:25,326 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:24:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.0741, loss: 2.0741 +2025-05-27 03:05:08,655 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:23:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.1335, loss: 2.1335 +2025-05-27 03:05:51,850 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:22:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1376, loss: 2.1376 +2025-05-27 03:06:35,153 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:21:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1038, loss: 2.1038 +2025-05-27 03:07:18,440 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:21:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.0929, loss: 2.0929 +2025-05-27 03:07:21,537 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 03:08:38,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:08:38,909 - pyskl - INFO - +top1_acc 0.8428 +top5_acc 0.9789 +2025-05-27 03:08:38,911 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8428, top5_acc: 0.9789 +2025-05-27 03:09:43,160 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:20:39, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.1240, loss: 2.1240 +2025-05-27 03:10:26,538 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:19:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0426, loss: 2.0426 +2025-05-27 03:11:10,058 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:19:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.9759, loss: 1.9759 +2025-05-27 03:11:53,463 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:18:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.9121, loss: 1.9121 +2025-05-27 03:12:36,783 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:17:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0136, loss: 2.0136 +2025-05-27 03:13:20,036 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:16:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0827, loss: 2.0827 +2025-05-27 03:14:03,284 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:16:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0384, loss: 2.0384 +2025-05-27 03:14:46,642 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:15:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0315, loss: 2.0315 +2025-05-27 03:15:30,134 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:14:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1066, loss: 2.1066 +2025-05-27 03:16:13,357 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:13:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0255, loss: 2.0255 +2025-05-27 03:16:56,615 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 19:13:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0684, loss: 2.0684 +2025-05-27 03:17:39,825 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 19:12:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.1592, loss: 2.1592 +2025-05-27 03:18:23,383 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 19:11:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.0747, loss: 2.0747 +2025-05-27 03:19:06,915 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 19:10:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0350, loss: 2.0350 +2025-05-27 03:19:50,514 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 19:10:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0266, loss: 2.0266 +2025-05-27 03:20:33,940 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 19:09:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.1409, loss: 2.1409 +2025-05-27 03:21:17,169 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 19:08:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0151, loss: 2.0151 +2025-05-27 03:22:00,550 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 19:08:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.0815, loss: 2.0815 +2025-05-27 03:22:43,950 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 19:07:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0642, loss: 2.0642 +2025-05-27 03:23:27,225 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 19:06:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9673, loss: 1.9673 +2025-05-27 03:24:10,531 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 19:05:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.0584, loss: 2.0584 +2025-05-27 03:24:53,747 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 19:05:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.0903, loss: 2.0903 +2025-05-27 03:25:36,980 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 19:04:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1982, loss: 2.1982 +2025-05-27 03:26:20,250 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 19:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.0782, loss: 2.0782 +2025-05-27 03:27:03,482 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 19:02:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.0878, loss: 2.0878 +2025-05-27 03:27:06,644 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 03:28:23,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:28:23,798 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9819 +2025-05-27 03:28:23,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_85.pth was removed +2025-05-27 03:28:24,860 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-05-27 03:28:24,861 - pyskl - INFO - Best top1_acc is 0.8744 at 88 epoch. +2025-05-27 03:28:24,863 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8744, top5_acc: 0.9819 +2025-05-27 03:29:29,098 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 19:02:12, time: 0.642, data_time: 0.207, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8850, loss: 1.8850 +2025-05-27 03:30:12,633 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 19:01:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.0208, loss: 2.0208 +2025-05-27 03:30:56,046 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 19:00:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9742, loss: 1.9742 +2025-05-27 03:31:39,391 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:59:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.9628, loss: 1.9628 +2025-05-27 03:32:22,712 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:59:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0354, loss: 2.0354 +2025-05-27 03:33:06,052 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:58:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.0993, loss: 2.0993 +2025-05-27 03:33:49,295 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:57:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0265, loss: 2.0265 +2025-05-27 03:34:32,590 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:56:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9716, loss: 1.9716 +2025-05-27 03:35:15,922 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:56:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0680, loss: 2.0680 +2025-05-27 03:35:59,325 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:55:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.0852, loss: 2.0852 +2025-05-27 03:36:42,549 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:54:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0474, loss: 2.0474 +2025-05-27 03:37:25,851 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:54:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0279, loss: 2.0279 +2025-05-27 03:38:09,091 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:53:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.0444, loss: 2.0444 +2025-05-27 03:38:52,341 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:52:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0299, loss: 2.0299 +2025-05-27 03:39:35,614 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:51:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.0098, loss: 2.0098 +2025-05-27 03:40:18,761 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:51:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9698, loss: 1.9698 +2025-05-27 03:41:02,010 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.0607, loss: 2.0607 +2025-05-27 03:41:45,168 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:49:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0072, loss: 2.0072 +2025-05-27 03:42:28,313 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:48:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9943, loss: 1.9943 +2025-05-27 03:43:11,527 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:48:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0098, loss: 2.0098 +2025-05-27 03:43:54,815 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:47:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0649, loss: 2.0649 +2025-05-27 03:44:38,222 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:46:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.0713, loss: 2.0713 +2025-05-27 03:45:21,573 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:45:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0676, loss: 2.0676 +2025-05-27 03:46:04,858 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:45:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1643, loss: 2.1643 +2025-05-27 03:46:48,212 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:44:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9737, loss: 1.9737 +2025-05-27 03:46:51,297 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:48:08,591 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:48:08,659 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9800 +2025-05-27 03:48:08,662 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8632, top5_acc: 0.9800 +2025-05-27 03:49:13,339 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:43:45, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.9908, loss: 1.9908 +2025-05-27 03:49:56,653 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:43:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9680, loss: 1.9680 +2025-05-27 03:50:39,974 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:42:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9633, loss: 1.9633 +2025-05-27 03:51:23,242 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:41:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9614, loss: 1.9614 +2025-05-27 03:52:06,596 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:40:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9224, loss: 1.9224 +2025-05-27 03:52:49,887 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:40:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0138, loss: 2.0138 +2025-05-27 03:53:33,161 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:39:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.0810, loss: 2.0810 +2025-05-27 03:54:16,503 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:38:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9084, loss: 1.9084 +2025-05-27 03:54:59,921 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:37:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.0686, loss: 2.0686 +2025-05-27 03:55:43,318 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:37:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.9609, loss: 1.9609 +2025-05-27 03:56:26,677 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:36:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.9541, loss: 1.9541 +2025-05-27 03:57:10,015 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:35:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0179, loss: 2.0179 +2025-05-27 03:57:53,331 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:34:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.9715, loss: 1.9715 +2025-05-27 03:58:36,595 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0348, loss: 2.0348 +2025-05-27 03:59:19,852 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:33:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0113, loss: 2.0113 +2025-05-27 04:00:03,179 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:32:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.0051, loss: 2.0051 +2025-05-27 04:00:46,508 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:31:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9725, loss: 1.9725 +2025-05-27 04:01:29,850 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:31:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 2.0048, loss: 2.0048 +2025-05-27 04:02:13,182 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0579, loss: 2.0579 +2025-05-27 04:02:56,759 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:29:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2355, loss: 2.2355 +2025-05-27 04:03:40,473 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:28:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9919, loss_cls: 1.9508, loss: 1.9508 +2025-05-27 04:04:23,855 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:28:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9637, loss: 1.9637 +2025-05-27 04:05:07,362 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:27:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0387, loss: 2.0387 +2025-05-27 04:05:50,791 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:26:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9906, loss_cls: 2.1009, loss: 2.1009 +2025-05-27 04:06:34,204 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:25:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0352, loss: 2.0352 +2025-05-27 04:06:37,321 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 04:15:36,004 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:15:36,072 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9819 +2025-05-27 04:15:36,124 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_88.pth was removed +2025-05-27 04:15:37,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-05-27 04:15:37,113 - pyskl - INFO - Best top1_acc is 0.8763 at 90 epoch. +2025-05-27 04:15:37,116 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8763, top5_acc: 0.9819 +2025-05-27 04:16:41,645 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:25:18, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.0443, loss: 2.0443 +2025-05-27 04:17:24,986 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:24:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9617, loss: 1.9617 +2025-05-27 04:18:08,326 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:23:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.9176, loss: 1.9176 +2025-05-27 04:18:51,619 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:23:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8658, loss: 1.8658 +2025-05-27 04:19:34,890 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:22:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9259, loss: 1.9259 +2025-05-27 04:20:18,193 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:21:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.0058, loss: 2.0058 +2025-05-27 04:21:01,590 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:20:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9367, loss: 1.9367 +2025-05-27 04:21:44,999 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:20:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0560, loss: 2.0560 +2025-05-27 04:22:28,321 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:19:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8646, loss: 1.8646 +2025-05-27 04:23:11,843 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:18:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0001, loss: 2.0001 +2025-05-27 04:23:55,158 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9387, loss: 1.9387 +2025-05-27 04:24:38,526 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:17:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 2.1281, loss: 2.1281 +2025-05-27 04:25:21,815 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:16:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9506, loss: 1.9506 +2025-05-27 04:26:05,169 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:15:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9669, loss: 1.9669 +2025-05-27 04:26:48,441 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:14:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.0194, loss: 2.0194 +2025-05-27 04:27:31,630 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:14:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0294, loss: 2.0294 +2025-05-27 04:28:14,794 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:13:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.0875, loss: 2.0875 +2025-05-27 04:28:57,961 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0079, loss: 2.0079 +2025-05-27 04:29:41,120 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 18:11:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.0270, loss: 2.0270 +2025-05-27 04:30:24,371 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 18:11:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0407, loss: 2.0407 +2025-05-27 04:31:07,631 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 18:10:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0361, loss: 2.0361 +2025-05-27 04:31:50,761 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 18:09:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0099, loss: 2.0099 +2025-05-27 04:32:33,925 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 18:08:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1555, loss: 2.1555 +2025-05-27 04:33:17,136 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 18:08:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.0755, loss: 2.0755 +2025-05-27 04:34:00,563 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 18:07:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0998, loss: 2.0998 +2025-05-27 04:34:03,708 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:35:21,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:35:21,132 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9821 +2025-05-27 04:35:21,134 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8650, top5_acc: 0.9821 +2025-05-27 04:36:25,611 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 18:06:50, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9754, loss: 1.9754 +2025-05-27 04:37:08,957 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 18:06:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9454, loss: 1.9454 +2025-05-27 04:37:52,273 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 18:05:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9577, loss: 1.9577 +2025-05-27 04:38:35,531 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 18:04:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9229, loss: 1.9229 +2025-05-27 04:39:18,822 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 18:03:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8980, loss: 1.8980 +2025-05-27 04:40:02,103 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 18:03:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9942, loss: 1.9942 +2025-05-27 04:40:45,408 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 18:02:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.0403, loss: 2.0403 +2025-05-27 04:41:28,888 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 18:01:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.0017, loss: 2.0017 +2025-05-27 04:42:12,250 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 18:00:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0033, loss: 2.0033 +2025-05-27 04:42:55,653 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 18:00:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9812, loss: 1.9812 +2025-05-27 04:43:39,019 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:59:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9884, loss: 1.9884 +2025-05-27 04:44:22,419 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:58:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.9760, loss: 1.9760 +2025-05-27 04:45:05,833 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:57:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0067, loss: 2.0067 +2025-05-27 04:45:49,098 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:57:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1292, loss: 2.1292 +2025-05-27 04:46:32,317 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:56:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.9970, loss: 1.9970 +2025-05-27 04:47:15,605 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:55:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9753, loss: 1.9753 +2025-05-27 04:47:58,869 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:54:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0141, loss: 2.0141 +2025-05-27 04:48:42,167 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8711, loss: 1.8711 +2025-05-27 04:49:25,499 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:53:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9085, loss: 1.9085 +2025-05-27 04:50:08,776 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:52:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0770, loss: 2.0770 +2025-05-27 04:50:52,070 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:51:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.0339, loss: 2.0339 +2025-05-27 04:51:35,420 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:51:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 04:52:18,772 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:50:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0436, loss: 2.0436 +2025-05-27 04:53:02,066 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:49:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.8829, loss: 1.8829 +2025-05-27 04:53:45,480 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:48:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9194, loss: 1.9194 +2025-05-27 04:53:48,579 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:55:05,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:55:05,842 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9823 +2025-05-27 04:55:05,896 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_90.pth was removed +2025-05-27 04:55:06,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-05-27 04:55:06,945 - pyskl - INFO - Best top1_acc is 0.8788 at 92 epoch. +2025-05-27 04:55:06,948 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8788, top5_acc: 0.9823 +2025-05-27 04:56:11,775 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:48:23, time: 0.648, data_time: 0.214, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8788, loss: 1.8788 +2025-05-27 04:56:55,166 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:47:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9396, loss: 1.9396 +2025-05-27 04:57:38,452 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:46:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.9094, loss: 1.9094 +2025-05-27 04:58:21,828 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:46:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7836, loss: 1.7836 +2025-05-27 04:59:05,122 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:45:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9065, loss: 1.9065 +2025-05-27 04:59:48,428 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:44:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.8505, loss: 1.8505 +2025-05-27 05:00:31,745 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:43:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.9876, loss: 1.9876 +2025-05-27 05:01:15,306 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:43:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9352, loss: 1.9352 +2025-05-27 05:01:58,708 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:42:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9662, loss: 1.9662 +2025-05-27 05:02:42,347 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:41:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8921, loss: 1.8921 +2025-05-27 05:03:25,819 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:40:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0566, loss: 2.0566 +2025-05-27 05:04:09,229 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:40:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.9218, loss: 1.9218 +2025-05-27 05:04:52,517 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:39:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9436, loss: 1.9436 +2025-05-27 05:05:35,962 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:38:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0200, loss: 2.0200 +2025-05-27 05:06:19,306 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:37:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.9101, loss: 1.9101 +2025-05-27 05:07:02,647 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:37:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 05:07:45,970 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:36:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0008, loss: 2.0008 +2025-05-27 05:08:29,312 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.9707, loss: 1.9707 +2025-05-27 05:09:12,630 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:35:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9855, loss: 1.9855 +2025-05-27 05:09:55,986 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:34:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9539, loss: 1.9539 +2025-05-27 05:10:39,280 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:33:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9090, loss: 1.9090 +2025-05-27 05:11:22,623 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:32:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1162, loss: 2.1162 +2025-05-27 05:12:05,967 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:32:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0514, loss: 2.0514 +2025-05-27 05:12:49,511 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:31:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9447, loss: 1.9447 +2025-05-27 05:13:32,884 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:30:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.9991, loss: 1.9991 +2025-05-27 05:13:35,999 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 05:14:53,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:14:53,232 - pyskl - INFO - +top1_acc 0.8709 +top5_acc 0.9819 +2025-05-27 05:14:53,234 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8709, top5_acc: 0.9819 +2025-05-27 05:15:57,592 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:29:57, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8697, loss: 1.8697 +2025-05-27 05:16:40,779 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:29:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.9457, loss: 1.9457 +2025-05-27 05:17:24,069 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:28:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8972, loss: 1.8972 +2025-05-27 05:18:07,260 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:27:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9540, loss: 1.9540 +2025-05-27 05:18:50,553 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:26:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8749, loss: 1.8749 +2025-05-27 05:19:33,806 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:26:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.8605, loss: 1.8605 +2025-05-27 05:20:17,065 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:25:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0099, loss: 2.0099 +2025-05-27 05:21:00,329 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:24:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8465, loss: 1.8465 +2025-05-27 05:21:43,678 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:24:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9316, loss: 1.9316 +2025-05-27 05:22:26,890 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:23:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.9472, loss: 1.9472 +2025-05-27 05:23:10,152 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:22:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9349, loss: 1.9349 +2025-05-27 05:23:53,287 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:21:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9457, loss: 1.9457 +2025-05-27 05:24:36,473 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:21:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.9574, loss: 1.9574 +2025-05-27 05:25:19,941 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:20:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0262, loss: 2.0262 +2025-05-27 05:26:03,632 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:19:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9148, loss: 1.9148 +2025-05-27 05:26:47,231 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:18:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0166, loss: 2.0166 +2025-05-27 05:27:30,763 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:18:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8735, loss: 1.8735 +2025-05-27 05:28:14,316 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:17:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9758, loss: 1.9758 +2025-05-27 05:28:57,817 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:16:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 1.9603, loss: 1.9603 +2025-05-27 05:29:41,377 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:15:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.9698, loss: 1.9698 +2025-05-27 05:30:24,978 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:15:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.9125, loss: 1.9125 +2025-05-27 05:31:08,464 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:14:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8168, loss: 1.8168 +2025-05-27 05:31:51,797 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:13:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8754, loss: 1.8754 +2025-05-27 05:32:35,147 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:12:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.9537, loss: 1.9537 +2025-05-27 05:33:18,310 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:12:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.0077, loss: 2.0077 +2025-05-27 05:33:21,408 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:34:38,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:34:38,614 - pyskl - INFO - +top1_acc 0.8752 +top5_acc 0.9827 +2025-05-27 05:34:38,616 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8752, top5_acc: 0.9827 +2025-05-27 05:35:42,535 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 17:11:30, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8900, loss: 1.8900 +2025-05-27 05:36:25,781 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 17:10:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.8935, loss: 1.8935 +2025-05-27 05:37:09,124 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 17:10:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 05:37:52,354 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 17:09:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8211, loss: 1.8211 +2025-05-27 05:38:35,730 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 17:08:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9701, loss: 1.9701 +2025-05-27 05:39:18,976 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 17:07:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0003, loss: 2.0003 +2025-05-27 05:40:02,311 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 17:07:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.8464, loss: 1.8464 +2025-05-27 05:40:45,910 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 17:06:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9337, loss: 1.9337 +2025-05-27 05:41:29,390 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 17:05:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9059, loss: 1.9059 +2025-05-27 05:42:12,753 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 17:04:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.8943, loss: 1.8943 +2025-05-27 05:42:56,041 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 17:04:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.8278, loss: 1.8278 +2025-05-27 05:43:39,426 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 17:03:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 1.9885, loss: 1.9885 +2025-05-27 05:44:22,762 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 17:02:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8755, loss: 1.8755 +2025-05-27 05:45:06,156 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 17:01:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.8771, loss: 1.8771 +2025-05-27 05:45:49,441 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 17:01:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9678, loss: 1.9678 +2025-05-27 05:46:32,730 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 17:00:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8376, loss: 1.8376 +2025-05-27 05:47:16,080 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:59:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.9111, loss: 1.9111 +2025-05-27 05:47:59,429 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:58:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0414, loss: 2.0414 +2025-05-27 05:48:42,911 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:58:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9395, loss: 1.9395 +2025-05-27 05:49:26,368 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:57:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9918, loss: 1.9918 +2025-05-27 05:50:09,686 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:56:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.9478, loss: 1.9478 +2025-05-27 05:50:53,071 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:55:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9150, loss: 1.9150 +2025-05-27 05:51:36,504 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:55:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9314, loss: 1.9314 +2025-05-27 05:52:19,923 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:54:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0332, loss: 2.0332 +2025-05-27 05:53:03,344 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:53:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9488, loss: 1.9488 +2025-05-27 05:53:06,441 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 06:01:43,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:01:44,020 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9786 +2025-05-27 06:01:44,022 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8648, top5_acc: 0.9786 +2025-05-27 06:02:48,784 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:53:04, time: 0.648, data_time: 0.213, memory: 13127, top1_acc: 0.9513, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2025-05-27 06:03:32,200 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:52:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9611, loss: 1.9611 +2025-05-27 06:04:15,579 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:51:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.9082, loss: 1.9082 +2025-05-27 06:04:58,891 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:50:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9391, loss: 1.9391 +2025-05-27 06:05:42,250 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:50:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8357, loss: 1.8357 +2025-05-27 06:06:25,573 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:49:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.8814, loss: 1.8814 +2025-05-27 06:07:08,901 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:48:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8854, loss: 1.8854 +2025-05-27 06:07:52,280 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:47:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8893, loss: 1.8893 +2025-05-27 06:08:35,606 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:47:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8710, loss: 1.8710 +2025-05-27 06:09:19,094 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:46:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8513, loss: 1.8513 +2025-05-27 06:10:02,314 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:45:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.9284, loss: 1.9284 +2025-05-27 06:10:45,588 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9038, loss: 1.9038 +2025-05-27 06:11:28,711 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:44:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9243, loss: 1.9243 +2025-05-27 06:12:11,890 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:43:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9430, loss: 1.9430 +2025-05-27 06:12:55,075 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:42:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8792, loss: 1.8792 +2025-05-27 06:13:38,444 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:41:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9130, loss: 1.9130 +2025-05-27 06:14:21,499 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:41:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.0721, loss: 2.0721 +2025-05-27 06:15:04,686 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:40:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9168, loss: 1.9168 +2025-05-27 06:15:47,878 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:39:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7728, loss: 1.7728 +2025-05-27 06:16:31,015 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:38:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8454, loss: 1.8454 +2025-05-27 06:17:14,180 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:38:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.8913, loss: 1.8913 +2025-05-27 06:17:57,299 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:37:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.9290, loss: 1.9290 +2025-05-27 06:18:40,545 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:36:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9272, loss: 1.9272 +2025-05-27 06:19:23,887 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:35:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9644, loss: 1.9644 +2025-05-27 06:20:07,129 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:35:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.8685, loss: 1.8685 +2025-05-27 06:20:10,260 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 06:21:27,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:21:27,740 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9818 +2025-05-27 06:21:27,742 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8773, top5_acc: 0.9818 +2025-05-27 06:22:32,337 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:34:36, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7963, loss: 1.7963 +2025-05-27 06:23:15,786 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:33:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8437, loss: 1.8437 +2025-05-27 06:23:59,123 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:33:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8707, loss: 1.8707 +2025-05-27 06:24:42,469 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8294, loss: 1.8294 +2025-05-27 06:25:25,879 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:31:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8336, loss: 1.8336 +2025-05-27 06:26:09,274 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:30:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 1.8185, loss: 1.8185 +2025-05-27 06:26:52,625 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:30:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9309, loss: 1.9309 +2025-05-27 06:27:35,990 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:29:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8777, loss: 1.8777 +2025-05-27 06:28:19,414 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:28:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8474, loss: 1.8474 +2025-05-27 06:29:02,805 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:27:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9290, loss: 1.9290 +2025-05-27 06:29:46,094 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8571, loss: 1.8571 +2025-05-27 06:30:29,376 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:26:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.8137, loss: 1.8137 +2025-05-27 06:31:12,804 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:25:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.8973, loss: 1.8973 +2025-05-27 06:31:56,185 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:24:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.9900, loss: 1.9900 +2025-05-27 06:32:39,375 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:24:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.9878, loss: 1.9878 +2025-05-27 06:33:22,606 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:23:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9290, loss: 1.9290 +2025-05-27 06:34:05,743 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:22:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8191, loss: 1.8191 +2025-05-27 06:34:48,975 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:21:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.8706, loss: 1.8706 +2025-05-27 06:35:32,266 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:21:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.9254, loss: 1.9254 +2025-05-27 06:36:15,533 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:20:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.9211, loss: 1.9211 +2025-05-27 06:36:58,838 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:19:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9369, loss: 1.9369 +2025-05-27 06:37:42,154 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:19:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9185, loss: 1.9185 +2025-05-27 06:38:25,563 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:18:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8974, loss: 1.8974 +2025-05-27 06:39:08,909 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:17:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 1.8960, loss: 1.8960 +2025-05-27 06:39:52,563 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:16:47, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7856, loss: 1.7856 +2025-05-27 06:39:55,695 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:41:12,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:41:12,948 - pyskl - INFO - +top1_acc 0.8816 +top5_acc 0.9839 +2025-05-27 06:41:13,000 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_92.pth was removed +2025-05-27 06:41:13,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-05-27 06:41:13,995 - pyskl - INFO - Best top1_acc is 0.8816 at 97 epoch. +2025-05-27 06:41:13,997 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8816, top5_acc: 0.9839 +2025-05-27 06:42:18,093 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:16:10, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7832, loss: 1.7832 +2025-05-27 06:43:01,435 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:15:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7988, loss: 1.7988 +2025-05-27 06:43:44,715 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:14:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.9726, loss: 1.9726 +2025-05-27 06:44:28,019 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:13:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8369, loss: 1.8369 +2025-05-27 06:45:11,342 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:13:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8130, loss: 1.8130 +2025-05-27 06:45:54,720 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:12:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 1.8122, loss: 1.8122 +2025-05-27 06:46:38,133 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:11:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8922, loss: 1.8922 +2025-05-27 06:47:21,656 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 16:10:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7555, loss: 1.7555 +2025-05-27 06:48:05,123 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 16:10:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9015, loss: 1.9015 +2025-05-27 06:48:48,622 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 16:09:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7655, loss: 1.7655 +2025-05-27 06:49:31,964 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 16:08:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.7935, loss: 1.7935 +2025-05-27 06:50:15,161 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 16:08:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8074, loss: 1.8074 +2025-05-27 06:50:58,475 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 16:07:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8587, loss: 1.8587 +2025-05-27 06:51:41,802 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 16:06:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.8601, loss: 1.8601 +2025-05-27 06:52:25,063 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 16:05:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.8089, loss: 1.8089 +2025-05-27 06:53:08,388 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 16:05:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.7910, loss: 1.7910 +2025-05-27 06:53:51,728 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 16:04:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7474, loss: 1.7474 +2025-05-27 06:54:35,046 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 16:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8902, loss: 1.8902 +2025-05-27 06:55:18,342 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 16:02:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7860, loss: 1.7860 +2025-05-27 06:56:01,553 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 16:02:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 1.0000, loss_cls: 1.8492, loss: 1.8492 +2025-05-27 06:56:44,921 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 16:01:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8724, loss: 1.8724 +2025-05-27 06:57:28,276 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 16:00:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8751, loss: 1.8751 +2025-05-27 06:58:11,661 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:59:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.0091, loss: 2.0091 +2025-05-27 06:58:55,197 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:59:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8477, loss: 1.8477 +2025-05-27 06:59:38,626 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:58:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8940, loss: 1.8940 +2025-05-27 06:59:41,775 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 07:00:58,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:00:58,920 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9840 +2025-05-27 07:00:58,976 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_97.pth was removed +2025-05-27 07:01:00,019 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-05-27 07:01:00,020 - pyskl - INFO - Best top1_acc is 0.8842 at 98 epoch. +2025-05-27 07:01:00,022 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8842, top5_acc: 0.9840 +2025-05-27 07:02:04,311 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:57:43, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7745, loss: 1.7745 +2025-05-27 07:02:47,603 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:56:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8466, loss: 1.8466 +2025-05-27 07:03:30,912 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:56:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7664, loss: 1.7664 +2025-05-27 07:04:14,260 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:55:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7649, loss: 1.7649 +2025-05-27 07:04:57,663 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:54:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.8020, loss: 1.8020 +2025-05-27 07:05:41,056 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:54:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8310, loss: 1.8310 +2025-05-27 07:06:24,423 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:53:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8212, loss: 1.8212 +2025-05-27 07:07:07,941 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:52:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9145, loss: 1.9145 +2025-05-27 07:07:51,353 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:51:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8311, loss: 1.8311 +2025-05-27 07:08:34,713 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:51:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.8649, loss: 1.8649 +2025-05-27 07:09:18,004 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8509, loss: 1.8509 +2025-05-27 07:10:01,230 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:49:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7883, loss: 1.7883 +2025-05-27 07:10:44,561 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:48:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8666, loss: 1.8666 +2025-05-27 07:11:27,867 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:48:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 1.9183, loss: 1.9183 +2025-05-27 07:12:11,143 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:47:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8115, loss: 1.8115 +2025-05-27 07:12:54,464 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:46:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.9036, loss: 1.9036 +2025-05-27 07:13:37,748 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.8997, loss: 1.8997 +2025-05-27 07:14:21,103 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:45:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.7874, loss: 1.7874 +2025-05-27 07:15:04,413 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:44:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.8398, loss: 1.8398 +2025-05-27 07:15:47,598 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:43:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9235, loss: 1.9235 +2025-05-27 07:16:30,858 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:42:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8245, loss: 1.8245 +2025-05-27 07:17:14,191 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:42:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.8765, loss: 1.8765 +2025-05-27 07:17:57,636 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:41:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8538, loss: 1.8538 +2025-05-27 07:18:40,878 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:40:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9104, loss: 1.9104 +2025-05-27 07:19:24,139 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:39:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.9019, loss: 1.9019 +2025-05-27 07:19:27,210 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 07:20:44,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:20:44,728 - pyskl - INFO - +top1_acc 0.8843 +top5_acc 0.9839 +2025-05-27 07:20:44,784 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_98.pth was removed +2025-05-27 07:20:45,812 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-27 07:20:45,814 - pyskl - INFO - Best top1_acc is 0.8843 at 99 epoch. +2025-05-27 07:20:45,816 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8843, top5_acc: 0.9839 +2025-05-27 07:21:49,970 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:39:16, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7546, loss: 1.7546 +2025-05-27 07:22:33,160 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:38:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7978, loss: 1.7978 +2025-05-27 07:23:16,383 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:37:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7982, loss: 1.7982 +2025-05-27 07:23:59,486 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8210, loss: 1.8210 +2025-05-27 07:24:42,657 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:36:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.8640, loss: 1.8640 +2025-05-27 07:25:25,895 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:35:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8450, loss: 1.8450 +2025-05-27 07:26:09,281 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:34:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.7748, loss: 1.7748 +2025-05-27 07:26:52,704 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:34:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8757, loss: 1.8757 +2025-05-27 07:27:35,899 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:33:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7714, loss: 1.7714 +2025-05-27 07:28:19,040 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:32:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8330, loss: 1.8330 +2025-05-27 07:29:02,239 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:31:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8119, loss: 1.8119 +2025-05-27 07:29:45,406 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:31:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9114, loss: 1.9114 +2025-05-27 07:30:28,641 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:30:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8743, loss: 1.8743 +2025-05-27 07:31:11,844 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:29:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9105, loss: 1.9105 +2025-05-27 07:31:55,034 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:28:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8039, loss: 1.8039 +2025-05-27 07:32:38,169 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:28:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.8050, loss: 1.8050 +2025-05-27 07:33:21,350 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:27:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.8554, loss: 1.8554 +2025-05-27 07:34:04,690 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:26:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.8500, loss: 1.8500 +2025-05-27 07:34:48,154 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:25:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8606, loss: 1.8606 +2025-05-27 07:35:31,485 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:25:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 1.8458, loss: 1.8458 +2025-05-27 07:36:14,819 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:24:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8196, loss: 1.8196 +2025-05-27 07:36:58,114 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:23:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.8458, loss: 1.8458 +2025-05-27 07:37:41,417 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:22:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9079, loss: 1.9079 +2025-05-27 07:38:24,679 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:22:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 1.8161, loss: 1.8161 +2025-05-27 07:39:07,917 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:21:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8165, loss: 1.8165 +2025-05-27 07:39:10,979 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:47:38,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:47:38,271 - pyskl - INFO - +top1_acc 0.8845 +top5_acc 0.9844 +2025-05-27 07:47:38,325 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_99.pth was removed +2025-05-27 07:47:39,367 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-05-27 07:47:39,368 - pyskl - INFO - Best top1_acc is 0.8845 at 100 epoch. +2025-05-27 07:47:39,370 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8845, top5_acc: 0.9844 +2025-05-27 07:48:43,838 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:20:48, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7884, loss: 1.7884 +2025-05-27 07:49:27,157 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:20:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.6691, loss: 1.6691 +2025-05-27 07:50:10,489 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:19:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7238, loss: 1.7238 +2025-05-27 07:50:53,757 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:18:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7892, loss: 1.7892 +2025-05-27 07:51:36,991 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:17:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7454, loss: 1.7454 +2025-05-27 07:52:20,246 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.7605, loss: 1.7605 +2025-05-27 07:53:03,550 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:16:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8075, loss: 1.8075 +2025-05-27 07:53:46,798 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7394, loss: 1.7394 +2025-05-27 07:54:30,073 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:14:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.8396, loss: 1.8396 +2025-05-27 07:55:13,494 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:14:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8540, loss: 1.8540 +2025-05-27 07:55:56,786 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:13:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7962, loss: 1.7962 +2025-05-27 07:56:40,065 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:12:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7829, loss: 1.7829 +2025-05-27 07:57:23,382 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7205, loss: 1.7205 +2025-05-27 07:58:06,746 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:11:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.7890, loss: 1.7890 +2025-05-27 07:58:49,938 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:10:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.8908, loss: 1.8908 +2025-05-27 07:59:33,193 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 15:09:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.8738, loss: 1.8738 +2025-05-27 08:00:16,456 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 15:08:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.8457, loss: 1.8457 +2025-05-27 08:00:59,699 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 15:08:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8288, loss: 1.8288 +2025-05-27 08:01:43,020 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 15:07:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8122, loss: 1.8122 +2025-05-27 08:02:26,249 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 15:06:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8331, loss: 1.8331 +2025-05-27 08:03:09,590 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 15:05:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7737, loss: 1.7737 +2025-05-27 08:03:52,830 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 15:05:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.8798, loss: 1.8798 +2025-05-27 08:04:36,179 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 15:04:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8066, loss: 1.8066 +2025-05-27 08:05:19,562 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 15:03:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7872, loss: 1.7872 +2025-05-27 08:06:02,865 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 15:03:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.7947, loss: 1.7947 +2025-05-27 08:06:05,943 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 08:07:22,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:07:22,890 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9854 +2025-05-27 08:07:22,892 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8835, top5_acc: 0.9854 +2025-05-27 08:08:26,752 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 15:02:21, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7487, loss: 1.7487 +2025-05-27 08:09:10,050 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 15:01:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7188, loss: 1.7188 +2025-05-27 08:09:53,357 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 15:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6924, loss: 1.6924 +2025-05-27 08:10:36,679 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 15:00:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7927, loss: 1.7927 +2025-05-27 08:11:19,955 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:59:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7410, loss: 1.7410 +2025-05-27 08:12:03,199 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:58:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7896, loss: 1.7896 +2025-05-27 08:12:46,507 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:57:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7752, loss: 1.7752 +2025-05-27 08:13:29,715 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:57:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7802, loss: 1.7802 +2025-05-27 08:14:12,963 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:56:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7819, loss: 1.7819 +2025-05-27 08:14:56,179 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:55:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7069, loss: 1.7069 +2025-05-27 08:15:39,462 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:54:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7568, loss: 1.7568 +2025-05-27 08:16:22,783 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7523, loss: 1.7523 +2025-05-27 08:17:05,934 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:53:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8194, loss: 1.8194 +2025-05-27 08:17:49,113 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:52:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7134, loss: 1.7134 +2025-05-27 08:18:32,350 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:51:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.8078, loss: 1.8078 +2025-05-27 08:19:15,642 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:51:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8288, loss: 1.8288 +2025-05-27 08:19:58,973 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:50:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7527, loss: 1.7527 +2025-05-27 08:20:42,283 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:49:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7362, loss: 1.7362 +2025-05-27 08:21:25,539 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:49:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.7683, loss: 1.7683 +2025-05-27 08:22:08,782 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:48:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7870, loss: 1.7870 +2025-05-27 08:22:51,986 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.7811, loss: 1.7811 +2025-05-27 08:23:35,231 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:46:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8105, loss: 1.8105 +2025-05-27 08:24:18,627 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:46:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8978, loss: 1.8978 +2025-05-27 08:25:01,961 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:45:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 08:25:45,241 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:44:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.8663, loss: 1.8663 +2025-05-27 08:25:48,351 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 08:27:05,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:27:05,442 - pyskl - INFO - +top1_acc 0.8799 +top5_acc 0.9836 +2025-05-27 08:27:05,444 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8799, top5_acc: 0.9836 +2025-05-27 08:28:09,827 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:43:54, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7336, loss: 1.7336 +2025-05-27 08:28:53,234 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:43:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8081, loss: 1.8081 +2025-05-27 08:29:36,549 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:42:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6803, loss: 1.6803 +2025-05-27 08:30:19,784 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:41:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7000, loss: 1.7000 +2025-05-27 08:31:03,202 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:40:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7523, loss: 1.7523 +2025-05-27 08:31:46,579 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:40:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7783, loss: 1.7783 +2025-05-27 08:32:29,869 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:39:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8282, loss: 1.8282 +2025-05-27 08:33:13,215 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:38:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7009, loss: 1.7009 +2025-05-27 08:33:56,602 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:37:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7412, loss: 1.7412 +2025-05-27 08:34:40,103 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:37:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7272, loss: 1.7272 +2025-05-27 08:35:23,490 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:36:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7109, loss: 1.7109 +2025-05-27 08:36:06,839 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7529, loss: 1.7529 +2025-05-27 08:36:50,093 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:35:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 08:37:33,271 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:34:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.8784, loss: 1.8784 +2025-05-27 08:38:16,513 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:33:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8227, loss: 1.8227 +2025-05-27 08:38:59,765 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:32:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7615, loss: 1.7615 +2025-05-27 08:39:43,029 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:32:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 1.8252, loss: 1.8252 +2025-05-27 08:40:26,288 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:31:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7083, loss: 1.7083 +2025-05-27 08:41:09,534 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:30:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7358, loss: 1.7358 +2025-05-27 08:41:52,813 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:29:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7078, loss: 1.7078 +2025-05-27 08:42:36,019 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:29:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7267, loss: 1.7267 +2025-05-27 08:43:19,295 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:28:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7939, loss: 1.7939 +2025-05-27 08:44:02,596 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:27:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8103, loss: 1.8103 +2025-05-27 08:44:45,938 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:26:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6929, loss: 1.6929 +2025-05-27 08:45:29,249 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:26:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.6854, loss: 1.6854 +2025-05-27 08:45:32,361 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:46:49,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:46:49,515 - pyskl - INFO - +top1_acc 0.8738 +top5_acc 0.9817 +2025-05-27 08:46:49,517 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8738, top5_acc: 0.9817 +2025-05-27 08:47:53,883 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:25:27, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7326, loss: 1.7326 +2025-05-27 08:48:37,426 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:24:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6644, loss: 1.6644 +2025-05-27 08:49:20,673 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:23:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6679, loss: 1.6679 +2025-05-27 08:50:03,961 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:23:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.6180, loss: 1.6180 +2025-05-27 08:50:47,262 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:22:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6567, loss: 1.6567 +2025-05-27 08:51:30,568 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:21:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.7651, loss: 1.7651 +2025-05-27 08:52:13,953 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:21:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7133, loss: 1.7133 +2025-05-27 08:52:57,332 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:20:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6577, loss: 1.6577 +2025-05-27 08:53:40,857 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:19:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.6704, loss: 1.6704 +2025-05-27 08:54:24,290 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:18:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7300, loss: 1.7300 +2025-05-27 08:55:07,571 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:18:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7507, loss: 1.7507 +2025-05-27 08:55:51,104 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:17:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7240, loss: 1.7240 +2025-05-27 08:56:34,446 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:16:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7296, loss: 1.7296 +2025-05-27 08:57:17,789 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:15:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7698, loss: 1.7698 +2025-05-27 08:58:01,062 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:15:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8001, loss: 1.8001 +2025-05-27 08:58:44,218 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:14:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7728, loss: 1.7728 +2025-05-27 08:59:27,431 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:13:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8140, loss: 1.8140 +2025-05-27 09:00:10,625 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:12:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8236, loss: 1.8236 +2025-05-27 09:00:53,840 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:12:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6600, loss: 1.6600 +2025-05-27 09:01:37,145 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:11:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8250, loss: 1.8250 +2025-05-27 09:02:20,454 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.6917, loss: 1.6917 +2025-05-27 09:03:03,948 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:09:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7754, loss: 1.7754 +2025-05-27 09:03:47,237 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 14:09:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7005, loss: 1.7005 +2025-05-27 09:04:30,589 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 14:08:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7192, loss: 1.7192 +2025-05-27 09:05:14,029 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 14:07:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7136, loss: 1.7136 +2025-05-27 09:05:17,142 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 09:06:34,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:06:34,136 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9831 +2025-05-27 09:06:34,139 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8793, top5_acc: 0.9831 +2025-05-27 09:07:38,127 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 14:07:01, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7780, loss: 1.7780 +2025-05-27 09:08:21,298 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 14:06:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6330, loss: 1.6330 +2025-05-27 09:09:04,615 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 14:05:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-05-27 09:09:48,006 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 14:04:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6711, loss: 1.6711 +2025-05-27 09:10:31,316 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 14:04:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7278, loss: 1.7278 +2025-05-27 09:11:14,754 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 14:03:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7179, loss: 1.7179 +2025-05-27 09:11:58,222 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 14:02:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6391, loss: 1.6391 +2025-05-27 09:12:41,774 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 14:01:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.7674, loss: 1.7674 +2025-05-27 09:13:25,096 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 14:01:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7234, loss: 1.7234 +2025-05-27 09:14:08,394 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 14:00:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.7066, loss: 1.7066 +2025-05-27 09:14:51,705 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:59:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6751, loss: 1.6751 +2025-05-27 09:15:34,999 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:58:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7679, loss: 1.7679 +2025-05-27 09:16:18,267 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:58:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 09:17:01,538 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:57:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6621, loss: 1.6621 +2025-05-27 09:17:44,789 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:56:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.7140, loss: 1.7140 +2025-05-27 09:18:28,048 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:55:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7936, loss: 1.7936 +2025-05-27 09:19:11,316 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:55:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7573, loss: 1.7573 +2025-05-27 09:19:54,590 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:54:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7922, loss: 1.7922 +2025-05-27 09:20:37,954 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:53:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7251, loss: 1.7251 +2025-05-27 09:21:21,559 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:52:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.6786, loss: 1.6786 +2025-05-27 09:22:04,987 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:52:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7075, loss: 1.7075 +2025-05-27 09:22:48,362 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7599, loss: 1.7599 +2025-05-27 09:23:31,762 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:50:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7865, loss: 1.7865 +2025-05-27 09:24:15,004 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:49:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7158, loss: 1.7158 +2025-05-27 09:24:58,281 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:49:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6571, loss: 1.6571 +2025-05-27 09:25:01,380 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:33:20,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:33:20,861 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9850 +2025-05-27 09:33:20,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_100.pth was removed +2025-05-27 09:33:21,921 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-05-27 09:33:21,922 - pyskl - INFO - Best top1_acc is 0.8919 at 105 epoch. +2025-05-27 09:33:21,925 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8919, top5_acc: 0.9850 +2025-05-27 09:34:25,945 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:48:34, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7389, loss: 1.7389 +2025-05-27 09:35:09,165 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:47:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.6872, loss: 1.6872 +2025-05-27 09:35:52,446 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:47:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7295, loss: 1.7295 +2025-05-27 09:36:35,754 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:46:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6150, loss: 1.6150 +2025-05-27 09:37:19,130 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:45:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6101, loss: 1.6101 +2025-05-27 09:38:02,418 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:44:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.6377, loss: 1.6377 +2025-05-27 09:38:46,065 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:44:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7041, loss: 1.7041 +2025-05-27 09:39:29,653 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:43:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7080, loss: 1.7080 +2025-05-27 09:40:12,991 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:42:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6671, loss: 1.6671 +2025-05-27 09:40:56,386 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:41:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6803, loss: 1.6803 +2025-05-27 09:41:39,884 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:41:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.7164, loss: 1.7164 +2025-05-27 09:42:23,095 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:40:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6738, loss: 1.6738 +2025-05-27 09:43:06,294 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:39:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6419, loss: 1.6419 +2025-05-27 09:43:49,584 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:38:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6805, loss: 1.6805 +2025-05-27 09:44:32,969 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:38:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7110, loss: 1.7110 +2025-05-27 09:45:16,150 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:37:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7181, loss: 1.7181 +2025-05-27 09:45:59,408 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:36:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6621, loss: 1.6621 +2025-05-27 09:46:42,781 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:35:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.7052, loss: 1.7052 +2025-05-27 09:47:26,120 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:35:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.7312, loss: 1.7312 +2025-05-27 09:48:09,362 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:34:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7337, loss: 1.7337 +2025-05-27 09:48:52,798 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:33:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7507, loss: 1.7507 +2025-05-27 09:49:36,255 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:33:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7508, loss: 1.7508 +2025-05-27 09:50:19,687 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:32:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6984, loss: 1.6984 +2025-05-27 09:51:03,051 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:31:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.6659, loss: 1.6659 +2025-05-27 09:51:46,448 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:30:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6698, loss: 1.6698 +2025-05-27 09:51:49,514 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:53:07,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:53:07,084 - pyskl - INFO - +top1_acc 0.8860 +top5_acc 0.9835 +2025-05-27 09:53:07,086 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8860, top5_acc: 0.9835 +2025-05-27 09:54:11,790 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:30:08, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.5582, loss: 1.5582 +2025-05-27 09:54:55,075 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:29:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.6650, loss: 1.6650 +2025-05-27 09:55:38,365 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:28:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.6611, loss: 1.6611 +2025-05-27 09:56:21,798 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:27:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7045, loss: 1.7045 +2025-05-27 09:57:05,053 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:27:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6911, loss: 1.6911 +2025-05-27 09:57:48,376 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:26:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6588, loss: 1.6588 +2025-05-27 09:58:31,643 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:25:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7346, loss: 1.7346 +2025-05-27 09:59:15,146 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:24:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6452, loss: 1.6452 +2025-05-27 09:59:58,594 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:24:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6129, loss: 1.6129 +2025-05-27 10:00:42,047 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:23:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6172, loss: 1.6172 +2025-05-27 10:01:25,409 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:22:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6343, loss: 1.6343 +2025-05-27 10:02:08,746 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:21:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6320, loss: 1.6320 +2025-05-27 10:02:52,038 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:21:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6930, loss: 1.6930 +2025-05-27 10:03:35,386 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:20:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6627, loss: 1.6627 +2025-05-27 10:04:18,713 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:19:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6436, loss: 1.6436 +2025-05-27 10:05:02,013 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:19:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6608, loss: 1.6608 +2025-05-27 10:05:45,382 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:18:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2025-05-27 10:06:28,715 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:17:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.6637, loss: 1.6637 +2025-05-27 10:07:12,042 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:16:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.7804, loss: 1.7804 +2025-05-27 10:07:55,333 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:16:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7016, loss: 1.7016 +2025-05-27 10:08:38,676 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:15:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7319, loss: 1.7319 +2025-05-27 10:09:21,964 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:14:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7057, loss: 1.7057 +2025-05-27 10:10:05,321 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:13:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7308, loss: 1.7308 +2025-05-27 10:10:48,738 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:13:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7360, loss: 1.7360 +2025-05-27 10:11:32,129 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:12:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7080, loss: 1.7080 +2025-05-27 10:11:35,223 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 10:12:52,512 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:12:52,579 - pyskl - INFO - +top1_acc 0.8850 +top5_acc 0.9818 +2025-05-27 10:12:52,582 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8850, top5_acc: 0.9818 +2025-05-27 10:13:56,920 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:11:42, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.6023, loss: 1.6023 +2025-05-27 10:14:40,200 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:10:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6316, loss: 1.6316 +2025-05-27 10:15:23,493 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:10:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5896, loss: 1.5896 +2025-05-27 10:16:06,773 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:09:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5327, loss: 1.5327 +2025-05-27 10:16:50,123 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 13:08:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.6453, loss: 1.6453 +2025-05-27 10:17:33,463 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 13:08:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6108, loss: 1.6108 +2025-05-27 10:18:16,794 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 13:07:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6429, loss: 1.6429 +2025-05-27 10:19:00,258 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 13:06:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6752, loss: 1.6752 +2025-05-27 10:19:43,697 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 13:05:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7367, loss: 1.7367 +2025-05-27 10:20:27,217 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 13:05:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.6240, loss: 1.6240 +2025-05-27 10:21:10,617 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 13:04:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5872, loss: 1.5872 +2025-05-27 10:21:53,955 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 13:03:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.6208, loss: 1.6208 +2025-05-27 10:22:37,265 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 13:02:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7351, loss: 1.7351 +2025-05-27 10:23:20,457 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 13:02:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6600, loss: 1.6600 +2025-05-27 10:24:03,714 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 13:01:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6776, loss: 1.6776 +2025-05-27 10:24:47,053 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 13:00:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7182, loss: 1.7182 +2025-05-27 10:25:30,496 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:59:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6586, loss: 1.6586 +2025-05-27 10:26:13,790 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:59:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.6686, loss: 1.6686 +2025-05-27 10:26:57,046 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:58:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5747, loss: 1.5747 +2025-05-27 10:27:40,391 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:57:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6421, loss: 1.6421 +2025-05-27 10:28:23,715 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:56:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7332, loss: 1.7332 +2025-05-27 10:29:07,159 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:56:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.5702, loss: 1.5702 +2025-05-27 10:29:50,810 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:55:25, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6481, loss: 1.6481 +2025-05-27 10:30:34,297 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:54:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6586, loss: 1.6586 +2025-05-27 10:31:17,710 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:53:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6214, loss: 1.6214 +2025-05-27 10:31:20,830 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 10:32:37,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:32:37,876 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9844 +2025-05-27 10:32:37,878 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8892, top5_acc: 0.9844 +2025-05-27 10:33:42,400 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:53:16, time: 0.645, data_time: 0.209, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5342, loss: 1.5342 +2025-05-27 10:34:25,939 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:52:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5751, loss: 1.5751 +2025-05-27 10:35:09,330 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:51:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5442, loss: 1.5442 +2025-05-27 10:35:52,802 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:51:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5922, loss: 1.5922 +2025-05-27 10:36:36,207 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:50:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6228, loss: 1.6228 +2025-05-27 10:37:19,594 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:49:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5524, loss: 1.5524 +2025-05-27 10:38:02,895 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:48:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6045, loss: 1.6045 +2025-05-27 10:38:46,297 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:48:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6024, loss: 1.6024 +2025-05-27 10:39:29,722 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:47:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6594, loss: 1.6594 +2025-05-27 10:40:13,338 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:46:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6350, loss: 1.6350 +2025-05-27 10:40:56,713 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:45:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7244, loss: 1.7244 +2025-05-27 10:41:39,985 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:45:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5691, loss: 1.5691 +2025-05-27 10:42:23,410 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:44:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6850, loss: 1.6850 +2025-05-27 10:43:06,649 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:43:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6676, loss: 1.6676 +2025-05-27 10:43:49,951 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6986, loss: 1.6986 +2025-05-27 10:44:33,207 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:42:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6527, loss: 1.6527 +2025-05-27 10:45:16,397 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:41:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.6076, loss: 1.6076 +2025-05-27 10:45:59,756 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:40:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6240, loss: 1.6240 +2025-05-27 10:46:42,893 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:39:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6800, loss: 1.6800 +2025-05-27 10:47:26,210 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:39:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5454, loss: 1.5454 +2025-05-27 10:48:09,578 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:38:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5455, loss: 1.5455 +2025-05-27 10:48:52,899 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:37:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.6458, loss: 1.6458 +2025-05-27 10:49:36,171 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:36:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.5986, loss: 1.5986 +2025-05-27 10:50:19,531 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:36:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.5750, loss: 1.5750 +2025-05-27 10:51:02,722 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:35:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 10:51:05,837 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:52:22,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:52:23,062 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9832 +2025-05-27 10:52:23,065 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8779, top5_acc: 0.9832 +2025-05-27 10:53:27,485 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:34:50, time: 0.644, data_time: 0.207, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5800, loss: 1.5800 +2025-05-27 10:54:10,963 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:34:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5895, loss: 1.5895 +2025-05-27 10:54:54,498 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:33:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5635, loss: 1.5635 +2025-05-27 10:55:38,022 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:32:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5646, loss: 1.5646 +2025-05-27 10:56:21,471 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:31:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5978, loss: 1.5978 +2025-05-27 10:57:04,977 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:31:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5126, loss: 1.5126 +2025-05-27 10:57:48,496 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:30:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5616, loss: 1.5616 +2025-05-27 10:58:31,877 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:29:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5469, loss: 1.5469 +2025-05-27 10:59:15,182 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:28:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.5434, loss: 1.5434 +2025-05-27 10:59:58,459 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:28:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5576, loss: 1.5576 +2025-05-27 11:00:41,798 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:27:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5015, loss: 1.5015 +2025-05-27 11:01:25,057 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:26:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5611, loss: 1.5611 +2025-05-27 11:02:08,382 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:25:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.5884, loss: 1.5884 +2025-05-27 11:02:51,634 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:25:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.6610, loss: 1.6610 +2025-05-27 11:03:34,950 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:24:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6663, loss: 1.6663 +2025-05-27 11:04:18,394 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:23:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.5774, loss: 1.5774 +2025-05-27 11:05:01,684 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:23:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.6834, loss: 1.6834 +2025-05-27 11:05:45,136 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:22:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6469, loss: 1.6469 +2025-05-27 11:06:28,661 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:21:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5511, loss: 1.5511 +2025-05-27 11:07:11,868 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:20:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6191, loss: 1.6191 +2025-05-27 11:07:54,971 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:20:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.6010, loss: 1.6010 +2025-05-27 11:08:38,208 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:19:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6089, loss: 1.6089 +2025-05-27 11:09:21,450 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:18:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7179, loss: 1.7179 +2025-05-27 11:10:04,713 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:17:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6691, loss: 1.6691 +2025-05-27 11:10:47,961 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:17:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.6756, loss: 1.6756 +2025-05-27 11:10:51,114 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 11:19:32,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:19:32,394 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9856 +2025-05-27 11:19:32,451 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_105.pth was removed +2025-05-27 11:19:33,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-05-27 11:19:33,498 - pyskl - INFO - Best top1_acc is 0.8949 at 110 epoch. +2025-05-27 11:19:33,500 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8949, top5_acc: 0.9856 +2025-05-27 11:20:38,053 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:16:24, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5090, loss: 1.5090 +2025-05-27 11:21:21,331 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:15:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5071, loss: 1.5071 +2025-05-27 11:22:04,681 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:14:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5253, loss: 1.5253 +2025-05-27 11:22:47,992 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:14:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5548, loss: 1.5548 +2025-05-27 11:23:31,287 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:13:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5946, loss: 1.5946 +2025-05-27 11:24:14,656 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:12:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.5241, loss: 1.5241 +2025-05-27 11:24:57,994 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:11:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5835, loss: 1.5835 +2025-05-27 11:25:41,447 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:11:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.5695, loss: 1.5695 +2025-05-27 11:26:24,814 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:10:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6011, loss: 1.6011 +2025-05-27 11:27:08,079 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:09:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.5959, loss: 1.5959 +2025-05-27 11:27:51,287 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:09:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4725, loss: 1.4725 +2025-05-27 11:28:34,549 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:08:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5277, loss: 1.5277 +2025-05-27 11:29:17,815 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 12:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5779, loss: 1.5779 +2025-05-27 11:30:01,010 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 12:06:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.5990, loss: 1.5990 +2025-05-27 11:30:44,243 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 12:06:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5406, loss: 1.5406 +2025-05-27 11:31:27,523 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 12:05:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6061, loss: 1.6061 +2025-05-27 11:32:10,745 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 12:04:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6021, loss: 1.6021 +2025-05-27 11:32:53,916 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 12:03:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6340, loss: 1.6340 +2025-05-27 11:33:37,169 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 12:03:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.5635, loss: 1.5635 +2025-05-27 11:34:20,391 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 12:02:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.6170, loss: 1.6170 +2025-05-27 11:35:03,694 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 12:01:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5865, loss: 1.5865 +2025-05-27 11:35:47,137 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 12:00:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5373, loss: 1.5373 +2025-05-27 11:36:30,431 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 12:00:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6007, loss: 1.6007 +2025-05-27 11:37:13,781 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:59:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6081, loss: 1.6081 +2025-05-27 11:37:57,033 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:58:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5975, loss: 1.5975 +2025-05-27 11:38:00,187 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:39:17,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:39:17,951 - pyskl - INFO - +top1_acc 0.8908 +top5_acc 0.9845 +2025-05-27 11:39:17,954 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8908, top5_acc: 0.9845 +2025-05-27 11:40:22,713 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:57:58, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5825, loss: 1.5825 +2025-05-27 11:41:05,999 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:57:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5633, loss: 1.5633 +2025-05-27 11:41:49,264 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:56:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4931, loss: 1.4931 +2025-05-27 11:42:32,541 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:55:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5174, loss: 1.5174 +2025-05-27 11:43:15,822 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:55:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5122, loss: 1.5122 +2025-05-27 11:43:59,131 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:54:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.5471, loss: 1.5471 +2025-05-27 11:44:42,529 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:53:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4818, loss: 1.4818 +2025-05-27 11:45:26,018 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:52:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-05-27 11:46:09,446 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:52:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5341, loss: 1.5341 +2025-05-27 11:46:52,739 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:51:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5458, loss: 1.5458 +2025-05-27 11:47:35,961 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:50:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5771, loss: 1.5771 +2025-05-27 11:48:19,271 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:49:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5806, loss: 1.5806 +2025-05-27 11:49:02,507 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:49:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5765, loss: 1.5765 +2025-05-27 11:49:45,688 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:48:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5758, loss: 1.5758 +2025-05-27 11:50:28,925 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:47:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4916, loss: 1.4916 +2025-05-27 11:51:12,130 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:46:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6354, loss: 1.6354 +2025-05-27 11:51:55,290 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:46:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6112, loss: 1.6112 +2025-05-27 11:52:38,501 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:45:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5625, loss: 1.5625 +2025-05-27 11:53:21,669 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:44:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-27 11:54:04,872 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5497, loss: 1.5497 +2025-05-27 11:54:48,127 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:43:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5677, loss: 1.5677 +2025-05-27 11:55:31,421 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:42:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5104, loss: 1.5104 +2025-05-27 11:56:14,730 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:41:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5077, loss: 1.5077 +2025-05-27 11:56:57,997 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:40:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5865, loss: 1.5865 +2025-05-27 11:57:41,232 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:40:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6654, loss: 1.6654 +2025-05-27 11:57:44,337 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:59:02,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:59:02,074 - pyskl - INFO - +top1_acc 0.8898 +top5_acc 0.9837 +2025-05-27 11:59:02,077 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8898, top5_acc: 0.9837 +2025-05-27 12:00:06,507 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:39:31, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4984, loss: 1.4984 +2025-05-27 12:00:49,700 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:38:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5378, loss: 1.5378 +2025-05-27 12:01:32,925 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:38:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5235, loss: 1.5235 +2025-05-27 12:02:16,112 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:37:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5770, loss: 1.5770 +2025-05-27 12:02:59,282 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:36:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.4848, loss: 1.4848 +2025-05-27 12:03:42,525 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:35:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4910, loss: 1.4910 +2025-05-27 12:04:25,879 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:35:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5428, loss: 1.5428 +2025-05-27 12:05:09,413 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:34:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5141, loss: 1.5141 +2025-05-27 12:05:52,790 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:33:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.5737, loss: 1.5737 +2025-05-27 12:06:36,109 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:32:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5073, loss: 1.5073 +2025-05-27 12:07:19,406 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:32:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-05-27 12:08:02,697 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:31:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4999, loss: 1.4999 +2025-05-27 12:08:46,044 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:30:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5433, loss: 1.5433 +2025-05-27 12:09:29,355 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:29:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5739, loss: 1.5739 +2025-05-27 12:10:12,650 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:29:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4958, loss: 1.4958 +2025-05-27 12:10:55,855 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:28:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6126, loss: 1.6126 +2025-05-27 12:11:39,127 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:27:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6148, loss: 1.6148 +2025-05-27 12:12:22,404 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:26:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5174, loss: 1.5174 +2025-05-27 12:13:05,635 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:26:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6039, loss: 1.6039 +2025-05-27 12:13:48,814 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:25:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5941, loss: 1.5941 +2025-05-27 12:14:32,102 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:24:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.4828, loss: 1.4828 +2025-05-27 12:15:15,434 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:23:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6422, loss: 1.6422 +2025-05-27 12:15:58,770 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:23:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6037, loss: 1.6037 +2025-05-27 12:16:41,995 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:22:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5321, loss: 1.5321 +2025-05-27 12:17:25,362 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:21:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5059, loss: 1.5059 +2025-05-27 12:17:28,513 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 12:18:45,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:18:45,558 - pyskl - INFO - +top1_acc 0.8999 +top5_acc 0.9858 +2025-05-27 12:18:45,611 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_110.pth was removed +2025-05-27 12:18:46,614 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-27 12:18:46,615 - pyskl - INFO - Best top1_acc is 0.8999 at 113 epoch. +2025-05-27 12:18:46,617 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8999, top5_acc: 0.9858 +2025-05-27 12:19:50,991 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:21:05, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4702, loss: 1.4702 +2025-05-27 12:20:34,366 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:20:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4386, loss: 1.4386 +2025-05-27 12:21:17,777 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:19:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.5276, loss: 1.5276 +2025-05-27 12:22:01,129 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:18:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4892, loss: 1.4892 +2025-05-27 12:22:44,508 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:18:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5499, loss: 1.5499 +2025-05-27 12:23:27,975 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:17:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.4773, loss: 1.4773 +2025-05-27 12:24:11,502 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:16:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5327, loss: 1.5327 +2025-05-27 12:24:55,002 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:15:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-05-27 12:25:38,338 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:15:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4827, loss: 1.4827 +2025-05-27 12:26:21,575 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:14:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4727, loss: 1.4727 +2025-05-27 12:27:04,808 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:13:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5197, loss: 1.5197 +2025-05-27 12:27:48,084 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:12:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5324, loss: 1.5324 +2025-05-27 12:28:31,376 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:12:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5315, loss: 1.5315 +2025-05-27 12:29:15,051 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:11:28, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5272, loss: 1.5272 +2025-05-27 12:29:58,578 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:10:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5191, loss: 1.5191 +2025-05-27 12:30:41,909 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:09:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.4858, loss: 1.4858 +2025-05-27 12:31:25,282 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:09:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5150, loss: 1.5150 +2025-05-27 12:32:08,629 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:08:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4758, loss: 1.4758 +2025-05-27 12:32:51,943 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:07:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4943, loss: 1.4943 +2025-05-27 12:33:35,243 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 11:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4721, loss: 1.4721 +2025-05-27 12:34:18,539 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 11:06:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.5072, loss: 1.5072 +2025-05-27 12:35:01,806 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 11:05:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5373, loss: 1.5373 +2025-05-27 12:35:45,129 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 11:04:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5879, loss: 1.5879 +2025-05-27 12:36:28,413 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 11:04:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5468, loss: 1.5468 +2025-05-27 12:37:11,697 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 11:03:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5359, loss: 1.5359 +2025-05-27 12:37:14,824 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:38:32,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:38:32,401 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9868 +2025-05-27 12:38:32,403 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8962, top5_acc: 0.9868 +2025-05-27 12:39:36,528 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 11:02:39, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4309, loss: 1.4309 +2025-05-27 12:40:19,938 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 11:01:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4176, loss: 1.4176 +2025-05-27 12:41:03,386 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 11:01:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4687, loss: 1.4687 +2025-05-27 12:41:46,677 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 11:00:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4713, loss: 1.4713 +2025-05-27 12:42:30,113 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:59:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4551, loss: 1.4551 +2025-05-27 12:43:13,511 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:58:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4883, loss: 1.4883 +2025-05-27 12:43:56,791 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:58:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4899, loss: 1.4899 +2025-05-27 12:44:40,099 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:57:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4561, loss: 1.4561 +2025-05-27 12:45:23,403 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:56:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4433, loss: 1.4433 +2025-05-27 12:46:06,635 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:55:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4729, loss: 1.4729 +2025-05-27 12:46:49,878 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:55:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4877, loss: 1.4877 +2025-05-27 12:47:33,202 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:54:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5067, loss: 1.5067 +2025-05-27 12:48:16,494 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5075, loss: 1.5075 +2025-05-27 12:48:59,805 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:53:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5795, loss: 1.5795 +2025-05-27 12:49:43,152 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5335, loss: 1.5335 +2025-05-27 12:50:26,505 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:51:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4827, loss: 1.4827 +2025-05-27 12:51:09,941 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:50:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-05-27 12:51:53,374 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:50:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5886, loss: 1.5886 +2025-05-27 12:52:36,770 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4728, loss: 1.4728 +2025-05-27 12:53:20,157 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:48:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4734, loss: 1.4734 +2025-05-27 12:54:03,502 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:47:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5457, loss: 1.5457 +2025-05-27 12:54:46,769 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:47:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4931, loss: 1.4931 +2025-05-27 12:55:30,170 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:46:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.4971, loss: 1.4971 +2025-05-27 12:56:13,469 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:45:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5572, loss: 1.5572 +2025-05-27 12:56:56,798 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-05-27 12:56:59,884 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 13:05:27,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:05:27,160 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9851 +2025-05-27 13:05:27,213 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_113.pth was removed +2025-05-27 13:05:28,204 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-27 13:05:28,206 - pyskl - INFO - Best top1_acc is 0.9037 at 115 epoch. +2025-05-27 13:05:28,208 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.9037, top5_acc: 0.9851 +2025-05-27 13:06:32,481 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:44:13, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-05-27 13:07:15,690 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:43:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4832, loss: 1.4832 +2025-05-27 13:07:59,036 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:42:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4095, loss: 1.4095 +2025-05-27 13:08:42,300 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:42:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-05-27 13:09:25,798 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:41:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4257, loss: 1.4257 +2025-05-27 13:10:09,194 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:40:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4393, loss: 1.4393 +2025-05-27 13:10:52,659 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:39:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4541, loss: 1.4541 +2025-05-27 13:11:35,983 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:39:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3738, loss: 1.3738 +2025-05-27 13:12:19,342 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:38:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-05-27 13:13:02,654 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:37:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.4728, loss: 1.4728 +2025-05-27 13:13:45,942 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4815, loss: 1.4815 +2025-05-27 13:14:29,347 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:36:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4388, loss: 1.4388 +2025-05-27 13:15:12,704 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:35:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-05-27 13:15:56,061 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:34:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-05-27 13:16:39,303 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:33:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4728, loss: 1.4728 +2025-05-27 13:17:22,632 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:33:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4653, loss: 1.4653 +2025-05-27 13:18:05,976 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4482, loss: 1.4482 +2025-05-27 13:18:49,352 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:31:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4967, loss: 1.4967 +2025-05-27 13:19:32,747 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:30:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4791, loss: 1.4791 +2025-05-27 13:20:16,053 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:30:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5026, loss: 1.5026 +2025-05-27 13:20:59,405 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.4808, loss: 1.4808 +2025-05-27 13:21:42,696 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-05-27 13:22:25,980 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:27:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4576, loss: 1.4576 +2025-05-27 13:23:09,233 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5210, loss: 1.5210 +2025-05-27 13:23:52,514 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:26:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5427, loss: 1.5427 +2025-05-27 13:23:55,625 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 13:25:12,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:25:12,948 - pyskl - INFO - +top1_acc 0.8981 +top5_acc 0.9851 +2025-05-27 13:25:12,950 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8981, top5_acc: 0.9851 +2025-05-27 13:26:17,100 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:25:47, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4652, loss: 1.4652 +2025-05-27 13:27:00,389 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:25:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-05-27 13:27:43,746 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:24:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-05-27 13:28:27,148 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:23:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4873, loss: 1.4873 +2025-05-27 13:29:10,479 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:22:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4090, loss: 1.4090 +2025-05-27 13:29:53,920 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:22:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-05-27 13:30:37,509 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:21:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-05-27 13:31:20,949 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:20:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4929, loss: 1.4929 +2025-05-27 13:32:04,355 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:19:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4469, loss: 1.4469 +2025-05-27 13:32:47,643 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:19:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4662, loss: 1.4662 +2025-05-27 13:33:31,062 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:18:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4387, loss: 1.4387 +2025-05-27 13:34:14,457 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:17:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4285, loss: 1.4285 +2025-05-27 13:34:57,861 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:16:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3938, loss: 1.3938 +2025-05-27 13:35:41,214 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:16:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-05-27 13:36:24,578 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:15:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4725, loss: 1.4725 +2025-05-27 13:37:07,871 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:14:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5351, loss: 1.5351 +2025-05-27 13:37:51,262 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:13:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4532, loss: 1.4532 +2025-05-27 13:38:34,604 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:13:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4596, loss: 1.4596 +2025-05-27 13:39:17,974 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:12:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-05-27 13:40:01,410 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:11:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4274, loss: 1.4274 +2025-05-27 13:40:44,723 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:11:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4623, loss: 1.4623 +2025-05-27 13:41:28,126 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:10:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4177, loss: 1.4177 +2025-05-27 13:42:11,810 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:09:31, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4635, loss: 1.4635 +2025-05-27 13:42:55,286 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:08:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-05-27 13:43:38,728 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:08:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4116, loss: 1.4116 +2025-05-27 13:43:41,836 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:44:59,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:44:59,212 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9862 +2025-05-27 13:44:59,214 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.9000, top5_acc: 0.9862 +2025-05-27 13:46:03,405 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:07:21, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3924, loss: 1.3924 +2025-05-27 13:46:46,683 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 10:06:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-05-27 13:47:29,994 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 10:05:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3918, loss: 1.3918 +2025-05-27 13:48:13,347 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 10:05:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-27 13:48:56,984 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 10:04:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3407, loss: 1.3407 +2025-05-27 13:49:40,319 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 10:03:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3999, loss: 1.3999 +2025-05-27 13:50:23,670 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 10:02:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3268, loss: 1.3268 +2025-05-27 13:51:07,283 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 10:02:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3942, loss: 1.3942 +2025-05-27 13:51:50,657 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 10:01:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-05-27 13:52:34,018 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 10:00:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-05-27 13:53:17,371 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:59:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3882, loss: 1.3882 +2025-05-27 13:54:00,611 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:59:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.4171, loss: 1.4171 +2025-05-27 13:54:43,863 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:58:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-05-27 13:55:27,120 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:57:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5293, loss: 1.5293 +2025-05-27 13:56:10,344 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:57:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4148, loss: 1.4148 +2025-05-27 13:56:53,778 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:56:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-05-27 13:57:36,981 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:55:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-05-27 13:58:20,311 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:54:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-05-27 13:59:03,675 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:54:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4358, loss: 1.4358 +2025-05-27 13:59:47,026 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:53:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4371, loss: 1.4371 +2025-05-27 14:00:30,349 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:52:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3943, loss: 1.3943 +2025-05-27 14:01:13,702 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:51:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4120, loss: 1.4120 +2025-05-27 14:01:57,044 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:51:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4385, loss: 1.4385 +2025-05-27 14:02:40,380 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:50:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-05-27 14:03:23,687 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:49:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4052, loss: 1.4052 +2025-05-27 14:03:26,745 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 14:04:43,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:04:44,033 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9848 +2025-05-27 14:04:44,035 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8960, top5_acc: 0.9848 +2025-05-27 14:05:48,851 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:48:55, time: 0.648, data_time: 0.212, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3757, loss: 1.3757 +2025-05-27 14:06:32,275 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:48:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-05-27 14:07:15,646 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:47:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-05-27 14:07:58,870 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:46:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3419, loss: 1.3419 +2025-05-27 14:08:42,366 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:45:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3415, loss: 1.3415 +2025-05-27 14:09:26,088 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:45:14, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3499, loss: 1.3499 +2025-05-27 14:10:10,085 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:44:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-05-27 14:10:53,766 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:43:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3546, loss: 1.3546 +2025-05-27 14:11:37,328 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:43:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4110, loss: 1.4110 +2025-05-27 14:12:20,840 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:42:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3586, loss: 1.3586 +2025-05-27 14:13:04,394 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:41:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-05-27 14:13:48,001 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:40:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4034, loss: 1.4034 +2025-05-27 14:14:31,499 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:40:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3490, loss: 1.3490 +2025-05-27 14:15:15,065 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:39:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-05-27 14:15:58,681 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:38:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4230, loss: 1.4230 +2025-05-27 14:16:42,284 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:37:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4169, loss: 1.4169 +2025-05-27 14:17:25,693 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:37:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4303, loss: 1.4303 +2025-05-27 14:18:09,285 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:36:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 +2025-05-27 14:18:52,663 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:35:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3483, loss: 1.3483 +2025-05-27 14:19:36,242 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:34:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3645, loss: 1.3645 +2025-05-27 14:20:19,632 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:34:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 +2025-05-27 14:21:02,996 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:33:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-05-27 14:21:46,351 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:32:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4015, loss: 1.4015 +2025-05-27 14:22:29,668 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:31:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3738, loss: 1.3738 +2025-05-27 14:23:12,982 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:31:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4453, loss: 1.4453 +2025-05-27 14:23:16,106 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 14:24:33,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:24:33,483 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9854 +2025-05-27 14:24:33,486 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8960, top5_acc: 0.9854 +2025-05-27 14:25:37,419 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:30:30, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3545, loss: 1.3545 +2025-05-27 14:26:20,690 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:29:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3449, loss: 1.3449 +2025-05-27 14:27:04,014 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:29:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.4305, loss: 1.4305 +2025-05-27 14:27:47,402 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:28:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3949, loss: 1.3949 +2025-05-27 14:28:30,695 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:27:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3344, loss: 1.3344 +2025-05-27 14:29:14,054 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3758, loss: 1.3758 +2025-05-27 14:29:57,318 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:26:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3740, loss: 1.3740 +2025-05-27 14:30:40,595 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:25:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2981, loss: 1.2981 +2025-05-27 14:31:23,926 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:24:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3453, loss: 1.3453 +2025-05-27 14:32:07,170 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:23:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3347, loss: 1.3347 +2025-05-27 14:32:50,481 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:23:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3213, loss: 1.3213 +2025-05-27 14:33:33,745 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:22:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3376, loss: 1.3376 +2025-05-27 14:34:16,981 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:21:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3779, loss: 1.3779 +2025-05-27 14:35:00,317 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:20:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-05-27 14:35:43,679 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:20:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4063, loss: 1.4063 +2025-05-27 14:36:27,024 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:19:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4075, loss: 1.4075 +2025-05-27 14:37:10,490 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:18:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-05-27 14:37:53,889 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:17:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3818, loss: 1.3818 +2025-05-27 14:38:37,218 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:17:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3887, loss: 1.3887 +2025-05-27 14:39:20,466 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:16:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3234, loss: 1.3234 +2025-05-27 14:40:03,726 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:15:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-05-27 14:40:46,951 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:14:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3450, loss: 1.3450 +2025-05-27 14:41:30,165 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:14:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3233, loss: 1.3233 +2025-05-27 14:42:13,342 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:13:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3414, loss: 1.3414 +2025-05-27 14:42:56,527 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:12:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-05-27 14:42:59,649 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:51:16,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:51:16,423 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9868 +2025-05-27 14:51:16,473 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_115.pth was removed +2025-05-27 14:51:17,453 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-05-27 14:51:17,454 - pyskl - INFO - Best top1_acc is 0.9111 at 120 epoch. +2025-05-27 14:51:17,457 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9111, top5_acc: 0.9868 +2025-05-27 14:52:21,849 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:12:04, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3307, loss: 1.3307 +2025-05-27 14:53:05,066 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:11:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-27 14:53:48,277 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:10:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3140, loss: 1.3140 +2025-05-27 14:54:31,658 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:09:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-05-27 14:55:15,115 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:09:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-05-27 14:55:58,438 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:08:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-05-27 14:56:41,890 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:07:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2796, loss: 1.2796 +2025-05-27 14:57:25,295 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:06:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3449, loss: 1.3449 +2025-05-27 14:58:08,658 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:06:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-05-27 14:58:51,909 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 9:05:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3390, loss: 1.3390 +2025-05-27 14:59:35,161 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 9:04:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-05-27 15:00:18,514 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 9:03:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2508, loss: 1.2508 +2025-05-27 15:01:01,771 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 9:03:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2985, loss: 1.2985 +2025-05-27 15:01:45,000 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 9:02:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3428, loss: 1.3428 +2025-05-27 15:02:28,297 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 9:01:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3057, loss: 1.3057 +2025-05-27 15:03:11,520 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 9:00:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-05-27 15:03:54,706 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 9:00:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-05-27 15:04:37,908 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:59:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3379, loss: 1.3379 +2025-05-27 15:05:21,232 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:58:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3337, loss: 1.3337 +2025-05-27 15:06:04,663 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:58:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3787, loss: 1.3787 +2025-05-27 15:06:47,975 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:57:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4114, loss: 1.4114 +2025-05-27 15:07:31,419 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:56:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3360, loss: 1.3360 +2025-05-27 15:08:14,587 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:55:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 +2025-05-27 15:08:57,850 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:55:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3349, loss: 1.3349 +2025-05-27 15:09:41,148 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:54:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-05-27 15:09:44,310 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 15:11:01,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:11:01,219 - pyskl - INFO - +top1_acc 0.9035 +top5_acc 0.9859 +2025-05-27 15:11:01,222 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9035, top5_acc: 0.9859 +2025-05-27 15:12:05,949 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:53:38, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3444, loss: 1.3444 +2025-05-27 15:12:49,300 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:52:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2777, loss: 1.2777 +2025-05-27 15:13:32,692 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:52:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 +2025-05-27 15:14:16,133 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:51:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3018, loss: 1.3018 +2025-05-27 15:14:59,490 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:50:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3516, loss: 1.3516 +2025-05-27 15:15:42,822 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3136, loss: 1.3136 +2025-05-27 15:16:26,298 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:49:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3177, loss: 1.3177 +2025-05-27 15:17:09,730 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:48:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2922, loss: 1.2922 +2025-05-27 15:17:52,989 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:47:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2944, loss: 1.2944 +2025-05-27 15:18:36,349 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:46:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-05-27 15:19:19,696 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:46:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3230, loss: 1.3230 +2025-05-27 15:20:03,088 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:45:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3350, loss: 1.3350 +2025-05-27 15:20:46,438 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:44:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3609, loss: 1.3609 +2025-05-27 15:21:29,798 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:44:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3368, loss: 1.3368 +2025-05-27 15:22:13,178 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:43:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-05-27 15:22:56,497 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:42:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2811, loss: 1.2811 +2025-05-27 15:23:39,862 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:41:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-05-27 15:24:23,049 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:41:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3220, loss: 1.3220 +2025-05-27 15:25:06,507 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:40:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2775, loss: 1.2775 +2025-05-27 15:25:50,218 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:39:37, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3101, loss: 1.3101 +2025-05-27 15:26:33,742 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:38:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3191, loss: 1.3191 +2025-05-27 15:27:17,162 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:38:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-05-27 15:28:00,503 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:37:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2666, loss: 1.2666 +2025-05-27 15:28:43,855 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:36:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3172, loss: 1.3172 +2025-05-27 15:29:27,207 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:35:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2951, loss: 1.2951 +2025-05-27 15:29:30,331 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 15:30:47,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:30:47,559 - pyskl - INFO - +top1_acc 0.9062 +top5_acc 0.9865 +2025-05-27 15:30:47,562 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.9062, top5_acc: 0.9865 +2025-05-27 15:31:51,887 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:35:12, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-05-27 15:32:35,102 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:34:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2579, loss: 1.2579 +2025-05-27 15:33:18,456 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:33:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2682, loss: 1.2682 +2025-05-27 15:34:01,875 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:33:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-05-27 15:34:45,306 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:32:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3384, loss: 1.3384 +2025-05-27 15:35:28,755 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:31:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-05-27 15:36:12,325 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:30:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3013, loss: 1.3013 +2025-05-27 15:36:55,844 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:30:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-05-27 15:37:39,483 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:29:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3012, loss: 1.3012 +2025-05-27 15:38:23,274 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:28:34, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2569, loss: 1.2569 +2025-05-27 15:39:06,640 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:27:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3309, loss: 1.3309 +2025-05-27 15:39:49,998 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:27:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3150, loss: 1.3150 +2025-05-27 15:40:33,427 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:26:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2813, loss: 1.2813 +2025-05-27 15:41:16,823 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:25:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 +2025-05-27 15:42:00,182 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:24:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2504, loss: 1.2504 +2025-05-27 15:42:43,461 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:24:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2808, loss: 1.2808 +2025-05-27 15:43:26,859 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:23:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-05-27 15:44:10,098 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:22:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-05-27 15:44:53,590 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:21:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-05-27 15:45:37,040 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:21:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3044, loss: 1.3044 +2025-05-27 15:46:20,463 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:20:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3038, loss: 1.3038 +2025-05-27 15:47:03,874 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:19:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2944, loss: 1.2944 +2025-05-27 15:47:47,163 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:18:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3157, loss: 1.3157 +2025-05-27 15:48:30,555 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:18:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3341, loss: 1.3341 +2025-05-27 15:49:13,950 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:17:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-05-27 15:49:17,062 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:50:34,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:50:34,227 - pyskl - INFO - +top1_acc 0.9062 +top5_acc 0.9867 +2025-05-27 15:50:34,229 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9062, top5_acc: 0.9867 +2025-05-27 15:51:38,513 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:16:47, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-05-27 15:52:21,812 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:16:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3152, loss: 1.3152 +2025-05-27 15:53:05,234 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:15:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2968, loss: 1.2968 +2025-05-27 15:53:48,626 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:14:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2780, loss: 1.2780 +2025-05-27 15:54:31,897 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:13:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2799, loss: 1.2799 +2025-05-27 15:55:15,131 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:13:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2580, loss: 1.2580 +2025-05-27 15:55:58,608 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:12:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2587, loss: 1.2587 +2025-05-27 15:56:41,746 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:11:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3241, loss: 1.3241 +2025-05-27 15:57:24,953 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:10:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3040, loss: 1.3040 +2025-05-27 15:58:08,176 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:10:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2969, loss: 1.2969 +2025-05-27 15:58:51,366 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:09:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2476, loss: 1.2476 +2025-05-27 15:59:34,506 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:08:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 16:00:17,732 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:07:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2772, loss: 1.2772 +2025-05-27 16:01:00,884 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:07:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2876, loss: 1.2876 +2025-05-27 16:01:44,147 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:06:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2635, loss: 1.2635 +2025-05-27 16:02:27,506 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:05:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2495, loss: 1.2495 +2025-05-27 16:03:10,773 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 8:04:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2539, loss: 1.2539 +2025-05-27 16:03:54,083 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 8:04:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-05-27 16:04:37,542 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 8:03:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3303, loss: 1.3303 +2025-05-27 16:05:20,848 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 8:02:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-05-27 16:06:04,174 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 8:02:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3015, loss: 1.3015 +2025-05-27 16:06:47,427 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 8:01:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-05-27 16:07:30,648 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 8:00:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-05-27 16:08:13,902 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:59:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2849, loss: 1.2849 +2025-05-27 16:08:57,060 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:59:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-05-27 16:09:00,110 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 16:10:16,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:10:16,935 - pyskl - INFO - +top1_acc 0.9105 +top5_acc 0.9873 +2025-05-27 16:10:16,938 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9105, top5_acc: 0.9873 +2025-05-27 16:11:21,129 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:58:21, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-05-27 16:12:04,423 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:57:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2218, loss: 1.2218 +2025-05-27 16:12:47,826 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:56:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2913, loss: 1.2913 +2025-05-27 16:13:31,079 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:56:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-05-27 16:14:14,252 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:55:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-05-27 16:14:57,709 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:54:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2156, loss: 1.2156 +2025-05-27 16:15:41,051 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:53:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2200, loss: 1.2200 +2025-05-27 16:16:24,324 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:53:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-05-27 16:17:07,586 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:52:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2403, loss: 1.2403 +2025-05-27 16:17:50,864 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:51:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-05-27 16:18:34,142 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2090, loss: 1.2090 +2025-05-27 16:19:17,453 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:50:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2408, loss: 1.2408 +2025-05-27 16:20:00,802 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:49:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2181, loss: 1.2181 +2025-05-27 16:20:44,192 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:48:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1882, loss: 1.1882 +2025-05-27 16:21:27,614 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:48:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2460, loss: 1.2460 +2025-05-27 16:22:10,947 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:47:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2618, loss: 1.2618 +2025-05-27 16:22:54,310 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:46:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2449, loss: 1.2449 +2025-05-27 16:23:37,724 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:45:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 +2025-05-27 16:24:21,158 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:45:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-05-27 16:25:04,555 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:44:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2784, loss: 1.2784 +2025-05-27 16:25:48,012 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:43:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2441, loss: 1.2441 +2025-05-27 16:26:31,330 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:42:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-05-27 16:27:14,658 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:42:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 +2025-05-27 16:27:57,899 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:41:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-05-27 16:28:41,172 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:40:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2493, loss: 1.2493 +2025-05-27 16:28:44,300 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:37:56,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:37:56,521 - pyskl - INFO - +top1_acc 0.9025 +top5_acc 0.9851 +2025-05-27 16:37:56,524 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9025, top5_acc: 0.9851 +2025-05-27 16:39:00,887 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:39:55, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2604, loss: 1.2604 +2025-05-27 16:39:44,343 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:39:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-05-27 16:40:27,706 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:38:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2494, loss: 1.2494 +2025-05-27 16:41:11,037 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:37:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2660, loss: 1.2660 +2025-05-27 16:41:54,515 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:36:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2387, loss: 1.2387 +2025-05-27 16:42:37,858 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:36:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2640, loss: 1.2640 +2025-05-27 16:43:21,256 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1957, loss: 1.1957 +2025-05-27 16:44:04,369 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:34:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1982, loss: 1.1982 +2025-05-27 16:44:47,702 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:34:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2410, loss: 1.2410 +2025-05-27 16:45:31,071 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:33:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2191, loss: 1.2191 +2025-05-27 16:46:14,428 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:32:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-05-27 16:46:57,715 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:31:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1985, loss: 1.1985 +2025-05-27 16:47:41,048 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:31:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2112, loss: 1.2112 +2025-05-27 16:48:24,392 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-05-27 16:49:07,717 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:29:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-05-27 16:49:50,922 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:28:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2000, loss: 1.2000 +2025-05-27 16:50:34,182 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:28:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1877, loss: 1.1877 +2025-05-27 16:51:17,436 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:27:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2470, loss: 1.2470 +2025-05-27 16:52:00,830 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:26:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2362, loss: 1.2362 +2025-05-27 16:52:44,199 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:25:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1974, loss: 1.1974 +2025-05-27 16:53:27,639 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:25:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-05-27 16:54:10,917 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:24:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.1983, loss: 1.1983 +2025-05-27 16:54:54,260 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:23:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1718, loss: 1.1718 +2025-05-27 16:55:37,621 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:22:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2086, loss: 1.2086 +2025-05-27 16:56:20,793 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:22:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2322, loss: 1.2322 +2025-05-27 16:56:23,897 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:57:40,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:57:40,969 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9876 +2025-05-27 16:57:41,023 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_120.pth was removed +2025-05-27 16:57:42,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:57:42,043 - pyskl - INFO - Best top1_acc is 0.9131 at 126 epoch. +2025-05-27 16:57:42,045 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9131, top5_acc: 0.9876 +2025-05-27 16:58:46,306 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:21:29, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1706, loss: 1.1706 +2025-05-27 16:59:29,625 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:20:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2155, loss: 1.2155 +2025-05-27 17:00:12,902 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:20:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2197, loss: 1.2197 +2025-05-27 17:00:56,223 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:19:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1653, loss: 1.1653 +2025-05-27 17:01:39,758 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:18:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-05-27 17:02:23,179 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:17:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1741, loss: 1.1741 +2025-05-27 17:03:06,582 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:17:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2034, loss: 1.2034 +2025-05-27 17:03:49,874 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:16:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2132, loss: 1.2132 +2025-05-27 17:04:33,239 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:15:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1843, loss: 1.1843 +2025-05-27 17:05:16,635 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:14:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-05-27 17:05:59,981 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:14:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2393, loss: 1.2393 +2025-05-27 17:06:43,370 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:13:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1865, loss: 1.1865 +2025-05-27 17:07:26,673 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:12:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1563, loss: 1.1563 +2025-05-27 17:08:09,967 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2165, loss: 1.2165 +2025-05-27 17:08:53,291 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:11:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1811, loss: 1.1811 +2025-05-27 17:09:36,574 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:10:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2524, loss: 1.2524 +2025-05-27 17:10:19,866 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:09:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2252, loss: 1.2252 +2025-05-27 17:11:03,374 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:08:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1984, loss: 1.1984 +2025-05-27 17:11:46,746 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:08:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2260, loss: 1.2260 +2025-05-27 17:12:30,041 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:07:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1792, loss: 1.1792 +2025-05-27 17:13:13,206 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:06:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1993, loss: 1.1993 +2025-05-27 17:13:56,427 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:06:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2336, loss: 1.2336 +2025-05-27 17:14:39,675 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:05:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-27 17:15:22,924 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 7:04:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-05-27 17:16:06,209 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 7:03:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1913, loss: 1.1913 +2025-05-27 17:16:09,290 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 17:17:26,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:17:26,394 - pyskl - INFO - +top1_acc 0.9132 +top5_acc 0.9871 +2025-05-27 17:17:26,446 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_126.pth was removed +2025-05-27 17:17:27,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-27 17:17:27,421 - pyskl - INFO - Best top1_acc is 0.9132 at 127 epoch. +2025-05-27 17:17:27,423 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9132, top5_acc: 0.9871 +2025-05-27 17:18:31,902 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 7:03:03, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1732, loss: 1.1732 +2025-05-27 17:19:15,286 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 7:02:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1515, loss: 1.1515 +2025-05-27 17:19:58,743 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 7:01:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1617, loss: 1.1617 +2025-05-27 17:20:42,094 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 7:00:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1664, loss: 1.1664 +2025-05-27 17:21:25,533 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 7:00:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1776, loss: 1.1776 +2025-05-27 17:22:08,935 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1720, loss: 1.1720 +2025-05-27 17:22:52,295 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:58:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-05-27 17:23:35,678 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:57:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1997, loss: 1.1997 +2025-05-27 17:24:18,990 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:57:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2275, loss: 1.2275 +2025-05-27 17:25:02,290 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:56:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2040, loss: 1.2040 +2025-05-27 17:25:45,670 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:55:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2491, loss: 1.2491 +2025-05-27 17:26:29,106 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:54:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2674, loss: 1.2674 +2025-05-27 17:27:12,437 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:54:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2207, loss: 1.2207 +2025-05-27 17:27:55,789 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:53:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2519, loss: 1.2519 +2025-05-27 17:28:39,142 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:52:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1996, loss: 1.1996 +2025-05-27 17:29:22,412 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:52:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1758, loss: 1.1758 +2025-05-27 17:30:05,729 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:51:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1933, loss: 1.1933 +2025-05-27 17:30:49,432 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:50:31, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-05-27 17:31:33,213 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:49:47, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2021, loss: 1.2021 +2025-05-27 17:32:16,926 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:49:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1714, loss: 1.1714 +2025-05-27 17:33:00,338 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:48:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1759, loss: 1.1759 +2025-05-27 17:33:43,878 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:47:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1816, loss: 1.1816 +2025-05-27 17:34:27,303 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:46:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1747, loss: 1.1747 +2025-05-27 17:35:10,743 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:46:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1350, loss: 1.1350 +2025-05-27 17:35:54,133 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:45:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1503, loss: 1.1503 +2025-05-27 17:35:57,283 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:37:14,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:37:14,513 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9880 +2025-05-27 17:37:14,516 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9108, top5_acc: 0.9880 +2025-05-27 17:38:19,072 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:44:38, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1597, loss: 1.1597 +2025-05-27 17:39:02,304 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1549, loss: 1.1549 +2025-05-27 17:39:45,521 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:43:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1893, loss: 1.1893 +2025-05-27 17:40:28,761 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:42:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1603, loss: 1.1603 +2025-05-27 17:41:12,136 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:41:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2025, loss: 1.2025 +2025-05-27 17:41:55,634 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:40:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1779, loss: 1.1779 +2025-05-27 17:42:38,967 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:40:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1686, loss: 1.1686 +2025-05-27 17:43:22,234 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:39:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1694, loss: 1.1694 +2025-05-27 17:44:05,525 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:38:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1877, loss: 1.1877 +2025-05-27 17:44:48,790 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:38:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1522, loss: 1.1522 +2025-05-27 17:45:32,139 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:37:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1741, loss: 1.1741 +2025-05-27 17:46:15,377 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:36:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-05-27 17:46:58,897 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:35:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1850, loss: 1.1850 +2025-05-27 17:47:42,318 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:35:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-05-27 17:48:25,704 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:34:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1753, loss: 1.1753 +2025-05-27 17:49:09,011 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:33:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1768, loss: 1.1768 +2025-05-27 17:49:52,482 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:32:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2027, loss: 1.2027 +2025-05-27 17:50:35,901 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:32:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.1694, loss: 1.1694 +2025-05-27 17:51:19,226 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:31:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 +2025-05-27 17:52:02,586 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:30:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1887, loss: 1.1887 +2025-05-27 17:52:45,922 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:29:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1760, loss: 1.1760 +2025-05-27 17:53:29,413 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:29:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-05-27 17:54:12,788 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:28:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-27 17:54:56,177 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:27:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 17:55:39,467 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:26:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-05-27 17:55:42,585 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:56:59,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:56:59,724 - pyskl - INFO - +top1_acc 0.9119 +top5_acc 0.9873 +2025-05-27 17:56:59,727 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9119, top5_acc: 0.9873 +2025-05-27 17:58:04,231 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:26:12, time: 0.645, data_time: 0.209, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-27 17:58:47,738 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:25:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-27 17:59:31,194 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:24:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1878, loss: 1.1878 +2025-05-27 18:00:14,589 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:24:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-05-27 18:00:57,936 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:23:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 +2025-05-27 18:01:41,512 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:22:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-05-27 18:02:24,785 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:21:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1098, loss: 1.1098 +2025-05-27 18:03:08,093 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:21:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1672, loss: 1.1672 +2025-05-27 18:03:51,415 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:20:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1436, loss: 1.1436 +2025-05-27 18:04:34,791 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:19:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1510, loss: 1.1510 +2025-05-27 18:05:18,125 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1983, loss: 1.1983 +2025-05-27 18:06:01,407 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:18:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-05-27 18:06:44,613 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:17:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1181, loss: 1.1181 +2025-05-27 18:07:27,843 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:16:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-05-27 18:08:11,205 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:15:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1747, loss: 1.1747 +2025-05-27 18:08:54,510 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:15:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1221, loss: 1.1221 +2025-05-27 18:09:37,724 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:14:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-27 18:10:21,002 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:13:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-27 18:11:04,283 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:12:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1468, loss: 1.1468 +2025-05-27 18:11:47,527 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:12:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1601, loss: 1.1601 +2025-05-27 18:12:30,755 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:11:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-27 18:13:14,044 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:10:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1948, loss: 1.1948 +2025-05-27 18:13:57,308 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:09:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1772, loss: 1.1772 +2025-05-27 18:14:40,583 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:09:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1303, loss: 1.1303 +2025-05-27 18:15:24,217 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:08:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-05-27 18:15:27,311 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 18:24:15,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:24:15,754 - pyskl - INFO - +top1_acc 0.9176 +top5_acc 0.9871 +2025-05-27 18:24:15,812 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_127.pth was removed +2025-05-27 18:24:16,835 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-27 18:24:16,836 - pyskl - INFO - Best top1_acc is 0.9176 at 130 epoch. +2025-05-27 18:24:16,839 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9176, top5_acc: 0.9871 +2025-05-27 18:25:20,666 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:07:46, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1711, loss: 1.1711 +2025-05-27 18:26:03,966 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1531, loss: 1.1531 +2025-05-27 18:26:47,303 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:06:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1431, loss: 1.1431 +2025-05-27 18:27:30,671 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:05:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 +2025-05-27 18:28:14,136 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:04:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-27 18:28:57,799 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:04:05, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1163, loss: 1.1163 +2025-05-27 18:29:41,331 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 6:03:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1440, loss: 1.1440 +2025-05-27 18:30:24,739 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 6:02:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1177, loss: 1.1177 +2025-05-27 18:31:08,037 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 6:01:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1230, loss: 1.1230 +2025-05-27 18:31:51,384 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 6:01:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1218, loss: 1.1218 +2025-05-27 18:32:34,788 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 6:00:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1226, loss: 1.1226 +2025-05-27 18:33:18,208 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:59:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1692, loss: 1.1692 +2025-05-27 18:34:01,591 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-05-27 18:34:44,945 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:58:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1543, loss: 1.1543 +2025-05-27 18:35:28,288 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:57:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1300, loss: 1.1300 +2025-05-27 18:36:11,325 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:56:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1670, loss: 1.1670 +2025-05-27 18:36:54,474 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:55:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1448, loss: 1.1448 +2025-05-27 18:37:37,736 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:55:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 18:38:21,037 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:54:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0845, loss: 1.0845 +2025-05-27 18:39:04,370 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1499, loss: 1.1499 +2025-05-27 18:39:47,726 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:53:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-27 18:40:30,976 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1259, loss: 1.1259 +2025-05-27 18:41:14,285 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:51:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 +2025-05-27 18:41:57,542 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:50:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1301, loss: 1.1301 +2025-05-27 18:42:40,825 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:50:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-27 18:42:43,905 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:44:00,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:44:00,898 - pyskl - INFO - +top1_acc 0.9164 +top5_acc 0.9882 +2025-05-27 18:44:00,900 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9164, top5_acc: 0.9882 +2025-05-27 18:45:05,342 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:49:21, time: 0.644, data_time: 0.209, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1040, loss: 1.1040 +2025-05-27 18:45:48,698 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:48:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1316, loss: 1.1316 +2025-05-27 18:46:31,983 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:47:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1326, loss: 1.1326 +2025-05-27 18:47:15,389 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:47:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1084, loss: 1.1084 +2025-05-27 18:47:58,819 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:46:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1388, loss: 1.1388 +2025-05-27 18:48:42,211 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:45:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1611, loss: 1.1611 +2025-05-27 18:49:25,587 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:44:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-27 18:50:09,006 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1308, loss: 1.1308 +2025-05-27 18:50:52,320 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:43:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1400, loss: 1.1400 +2025-05-27 18:51:35,738 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:42:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1387, loss: 1.1387 +2025-05-27 18:52:19,091 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:41:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-27 18:53:02,495 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:41:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 18:53:45,811 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:40:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-27 18:54:28,916 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:39:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1214, loss: 1.1214 +2025-05-27 18:55:12,152 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:39:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0889, loss: 1.0889 +2025-05-27 18:55:55,565 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:38:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-05-27 18:56:38,979 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:37:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1167, loss: 1.1167 +2025-05-27 18:57:22,369 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:36:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0941, loss: 1.0941 +2025-05-27 18:58:05,726 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:36:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-05-27 18:58:49,020 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:35:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1103, loss: 1.1103 +2025-05-27 18:59:32,367 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:34:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1312, loss: 1.1312 +2025-05-27 19:00:15,671 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:33:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-27 19:00:58,966 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:33:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-27 19:01:42,311 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:32:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-27 19:02:25,590 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:31:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1008, loss: 1.1008 +2025-05-27 19:02:28,741 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 19:03:45,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:03:46,003 - pyskl - INFO - +top1_acc 0.9174 +top5_acc 0.9877 +2025-05-27 19:03:46,006 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9174, top5_acc: 0.9877 +2025-05-27 19:04:49,996 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:30:55, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1200, loss: 1.1200 +2025-05-27 19:05:33,714 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:30:11, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-27 19:06:17,167 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:29:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0960, loss: 1.0960 +2025-05-27 19:07:00,630 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:28:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0941, loss: 1.0941 +2025-05-27 19:07:44,139 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:27:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0953, loss: 1.0953 +2025-05-27 19:08:27,645 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:27:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-27 19:09:11,104 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:26:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0957, loss: 1.0957 +2025-05-27 19:09:54,533 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:25:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 +2025-05-27 19:10:37,850 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:25:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-05-27 19:11:21,141 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:24:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 +2025-05-27 19:12:04,553 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:23:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-05-27 19:12:48,084 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:22:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1131, loss: 1.1131 +2025-05-27 19:13:31,316 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:22:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 19:14:14,416 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:21:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0843, loss: 1.0843 +2025-05-27 19:14:57,651 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:20:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-05-27 19:15:41,206 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:19:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1009, loss: 1.1009 +2025-05-27 19:16:24,675 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:19:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2025-05-27 19:17:08,310 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:18:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-27 19:17:51,748 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:17:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 +2025-05-27 19:18:35,134 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:16:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-27 19:19:18,514 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:16:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 19:20:01,856 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:15:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0801, loss: 1.0801 +2025-05-27 19:20:45,201 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:14:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-05-27 19:21:28,749 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:13:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 +2025-05-27 19:22:12,131 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:13:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0921, loss: 1.0921 +2025-05-27 19:22:15,294 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 19:23:33,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:23:33,194 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9875 +2025-05-27 19:23:33,197 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9142, top5_acc: 0.9875 +2025-05-27 19:24:37,611 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:12:30, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1309, loss: 1.1309 +2025-05-27 19:25:20,906 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:11:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-27 19:26:04,451 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:11:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-05-27 19:26:48,014 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:10:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-05-27 19:27:31,382 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:09:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-05-27 19:28:14,430 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:08:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0788, loss: 1.0788 +2025-05-27 19:28:57,427 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:08:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2025-05-27 19:29:40,547 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:07:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1426, loss: 1.1426 +2025-05-27 19:30:23,789 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:06:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-27 19:31:07,103 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:05:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0982, loss: 1.0982 +2025-05-27 19:31:50,458 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:05:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-27 19:32:33,928 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:04:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-05-27 19:33:17,240 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:03:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0686, loss: 1.0686 +2025-05-27 19:34:00,477 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 5:02:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1016, loss: 1.1016 +2025-05-27 19:34:43,763 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 5:02:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1275, loss: 1.1275 +2025-05-27 19:35:26,965 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 5:01:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-05-27 19:36:10,413 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 5:00:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-27 19:36:53,710 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:59:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1017, loss: 1.1017 +2025-05-27 19:37:36,971 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:59:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1041, loss: 1.1041 +2025-05-27 19:38:20,240 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-27 19:39:03,530 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:57:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-27 19:39:46,863 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:57:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-05-27 19:40:30,258 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:56:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.1061, loss: 1.1061 +2025-05-27 19:41:13,597 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:55:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0960, loss: 1.0960 +2025-05-27 19:41:56,959 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:54:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0973, loss: 1.0973 +2025-05-27 19:42:00,110 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:43:17,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:43:17,154 - pyskl - INFO - +top1_acc 0.9214 +top5_acc 0.9885 +2025-05-27 19:43:17,212 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_130.pth was removed +2025-05-27 19:43:18,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-27 19:43:18,214 - pyskl - INFO - Best top1_acc is 0.9214 at 134 epoch. +2025-05-27 19:43:18,217 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9214, top5_acc: 0.9885 +2025-05-27 19:44:22,063 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:54:04, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0720, loss: 1.0720 +2025-05-27 19:45:05,397 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:53:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-27 19:45:48,726 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:52:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-27 19:46:32,014 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:51:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-05-27 19:47:15,386 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:51:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-27 19:47:58,671 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:50:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-05-27 19:48:41,954 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:49:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-27 19:49:25,411 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:48:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 19:50:08,967 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:48:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-27 19:50:52,520 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:47:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0961, loss: 1.0961 +2025-05-27 19:51:35,915 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:46:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0679, loss: 1.0679 +2025-05-27 19:52:19,171 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:45:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 +2025-05-27 19:53:02,490 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:45:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-27 19:53:45,774 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:44:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0994, loss: 1.0994 +2025-05-27 19:54:29,260 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:43:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-05-27 19:55:12,669 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:43:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0640, loss: 1.0640 +2025-05-27 19:55:55,905 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:42:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1125, loss: 1.1125 +2025-05-27 19:56:39,226 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-27 19:57:22,888 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:40:48, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0953, loss: 1.0953 +2025-05-27 19:58:06,499 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:40:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-05-27 19:58:50,070 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:39:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-05-27 19:59:33,439 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:38:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0536, loss: 1.0536 +2025-05-27 20:00:16,782 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:37:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-27 20:01:00,096 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:37:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-27 20:01:43,435 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:36:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0710, loss: 1.0710 +2025-05-27 20:01:46,520 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 20:11:01,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:11:01,177 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9874 +2025-05-27 20:11:01,180 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9175, top5_acc: 0.9874 +2025-05-27 20:12:05,490 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:35:38, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0528, loss: 1.0528 +2025-05-27 20:12:48,955 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:34:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1013, loss: 1.1013 +2025-05-27 20:13:32,646 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:34:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0678, loss: 1.0678 +2025-05-27 20:14:15,963 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:33:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-27 20:14:59,315 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:32:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 20:15:42,618 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:31:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0663, loss: 1.0663 +2025-05-27 20:16:26,011 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:31:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-05-27 20:17:09,345 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:30:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-27 20:17:52,659 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:29:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 20:18:35,962 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:29:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0519, loss: 1.0519 +2025-05-27 20:19:19,359 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:28:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0552, loss: 1.0552 +2025-05-27 20:20:02,832 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:27:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0827, loss: 1.0827 +2025-05-27 20:20:46,174 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:26:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0849, loss: 1.0849 +2025-05-27 20:21:29,529 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:26:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0595, loss: 1.0595 +2025-05-27 20:22:12,893 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:25:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-27 20:22:56,465 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:24:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0998, loss: 1.0998 +2025-05-27 20:23:39,946 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:23:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-05-27 20:24:23,747 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:23:07, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-27 20:25:07,283 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:22:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-05-27 20:25:50,711 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:21:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1098, loss: 1.1098 +2025-05-27 20:26:34,075 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:20:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-05-27 20:27:17,418 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:20:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-27 20:28:00,655 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:19:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-27 20:28:43,806 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:18:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0972, loss: 1.0972 +2025-05-27 20:29:27,262 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:17:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-05-27 20:29:30,357 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 20:30:47,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:30:47,863 - pyskl - INFO - +top1_acc 0.9234 +top5_acc 0.9881 +2025-05-27 20:30:47,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_134.pth was removed +2025-05-27 20:30:48,922 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-05-27 20:30:48,923 - pyskl - INFO - Best top1_acc is 0.9234 at 136 epoch. +2025-05-27 20:30:48,926 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9234, top5_acc: 0.9881 +2025-05-27 20:31:53,430 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:17:13, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-05-27 20:32:36,808 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:16:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-05-27 20:33:20,316 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:15:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0615, loss: 1.0615 +2025-05-27 20:34:03,633 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:15:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-05-27 20:34:47,018 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:14:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0625, loss: 1.0625 +2025-05-27 20:35:30,331 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:13:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-05-27 20:36:13,619 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:12:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-27 20:36:56,951 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:12:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0587, loss: 1.0587 +2025-05-27 20:37:40,136 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:11:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 20:38:23,434 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:10:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0730, loss: 1.0730 +2025-05-27 20:39:06,530 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:09:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0630, loss: 1.0630 +2025-05-27 20:39:49,837 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:09:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2025-05-27 20:40:33,086 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:08:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-05-27 20:41:16,383 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:07:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-27 20:41:59,784 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:06:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-27 20:42:43,338 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:06:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-05-27 20:43:26,856 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:05:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 +2025-05-27 20:44:10,427 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:04:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-27 20:44:53,880 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:03:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-27 20:45:37,329 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:03:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-05-27 20:46:20,787 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 4:02:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-27 20:47:04,086 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 4:01:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-27 20:47:47,489 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 4:01:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0626, loss: 1.0626 +2025-05-27 20:48:30,829 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 4:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-05-27 20:49:14,154 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:59:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0639, loss: 1.0639 +2025-05-27 20:49:17,278 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:50:34,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:50:35,008 - pyskl - INFO - +top1_acc 0.9232 +top5_acc 0.9880 +2025-05-27 20:50:35,010 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9232, top5_acc: 0.9880 +2025-05-27 20:51:39,391 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:58:47, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-27 20:52:22,812 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:58:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0829, loss: 1.0829 +2025-05-27 20:53:06,225 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:57:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0696, loss: 1.0696 +2025-05-27 20:53:49,790 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:56:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 20:54:33,109 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:55:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-27 20:55:16,467 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:55:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0422, loss: 1.0422 +2025-05-27 20:55:59,768 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:54:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-27 20:56:43,133 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:53:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-27 20:57:26,497 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:52:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0489, loss: 1.0489 +2025-05-27 20:58:09,750 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:52:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-27 20:58:53,149 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:51:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-05-27 20:59:36,508 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:50:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-05-27 21:00:19,797 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-05-27 21:01:03,119 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:49:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-27 21:01:46,546 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:48:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0616, loss: 1.0616 +2025-05-27 21:02:30,107 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:47:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-27 21:03:13,551 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:47:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-27 21:03:56,917 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:46:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-27 21:04:40,233 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:45:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0745, loss: 1.0745 +2025-05-27 21:05:23,490 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:44:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-27 21:06:06,721 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:44:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0437, loss: 1.0437 +2025-05-27 21:06:49,950 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:43:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0403, loss: 1.0403 +2025-05-27 21:07:33,190 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:42:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0799, loss: 1.0799 +2025-05-27 21:08:16,506 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:41:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-05-27 21:08:59,687 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:41:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-27 21:09:02,756 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 21:10:20,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:10:20,301 - pyskl - INFO - +top1_acc 0.9200 +top5_acc 0.9870 +2025-05-27 21:10:20,304 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9200, top5_acc: 0.9870 +2025-05-27 21:11:25,338 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:40:22, time: 0.650, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-27 21:12:08,635 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:39:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-05-27 21:12:51,894 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:38:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0563, loss: 1.0563 +2025-05-27 21:13:35,125 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:38:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-27 21:14:18,365 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:37:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0716, loss: 1.0716 +2025-05-27 21:15:01,553 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:36:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-27 21:15:44,836 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:35:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0740, loss: 1.0740 +2025-05-27 21:16:28,274 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:35:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0402, loss: 1.0402 +2025-05-27 21:17:11,659 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:34:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0368, loss: 1.0368 +2025-05-27 21:17:54,915 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:33:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0579, loss: 1.0579 +2025-05-27 21:18:38,217 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:33:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-27 21:19:21,405 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:32:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0715, loss: 1.0715 +2025-05-27 21:20:04,667 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:31:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-27 21:20:47,931 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:30:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0763, loss: 1.0763 +2025-05-27 21:21:31,261 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:30:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-27 21:22:14,529 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:29:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0427, loss: 1.0427 +2025-05-27 21:22:57,756 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:28:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0542, loss: 1.0542 +2025-05-27 21:23:41,014 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:27:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-27 21:24:24,232 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:27:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0613, loss: 1.0613 +2025-05-27 21:25:07,509 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:26:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-27 21:25:50,685 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:25:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0583, loss: 1.0583 +2025-05-27 21:26:33,877 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:24:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-27 21:27:17,110 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:24:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-27 21:28:00,326 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:23:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 21:28:43,522 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:22:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0373, loss: 1.0373 +2025-05-27 21:28:46,615 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 21:30:04,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:30:04,449 - pyskl - INFO - +top1_acc 0.9199 +top5_acc 0.9884 +2025-05-27 21:30:04,452 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9199, top5_acc: 0.9884 +2025-05-27 21:31:08,868 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:21:56, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-05-27 21:31:52,227 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:21:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 21:32:35,454 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:20:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-05-27 21:33:18,661 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:19:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-27 21:34:01,833 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:18:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0948, loss: 1.0948 +2025-05-27 21:34:44,958 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:18:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0563, loss: 1.0563 +2025-05-27 21:35:28,204 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:17:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0329, loss: 1.0329 +2025-05-27 21:36:11,463 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:16:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-27 21:36:54,739 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:16:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-27 21:37:38,007 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:15:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0708, loss: 1.0708 +2025-05-27 21:38:21,210 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:14:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-27 21:39:04,491 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:13:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0377, loss: 1.0377 +2025-05-27 21:39:47,769 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:13:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-05-27 21:40:31,031 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:12:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-27 21:41:14,286 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:11:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0155, loss: 1.0155 +2025-05-27 21:41:57,490 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:10:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 21:42:40,712 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:10:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 21:43:23,882 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:09:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-05-27 21:44:07,025 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:08:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-05-27 21:44:50,331 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-27 21:45:33,601 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:07:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-05-27 21:46:17,058 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:06:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-05-27 21:47:00,281 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:05:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0482, loss: 1.0482 +2025-05-27 21:47:43,569 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:05:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 21:48:26,825 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:04:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-27 21:48:29,929 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:57:40,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:57:40,470 - pyskl - INFO - +top1_acc 0.9221 +top5_acc 0.9881 +2025-05-27 21:57:40,472 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9221, top5_acc: 0.9881 +2025-05-27 21:58:44,874 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:03:30, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0509, loss: 1.0509 +2025-05-27 21:59:28,321 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:02:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-27 22:00:11,651 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:02:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 22:00:54,962 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 3:01:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-05-27 22:01:38,281 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 3:00:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-27 22:02:21,577 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:59:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0357, loss: 1.0357 +2025-05-27 22:03:04,846 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:59:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 22:03:48,157 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:58:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0130, loss: 1.0130 +2025-05-27 22:04:31,567 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:57:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0852, loss: 1.0852 +2025-05-27 22:05:14,873 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:56:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 +2025-05-27 22:05:58,218 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:56:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-27 22:06:41,589 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:55:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9981, loss: 0.9981 +2025-05-27 22:07:24,847 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:54:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 22:08:08,468 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:53:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0303, loss: 1.0303 +2025-05-27 22:08:51,845 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:53:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0161, loss: 1.0161 +2025-05-27 22:09:35,188 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:52:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-27 22:10:18,459 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:51:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-27 22:11:01,928 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:50:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-05-27 22:11:45,256 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:50:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0573, loss: 1.0573 +2025-05-27 22:12:28,775 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:49:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-27 22:13:12,126 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:48:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-27 22:13:55,417 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:48:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0530, loss: 1.0530 +2025-05-27 22:14:38,737 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:47:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 22:15:22,113 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:46:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 22:16:05,369 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0269, loss: 1.0269 +2025-05-27 22:16:08,491 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 22:17:25,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:17:25,750 - pyskl - INFO - +top1_acc 0.9225 +top5_acc 0.9891 +2025-05-27 22:17:25,752 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9225, top5_acc: 0.9891 +2025-05-27 22:18:30,103 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:45:05, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-05-27 22:19:13,361 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:44:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0029, loss: 1.0029 +2025-05-27 22:19:56,670 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:43:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 22:20:39,891 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:42:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0193, loss: 1.0193 +2025-05-27 22:21:23,123 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:42:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0391, loss: 1.0391 +2025-05-27 22:22:06,330 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:41:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 22:22:49,534 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:40:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0241, loss: 1.0241 +2025-05-27 22:23:32,781 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:39:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9961, loss: 0.9961 +2025-05-27 22:24:16,105 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-05-27 22:24:59,469 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:38:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-27 22:25:42,737 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:37:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0627, loss: 1.0627 +2025-05-27 22:26:25,969 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:36:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-27 22:27:09,213 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:36:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-05-27 22:27:52,760 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:35:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 22:28:36,114 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:34:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-27 22:29:19,478 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:34:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0368, loss: 1.0368 +2025-05-27 22:30:02,889 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:33:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-27 22:30:46,246 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:32:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0437, loss: 1.0437 +2025-05-27 22:31:29,704 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:31:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-27 22:32:13,101 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:31:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 22:32:56,403 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:30:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-05-27 22:33:39,708 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:29:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 22:34:23,040 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:28:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 22:35:06,377 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:28:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-05-27 22:35:49,637 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:27:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2025-05-27 22:35:52,780 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 22:37:10,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:37:10,206 - pyskl - INFO - +top1_acc 0.9163 +top5_acc 0.9882 +2025-05-27 22:37:10,208 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9163, top5_acc: 0.9882 +2025-05-27 22:38:14,837 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:26:39, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 22:38:58,069 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:25:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0090, loss: 1.0090 +2025-05-27 22:39:41,431 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:25:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0123, loss: 1.0123 +2025-05-27 22:40:24,696 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:24:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0107, loss: 1.0107 +2025-05-27 22:41:07,989 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:23:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0333, loss: 1.0333 +2025-05-27 22:41:51,249 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:22:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9908, loss: 0.9908 +2025-05-27 22:42:34,541 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:22:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0326, loss: 1.0326 +2025-05-27 22:43:17,800 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:21:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-27 22:44:01,087 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:20:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-05-27 22:44:44,406 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:20:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-27 22:45:27,716 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:19:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2025-05-27 22:46:10,958 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:18:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0444, loss: 1.0444 +2025-05-27 22:46:54,210 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:17:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 22:47:37,606 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:17:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 22:48:20,987 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:16:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2025-05-27 22:49:04,270 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:15:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9679, loss: 0.9679 +2025-05-27 22:49:47,647 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:14:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-27 22:50:30,926 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:14:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2025-05-27 22:51:14,295 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:13:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0349, loss: 1.0349 +2025-05-27 22:51:57,802 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:12:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0439, loss: 1.0439 +2025-05-27 22:52:41,138 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:11:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-05-27 22:53:24,501 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:11:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-05-27 22:54:07,674 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:10:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0269, loss: 1.0269 +2025-05-27 22:54:50,829 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:09:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2025-05-27 22:55:33,972 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:08:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0248, loss: 1.0248 +2025-05-27 22:55:37,040 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:56:54,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:56:54,695 - pyskl - INFO - +top1_acc 0.9235 +top5_acc 0.9882 +2025-05-27 22:56:54,767 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_136.pth was removed +2025-05-27 22:56:55,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-05-27 22:56:55,863 - pyskl - INFO - Best top1_acc is 0.9235 at 143 epoch. +2025-05-27 22:56:55,866 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9235, top5_acc: 0.9882 +2025-05-27 22:58:00,584 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:08:14, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9856, loss: 0.9856 +2025-05-27 22:58:44,171 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:07:29, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 22:59:27,879 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:06:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-27 23:00:11,408 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:06:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 23:00:54,828 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:05:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0159, loss: 1.0159 +2025-05-27 23:01:38,476 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:04:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-27 23:02:22,103 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:03:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0430, loss: 1.0430 +2025-05-27 23:03:05,602 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:03:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9677, loss: 0.9677 +2025-05-27 23:03:49,257 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:02:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-27 23:04:32,484 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:01:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-27 23:05:15,843 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 2:00:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-27 23:05:59,119 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 2:00:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0002, loss: 1.0002 +2025-05-27 23:06:42,302 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:59:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0268, loss: 1.0268 +2025-05-27 23:07:25,548 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:58:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-05-27 23:08:09,004 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:57:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 23:08:52,302 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:57:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0187, loss: 1.0187 +2025-05-27 23:09:35,640 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:56:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0100, loss: 1.0100 +2025-05-27 23:10:18,942 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:55:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0755, loss: 1.0755 +2025-05-27 23:11:02,238 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:54:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 23:11:45,748 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:54:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-27 23:12:29,129 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:53:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-05-27 23:13:12,407 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:52:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-27 23:13:55,646 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:52:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0077, loss: 1.0077 +2025-05-27 23:14:38,989 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:51:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-05-27 23:15:22,246 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:50:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-05-27 23:15:25,300 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 23:16:42,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:16:42,728 - pyskl - INFO - +top1_acc 0.9234 +top5_acc 0.9892 +2025-05-27 23:16:42,731 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9234, top5_acc: 0.9892 +2025-05-27 23:17:47,079 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:49:48, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 23:18:30,287 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:49:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0498, loss: 1.0498 +2025-05-27 23:19:13,562 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:48:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0311, loss: 1.0311 +2025-05-27 23:19:56,826 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:47:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 23:20:40,233 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:46:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0507, loss: 1.0507 +2025-05-27 23:21:23,641 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:46:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0116, loss: 1.0116 +2025-05-27 23:22:07,030 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:45:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-27 23:22:50,237 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:44:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 23:23:33,396 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:43:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0073, loss: 1.0073 +2025-05-27 23:24:16,584 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:43:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9839, loss: 0.9839 +2025-05-27 23:24:59,773 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:42:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0258, loss: 1.0258 +2025-05-27 23:25:43,071 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:41:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2025-05-27 23:26:26,389 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:40:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-27 23:27:09,700 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:40:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9947, loss: 0.9947 +2025-05-27 23:27:52,897 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:39:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 23:28:36,055 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:38:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 23:29:19,270 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:38:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 23:30:02,511 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:37:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0230, loss: 1.0230 +2025-05-27 23:30:45,790 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:36:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-27 23:31:28,962 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:35:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0290, loss: 1.0290 +2025-05-27 23:32:12,118 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:35:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-05-27 23:32:55,314 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:34:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-05-27 23:33:38,415 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:33:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2025-05-27 23:34:21,769 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:32:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0278, loss: 1.0278 +2025-05-27 23:35:04,995 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:32:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 23:35:08,125 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:43:27,214 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:43:27,281 - pyskl - INFO - +top1_acc 0.9252 +top5_acc 0.9887 +2025-05-27 23:43:27,336 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_143.pth was removed +2025-05-27 23:43:28,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-27 23:43:28,415 - pyskl - INFO - Best top1_acc is 0.9252 at 145 epoch. +2025-05-27 23:43:28,418 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9252, top5_acc: 0.9887 +2025-05-27 23:44:32,743 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:31:23, time: 0.643, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0165, loss: 1.0165 +2025-05-27 23:45:16,358 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:30:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0380, loss: 1.0380 +2025-05-27 23:45:59,823 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:29:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 23:46:43,207 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:29:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0363, loss: 1.0363 +2025-05-27 23:47:26,561 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:28:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0409, loss: 1.0409 +2025-05-27 23:48:09,910 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:27:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-05-27 23:48:53,321 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0267, loss: 1.0267 +2025-05-27 23:49:36,654 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:26:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0097, loss: 1.0097 +2025-05-27 23:50:20,025 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:25:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0104, loss: 1.0104 +2025-05-27 23:51:03,391 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:24:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-05-27 23:51:46,656 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:24:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 23:52:29,882 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:23:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-27 23:53:13,178 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:22:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0257, loss: 1.0257 +2025-05-27 23:53:56,519 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:21:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-05-27 23:54:39,778 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:21:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 23:55:23,055 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-05-27 23:56:06,426 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:19:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-05-27 23:56:49,538 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9996, loss: 0.9996 +2025-05-27 23:57:32,801 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:18:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9924, loss: 0.9924 +2025-05-27 23:58:16,049 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:17:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-05-27 23:58:59,263 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:16:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2025-05-27 23:59:42,700 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-28 00:00:26,135 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:15:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-28 00:01:09,563 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:14:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-28 00:01:52,991 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:13:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0527, loss: 1.0527 +2025-05-28 00:01:56,088 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-28 00:03:12,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:03:13,008 - pyskl - INFO - +top1_acc 0.9244 +top5_acc 0.9888 +2025-05-28 00:03:13,011 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9244, top5_acc: 0.9888 +2025-05-28 00:04:17,600 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:57, time: 0.646, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-28 00:05:01,194 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:12:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-05-28 00:05:44,644 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:11:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0504, loss: 1.0504 +2025-05-28 00:06:28,031 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:10:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-28 00:07:11,321 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:10:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-28 00:07:54,675 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:09:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2025-05-28 00:08:37,982 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:08:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-28 00:09:21,213 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9789, loss: 0.9789 +2025-05-28 00:10:04,511 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:07:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9997, loss: 0.9997 +2025-05-28 00:10:47,754 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:06:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-05-28 00:11:31,021 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-05-28 00:12:14,379 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9851, loss: 0.9851 +2025-05-28 00:12:57,794 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:04:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-05-28 00:13:41,177 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:03:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0085, loss: 1.0085 +2025-05-28 00:14:24,401 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:02:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-28 00:15:07,750 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-28 00:15:51,108 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:01:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0451, loss: 1.0451 +2025-05-28 00:16:34,420 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 1:00:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9906, loss: 0.9906 +2025-05-28 00:17:17,759 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-28 00:18:01,032 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-28 00:18:44,381 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:58:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-05-28 00:19:27,726 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:57:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-05-28 00:20:11,226 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0161, loss: 1.0161 +2025-05-28 00:20:54,676 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:56:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-28 00:21:38,077 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:55:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0095, loss: 1.0095 +2025-05-28 00:21:41,173 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-28 00:22:58,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:22:58,187 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9882 +2025-05-28 00:22:58,190 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9245, top5_acc: 0.9882 +2025-05-28 00:24:01,974 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:54:32, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0222, loss: 1.0222 +2025-05-28 00:24:45,591 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0123, loss: 1.0123 +2025-05-28 00:25:29,029 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:53:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0099, loss: 1.0099 +2025-05-28 00:26:12,354 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:52:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-05-28 00:26:55,694 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9967, loss: 0.9967 +2025-05-28 00:27:38,933 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0299, loss: 1.0299 +2025-05-28 00:28:22,202 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:50:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0385, loss: 1.0385 +2025-05-28 00:29:05,519 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:49:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-05-28 00:29:49,190 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-05-28 00:30:32,838 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0333, loss: 1.0333 +2025-05-28 00:31:16,221 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:47:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-28 00:31:59,533 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:46:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0262, loss: 1.0262 +2025-05-28 00:32:42,827 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-05-28 00:33:26,156 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-05-28 00:34:09,453 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:44:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-05-28 00:34:52,701 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9885, loss: 0.9885 +2025-05-28 00:35:36,058 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-05-28 00:36:19,370 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:42:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0204, loss: 1.0204 +2025-05-28 00:37:02,729 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:41:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-28 00:37:46,065 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9898, loss: 0.9898 +2025-05-28 00:38:29,542 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0117, loss: 1.0117 +2025-05-28 00:39:12,882 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:39:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-05-28 00:39:56,346 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:38:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-28 00:40:39,756 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0077, loss: 1.0077 +2025-05-28 00:41:23,125 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-28 00:41:26,180 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:42:43,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:42:43,392 - pyskl - INFO - +top1_acc 0.9247 +top5_acc 0.9885 +2025-05-28 00:42:43,395 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9247, top5_acc: 0.9885 +2025-05-28 00:43:47,479 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:36:06, time: 0.641, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-28 00:44:31,135 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:35:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0024, loss: 1.0024 +2025-05-28 00:45:14,560 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-28 00:45:57,875 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-05-28 00:46:41,174 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:33:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-28 00:47:24,282 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9958, loss: 0.9958 +2025-05-28 00:48:07,613 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-28 00:48:51,054 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2025-05-28 00:49:34,516 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:30:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-05-28 00:50:17,867 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-28 00:51:01,249 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2025-05-28 00:51:44,702 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:28:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-28 00:52:28,287 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:27:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-05-28 00:53:11,852 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-05-28 00:53:55,473 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-28 00:54:39,046 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:25:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-28 00:55:22,583 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-28 00:56:06,215 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0538, loss: 1.0538 +2025-05-28 00:56:49,865 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-05-28 00:57:33,474 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:22:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-28 00:58:17,028 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0274, loss: 1.0274 +2025-05-28 00:59:00,460 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9938, loss: 0.9938 +2025-05-28 00:59:43,845 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-28 01:00:27,357 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:19:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-05-28 01:01:10,821 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2025-05-28 01:01:13,942 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 01:02:30,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 01:02:30,741 - pyskl - INFO - +top1_acc 0.9242 +top5_acc 0.9888 +2025-05-28 01:02:30,744 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9242, top5_acc: 0.9888 +2025-05-28 01:03:34,852 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:41, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-28 01:04:18,221 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2025-05-28 01:05:01,673 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0062, loss: 1.0062 +2025-05-28 01:05:45,086 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0356, loss: 1.0356 +2025-05-28 01:06:28,411 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9995, loss: 0.9995 +2025-05-28 01:07:11,946 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:14:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-28 01:07:55,416 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-28 01:08:38,829 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9950, loss: 0.9950 +2025-05-28 01:09:22,206 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-05-28 01:10:05,595 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:11:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0260, loss: 1.0260 +2025-05-28 01:10:48,941 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-28 01:11:32,287 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-28 01:12:15,551 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0216, loss: 1.0216 +2025-05-28 01:12:58,801 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9993, loss: 0.9993 +2025-05-28 01:13:42,056 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-05-28 01:14:25,341 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-28 01:15:08,468 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2025-05-28 01:15:51,614 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9840, loss: 0.9840 +2025-05-28 01:16:34,936 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0183, loss: 1.0183 +2025-05-28 01:17:18,194 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-05-28 01:18:01,366 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0036, loss: 1.0036 +2025-05-28 01:18:44,538 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-05-28 01:19:27,783 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2025-05-28 01:20:11,094 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9986, loss: 0.9986 +2025-05-28 01:20:54,273 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-05-28 01:20:57,351 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 01:22:14,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 01:22:14,302 - pyskl - INFO - +top1_acc 0.9239 +top5_acc 0.9884 +2025-05-28 01:22:14,305 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9239, top5_acc: 0.9884 +2025-05-28 01:22:22,466 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 01:31:49,353 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 01:31:49,353 - pyskl - INFO - top1_acc: 0.9264 +2025-05-28 01:31:49,353 - pyskl - INFO - top5_acc: 0.9891 +2025-05-28 01:31:49,354 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_145.pth +2025-05-28 01:41:16,421 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 01:41:16,421 - pyskl - INFO - top1_acc: 0.9275 +2025-05-28 01:41:16,421 - pyskl - INFO - top5_acc: 0.9897 diff --git a/ntu60_xsub/j_1/best_pred.pkl b/ntu60_xsub/j_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..03695401d4845740488b5be4a88cb4696def9774 --- /dev/null +++ b/ntu60_xsub/j_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0ade7da1019f4ad4e4f3a4b14b709392fdbc3702531276abe6833fa5d64c51e2 +size 6640693 diff --git a/ntu60_xsub/j_1/best_top1_acc_epoch_145.pth b/ntu60_xsub/j_1/best_top1_acc_epoch_145.pth new file mode 100644 index 0000000000000000000000000000000000000000..a71ac21d97187f5540d01ae7b2b85cf7b88c0e07 --- /dev/null +++ b/ntu60_xsub/j_1/best_top1_acc_epoch_145.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:44f00d7ff14f908826cb636f72ee499231f6f28449aba92413a9aaac80f07e9b +size 16153947 diff --git a/ntu60_xsub/j_2/20250525_201954.log b/ntu60_xsub/j_2/20250525_201954.log new file mode 100644 index 0000000000000000000000000000000000000000..0e46474e23d7774dfc0267f1884b929209c395d5 --- /dev/null +++ b/ntu60_xsub/j_2/20250525_201954.log @@ -0,0 +1,4965 @@ +2025-05-25 20:19:55,012 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-25 20:19:55,374 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/j_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/j_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-25 20:19:55,374 - pyskl - INFO - Set random seed to 686694126, deterministic: False +2025-05-25 20:20:04,419 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:20:09,752 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:20:09,776 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2 +2025-05-25 20:20:09,776 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-25 20:20:09,776 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:20:09,776 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2 by HardDiskBackend. +2025-05-25 20:21:13,989 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:01:36, time: 0.642, data_time: 0.206, memory: 13125, top1_acc: 0.0300, top5_acc: 0.1575, loss_cls: 11.0528, loss: 11.0528 +2025-05-25 20:21:56,642 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 7:45:39, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0700, top5_acc: 0.2281, loss_cls: 9.6441, loss: 9.6441 +2025-05-25 20:22:39,403 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:02:06, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0688, top5_acc: 0.2863, loss_cls: 9.2431, loss: 9.2431 +2025-05-25 20:23:22,253 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:11:22, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0825, top5_acc: 0.3456, loss_cls: 8.9329, loss: 8.9329 +2025-05-25 20:24:05,082 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:04:23, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0988, top5_acc: 0.4056, loss_cls: 8.6049, loss: 8.6049 +2025-05-25 20:24:47,770 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:18:01, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1537, top5_acc: 0.4619, loss_cls: 8.3890, loss: 8.3890 +2025-05-25 20:25:30,387 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:44:03, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.1394, top5_acc: 0.4700, loss_cls: 8.1809, loss: 8.1809 +2025-05-25 20:26:13,099 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:19:09, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1806, top5_acc: 0.5088, loss_cls: 7.9560, loss: 7.9560 +2025-05-25 20:26:55,783 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 22:59:26, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2106, top5_acc: 0.5444, loss_cls: 7.8686, loss: 7.8686 +2025-05-25 20:27:38,483 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:43:37, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2081, top5_acc: 0.5569, loss_cls: 7.7511, loss: 7.7511 +2025-05-25 20:28:21,126 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:30:13, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.2162, top5_acc: 0.5988, loss_cls: 7.5772, loss: 7.5772 +2025-05-25 20:29:03,830 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:19:15, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2425, top5_acc: 0.6075, loss_cls: 7.4934, loss: 7.4934 +2025-05-25 20:29:46,606 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:10:12, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2475, top5_acc: 0.6144, loss_cls: 7.3892, loss: 7.3892 +2025-05-25 20:30:29,326 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:02:06, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2781, top5_acc: 0.6594, loss_cls: 7.3106, loss: 7.3106 +2025-05-25 20:31:12,039 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 21:54:58, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3169, top5_acc: 0.6987, loss_cls: 6.9025, loss: 6.9025 +2025-05-25 20:31:54,687 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 21:48:22, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.2963, top5_acc: 0.6900, loss_cls: 7.0202, loss: 7.0202 +2025-05-25 20:32:37,466 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:42:57, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3075, top5_acc: 0.7000, loss_cls: 6.9491, loss: 6.9491 +2025-05-25 20:33:20,215 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:37:57, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3356, top5_acc: 0.7163, loss_cls: 6.8211, loss: 6.8211 +2025-05-25 20:34:03,012 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:33:33, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3406, top5_acc: 0.7294, loss_cls: 6.6526, loss: 6.6526 +2025-05-25 20:34:45,691 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:29:09, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3444, top5_acc: 0.7388, loss_cls: 6.7373, loss: 6.7373 +2025-05-25 20:35:28,378 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:25:08, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3544, top5_acc: 0.7506, loss_cls: 6.5903, loss: 6.5903 +2025-05-25 20:36:11,045 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:21:22, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3700, top5_acc: 0.7694, loss_cls: 6.4959, loss: 6.4959 +2025-05-25 20:36:53,817 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:18:08, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3887, top5_acc: 0.7812, loss_cls: 6.3646, loss: 6.3646 +2025-05-25 20:37:36,530 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:14:58, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3969, top5_acc: 0.7706, loss_cls: 6.3618, loss: 6.3618 +2025-05-25 20:38:19,503 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:12:39, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4194, top5_acc: 0.8113, loss_cls: 6.1866, loss: 6.1866 +2025-05-25 20:38:22,616 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:39:38,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:39:38,086 - pyskl - INFO - +top1_acc 0.4452 +top5_acc 0.8371 +2025-05-25 20:39:39,062 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:39:39,063 - pyskl - INFO - Best top1_acc is 0.4452 at 1 epoch. +2025-05-25 20:39:39,066 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4452, top5_acc: 0.8371 +2025-05-25 20:40:42,762 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 21:53:38, time: 0.637, data_time: 0.207, memory: 13126, top1_acc: 0.4437, top5_acc: 0.8194, loss_cls: 6.0674, loss: 6.0674 +2025-05-25 20:41:25,593 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 21:49:36, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4375, top5_acc: 0.7981, loss_cls: 6.1520, loss: 6.1520 +2025-05-25 20:42:08,277 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 21:45:30, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4412, top5_acc: 0.7956, loss_cls: 6.1164, loss: 6.1164 +2025-05-25 20:42:51,057 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:41:49, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4719, top5_acc: 0.8363, loss_cls: 5.8496, loss: 5.8496 +2025-05-25 20:43:33,853 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:38:23, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4612, top5_acc: 0.8369, loss_cls: 5.9334, loss: 5.9334 +2025-05-25 20:44:16,696 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:35:12, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4775, top5_acc: 0.8344, loss_cls: 5.7922, loss: 5.7922 +2025-05-25 20:44:59,499 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:32:07, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4806, top5_acc: 0.8644, loss_cls: 5.7072, loss: 5.7072 +2025-05-25 20:45:42,357 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:29:16, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5119, top5_acc: 0.8731, loss_cls: 5.6234, loss: 5.6234 +2025-05-25 20:46:25,116 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:26:21, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4844, top5_acc: 0.8462, loss_cls: 5.7318, loss: 5.7318 +2025-05-25 20:47:07,961 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:23:44, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4963, top5_acc: 0.8675, loss_cls: 5.4655, loss: 5.4655 +2025-05-25 20:47:50,661 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:20:57, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5194, top5_acc: 0.8706, loss_cls: 5.5373, loss: 5.5373 +2025-05-25 20:48:33,462 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:18:28, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5069, top5_acc: 0.8638, loss_cls: 5.5242, loss: 5.5242 +2025-05-25 20:49:16,237 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:16:02, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5400, top5_acc: 0.8838, loss_cls: 5.3894, loss: 5.3894 +2025-05-25 20:49:59,201 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:13:59, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5400, top5_acc: 0.8662, loss_cls: 5.4665, loss: 5.4665 +2025-05-25 20:50:42,133 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:11:57, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5375, top5_acc: 0.8756, loss_cls: 5.3540, loss: 5.3540 +2025-05-25 20:51:25,038 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:09:56, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5656, top5_acc: 0.8931, loss_cls: 5.1308, loss: 5.1308 +2025-05-25 20:52:07,818 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:07:48, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5669, top5_acc: 0.8769, loss_cls: 5.1868, loss: 5.1868 +2025-05-25 20:52:50,488 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:05:34, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5787, top5_acc: 0.9081, loss_cls: 5.1354, loss: 5.1354 +2025-05-25 20:53:33,296 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:03:37, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5694, top5_acc: 0.8938, loss_cls: 5.2328, loss: 5.2328 +2025-05-25 20:54:15,971 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:01:31, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5913, top5_acc: 0.8981, loss_cls: 5.1281, loss: 5.1281 +2025-05-25 20:54:58,817 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 20:59:43, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5881, top5_acc: 0.8931, loss_cls: 5.0752, loss: 5.0752 +2025-05-25 20:55:41,696 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 20:58:01, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.6006, top5_acc: 0.9000, loss_cls: 5.0197, loss: 5.0197 +2025-05-25 20:56:24,848 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 20:56:42, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.5994, top5_acc: 0.9237, loss_cls: 4.9124, loss: 4.9124 +2025-05-25 20:57:07,873 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 20:55:14, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.6075, top5_acc: 0.8938, loss_cls: 5.0368, loss: 5.0368 +2025-05-25 20:57:50,823 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 20:53:43, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5906, top5_acc: 0.9131, loss_cls: 4.9531, loss: 4.9531 +2025-05-25 20:57:53,924 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 20:59:09,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:59:09,422 - pyskl - INFO - +top1_acc 0.6194 +top5_acc 0.9080 +2025-05-25 20:59:09,476 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_1.pth was removed +2025-05-25 20:59:10,532 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 20:59:10,533 - pyskl - INFO - Best top1_acc is 0.6194 at 2 epoch. +2025-05-25 20:59:10,535 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6194, top5_acc: 0.9080 +2025-05-25 21:00:13,779 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:13:34, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9113, loss_cls: 4.8233, loss: 4.8233 +2025-05-25 21:00:56,589 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:11:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6319, top5_acc: 0.9175, loss_cls: 4.7516, loss: 4.7516 +2025-05-25 21:01:39,423 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:09:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6362, top5_acc: 0.9187, loss_cls: 4.7762, loss: 4.7762 +2025-05-25 21:02:22,322 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:07:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6362, top5_acc: 0.9331, loss_cls: 4.7068, loss: 4.7068 +2025-05-25 21:03:05,270 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:05:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6144, top5_acc: 0.9187, loss_cls: 4.8367, loss: 4.8367 +2025-05-25 21:03:48,147 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:04:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9175, loss_cls: 4.7359, loss: 4.7359 +2025-05-25 21:04:31,245 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:02:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6388, top5_acc: 0.9219, loss_cls: 4.6494, loss: 4.6494 +2025-05-25 21:05:14,185 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:01:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9237, loss_cls: 4.5388, loss: 4.5388 +2025-05-25 21:05:57,014 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 20:59:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9181, loss_cls: 4.6903, loss: 4.6903 +2025-05-25 21:06:39,990 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 20:57:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6644, top5_acc: 0.9313, loss_cls: 4.5814, loss: 4.5814 +2025-05-25 21:07:22,930 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 20:56:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9344, loss_cls: 4.4826, loss: 4.4826 +2025-05-25 21:08:05,851 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 20:54:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9256, loss_cls: 4.5107, loss: 4.5107 +2025-05-25 21:08:48,723 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 20:53:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9344, loss_cls: 4.5728, loss: 4.5728 +2025-05-25 21:09:31,477 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:51:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9187, loss_cls: 4.6634, loss: 4.6634 +2025-05-25 21:10:14,215 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:49:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9275, loss_cls: 4.5267, loss: 4.5267 +2025-05-25 21:10:57,049 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:48:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9219, loss_cls: 4.5825, loss: 4.5825 +2025-05-25 21:11:39,811 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:46:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6512, top5_acc: 0.9350, loss_cls: 4.5219, loss: 4.5219 +2025-05-25 21:12:22,671 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:45:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9319, loss_cls: 4.3446, loss: 4.3446 +2025-05-25 21:13:05,727 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:43:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6388, top5_acc: 0.9269, loss_cls: 4.5799, loss: 4.5799 +2025-05-25 21:13:48,573 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:42:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6544, top5_acc: 0.9400, loss_cls: 4.4959, loss: 4.4959 +2025-05-25 21:14:31,342 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:41:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9356, loss_cls: 4.4804, loss: 4.4804 +2025-05-25 21:15:14,113 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:39:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9337, loss_cls: 4.4234, loss: 4.4234 +2025-05-25 21:15:56,878 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:38:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9200, loss_cls: 4.5815, loss: 4.5815 +2025-05-25 21:16:39,675 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9381, loss_cls: 4.4179, loss: 4.4179 +2025-05-25 21:17:22,690 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9306, loss_cls: 4.2817, loss: 4.2817 +2025-05-25 21:17:25,776 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:18:41,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:18:41,257 - pyskl - INFO - +top1_acc 0.6737 +top5_acc 0.9252 +2025-05-25 21:18:41,315 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:18:42,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:18:42,359 - pyskl - INFO - Best top1_acc is 0.6737 at 3 epoch. +2025-05-25 21:18:42,361 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6737, top5_acc: 0.9252 +2025-05-25 21:19:46,000 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:48:53, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9363, loss_cls: 4.3275, loss: 4.3275 +2025-05-25 21:20:29,017 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:47:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9431, loss_cls: 4.2956, loss: 4.2956 +2025-05-25 21:21:11,702 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:45:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9356, loss_cls: 4.2456, loss: 4.2456 +2025-05-25 21:21:54,469 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:44:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9469, loss_cls: 4.3525, loss: 4.3525 +2025-05-25 21:22:37,223 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:42:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9450, loss_cls: 4.2756, loss: 4.2756 +2025-05-25 21:23:20,074 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:41:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9506, loss_cls: 4.1077, loss: 4.1077 +2025-05-25 21:24:02,843 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9356, loss_cls: 4.2600, loss: 4.2600 +2025-05-25 21:24:45,578 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:38:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9463, loss_cls: 4.1531, loss: 4.1531 +2025-05-25 21:25:28,365 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 4.1841, loss: 4.1841 +2025-05-25 21:26:11,130 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:35:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9500, loss_cls: 4.1489, loss: 4.1489 +2025-05-25 21:26:53,823 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:34:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9350, loss_cls: 4.2237, loss: 4.2237 +2025-05-25 21:27:36,563 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:32:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9350, loss_cls: 4.2358, loss: 4.2358 +2025-05-25 21:28:19,261 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:31:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9431, loss_cls: 4.1403, loss: 4.1403 +2025-05-25 21:29:01,947 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:30:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 4.0679, loss: 4.0679 +2025-05-25 21:29:44,566 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:28:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 4.1895, loss: 4.1895 +2025-05-25 21:30:27,242 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9494, loss_cls: 4.1224, loss: 4.1224 +2025-05-25 21:31:09,837 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:25:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9419, loss_cls: 4.2456, loss: 4.2456 +2025-05-25 21:31:52,610 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:24:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9456, loss_cls: 4.0414, loss: 4.0414 +2025-05-25 21:32:35,402 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:23:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9550, loss_cls: 4.0358, loss: 4.0358 +2025-05-25 21:33:18,232 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:22:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9563, loss_cls: 4.0849, loss: 4.0849 +2025-05-25 21:34:00,995 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:20:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 4.0587, loss: 4.0587 +2025-05-25 21:34:43,613 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:19:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9537, loss_cls: 4.0792, loss: 4.0792 +2025-05-25 21:35:26,583 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:18:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9437, loss_cls: 4.2064, loss: 4.2064 +2025-05-25 21:36:09,754 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:17:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9444, loss_cls: 4.1158, loss: 4.1158 +2025-05-25 21:36:52,711 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:16:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 3.9905, loss: 3.9905 +2025-05-25 21:36:55,773 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:38:11,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:38:11,254 - pyskl - INFO - +top1_acc 0.7000 +top5_acc 0.9372 +2025-05-25 21:38:11,312 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:38:12,360 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:38:12,361 - pyskl - INFO - Best top1_acc is 0.7000 at 4 epoch. +2025-05-25 21:38:12,364 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7000, top5_acc: 0.9372 +2025-05-25 21:39:15,374 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:25:43, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9531, loss_cls: 4.0179, loss: 4.0179 +2025-05-25 21:39:58,087 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:24:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.0604, loss: 4.0604 +2025-05-25 21:40:40,852 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:23:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 3.9345, loss: 3.9345 +2025-05-25 21:41:23,589 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9531, loss_cls: 3.9424, loss: 3.9424 +2025-05-25 21:42:06,343 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:20:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9525, loss_cls: 4.1784, loss: 4.1784 +2025-05-25 21:42:49,112 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:19:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9381, loss_cls: 4.1022, loss: 4.1022 +2025-05-25 21:43:31,911 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:18:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 4.1260, loss: 4.1260 +2025-05-25 21:44:14,719 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9563, loss_cls: 3.9449, loss: 3.9449 +2025-05-25 21:44:57,641 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:15:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9513, loss_cls: 4.0176, loss: 4.0176 +2025-05-25 21:45:40,385 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:14:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9594, loss_cls: 3.8772, loss: 3.8772 +2025-05-25 21:46:23,100 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:13:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 4.0280, loss: 4.0280 +2025-05-25 21:47:05,818 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:11:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 3.9058, loss: 3.9058 +2025-05-25 21:47:48,472 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:10:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 3.9494, loss: 3.9494 +2025-05-25 21:48:31,185 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:09:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 3.8779, loss: 3.8779 +2025-05-25 21:49:13,882 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:08:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 3.8555, loss: 3.8555 +2025-05-25 21:49:56,665 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:07:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9594, loss_cls: 3.8824, loss: 3.8824 +2025-05-25 21:50:39,440 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:05:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9569, loss_cls: 3.8860, loss: 3.8860 +2025-05-25 21:51:22,130 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:04:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 3.9189, loss: 3.9189 +2025-05-25 21:52:04,759 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:03:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9575, loss_cls: 3.9982, loss: 3.9982 +2025-05-25 21:52:47,489 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9569, loss_cls: 3.8547, loss: 3.8547 +2025-05-25 21:53:30,189 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:01:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 3.8558, loss: 3.8558 +2025-05-25 21:54:12,857 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:00:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9600, loss_cls: 3.7727, loss: 3.7727 +2025-05-25 21:54:55,637 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 19:58:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 3.8075, loss: 3.8075 +2025-05-25 21:55:38,353 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 19:57:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 3.9957, loss: 3.9957 +2025-05-25 21:56:21,063 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 19:56:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 3.8329, loss: 3.8329 +2025-05-25 21:56:24,044 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:05:01,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:05:01,644 - pyskl - INFO - +top1_acc 0.7411 +top5_acc 0.9478 +2025-05-25 22:05:01,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:05:02,770 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-25 22:05:02,771 - pyskl - INFO - Best top1_acc is 0.7411 at 5 epoch. +2025-05-25 22:05:02,774 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7411, top5_acc: 0.9478 +2025-05-25 22:06:06,526 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:04:24, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.8915, loss: 3.8915 +2025-05-25 22:06:49,294 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:03:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 3.9005, loss: 3.9005 +2025-05-25 22:07:32,006 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:02:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9519, loss_cls: 3.9576, loss: 3.9576 +2025-05-25 22:08:14,797 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:00:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 3.7591, loss: 3.7591 +2025-05-25 22:08:57,461 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 19:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 3.8101, loss: 3.8101 +2025-05-25 22:09:40,228 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 19:58:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9681, loss_cls: 3.7598, loss: 3.7598 +2025-05-25 22:10:22,993 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 19:57:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 3.8096, loss: 3.8096 +2025-05-25 22:11:05,781 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 19:56:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9600, loss_cls: 3.7965, loss: 3.7965 +2025-05-25 22:11:48,566 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 19:55:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 3.7717, loss: 3.7717 +2025-05-25 22:12:31,342 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 19:54:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7795, loss: 3.7795 +2025-05-25 22:13:14,243 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:53:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 3.7471, loss: 3.7471 +2025-05-25 22:13:57,102 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:52:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 3.7699, loss: 3.7699 +2025-05-25 22:14:39,902 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:50:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 3.7281, loss: 3.7281 +2025-05-25 22:15:22,654 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:49:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 3.8647, loss: 3.8647 +2025-05-25 22:16:05,394 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:48:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.7440, loss: 3.7440 +2025-05-25 22:16:48,113 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:47:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 3.7790, loss: 3.7790 +2025-05-25 22:17:30,876 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:46:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 3.6656, loss: 3.6656 +2025-05-25 22:18:13,734 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:45:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 3.8639, loss: 3.8639 +2025-05-25 22:18:56,502 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:44:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 3.7463, loss: 3.7463 +2025-05-25 22:19:39,117 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:43:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 3.7070, loss: 3.7070 +2025-05-25 22:20:21,869 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:42:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9537, loss_cls: 3.9339, loss: 3.9339 +2025-05-25 22:21:04,665 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:41:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.7276, loss: 3.7276 +2025-05-25 22:21:47,463 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:40:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9587, loss_cls: 3.7923, loss: 3.7923 +2025-05-25 22:22:30,322 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:39:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 3.8356, loss: 3.8356 +2025-05-25 22:23:13,109 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:38:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.6411, loss: 3.6411 +2025-05-25 22:23:16,191 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:24:31,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:24:31,572 - pyskl - INFO - +top1_acc 0.7470 +top5_acc 0.9563 +2025-05-25 22:24:31,627 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_5.pth was removed +2025-05-25 22:24:32,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-25 22:24:32,656 - pyskl - INFO - Best top1_acc is 0.7470 at 6 epoch. +2025-05-25 22:24:32,658 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7470, top5_acc: 0.9563 +2025-05-25 22:25:35,645 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:44:10, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.5950, loss: 3.5950 +2025-05-25 22:26:18,327 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:43:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.8069, loss: 3.8069 +2025-05-25 22:27:01,054 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:41:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9613, loss_cls: 3.7864, loss: 3.7864 +2025-05-25 22:27:43,738 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 3.7640, loss: 3.7640 +2025-05-25 22:28:26,437 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:39:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.6256, loss: 3.6256 +2025-05-25 22:29:09,154 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:38:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.6891, loss: 3.6891 +2025-05-25 22:29:51,853 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:37:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.4744, loss: 3.4744 +2025-05-25 22:30:34,576 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:36:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.6303, loss: 3.6303 +2025-05-25 22:31:17,314 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:35:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.7472, loss: 3.7472 +2025-05-25 22:32:00,017 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:34:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 3.7455, loss: 3.7455 +2025-05-25 22:32:42,701 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:33:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 3.6650, loss: 3.6650 +2025-05-25 22:33:25,426 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:32:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 3.7146, loss: 3.7146 +2025-05-25 22:34:08,156 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:31:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9675, loss_cls: 3.7334, loss: 3.7334 +2025-05-25 22:34:50,933 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:30:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9663, loss_cls: 3.6778, loss: 3.6778 +2025-05-25 22:35:33,642 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:29:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.7079, loss: 3.7079 +2025-05-25 22:36:16,405 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:28:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 3.7834, loss: 3.7834 +2025-05-25 22:36:59,112 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:27:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.6322, loss: 3.6322 +2025-05-25 22:37:41,870 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:26:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.4848, loss: 3.4848 +2025-05-25 22:38:24,577 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:25:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9688, loss_cls: 3.6354, loss: 3.6354 +2025-05-25 22:39:07,257 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:24:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.4205, loss: 3.4205 +2025-05-25 22:39:49,986 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:23:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.6687, loss: 3.6687 +2025-05-25 22:40:32,865 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:22:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.7313, loss: 3.7313 +2025-05-25 22:41:15,776 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:21:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 3.6006, loss: 3.6006 +2025-05-25 22:41:58,630 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:20:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.6291, loss: 3.6291 +2025-05-25 22:42:41,456 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:19:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 3.6290, loss: 3.6290 +2025-05-25 22:42:44,493 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:43:59,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:43:59,861 - pyskl - INFO - +top1_acc 0.7557 +top5_acc 0.9532 +2025-05-25 22:43:59,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_6.pth was removed +2025-05-25 22:44:00,946 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-25 22:44:00,947 - pyskl - INFO - Best top1_acc is 0.7557 at 7 epoch. +2025-05-25 22:44:00,950 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7557, top5_acc: 0.9532 +2025-05-25 22:45:04,365 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:24:25, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.6035, loss: 3.6035 +2025-05-25 22:45:47,135 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:23:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 3.5781, loss: 3.5781 +2025-05-25 22:46:29,969 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:22:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 3.5993, loss: 3.5993 +2025-05-25 22:47:12,784 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:21:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.5255, loss: 3.5255 +2025-05-25 22:47:55,516 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:20:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.5988, loss: 3.5988 +2025-05-25 22:48:38,380 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:19:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.5969, loss: 3.5969 +2025-05-25 22:49:21,239 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:18:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.6085, loss: 3.6085 +2025-05-25 22:50:04,046 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:17:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.5714, loss: 3.5714 +2025-05-25 22:50:46,818 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:16:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.6305, loss: 3.6305 +2025-05-25 22:51:29,648 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:15:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.4866, loss: 3.4866 +2025-05-25 22:52:12,490 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:14:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 3.6057, loss: 3.6057 +2025-05-25 22:52:55,292 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:13:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.7097, loss: 3.7097 +2025-05-25 22:53:38,020 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:12:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.5636, loss: 3.5636 +2025-05-25 22:54:20,786 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:11:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9700, loss_cls: 3.4638, loss: 3.4638 +2025-05-25 22:55:03,488 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:10:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.5958, loss: 3.5958 +2025-05-25 22:55:46,234 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:09:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.4606, loss: 3.4606 +2025-05-25 22:56:29,056 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:08:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4495, loss: 3.4495 +2025-05-25 22:57:11,742 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:07:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5715, loss: 3.5715 +2025-05-25 22:57:54,441 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:06:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.6436, loss: 3.6436 +2025-05-25 22:58:37,178 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9681, loss_cls: 3.6407, loss: 3.6407 +2025-05-25 22:59:19,888 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:04:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 3.5329, loss: 3.5329 +2025-05-25 23:00:02,629 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:03:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.4727, loss: 3.4727 +2025-05-25 23:00:45,573 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:02:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 3.4833, loss: 3.4833 +2025-05-25 23:01:28,526 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:02:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.5057, loss: 3.5057 +2025-05-25 23:02:11,412 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:01:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.5823, loss: 3.5823 +2025-05-25 23:02:14,494 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:03:29,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:03:29,789 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9637 +2025-05-25 23:03:29,841 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_7.pth was removed +2025-05-25 23:03:30,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-25 23:03:30,863 - pyskl - INFO - Best top1_acc is 0.7753 at 8 epoch. +2025-05-25 23:03:30,865 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7753, top5_acc: 0.9637 +2025-05-25 23:04:34,069 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:05:22, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.4179, loss: 3.4179 +2025-05-25 23:05:16,914 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:04:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.4411, loss: 3.4411 +2025-05-25 23:05:59,842 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:03:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.4213, loss: 3.4213 +2025-05-25 23:06:42,739 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:02:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.4469, loss: 3.4469 +2025-05-25 23:07:25,658 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:01:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.4561, loss: 3.4561 +2025-05-25 23:08:08,500 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:00:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 3.4567, loss: 3.4567 +2025-05-25 23:08:51,349 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 18:59:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9613, loss_cls: 3.4456, loss: 3.4456 +2025-05-25 23:09:34,162 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 18:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.4572, loss: 3.4572 +2025-05-25 23:10:16,957 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 18:57:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.5565, loss: 3.5565 +2025-05-25 23:10:59,805 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 18:56:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.5274, loss: 3.5274 +2025-05-25 23:11:42,671 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 18:56:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.4794, loss: 3.4794 +2025-05-25 23:12:25,414 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 18:55:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 3.3643, loss: 3.3643 +2025-05-25 23:13:08,249 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 18:54:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 3.4611, loss: 3.4611 +2025-05-25 23:13:50,934 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 18:53:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.4346, loss: 3.4346 +2025-05-25 23:14:33,721 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 18:52:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5151, loss: 3.5151 +2025-05-25 23:15:16,565 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:51:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.4379, loss: 3.4379 +2025-05-25 23:15:59,375 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.3993, loss: 3.3993 +2025-05-25 23:16:42,141 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:49:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 3.4472, loss: 3.4472 +2025-05-25 23:17:24,950 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:48:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 3.3397, loss: 3.3397 +2025-05-25 23:18:07,749 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:47:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 3.5288, loss: 3.5288 +2025-05-25 23:18:50,527 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.6279, loss: 3.6279 +2025-05-25 23:19:33,221 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:45:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.4580, loss: 3.4580 +2025-05-25 23:20:16,129 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:44:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.4519, loss: 3.4519 +2025-05-25 23:20:59,188 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:43:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.4248, loss: 3.4248 +2025-05-25 23:21:42,197 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:43:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.5131, loss: 3.5131 +2025-05-25 23:21:45,246 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:23:00,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:23:00,430 - pyskl - INFO - +top1_acc 0.7615 +top5_acc 0.9617 +2025-05-25 23:23:00,433 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7615, top5_acc: 0.9617 +2025-05-25 23:24:03,447 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:46:45, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.2418, loss: 3.2418 +2025-05-25 23:24:46,175 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:45:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 3.3174, loss: 3.3174 +2025-05-25 23:25:28,889 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:44:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.3285, loss: 3.3285 +2025-05-25 23:26:11,694 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:43:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.4673, loss: 3.4673 +2025-05-25 23:26:54,551 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:43:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.2584, loss: 3.2584 +2025-05-25 23:27:37,305 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:42:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.3949, loss: 3.3949 +2025-05-25 23:28:20,045 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 3.6810, loss: 3.6810 +2025-05-25 23:29:03,138 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:40:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.4096, loss: 3.4096 +2025-05-25 23:29:45,891 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:39:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.4087, loss: 3.4087 +2025-05-25 23:30:28,641 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:38:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.4911, loss: 3.4911 +2025-05-25 23:31:11,445 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:37:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.4628, loss: 3.4628 +2025-05-25 23:31:54,250 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:36:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.3299, loss: 3.3299 +2025-05-25 23:32:37,179 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:35:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.4521, loss: 3.4521 +2025-05-25 23:33:20,160 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:34:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9794, loss_cls: 3.3613, loss: 3.3613 +2025-05-25 23:34:03,011 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:33:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 3.4302, loss: 3.4302 +2025-05-25 23:34:45,941 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:33:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.3201, loss: 3.3201 +2025-05-25 23:35:28,801 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.4391, loss: 3.4391 +2025-05-25 23:36:11,710 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:31:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.4103, loss: 3.4103 +2025-05-25 23:36:54,625 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:30:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 3.3385, loss: 3.3385 +2025-05-25 23:37:37,586 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:29:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.5024, loss: 3.5024 +2025-05-25 23:38:20,438 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:28:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 3.3632, loss: 3.3632 +2025-05-25 23:39:03,433 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.4051, loss: 3.4051 +2025-05-25 23:39:46,338 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:26:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 3.2752, loss: 3.2752 +2025-05-25 23:40:29,171 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:26:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.3924, loss: 3.3924 +2025-05-25 23:41:11,988 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:25:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.2830, loss: 3.2830 +2025-05-25 23:41:14,997 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:50:05,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:50:05,083 - pyskl - INFO - +top1_acc 0.7546 +top5_acc 0.9440 +2025-05-25 23:50:05,086 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7546, top5_acc: 0.9440 +2025-05-25 23:51:08,811 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:28:28, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.4658, loss: 3.4658 +2025-05-25 23:51:51,691 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:27:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.4024, loss: 3.4024 +2025-05-25 23:52:34,477 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:26:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.3675, loss: 3.3675 +2025-05-25 23:53:17,394 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:25:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.3413, loss: 3.3413 +2025-05-25 23:54:00,282 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:24:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.2559, loss: 3.2559 +2025-05-25 23:54:43,061 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:23:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 3.3075, loss: 3.3075 +2025-05-25 23:55:25,805 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:23:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.4759, loss: 3.4759 +2025-05-25 23:56:08,614 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:22:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.3733, loss: 3.3733 +2025-05-25 23:56:51,405 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:21:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.3293, loss: 3.3293 +2025-05-25 23:57:34,144 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:20:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.2445, loss: 3.2445 +2025-05-25 23:58:16,896 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.2612, loss: 3.2612 +2025-05-25 23:58:59,563 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:18:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.2803, loss: 3.2803 +2025-05-25 23:59:42,315 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:17:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.2940, loss: 3.2940 +2025-05-26 00:00:25,106 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:16:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.3234, loss: 3.3234 +2025-05-26 00:01:08,022 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:15:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.4217, loss: 3.4217 +2025-05-26 00:01:50,764 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.2331, loss: 3.2331 +2025-05-26 00:02:33,498 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:14:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.3130, loss: 3.3130 +2025-05-26 00:03:16,202 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:13:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.3368, loss: 3.3368 +2025-05-26 00:03:58,898 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:12:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.4381, loss: 3.4381 +2025-05-26 00:04:41,654 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:11:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.2956, loss: 3.2956 +2025-05-26 00:05:24,449 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:10:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.2720, loss: 3.2720 +2025-05-26 00:06:07,174 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:09:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.2564, loss: 3.2564 +2025-05-26 00:06:49,973 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:08:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.3545, loss: 3.3545 +2025-05-26 00:07:32,857 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:07:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3021, loss: 3.3021 +2025-05-26 00:08:15,697 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:06:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.2587, loss: 3.2587 +2025-05-26 00:08:18,770 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:09:34,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:09:34,864 - pyskl - INFO - +top1_acc 0.7977 +top5_acc 0.9665 +2025-05-26 00:09:34,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_8.pth was removed +2025-05-26 00:09:35,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-26 00:09:35,920 - pyskl - INFO - Best top1_acc is 0.7977 at 11 epoch. +2025-05-26 00:09:35,923 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7977, top5_acc: 0.9665 +2025-05-26 00:10:39,542 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:09:50, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.1695, loss: 3.1695 +2025-05-26 00:11:22,058 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:08:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.3727, loss: 3.3727 +2025-05-26 00:12:04,699 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:07:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.2491, loss: 3.2491 +2025-05-26 00:12:47,457 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:07:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.3263, loss: 3.3263 +2025-05-26 00:13:30,218 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:06:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.2479, loss: 3.2479 +2025-05-26 00:14:13,041 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:05:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.2065, loss: 3.2065 +2025-05-26 00:14:55,722 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:04:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.2603, loss: 3.2603 +2025-05-26 00:15:38,507 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:03:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.2576, loss: 3.2576 +2025-05-26 00:16:21,268 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:02:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.1711, loss: 3.1711 +2025-05-26 00:17:03,903 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 3.3136, loss: 3.3136 +2025-05-26 00:17:46,755 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:00:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.3425, loss: 3.3425 +2025-05-26 00:18:29,524 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:59:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.3075, loss: 3.3075 +2025-05-26 00:19:12,202 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:59:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2670, loss: 3.2670 +2025-05-26 00:19:54,926 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 17:58:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.3237, loss: 3.3237 +2025-05-26 00:20:37,584 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 17:57:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.2149, loss: 3.2149 +2025-05-26 00:21:20,111 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 17:56:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.2066, loss: 3.2066 +2025-05-26 00:22:02,858 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 17:55:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.3006, loss: 3.3006 +2025-05-26 00:22:45,611 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 17:54:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.2791, loss: 3.2791 +2025-05-26 00:23:28,561 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 17:53:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1597, loss: 3.1597 +2025-05-26 00:24:11,344 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 17:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 3.2815, loss: 3.2815 +2025-05-26 00:24:54,070 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 17:51:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2604, loss: 3.2604 +2025-05-26 00:25:36,725 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 17:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.3393, loss: 3.3393 +2025-05-26 00:26:19,446 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:50:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.1946, loss: 3.1946 +2025-05-26 00:27:02,402 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:49:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.2635, loss: 3.2635 +2025-05-26 00:27:45,295 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:48:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.3222, loss: 3.3222 +2025-05-26 00:27:48,419 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:29:04,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:29:04,518 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9678 +2025-05-26 00:29:04,520 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7919, top5_acc: 0.9678 +2025-05-26 00:30:08,297 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 17:51:05, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.2690, loss: 3.2690 +2025-05-26 00:30:51,067 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:50:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.1547, loss: 3.1547 +2025-05-26 00:31:33,773 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:49:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.3191, loss: 3.3191 +2025-05-26 00:32:16,509 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:48:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.2101, loss: 3.2101 +2025-05-26 00:32:59,390 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:47:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1791, loss: 3.1791 +2025-05-26 00:33:42,212 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:46:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 3.1788, loss: 3.1788 +2025-05-26 00:34:24,926 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:45:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.3595, loss: 3.3595 +2025-05-26 00:35:07,711 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:44:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.3228, loss: 3.3228 +2025-05-26 00:35:50,364 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:44:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.2410, loss: 3.2410 +2025-05-26 00:36:33,282 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:43:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 3.2365, loss: 3.2365 +2025-05-26 00:37:16,102 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:42:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1903, loss: 3.1903 +2025-05-26 00:37:58,843 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:41:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.1376, loss: 3.1376 +2025-05-26 00:38:41,634 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:40:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.1502, loss: 3.1502 +2025-05-26 00:39:24,398 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.1976, loss: 3.1976 +2025-05-26 00:40:07,210 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:38:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.2117, loss: 3.2117 +2025-05-26 00:40:49,960 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.1086, loss: 3.1086 +2025-05-26 00:41:32,721 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:37:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2562, loss: 3.2562 +2025-05-26 00:42:15,439 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:36:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.2262, loss: 3.2262 +2025-05-26 00:42:58,124 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:35:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9800, loss_cls: 3.2084, loss: 3.2084 +2025-05-26 00:43:40,848 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:34:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.1756, loss: 3.1756 +2025-05-26 00:44:23,631 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:33:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.0841, loss: 3.0841 +2025-05-26 00:45:06,469 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:32:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2258, loss: 3.2258 +2025-05-26 00:45:49,164 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:31:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.1712, loss: 3.1712 +2025-05-26 00:46:31,950 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:31:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.2867, loss: 3.2867 +2025-05-26 00:47:14,974 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:30:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.2065, loss: 3.2065 +2025-05-26 00:47:18,085 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:48:34,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:48:34,561 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9689 +2025-05-26 00:48:34,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_11.pth was removed +2025-05-26 00:48:35,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-26 00:48:35,631 - pyskl - INFO - Best top1_acc is 0.8020 at 13 epoch. +2025-05-26 00:48:35,634 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.8020, top5_acc: 0.9689 +2025-05-26 00:49:39,453 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:32:36, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.2296, loss: 3.2296 +2025-05-26 00:50:22,593 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:31:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.0342, loss: 3.0342 +2025-05-26 00:51:05,597 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:30:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.1671, loss: 3.1671 +2025-05-26 00:51:48,622 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:30:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.0841, loss: 3.0841 +2025-05-26 00:52:31,634 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:29:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.1413, loss: 3.1413 +2025-05-26 00:53:14,449 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:28:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.1516, loss: 3.1516 +2025-05-26 00:53:57,632 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:27:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.0233, loss: 3.0233 +2025-05-26 00:54:40,401 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1103, loss: 3.1103 +2025-05-26 00:55:23,108 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:25:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.1471, loss: 3.1471 +2025-05-26 00:56:05,793 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:25:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.1353, loss: 3.1353 +2025-05-26 00:56:48,735 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:24:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.1157, loss: 3.1157 +2025-05-26 00:57:31,610 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:23:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.1872, loss: 3.1872 +2025-05-26 00:58:14,364 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:22:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 3.0766, loss: 3.0766 +2025-05-26 00:58:57,060 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:21:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.1350, loss: 3.1350 +2025-05-26 00:59:39,748 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:20:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.2161, loss: 3.2161 +2025-05-26 01:00:22,471 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:19:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1677, loss: 3.1677 +2025-05-26 01:01:05,212 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:19:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2007, loss: 3.2007 +2025-05-26 01:01:47,883 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.3532, loss: 3.3532 +2025-05-26 01:02:30,567 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.1569, loss: 3.1569 +2025-05-26 01:03:13,211 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:16:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.2260, loss: 3.2260 +2025-05-26 01:03:55,907 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:15:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.1689, loss: 3.1689 +2025-05-26 01:04:38,535 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:14:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.2309, loss: 3.2309 +2025-05-26 01:05:21,309 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.1561, loss: 3.1561 +2025-05-26 01:06:04,069 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:13:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.2493, loss: 3.2493 +2025-05-26 01:06:46,924 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:12:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.1855, loss: 3.1855 +2025-05-26 01:06:49,941 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:08:05,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:08:05,526 - pyskl - INFO - +top1_acc 0.7985 +top5_acc 0.9694 +2025-05-26 01:08:05,528 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7985, top5_acc: 0.9694 +2025-05-26 01:09:08,907 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:14:13, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0242, loss: 3.0242 +2025-05-26 01:09:51,713 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:13:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.1260, loss: 3.1260 +2025-05-26 01:10:34,718 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:12:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.1766, loss: 3.1766 +2025-05-26 01:11:17,416 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:11:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.0405, loss: 3.0405 +2025-05-26 01:12:00,141 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:10:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.1045, loss: 3.1045 +2025-05-26 01:12:42,858 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:09:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1306, loss: 3.1306 +2025-05-26 01:13:25,610 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1622, loss: 3.1622 +2025-05-26 01:14:08,278 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.0200, loss: 3.0200 +2025-05-26 01:14:50,931 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:07:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.2002, loss: 3.2002 +2025-05-26 01:15:33,639 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:06:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.0546, loss: 3.0546 +2025-05-26 01:16:16,377 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:05:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.3263, loss: 3.3263 +2025-05-26 01:16:59,177 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:04:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.1790, loss: 3.1790 +2025-05-26 01:17:41,985 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:03:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.2142, loss: 3.2142 +2025-05-26 01:18:24,691 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:03:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1448, loss: 3.1448 +2025-05-26 01:19:07,405 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:02:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1412, loss: 3.1412 +2025-05-26 01:19:50,043 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:01:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1449, loss: 3.1449 +2025-05-26 01:20:32,731 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:00:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.1739, loss: 3.1739 +2025-05-26 01:21:15,396 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:59:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.0726, loss: 3.0726 +2025-05-26 01:21:58,110 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:58:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1107, loss: 3.1107 +2025-05-26 01:22:40,879 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:58:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.1828, loss: 3.1828 +2025-05-26 01:23:23,594 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:57:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0823, loss: 3.0823 +2025-05-26 01:24:06,326 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:56:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.1409, loss: 3.1409 +2025-05-26 01:24:49,091 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:55:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0844, loss: 3.0844 +2025-05-26 01:25:31,978 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 16:54:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0893, loss: 3.0893 +2025-05-26 01:26:14,687 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 16:53:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.0763, loss: 3.0763 +2025-05-26 01:26:17,728 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:34:36,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:34:36,728 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9667 +2025-05-26 01:34:36,731 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7877, top5_acc: 0.9667 +2025-05-26 01:35:41,288 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:55:47, time: 0.646, data_time: 0.216, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.1253, loss: 3.1253 +2025-05-26 01:36:24,079 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 16:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.0751, loss: 3.0751 +2025-05-26 01:37:06,754 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 16:54:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1153, loss: 3.1153 +2025-05-26 01:37:49,381 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 16:53:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9682, loss: 2.9682 +2025-05-26 01:38:31,961 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 16:52:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 2.9755, loss: 2.9755 +2025-05-26 01:39:14,666 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 16:51:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9850, loss: 2.9850 +2025-05-26 01:39:57,669 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:50:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.1443, loss: 3.1443 +2025-05-26 01:40:40,702 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:49:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.1768, loss: 3.1768 +2025-05-26 01:41:23,772 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:49:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.0811, loss: 3.0811 +2025-05-26 01:42:06,586 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:48:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0451, loss: 3.0451 +2025-05-26 01:42:49,431 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:47:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1432, loss: 3.1432 +2025-05-26 01:43:32,207 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:46:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.1816, loss: 3.1816 +2025-05-26 01:44:15,058 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:45:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.1820, loss: 3.1820 +2025-05-26 01:44:57,938 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:44:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0382, loss: 3.0382 +2025-05-26 01:45:40,865 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:44:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.0359, loss: 3.0359 +2025-05-26 01:46:23,549 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.1088, loss: 3.1088 +2025-05-26 01:47:06,221 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:42:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 2.9763, loss: 2.9763 +2025-05-26 01:47:48,857 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:41:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.2024, loss: 3.2024 +2025-05-26 01:48:31,570 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:40:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1744, loss: 3.1744 +2025-05-26 01:49:14,229 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.1484, loss: 3.1484 +2025-05-26 01:49:56,941 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:39:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.0559, loss: 3.0559 +2025-05-26 01:50:39,721 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:38:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.1024, loss: 3.1024 +2025-05-26 01:51:22,519 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:37:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.0589, loss: 3.0589 +2025-05-26 01:52:05,322 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:36:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.1264, loss: 3.1264 +2025-05-26 01:52:48,356 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:35:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.0877, loss: 3.0877 +2025-05-26 01:52:51,420 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 01:54:07,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:54:07,320 - pyskl - INFO - +top1_acc 0.7800 +top5_acc 0.9574 +2025-05-26 01:54:07,323 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7800, top5_acc: 0.9574 +2025-05-26 01:55:11,606 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:37:32, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9894, loss_cls: 2.9778, loss: 2.9778 +2025-05-26 01:55:54,683 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:36:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0747, loss: 3.0747 +2025-05-26 01:56:37,437 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:35:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0711, loss: 3.0711 +2025-05-26 01:57:20,106 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:35:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0622, loss: 3.0622 +2025-05-26 01:58:02,905 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:34:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.9107, loss: 2.9107 +2025-05-26 01:58:45,752 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:33:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0834, loss: 3.0834 +2025-05-26 01:59:28,573 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:32:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0125, loss: 3.0125 +2025-05-26 02:00:11,314 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:31:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 2.9757, loss: 2.9757 +2025-05-26 02:00:54,103 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.1203, loss: 3.1203 +2025-05-26 02:01:36,819 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.0711, loss: 3.0711 +2025-05-26 02:02:19,632 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:29:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 3.0024, loss: 3.0024 +2025-05-26 02:03:02,438 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:28:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0301, loss: 3.0301 +2025-05-26 02:03:45,296 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:27:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.1695, loss: 3.1695 +2025-05-26 02:04:28,099 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:26:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1161, loss: 3.1161 +2025-05-26 02:05:10,760 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:25:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.0906, loss: 3.0906 +2025-05-26 02:05:53,519 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1235, loss: 3.1235 +2025-05-26 02:06:36,209 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:24:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9722, loss: 2.9722 +2025-05-26 02:07:18,969 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:23:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.0220, loss: 3.0220 +2025-05-26 02:08:01,688 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:22:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1047, loss: 3.1047 +2025-05-26 02:08:44,406 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:21:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9632, loss: 2.9632 +2025-05-26 02:09:27,165 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:20:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.1029, loss: 3.1029 +2025-05-26 02:10:09,951 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.1253, loss: 3.1253 +2025-05-26 02:10:52,665 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:19:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.2334, loss: 3.2334 +2025-05-26 02:11:35,407 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:18:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0483, loss: 3.0483 +2025-05-26 02:12:18,285 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:17:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.0669, loss: 3.0669 +2025-05-26 02:12:21,341 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:13:36,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:13:36,806 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9567 +2025-05-26 02:13:36,809 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7616, top5_acc: 0.9567 +2025-05-26 02:14:40,067 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:19:06, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 3.0667, loss: 3.0667 +2025-05-26 02:15:22,791 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:18:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7960, loss: 2.7960 +2025-05-26 02:16:05,551 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:17:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.0243, loss: 3.0243 +2025-05-26 02:16:48,290 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:16:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1084, loss: 3.1084 +2025-05-26 02:17:31,009 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:15:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0235, loss: 3.0235 +2025-05-26 02:18:13,715 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:14:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9704, loss: 2.9704 +2025-05-26 02:18:56,414 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:14:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9438, loss: 2.9438 +2025-05-26 02:19:39,159 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.0029, loss: 3.0029 +2025-05-26 02:20:21,880 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:12:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0598, loss: 3.0598 +2025-05-26 02:21:04,590 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:11:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0671, loss: 3.0671 +2025-05-26 02:21:47,269 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:10:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.1678, loss: 3.1678 +2025-05-26 02:22:30,000 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:09:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0547, loss: 3.0547 +2025-05-26 02:23:12,705 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:09:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.1333, loss: 3.1333 +2025-05-26 02:23:55,422 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:08:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.0811, loss: 3.0811 +2025-05-26 02:24:38,154 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:07:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.0844, loss: 3.0844 +2025-05-26 02:25:21,132 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:06:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9413, loss: 2.9413 +2025-05-26 02:26:03,887 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:05:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0933, loss: 3.0933 +2025-05-26 02:26:46,702 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:05:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 2.9408, loss: 2.9408 +2025-05-26 02:27:29,510 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:04:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.9109, loss: 2.9109 +2025-05-26 02:28:12,098 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:03:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.9113, loss: 2.9113 +2025-05-26 02:28:54,890 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:02:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.0285, loss: 3.0285 +2025-05-26 02:29:37,612 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.2225, loss: 3.2225 +2025-05-26 02:30:20,470 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:00:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.0813, loss: 3.0813 +2025-05-26 02:31:03,250 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 2.9633, loss: 2.9633 +2025-05-26 02:31:46,129 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:59:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0047, loss: 3.0047 +2025-05-26 02:31:49,164 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:33:04,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:33:04,739 - pyskl - INFO - +top1_acc 0.7939 +top5_acc 0.9596 +2025-05-26 02:33:04,741 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7939, top5_acc: 0.9596 +2025-05-26 02:34:08,124 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:00:38, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.0090, loss: 3.0090 +2025-05-26 02:34:51,001 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0465, loss: 3.0465 +2025-05-26 02:35:33,881 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:59:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0147, loss: 3.0147 +2025-05-26 02:36:16,642 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:58:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 2.8815, loss: 2.8815 +2025-05-26 02:36:59,450 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:57:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9849, loss: 2.9849 +2025-05-26 02:37:42,172 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:56:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.9495, loss: 2.9495 +2025-05-26 02:38:24,885 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:55:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1278, loss: 3.1278 +2025-05-26 02:39:07,734 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:54:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.0348, loss: 3.0348 +2025-05-26 02:39:50,489 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:54:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.9347, loss: 2.9347 +2025-05-26 02:40:33,066 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 15:53:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 2.8988, loss: 2.8988 +2025-05-26 02:41:15,815 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 15:52:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 3.0695, loss: 3.0695 +2025-05-26 02:41:58,231 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 15:51:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0800, loss: 3.0800 +2025-05-26 02:42:40,927 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:50:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9908, loss: 2.9908 +2025-05-26 02:43:23,576 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:49:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.1138, loss: 3.1138 +2025-05-26 02:44:06,282 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:49:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0432, loss: 3.0432 +2025-05-26 02:44:49,040 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:48:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0072, loss: 3.0072 +2025-05-26 02:45:31,569 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:47:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 2.9202, loss: 2.9202 +2025-05-26 02:46:14,230 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:46:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.0752, loss: 3.0752 +2025-05-26 02:46:57,042 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:45:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.0300, loss: 3.0300 +2025-05-26 02:47:39,786 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:44:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.0372, loss: 3.0372 +2025-05-26 02:48:22,454 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:44:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.0233, loss: 3.0233 +2025-05-26 02:49:05,145 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.0037, loss: 3.0037 +2025-05-26 02:49:47,812 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:42:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.8322, loss: 2.8322 +2025-05-26 02:50:30,526 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:41:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.1015, loss: 3.1015 +2025-05-26 02:51:13,445 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:40:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0756, loss: 3.0756 +2025-05-26 02:51:16,497 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:52:32,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:52:32,132 - pyskl - INFO - +top1_acc 0.8206 +top5_acc 0.9717 +2025-05-26 02:52:32,183 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_13.pth was removed +2025-05-26 02:52:33,176 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-26 02:52:33,177 - pyskl - INFO - Best top1_acc is 0.8206 at 19 epoch. +2025-05-26 02:52:33,179 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8206, top5_acc: 0.9717 +2025-05-26 02:53:36,488 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:42:06, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9445, loss: 2.9445 +2025-05-26 02:54:19,215 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:41:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.9895, loss: 2.9895 +2025-05-26 02:55:01,962 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0912, loss: 3.0912 +2025-05-26 02:55:44,857 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:39:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9434, loss: 2.9434 +2025-05-26 02:56:27,663 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:38:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9173, loss: 2.9173 +2025-05-26 02:57:10,391 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:38:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.9327, loss: 2.9327 +2025-05-26 02:57:53,351 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:37:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 2.9919, loss: 2.9919 +2025-05-26 02:58:36,181 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:36:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0416, loss: 3.0416 +2025-05-26 02:59:19,092 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:35:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 3.0026, loss: 3.0026 +2025-05-26 03:00:01,909 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:34:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.9429, loss: 2.9429 +2025-05-26 03:00:44,657 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.9494, loss: 2.9494 +2025-05-26 03:01:27,426 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:33:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.0325, loss: 3.0325 +2025-05-26 03:02:10,294 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:32:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0077, loss: 3.0077 +2025-05-26 03:02:52,941 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:31:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0040, loss: 3.0040 +2025-05-26 03:03:35,679 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:30:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.8973, loss: 2.8973 +2025-05-26 03:04:18,558 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:29:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 3.0115, loss: 3.0115 +2025-05-26 03:05:01,383 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:29:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.9632, loss: 2.9632 +2025-05-26 03:05:44,324 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:28:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.9601, loss: 2.9601 +2025-05-26 03:06:27,145 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:27:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.8485, loss: 2.8485 +2025-05-26 03:07:09,948 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:26:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 2.9289, loss: 2.9289 +2025-05-26 03:07:52,837 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:25:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9292, loss: 2.9292 +2025-05-26 03:08:35,578 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9011, loss: 2.9011 +2025-05-26 03:09:18,342 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:24:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9582, loss: 2.9582 +2025-05-26 03:10:01,176 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:23:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.1682, loss: 3.1682 +2025-05-26 03:10:43,934 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:22:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.0492, loss: 3.0492 +2025-05-26 03:10:47,014 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:19:16,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:19:16,339 - pyskl - INFO - +top1_acc 0.7866 +top5_acc 0.9625 +2025-05-26 03:19:16,342 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7866, top5_acc: 0.9625 +2025-05-26 03:20:21,354 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:24:02, time: 0.650, data_time: 0.220, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.0061, loss: 3.0061 +2025-05-26 03:21:04,218 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:23:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7520, loss: 2.7520 +2025-05-26 03:21:47,175 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:22:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9682, loss: 2.9682 +2025-05-26 03:22:30,004 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:21:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.8863, loss: 2.8863 +2025-05-26 03:23:13,234 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:20:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.0515, loss: 3.0515 +2025-05-26 03:23:56,130 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:20:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.8890, loss: 2.8890 +2025-05-26 03:24:38,969 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:19:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.8685, loss: 2.8685 +2025-05-26 03:25:21,800 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:18:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 2.9729, loss: 2.9729 +2025-05-26 03:26:04,249 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:17:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9681, loss: 2.9681 +2025-05-26 03:26:46,897 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:16:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.9805, loss: 2.9805 +2025-05-26 03:27:29,677 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:16:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.0148, loss: 3.0148 +2025-05-26 03:28:12,363 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:15:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9805, loss: 2.9805 +2025-05-26 03:28:55,113 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:14:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 2.9550, loss: 2.9550 +2025-05-26 03:29:37,883 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:13:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.8961, loss: 2.8961 +2025-05-26 03:30:20,803 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:12:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9227, loss: 2.9227 +2025-05-26 03:31:03,575 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:11:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9642, loss: 2.9642 +2025-05-26 03:31:46,203 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:11:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.0670, loss: 3.0670 +2025-05-26 03:32:28,787 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:10:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.8931, loss: 2.8931 +2025-05-26 03:33:11,591 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:09:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.8417, loss: 2.8417 +2025-05-26 03:33:54,441 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:08:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.0507, loss: 3.0507 +2025-05-26 03:34:37,172 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:07:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-05-26 03:35:19,954 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:07:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.8888, loss: 2.8888 +2025-05-26 03:36:02,709 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:06:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8763, loss: 2.8763 +2025-05-26 03:36:45,405 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:05:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.0819, loss: 3.0819 +2025-05-26 03:37:28,126 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:04:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9647, loss: 2.9647 +2025-05-26 03:37:31,275 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:38:46,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:38:46,854 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9648 +2025-05-26 03:38:46,857 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.8036, top5_acc: 0.9648 +2025-05-26 03:39:50,681 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:05:45, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.9991, loss: 2.9991 +2025-05-26 03:40:33,533 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:04:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.8170, loss: 2.8170 +2025-05-26 03:41:16,305 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:04:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.9406, loss: 2.9406 +2025-05-26 03:41:59,002 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:03:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8824, loss: 2.8824 +2025-05-26 03:42:41,702 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:02:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9418, loss: 2.9418 +2025-05-26 03:43:24,367 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.8413, loss: 2.8413 +2025-05-26 03:44:07,069 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:00:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.8754, loss: 2.8754 +2025-05-26 03:44:49,765 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:00:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9522, loss: 2.9522 +2025-05-26 03:45:32,499 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:59:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9427, loss: 2.9427 +2025-05-26 03:46:15,223 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:58:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9298, loss: 2.9298 +2025-05-26 03:46:57,982 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:57:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.9188, loss: 2.9188 +2025-05-26 03:47:40,773 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:56:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9611, loss: 2.9611 +2025-05-26 03:48:23,549 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:56:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.0186, loss: 3.0186 +2025-05-26 03:49:06,281 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:55:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9455, loss: 2.9455 +2025-05-26 03:49:49,069 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:54:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.9102, loss: 2.9102 +2025-05-26 03:50:31,704 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:53:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8782, loss: 2.8782 +2025-05-26 03:51:14,399 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:52:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 2.9193, loss: 2.9193 +2025-05-26 03:51:57,141 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 14:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0411, loss: 3.0411 +2025-05-26 03:52:39,885 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:51:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7337, loss: 2.7337 +2025-05-26 03:53:22,664 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:50:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9260, loss: 2.9260 +2025-05-26 03:54:05,490 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:49:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8903, loss: 2.8903 +2025-05-26 03:54:48,318 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:48:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8122, loss: 2.8122 +2025-05-26 03:55:31,133 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:48:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9867, loss: 2.9867 +2025-05-26 03:56:13,909 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:47:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.9811, loss: 2.9811 +2025-05-26 03:56:56,741 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:46:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 2.9798, loss: 2.9798 +2025-05-26 03:56:59,790 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 03:58:15,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:58:15,229 - pyskl - INFO - +top1_acc 0.8018 +top5_acc 0.9671 +2025-05-26 03:58:15,231 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8018, top5_acc: 0.9671 +2025-05-26 03:59:18,625 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:47:22, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7968, loss: 2.7968 +2025-05-26 04:00:01,366 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:46:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9314, loss: 2.9314 +2025-05-26 04:00:44,244 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.8384, loss: 2.8384 +2025-05-26 04:01:27,058 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:44:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9332, loss: 2.9332 +2025-05-26 04:02:09,849 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:44:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7974, loss: 2.7974 +2025-05-26 04:02:52,594 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:43:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 2.9755, loss: 2.9755 +2025-05-26 04:03:35,394 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:42:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.9662, loss: 2.9662 +2025-05-26 04:04:18,131 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:41:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 2.9348, loss: 2.9348 +2025-05-26 04:05:00,865 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:40:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.0490, loss: 3.0490 +2025-05-26 04:05:43,770 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:40:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8784, loss: 2.8784 +2025-05-26 04:06:26,541 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:39:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.0319, loss: 3.0319 +2025-05-26 04:07:09,386 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:38:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8581, loss: 2.8581 +2025-05-26 04:07:52,162 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:37:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.8906, loss: 2.8906 +2025-05-26 04:08:34,986 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:37:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.8188, loss: 2.8188 +2025-05-26 04:09:17,818 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:36:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0040, loss: 3.0040 +2025-05-26 04:10:00,732 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:35:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.9481, loss: 2.9481 +2025-05-26 04:10:43,631 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.7926, loss: 2.7926 +2025-05-26 04:11:26,523 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:33:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 2.9814, loss: 2.9814 +2025-05-26 04:12:09,435 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:33:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 2.8945, loss: 2.8945 +2025-05-26 04:12:52,385 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:32:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8555, loss: 2.8555 +2025-05-26 04:13:35,305 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:31:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.9020, loss: 2.9020 +2025-05-26 04:14:18,047 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:30:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.9383, loss: 2.9383 +2025-05-26 04:15:00,857 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.8561, loss: 2.8561 +2025-05-26 04:15:43,593 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:29:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9178, loss: 2.9178 +2025-05-26 04:16:26,326 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.7684, loss: 2.7684 +2025-05-26 04:16:29,372 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:17:44,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:17:44,719 - pyskl - INFO - +top1_acc 0.8042 +top5_acc 0.9662 +2025-05-26 04:17:44,722 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8042, top5_acc: 0.9662 +2025-05-26 04:18:48,717 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:29:13, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.8392, loss: 2.8392 +2025-05-26 04:19:31,582 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.8811, loss: 2.8811 +2025-05-26 04:20:14,316 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:27:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8872, loss: 2.8872 +2025-05-26 04:20:57,086 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9089, loss: 2.9089 +2025-05-26 04:21:39,812 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:26:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.9142, loss: 2.9142 +2025-05-26 04:22:22,516 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:25:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.8746, loss: 2.8746 +2025-05-26 04:23:05,155 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:24:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.9533, loss: 2.9533 +2025-05-26 04:23:47,837 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.9125, loss: 2.9125 +2025-05-26 04:24:30,524 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:22:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8625, loss: 2.8625 +2025-05-26 04:25:13,247 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.9069, loss: 2.9069 +2025-05-26 04:25:56,045 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:21:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8756, loss: 2.8756 +2025-05-26 04:26:38,786 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:20:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.8842, loss: 2.8842 +2025-05-26 04:27:21,546 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:19:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 2.9707, loss: 2.9707 +2025-05-26 04:28:04,377 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:18:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9003, loss: 2.9003 +2025-05-26 04:28:47,230 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:18:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9751, loss: 2.9751 +2025-05-26 04:29:30,080 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:17:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.7598, loss: 2.7598 +2025-05-26 04:30:12,882 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:16:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9869, loss_cls: 2.8837, loss: 2.8837 +2025-05-26 04:30:55,651 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:15:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9647, loss: 2.9647 +2025-05-26 04:31:38,526 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:14:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8595, loss: 2.8595 +2025-05-26 04:32:21,362 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:14:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.9069, loss: 2.9069 +2025-05-26 04:33:04,282 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:13:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.9384, loss: 2.9384 +2025-05-26 04:33:47,136 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:12:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9850, loss_cls: 2.8964, loss: 2.8964 +2025-05-26 04:34:30,083 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:11:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8957, loss: 2.8957 +2025-05-26 04:35:13,079 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:11:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.8588, loss: 2.8588 +2025-05-26 04:35:56,081 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:10:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.9065, loss: 2.9065 +2025-05-26 04:35:59,157 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:37:14,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:37:14,332 - pyskl - INFO - +top1_acc 0.8054 +top5_acc 0.9689 +2025-05-26 04:37:14,334 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8054, top5_acc: 0.9689 +2025-05-26 04:38:17,856 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:11:00, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7905, loss: 2.7905 +2025-05-26 04:39:01,153 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:10:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8708, loss: 2.8708 +2025-05-26 04:39:44,146 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:09:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9173, loss: 2.9173 +2025-05-26 04:40:27,009 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:08:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9684, loss: 2.9684 +2025-05-26 04:41:09,969 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:07:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.8373, loss: 2.8373 +2025-05-26 04:41:52,959 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:07:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7615, loss: 2.7615 +2025-05-26 04:42:35,833 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:06:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9644, loss: 2.9644 +2025-05-26 04:43:18,717 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:05:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8622, loss: 2.8622 +2025-05-26 04:44:01,616 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:04:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8865, loss: 2.8865 +2025-05-26 04:44:44,497 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:04:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.8482, loss: 2.8482 +2025-05-26 04:45:27,474 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:03:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9195, loss: 2.9195 +2025-05-26 04:46:10,210 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9639, loss: 2.9639 +2025-05-26 04:46:52,873 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:01:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.7949, loss: 2.7949 +2025-05-26 04:47:35,601 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:00:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.0110, loss: 3.0110 +2025-05-26 04:48:18,280 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:00:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.0551, loss: 3.0551 +2025-05-26 04:49:00,999 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:59:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8482, loss: 2.8482 +2025-05-26 04:49:44,042 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:58:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.7975, loss: 2.7975 +2025-05-26 04:50:26,781 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:57:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6925, loss: 2.6925 +2025-05-26 04:51:09,551 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:56:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 2.9279, loss: 2.9279 +2025-05-26 04:51:52,292 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:56:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.0062, loss: 3.0062 +2025-05-26 04:52:35,005 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:55:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 2.9920, loss: 2.9920 +2025-05-26 04:53:17,809 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:54:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8786, loss: 2.8786 +2025-05-26 04:54:00,545 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:53:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9838, loss_cls: 2.9659, loss: 2.9659 +2025-05-26 04:54:43,375 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:52:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.9185, loss: 2.9185 +2025-05-26 04:55:26,249 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:52:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8726, loss: 2.8726 +2025-05-26 04:55:29,342 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:03:54,512 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:03:54,578 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9658 +2025-05-26 05:03:54,581 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7864, top5_acc: 0.9658 +2025-05-26 05:04:58,209 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:52:52, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.8008, loss: 2.8008 +2025-05-26 05:05:40,940 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.7804, loss: 2.7804 +2025-05-26 05:06:23,677 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:51:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.9593, loss: 2.9593 +2025-05-26 05:07:06,622 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.9282, loss: 2.9282 +2025-05-26 05:07:49,407 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:49:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.9473, loss: 2.9473 +2025-05-26 05:08:32,032 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:48:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8496, loss: 2.8496 +2025-05-26 05:09:14,680 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:48:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 2.9524, loss: 2.9524 +2025-05-26 05:09:57,354 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:47:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8621, loss: 2.8621 +2025-05-26 05:10:40,066 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:46:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.9033, loss: 2.9033 +2025-05-26 05:11:22,664 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:45:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.7780, loss: 2.7780 +2025-05-26 05:12:05,238 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:44:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.8580, loss: 2.8580 +2025-05-26 05:12:47,921 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:44:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8539, loss: 2.8539 +2025-05-26 05:13:30,640 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 2.9105, loss: 2.9105 +2025-05-26 05:14:13,366 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:42:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7835, loss: 2.7835 +2025-05-26 05:14:56,046 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:41:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 2.9743, loss: 2.9743 +2025-05-26 05:15:38,710 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:40:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8528, loss: 2.8528 +2025-05-26 05:16:21,321 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8788, loss: 2.8788 +2025-05-26 05:17:03,986 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:39:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.6673, loss: 2.6673 +2025-05-26 05:17:46,544 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8821, loss: 2.8821 +2025-05-26 05:18:29,095 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:37:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.8679, loss: 2.8679 +2025-05-26 05:19:11,758 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:36:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.8420, loss: 2.8420 +2025-05-26 05:19:54,425 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:36:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9320, loss: 2.9320 +2025-05-26 05:20:37,135 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:35:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.7124, loss: 2.7124 +2025-05-26 05:21:19,876 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 2.8760, loss: 2.8760 +2025-05-26 05:22:02,607 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:33:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.8596, loss: 2.8596 +2025-05-26 05:22:05,636 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:23:21,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:23:21,398 - pyskl - INFO - +top1_acc 0.7778 +top5_acc 0.9666 +2025-05-26 05:23:21,400 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7778, top5_acc: 0.9666 +2025-05-26 05:24:24,615 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:34:23, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7031, loss: 2.7031 +2025-05-26 05:25:07,441 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:33:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.7766, loss: 2.7766 +2025-05-26 05:25:49,862 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:32:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.8919, loss: 2.8919 +2025-05-26 05:26:32,675 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:32:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9869, loss_cls: 2.8084, loss: 2.8084 +2025-05-26 05:27:15,434 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:31:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9869, loss_cls: 2.8470, loss: 2.8470 +2025-05-26 05:27:57,991 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:30:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8223, loss: 2.8223 +2025-05-26 05:28:40,814 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:29:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.8622, loss: 2.8622 +2025-05-26 05:29:23,533 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:28:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.7614, loss: 2.7614 +2025-05-26 05:30:06,248 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.8284, loss: 2.8284 +2025-05-26 05:30:49,344 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:27:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.8312, loss: 2.8312 +2025-05-26 05:31:31,991 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:26:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.9248, loss: 2.9248 +2025-05-26 05:32:14,504 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:25:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.8564, loss: 2.8564 +2025-05-26 05:32:57,369 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:24:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 2.8899, loss: 2.8899 +2025-05-26 05:33:40,265 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:24:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.8644, loss: 2.8644 +2025-05-26 05:34:22,936 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:23:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8333, loss: 2.8333 +2025-05-26 05:35:05,539 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:22:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8650, loss: 2.8650 +2025-05-26 05:35:48,432 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.8548, loss: 2.8548 +2025-05-26 05:36:31,474 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.9259, loss: 2.9259 +2025-05-26 05:37:14,219 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:20:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8528, loss: 2.8528 +2025-05-26 05:37:57,028 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.6696, loss: 2.6696 +2025-05-26 05:38:39,647 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:18:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 05:39:22,422 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:17:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7693, loss: 2.7693 +2025-05-26 05:40:05,147 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:17:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.8728, loss: 2.8728 +2025-05-26 05:40:47,746 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:16:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7952, loss: 2.7952 +2025-05-26 05:41:30,533 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:15:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.8235, loss: 2.8235 +2025-05-26 05:41:33,592 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:42:48,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:42:48,961 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9625 +2025-05-26 05:42:48,964 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7877, top5_acc: 0.9625 +2025-05-26 05:43:52,987 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:16:06, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8701, loss: 2.8701 +2025-05-26 05:44:35,925 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:15:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9906, loss_cls: 2.7958, loss: 2.7958 +2025-05-26 05:45:18,647 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:14:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 05:46:01,351 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:13:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7147, loss: 2.7147 +2025-05-26 05:46:44,148 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:12:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.7848, loss: 2.7848 +2025-05-26 05:47:26,901 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7557, loss: 2.7557 +2025-05-26 05:48:09,637 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:11:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.9152, loss: 2.9152 +2025-05-26 05:48:52,283 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:10:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.8013, loss: 2.8013 +2025-05-26 05:49:35,075 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:09:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8273, loss: 2.8273 +2025-05-26 05:50:17,802 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:09:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7724, loss: 2.7724 +2025-05-26 05:51:00,497 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.8021, loss: 2.8021 +2025-05-26 05:51:43,185 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:07:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8414, loss: 2.8414 +2025-05-26 05:52:25,891 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:06:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9499, loss: 2.9499 +2025-05-26 05:53:08,629 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:05:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.9004, loss: 2.9004 +2025-05-26 05:53:51,265 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:05:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8232, loss: 2.8232 +2025-05-26 05:54:33,996 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:04:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7622, loss: 2.7622 +2025-05-26 05:55:16,696 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.7532, loss: 2.7532 +2025-05-26 05:55:59,425 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:02:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8498, loss: 2.8498 +2025-05-26 05:56:42,086 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:01:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9066, loss: 2.9066 +2025-05-26 05:57:24,768 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:01:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.8041, loss: 2.8041 +2025-05-26 05:58:07,482 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:00:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.9142, loss: 2.9142 +2025-05-26 05:58:50,190 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:59:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8363, loss: 2.8363 +2025-05-26 05:59:32,939 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:58:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8636, loss: 2.8636 +2025-05-26 06:00:15,721 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:58:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.8672, loss: 2.8672 +2025-05-26 06:00:58,454 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:57:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9007, loss: 2.9007 +2025-05-26 06:01:01,532 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:02:55,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:02:55,482 - pyskl - INFO - +top1_acc 0.7898 +top5_acc 0.9607 +2025-05-26 06:02:55,485 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7898, top5_acc: 0.9607 +2025-05-26 06:03:59,309 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:57:47, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.8498, loss: 2.8498 +2025-05-26 06:04:42,013 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:56:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7285, loss: 2.7285 +2025-05-26 06:05:24,889 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:56:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7876, loss: 2.7876 +2025-05-26 06:06:07,782 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:55:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.7867, loss: 2.7867 +2025-05-26 06:06:50,521 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:54:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7468, loss: 2.7468 +2025-05-26 06:07:33,276 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:53:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.7606, loss: 2.7606 +2025-05-26 06:08:16,027 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:53:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 2.7520, loss: 2.7520 +2025-05-26 06:08:58,792 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:52:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8149, loss: 2.8149 +2025-05-26 06:09:41,632 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:51:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8281, loss: 2.8281 +2025-05-26 06:10:24,445 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:50:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.7779, loss: 2.7779 +2025-05-26 06:11:07,281 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:50:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 2.9936, loss: 2.9936 +2025-05-26 06:11:50,196 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:49:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.9627, loss: 2.9627 +2025-05-26 06:12:33,112 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:48:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9047, loss: 2.9047 +2025-05-26 06:13:15,931 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:47:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8486, loss: 2.8486 +2025-05-26 06:13:58,637 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:46:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9178, loss: 2.9178 +2025-05-26 06:14:41,305 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:46:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 2.8999, loss: 2.8999 +2025-05-26 06:15:24,043 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:45:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.8779, loss: 2.8779 +2025-05-26 06:16:06,807 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:44:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 2.9847, loss: 2.9847 +2025-05-26 06:16:49,583 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:43:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 2.9050, loss: 2.9050 +2025-05-26 06:17:32,274 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:42:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0275, loss: 3.0275 +2025-05-26 06:18:14,996 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:42:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.8700, loss: 2.8700 +2025-05-26 06:18:57,673 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:41:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 2.9007, loss: 2.9007 +2025-05-26 06:19:40,411 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:40:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9831, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 06:20:23,069 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:39:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7628, loss: 2.7628 +2025-05-26 06:21:05,783 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:39:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.8690, loss: 2.8690 +2025-05-26 06:21:08,845 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:22:24,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:22:24,884 - pyskl - INFO - +top1_acc 0.8213 +top5_acc 0.9710 +2025-05-26 06:22:24,940 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_19.pth was removed +2025-05-26 06:22:25,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-26 06:22:25,993 - pyskl - INFO - Best top1_acc is 0.8213 at 29 epoch. +2025-05-26 06:22:25,996 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8213, top5_acc: 0.9710 +2025-05-26 06:23:30,138 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:39:34, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.7826, loss: 2.7826 +2025-05-26 06:24:13,057 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8005, loss: 2.8005 +2025-05-26 06:24:55,910 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8225, loss: 2.8225 +2025-05-26 06:25:38,661 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:37:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8623, loss: 2.8623 +2025-05-26 06:26:21,560 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:36:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9738, loss_cls: 2.8251, loss: 2.8251 +2025-05-26 06:27:04,294 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:35:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7366, loss: 2.7366 +2025-05-26 06:27:47,147 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:34:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.7811, loss: 2.7811 +2025-05-26 06:28:29,910 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:34:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7605, loss: 2.7605 +2025-05-26 06:29:12,771 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:33:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.7325, loss: 2.7325 +2025-05-26 06:29:55,603 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:32:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.8499, loss: 2.8499 +2025-05-26 06:30:38,482 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:31:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.7576, loss: 2.7576 +2025-05-26 06:31:21,330 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:31:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.8320, loss: 2.8320 +2025-05-26 06:32:04,186 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:30:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.7238, loss: 2.7238 +2025-05-26 06:32:46,983 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:29:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7704, loss: 2.7704 +2025-05-26 06:33:29,747 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:28:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 2.9583, loss: 2.9583 +2025-05-26 06:34:12,567 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:27:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.7731, loss: 2.7731 +2025-05-26 06:34:55,375 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:27:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 06:35:38,198 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:26:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7889, loss: 2.7889 +2025-05-26 06:36:21,005 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:25:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 2.9040, loss: 2.9040 +2025-05-26 06:37:03,619 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:24:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.7891, loss: 2.7891 +2025-05-26 06:37:46,518 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:24:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 2.7551, loss: 2.7551 +2025-05-26 06:38:29,323 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:23:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 2.9665, loss: 2.9665 +2025-05-26 06:39:12,263 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:22:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.8153, loss: 2.8153 +2025-05-26 06:39:55,127 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 06:40:37,730 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:20:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 2.8857, loss: 2.8857 +2025-05-26 06:40:40,739 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:49:21,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:49:21,852 - pyskl - INFO - +top1_acc 0.7923 +top5_acc 0.9618 +2025-05-26 06:49:21,855 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7923, top5_acc: 0.9618 +2025-05-26 06:50:25,203 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:21:22, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.7458, loss: 2.7458 +2025-05-26 06:51:07,910 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:20:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6972, loss: 2.6972 +2025-05-26 06:51:50,645 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:19:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8664, loss: 2.8664 +2025-05-26 06:52:33,382 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:19:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8264, loss: 2.8264 +2025-05-26 06:53:16,071 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:18:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8153, loss: 2.8153 +2025-05-26 06:53:58,757 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:17:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6055, loss: 2.6055 +2025-05-26 06:54:41,378 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:16:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.8530, loss: 2.8530 +2025-05-26 06:55:24,105 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:15:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7660, loss: 2.7660 +2025-05-26 06:56:06,757 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:15:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.8414, loss: 2.8414 +2025-05-26 06:56:49,556 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:14:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7107, loss: 2.7107 +2025-05-26 06:57:32,125 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:13:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8065, loss: 2.8065 +2025-05-26 06:58:14,737 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:12:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.8287, loss: 2.8287 +2025-05-26 06:58:57,489 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:12:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.8970, loss: 2.8970 +2025-05-26 06:59:40,132 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:11:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.9004, loss: 2.9004 +2025-05-26 07:00:22,744 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:10:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9386, loss: 2.9386 +2025-05-26 07:01:05,319 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:09:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.8347, loss: 2.8347 +2025-05-26 07:01:47,953 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:08:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8358, loss: 2.8358 +2025-05-26 07:02:30,614 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:08:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8221, loss: 2.8221 +2025-05-26 07:03:13,305 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:07:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.8944, loss: 2.8944 +2025-05-26 07:03:55,893 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:06:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9537, loss: 2.9537 +2025-05-26 07:04:38,488 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:05:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.8297, loss: 2.8297 +2025-05-26 07:05:21,109 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:04:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.7987, loss: 2.7987 +2025-05-26 07:06:03,706 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:04:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7439, loss: 2.7439 +2025-05-26 07:06:46,352 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:03:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.7905, loss: 2.7905 +2025-05-26 07:07:29,174 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:02:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.8959, loss: 2.8959 +2025-05-26 07:07:32,206 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:08:46,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:08:46,959 - pyskl - INFO - +top1_acc 0.8167 +top5_acc 0.9733 +2025-05-26 07:08:46,962 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8167, top5_acc: 0.9733 +2025-05-26 07:09:50,122 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:02:56, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 2.7694, loss: 2.7694 +2025-05-26 07:10:32,778 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:02:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7759, loss: 2.7759 +2025-05-26 07:11:15,521 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.7953, loss: 2.7953 +2025-05-26 07:11:58,241 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:00:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.8290, loss: 2.8290 +2025-05-26 07:12:40,985 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:59:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.8199, loss: 2.8199 +2025-05-26 07:13:23,721 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:59:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.8070, loss: 2.8070 +2025-05-26 07:14:06,327 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:58:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8023, loss: 2.8023 +2025-05-26 07:14:48,980 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:57:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 2.8736, loss: 2.8736 +2025-05-26 07:15:31,658 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:56:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 2.7264, loss: 2.7264 +2025-05-26 07:16:14,402 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.7321, loss: 2.7321 +2025-05-26 07:16:57,038 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.6659, loss: 2.6659 +2025-05-26 07:17:39,756 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:54:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7531, loss: 2.7531 +2025-05-26 07:18:22,647 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:53:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.7009, loss: 2.7009 +2025-05-26 07:19:05,416 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 2.7123, loss: 2.7123 +2025-05-26 07:19:47,823 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:52:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.7857, loss: 2.7857 +2025-05-26 07:20:30,499 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:51:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 2.7311, loss: 2.7311 +2025-05-26 07:21:13,241 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:50:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.7652, loss: 2.7652 +2025-05-26 07:21:56,017 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:49:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6594, loss: 2.6594 +2025-05-26 07:22:38,802 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:48:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 2.8669, loss: 2.8669 +2025-05-26 07:23:21,543 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:48:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.6988, loss: 2.6988 +2025-05-26 07:24:04,353 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:47:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.6857, loss: 2.6857 +2025-05-26 07:24:47,088 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:46:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.7479, loss: 2.7479 +2025-05-26 07:25:29,908 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:45:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8620, loss: 2.8620 +2025-05-26 07:26:12,687 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:45:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.8759, loss: 2.8759 +2025-05-26 07:26:55,378 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:44:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8296, loss: 2.8296 +2025-05-26 07:26:58,378 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:28:13,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:28:13,545 - pyskl - INFO - +top1_acc 0.8017 +top5_acc 0.9610 +2025-05-26 07:28:13,548 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8017, top5_acc: 0.9610 +2025-05-26 07:29:17,175 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:44:37, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6370, loss: 2.6370 +2025-05-26 07:29:59,929 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:43:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.6976, loss: 2.6976 +2025-05-26 07:30:42,331 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:43:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.7727, loss: 2.7727 +2025-05-26 07:31:25,084 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7484, loss: 2.7484 +2025-05-26 07:32:07,811 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:41:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8100, loss: 2.8100 +2025-05-26 07:32:50,523 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:40:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 2.9453, loss: 2.9453 +2025-05-26 07:33:33,239 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:39:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.8171, loss: 2.8171 +2025-05-26 07:34:15,986 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:39:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.7006, loss: 2.7006 +2025-05-26 07:34:58,790 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:38:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.8104, loss: 2.8104 +2025-05-26 07:35:41,586 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:37:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.6829, loss: 2.6829 +2025-05-26 07:36:24,331 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:36:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 07:37:07,080 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:36:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.7540, loss: 2.7540 +2025-05-26 07:37:49,945 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:35:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.7034, loss: 2.7034 +2025-05-26 07:38:32,714 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:34:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.8629, loss: 2.8629 +2025-05-26 07:39:15,445 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:33:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7965, loss: 2.7965 +2025-05-26 07:39:58,176 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:33:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.7330, loss: 2.7330 +2025-05-26 07:40:41,053 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:32:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7481, loss: 2.7481 +2025-05-26 07:41:23,935 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:31:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.6467, loss: 2.6467 +2025-05-26 07:42:06,737 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:30:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9100, loss: 2.9100 +2025-05-26 07:42:49,557 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.7700, loss: 2.7700 +2025-05-26 07:43:32,481 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:29:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.7583, loss: 2.7583 +2025-05-26 07:44:15,183 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:28:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.8529, loss: 2.8529 +2025-05-26 07:44:57,881 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:27:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7353, loss: 2.7353 +2025-05-26 07:45:40,620 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:26:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6898, loss: 2.6898 +2025-05-26 07:46:23,281 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:26:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.7277, loss: 2.7277 +2025-05-26 07:46:26,299 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:47:41,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:47:41,303 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9529 +2025-05-26 07:47:41,306 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7548, top5_acc: 0.9529 +2025-05-26 07:48:44,901 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:26:22, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7385, loss: 2.7385 +2025-05-26 07:49:27,588 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:25:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.6870, loss: 2.6870 +2025-05-26 07:50:10,239 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:24:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5859, loss: 2.5859 +2025-05-26 07:50:52,995 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:24:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.6571, loss: 2.6571 +2025-05-26 07:51:35,839 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:23:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.7557, loss: 2.7557 +2025-05-26 07:52:18,577 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:22:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7411, loss: 2.7411 +2025-05-26 07:53:01,207 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:21:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7218, loss: 2.7218 +2025-05-26 07:53:43,945 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:20:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.8103, loss: 2.8103 +2025-05-26 07:54:26,648 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 07:55:09,393 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:19:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7212, loss: 2.7212 +2025-05-26 07:55:52,142 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:18:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7581, loss: 2.7581 +2025-05-26 07:56:34,906 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:17:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7071, loss: 2.7071 +2025-05-26 07:57:17,684 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:17:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 07:58:00,502 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:16:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7197, loss: 2.7197 +2025-05-26 07:58:43,310 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:15:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.8838, loss: 2.8838 +2025-05-26 07:59:26,128 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:14:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.6738, loss: 2.6738 +2025-05-26 08:00:08,818 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:14:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7407, loss: 2.7407 +2025-05-26 08:00:51,506 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.7375, loss: 2.7375 +2025-05-26 08:01:34,312 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:12:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.7199, loss: 2.7199 +2025-05-26 08:02:17,061 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:11:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.6932, loss: 2.6932 +2025-05-26 08:02:59,780 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:10:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8407, loss: 2.8407 +2025-05-26 08:03:42,569 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:10:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7689, loss: 2.7689 +2025-05-26 08:04:25,198 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:09:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8679, loss: 2.8679 +2025-05-26 08:05:07,886 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:08:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.8479, loss: 2.8479 +2025-05-26 08:05:50,501 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:07:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 08:05:53,548 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:07:09,138 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:07:09,208 - pyskl - INFO - +top1_acc 0.7662 +top5_acc 0.9413 +2025-05-26 08:07:09,210 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7662, top5_acc: 0.9413 +2025-05-26 08:08:13,570 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:08:09, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.6941, loss: 2.6941 +2025-05-26 08:08:56,457 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:07:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6402, loss: 2.6402 +2025-05-26 08:09:39,154 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:06:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6598, loss: 2.6598 +2025-05-26 08:10:21,958 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:05:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 08:11:04,846 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:05:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.6593, loss: 2.6593 +2025-05-26 08:11:47,685 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:04:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.7775, loss: 2.7775 +2025-05-26 08:12:30,723 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:03:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.6946, loss: 2.6946 +2025-05-26 08:13:13,655 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:02:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.6128, loss: 2.6128 +2025-05-26 08:13:56,496 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:02:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.7265, loss: 2.7265 +2025-05-26 08:14:39,325 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:01:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.7652, loss: 2.7652 +2025-05-26 08:15:22,355 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:00:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7939, loss: 2.7939 +2025-05-26 08:16:05,106 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:59:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7173, loss: 2.7173 +2025-05-26 08:16:47,811 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:58:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.7050, loss: 2.7050 +2025-05-26 08:17:30,601 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7959, loss: 2.7959 +2025-05-26 08:18:13,439 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:57:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.8408, loss: 2.8408 +2025-05-26 08:18:56,227 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:56:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.6754, loss: 2.6754 +2025-05-26 08:19:39,010 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:55:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.7244, loss: 2.7244 +2025-05-26 08:20:21,850 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:55:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.8104, loss: 2.8104 +2025-05-26 08:21:04,603 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:54:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.6930, loss: 2.6930 +2025-05-26 08:21:47,420 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:53:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 08:22:30,151 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:52:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.6744, loss: 2.6744 +2025-05-26 08:23:12,853 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:52:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7508, loss: 2.7508 +2025-05-26 08:23:55,450 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:51:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.7086, loss: 2.7086 +2025-05-26 08:24:38,184 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:50:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 08:25:21,048 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:49:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.8193, loss: 2.8193 +2025-05-26 08:25:24,094 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:34:33,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:34:33,338 - pyskl - INFO - +top1_acc 0.7850 +top5_acc 0.9702 +2025-05-26 08:34:33,342 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7850, top5_acc: 0.9702 +2025-05-26 08:35:39,850 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:50:08, time: 0.665, data_time: 0.234, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.8171, loss: 2.8171 +2025-05-26 08:36:23,080 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:49:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.7396, loss: 2.7396 +2025-05-26 08:37:06,635 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:48:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7061, loss: 2.7061 +2025-05-26 08:37:49,761 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6951, loss: 2.6951 +2025-05-26 08:38:32,701 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:47:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9875, loss_cls: 2.7398, loss: 2.7398 +2025-05-26 08:39:15,424 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:46:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6555, loss: 2.6555 +2025-05-26 08:39:58,109 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:45:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 2.7658, loss: 2.7658 +2025-05-26 08:40:40,882 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:44:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.6606, loss: 2.6606 +2025-05-26 08:41:23,508 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:44:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7229, loss: 2.7229 +2025-05-26 08:42:06,122 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:43:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.5905, loss: 2.5905 +2025-05-26 08:42:48,721 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:42:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7643, loss: 2.7643 +2025-05-26 08:43:31,509 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:41:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.5824, loss: 2.5824 +2025-05-26 08:44:14,411 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:41:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.7405, loss: 2.7405 +2025-05-26 08:44:57,293 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:40:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7250, loss: 2.7250 +2025-05-26 08:45:40,274 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:39:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.6867, loss: 2.6867 +2025-05-26 08:46:23,237 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:38:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7148, loss: 2.7148 +2025-05-26 08:47:06,148 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:37:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.8419, loss: 2.8419 +2025-05-26 08:47:49,032 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:37:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.5850, loss: 2.5850 +2025-05-26 08:48:31,879 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:36:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.8048, loss: 2.8048 +2025-05-26 08:49:14,714 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:35:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.7290, loss: 2.7290 +2025-05-26 08:49:57,657 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:34:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.6853, loss: 2.6853 +2025-05-26 08:50:40,422 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:34:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8035, loss: 2.8035 +2025-05-26 08:51:23,143 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:33:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.7654, loss: 2.7654 +2025-05-26 08:52:05,737 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:32:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 2.8163, loss: 2.8163 +2025-05-26 08:52:48,335 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:31:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.7533, loss: 2.7533 +2025-05-26 08:52:51,480 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 08:54:06,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:54:06,725 - pyskl - INFO - +top1_acc 0.7985 +top5_acc 0.9678 +2025-05-26 08:54:06,727 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7985, top5_acc: 0.9678 +2025-05-26 08:55:09,920 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:32:00, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6690, loss: 2.6690 +2025-05-26 08:55:52,579 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:31:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6820, loss: 2.6820 +2025-05-26 08:56:35,258 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7414, loss: 2.7414 +2025-05-26 08:57:17,973 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:29:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 08:58:00,662 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:28:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6935, loss: 2.6935 +2025-05-26 08:58:43,434 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:28:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.7612, loss: 2.7612 +2025-05-26 08:59:26,275 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:27:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.8052, loss: 2.8052 +2025-05-26 09:00:09,174 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:26:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.6782, loss: 2.6782 +2025-05-26 09:00:51,925 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:25:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7044, loss: 2.7044 +2025-05-26 09:01:34,769 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.6988, loss: 2.6988 +2025-05-26 09:02:17,633 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:24:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6107, loss: 2.6107 +2025-05-26 09:03:00,439 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:23:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6752, loss: 2.6752 +2025-05-26 09:03:43,209 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6888, loss: 2.6888 +2025-05-26 09:04:26,018 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6898, loss: 2.6898 +2025-05-26 09:05:08,553 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:21:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.8793, loss: 2.8793 +2025-05-26 09:05:51,313 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:20:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.7560, loss: 2.7560 +2025-05-26 09:06:34,017 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:19:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8124, loss: 2.8124 +2025-05-26 09:07:16,719 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:18:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.7577, loss: 2.7577 +2025-05-26 09:07:59,415 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.6695, loss: 2.6695 +2025-05-26 09:08:42,150 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:17:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.8261, loss: 2.8261 +2025-05-26 09:09:24,767 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:16:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.6872, loss: 2.6872 +2025-05-26 09:10:07,311 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:15:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.7584, loss: 2.7584 +2025-05-26 09:10:49,968 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.6510, loss: 2.6510 +2025-05-26 09:11:32,725 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:14:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.8333, loss: 2.8333 +2025-05-26 09:12:15,431 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:13:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.7012, loss: 2.7012 +2025-05-26 09:12:18,489 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:13:33,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:13:33,843 - pyskl - INFO - +top1_acc 0.8136 +top5_acc 0.9709 +2025-05-26 09:13:33,845 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8136, top5_acc: 0.9709 +2025-05-26 09:14:37,794 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:13:44, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.5984, loss: 2.5984 +2025-05-26 09:15:20,645 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.6971, loss: 2.6971 +2025-05-26 09:16:03,386 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:12:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.6395, loss: 2.6395 +2025-05-26 09:16:46,162 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.6444, loss: 2.6444 +2025-05-26 09:17:28,946 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:10:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.5872, loss: 2.5872 +2025-05-26 09:18:11,760 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:09:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.7450, loss: 2.7450 +2025-05-26 09:18:54,556 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:09:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.7255, loss: 2.7255 +2025-05-26 09:19:37,246 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:08:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6282, loss: 2.6282 +2025-05-26 09:20:19,968 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:07:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6281, loss: 2.6281 +2025-05-26 09:21:02,687 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:06:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6498, loss: 2.6498 +2025-05-26 09:21:45,418 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:06:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8224, loss: 2.8224 +2025-05-26 09:22:28,178 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:05:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5637, loss: 2.5637 +2025-05-26 09:23:11,081 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:04:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.5795, loss: 2.5795 +2025-05-26 09:23:53,814 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:03:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.6127, loss: 2.6127 +2025-05-26 09:24:36,630 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:03:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.7470, loss: 2.7470 +2025-05-26 09:25:19,329 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:02:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 2.8016, loss: 2.8016 +2025-05-26 09:26:02,154 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:01:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9844, loss_cls: 2.8260, loss: 2.8260 +2025-05-26 09:26:44,953 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:00:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7168, loss: 2.7168 +2025-05-26 09:27:27,698 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:00:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.7054, loss: 2.7054 +2025-05-26 09:28:10,313 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:59:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.6744, loss: 2.6744 +2025-05-26 09:28:53,120 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:58:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7317, loss: 2.7317 +2025-05-26 09:29:35,945 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:57:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.7109, loss: 2.7109 +2025-05-26 09:30:18,780 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:56:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.7793, loss: 2.7793 +2025-05-26 09:31:01,600 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:56:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.7255, loss: 2.7255 +2025-05-26 09:31:44,271 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:55:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7236, loss: 2.7236 +2025-05-26 09:31:47,295 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:33:02,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:33:02,694 - pyskl - INFO - +top1_acc 0.7720 +top5_acc 0.9608 +2025-05-26 09:33:02,696 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7720, top5_acc: 0.9608 +2025-05-26 09:34:06,217 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:55:31, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 2.6475, loss: 2.6475 +2025-05-26 09:34:48,965 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:54:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6378, loss: 2.6378 +2025-05-26 09:35:31,719 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:53:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9912, loss_cls: 2.5366, loss: 2.5366 +2025-05-26 09:36:14,403 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:53:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.7509, loss: 2.7509 +2025-05-26 09:36:57,085 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:52:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.6638, loss: 2.6638 +2025-05-26 09:37:39,723 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:51:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5611, loss: 2.5611 +2025-05-26 09:38:22,360 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:50:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6068, loss: 2.6068 +2025-05-26 09:39:05,085 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:50:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7355, loss: 2.7355 +2025-05-26 09:39:47,841 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:49:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.6901, loss: 2.6901 +2025-05-26 09:40:30,528 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:48:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.7645, loss: 2.7645 +2025-05-26 09:41:13,299 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:47:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.7192, loss: 2.7192 +2025-05-26 09:41:56,022 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:47:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6269, loss: 2.6269 +2025-05-26 09:42:38,764 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.5941, loss: 2.5941 +2025-05-26 09:43:21,520 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:45:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7468, loss: 2.7468 +2025-05-26 09:44:04,246 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:44:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.6959, loss: 2.6959 +2025-05-26 09:44:47,031 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:44:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.6305, loss: 2.6305 +2025-05-26 09:45:29,765 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.7835, loss: 2.7835 +2025-05-26 09:46:12,469 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:42:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6132, loss: 2.6132 +2025-05-26 09:46:55,154 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:41:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.6590, loss: 2.6590 +2025-05-26 09:47:37,865 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:41:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7771, loss: 2.7771 +2025-05-26 09:48:20,624 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:40:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.5687, loss: 2.5687 +2025-05-26 09:49:03,350 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:39:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.6813, loss: 2.6813 +2025-05-26 09:49:46,092 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:38:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.7969, loss: 2.7969 +2025-05-26 09:50:29,018 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:37:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6278, loss: 2.6278 +2025-05-26 09:51:11,815 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:37:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.7111, loss: 2.7111 +2025-05-26 09:51:14,844 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 09:52:30,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:52:30,086 - pyskl - INFO - +top1_acc 0.7545 +top5_acc 0.9508 +2025-05-26 09:52:30,088 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7545, top5_acc: 0.9508 +2025-05-26 09:53:33,994 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:37:16, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.5882, loss: 2.5882 +2025-05-26 09:54:16,958 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:36:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 2.6836, loss: 2.6836 +2025-05-26 09:54:59,789 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:35:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.6804, loss: 2.6804 +2025-05-26 09:55:42,555 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:35:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.7460, loss: 2.7460 +2025-05-26 09:56:25,348 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:34:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.5875, loss: 2.5875 +2025-05-26 09:57:08,210 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:33:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7219, loss: 2.7219 +2025-05-26 09:57:50,940 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:32:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 2.7272, loss: 2.7272 +2025-05-26 09:58:33,767 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:31:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.6739, loss: 2.6739 +2025-05-26 09:59:16,706 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:31:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.6446, loss: 2.6446 +2025-05-26 09:59:59,457 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:30:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.6532, loss: 2.6532 +2025-05-26 10:00:42,195 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:29:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7411, loss: 2.7411 +2025-05-26 10:01:24,970 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:28:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.6440, loss: 2.6440 +2025-05-26 10:02:07,722 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:28:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.7126, loss: 2.7126 +2025-05-26 10:02:50,564 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:27:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5192, loss: 2.5192 +2025-05-26 10:03:33,432 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:26:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.5392, loss: 2.5392 +2025-05-26 10:04:16,223 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.6804, loss: 2.6804 +2025-05-26 10:04:59,004 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:25:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.6354, loss: 2.6354 +2025-05-26 10:05:41,781 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:24:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7404, loss: 2.7404 +2025-05-26 10:06:24,491 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.5976, loss: 2.5976 +2025-05-26 10:07:07,241 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:22:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.6497, loss: 2.6497 +2025-05-26 10:07:49,993 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:22:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6356, loss: 2.6356 +2025-05-26 10:08:32,597 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:21:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.6504, loss: 2.6504 +2025-05-26 10:09:15,245 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:20:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.6640, loss: 2.6640 +2025-05-26 10:09:57,911 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:19:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.5820, loss: 2.5820 +2025-05-26 10:10:40,559 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:19:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 10:10:43,636 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:19:16,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:19:16,938 - pyskl - INFO - +top1_acc 0.8198 +top5_acc 0.9687 +2025-05-26 10:19:16,941 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8198, top5_acc: 0.9687 +2025-05-26 10:20:20,339 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:19:03, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5319, loss: 2.5319 +2025-05-26 10:21:03,154 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:18:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5978, loss: 2.5978 +2025-05-26 10:21:45,875 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:17:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.6386, loss: 2.6386 +2025-05-26 10:22:28,538 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:16:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.7990, loss: 2.7990 +2025-05-26 10:23:11,305 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.6603, loss: 2.6603 +2025-05-26 10:23:54,091 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7613, loss: 2.7613 +2025-05-26 10:24:36,879 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:14:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.7929, loss: 2.7929 +2025-05-26 10:25:19,619 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:13:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 2.5474, loss: 2.5474 +2025-05-26 10:26:02,346 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:12:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.5307, loss: 2.5307 +2025-05-26 10:26:45,088 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:12:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7182, loss: 2.7182 +2025-05-26 10:27:27,923 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.6881, loss: 2.6881 +2025-05-26 10:28:10,930 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:10:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.6787, loss: 2.6787 +2025-05-26 10:28:53,708 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:09:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 2.6276, loss: 2.6276 +2025-05-26 10:29:36,622 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:09:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5442, loss: 2.5442 +2025-05-26 10:30:19,360 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:08:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6263, loss: 2.6263 +2025-05-26 10:31:02,099 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:07:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.5493, loss: 2.5493 +2025-05-26 10:31:44,916 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:06:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7358, loss: 2.7358 +2025-05-26 10:32:27,663 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:06:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.8398, loss: 2.8398 +2025-05-26 10:33:10,410 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:05:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6421, loss: 2.6421 +2025-05-26 10:33:53,136 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:04:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.7511, loss: 2.7511 +2025-05-26 10:34:35,914 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:03:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6851, loss: 2.6851 +2025-05-26 10:35:18,634 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:03:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.8331, loss: 2.8331 +2025-05-26 10:36:01,372 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:02:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.5784, loss: 2.5784 +2025-05-26 10:36:44,075 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:01:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.7573, loss: 2.7573 +2025-05-26 10:37:26,769 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:00:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7242, loss: 2.7242 +2025-05-26 10:37:29,816 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:38:45,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:38:45,222 - pyskl - INFO - +top1_acc 0.7671 +top5_acc 0.9481 +2025-05-26 10:38:45,224 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7671, top5_acc: 0.9481 +2025-05-26 10:39:49,375 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:00:52, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.6390, loss: 2.6390 +2025-05-26 10:40:32,146 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.6816, loss: 2.6816 +2025-05-26 10:41:14,893 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:59:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5686, loss: 2.5686 +2025-05-26 10:41:57,617 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:58:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.5964, loss: 2.5964 +2025-05-26 10:42:40,301 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:57:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5166, loss: 2.5166 +2025-05-26 10:43:23,066 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.5727, loss: 2.5727 +2025-05-26 10:44:05,693 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:56:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.6675, loss: 2.6675 +2025-05-26 10:44:48,357 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:55:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6441, loss: 2.6441 +2025-05-26 10:45:31,045 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:54:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.5899, loss: 2.5899 +2025-05-26 10:46:13,763 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:54:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.6268, loss: 2.6268 +2025-05-26 10:46:56,434 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:53:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9888, loss_cls: 2.7088, loss: 2.7088 +2025-05-26 10:47:39,235 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:52:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 2.5889, loss: 2.5889 +2025-05-26 10:48:21,961 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:51:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6743, loss: 2.6743 +2025-05-26 10:49:04,642 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:50:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.7709, loss: 2.7709 +2025-05-26 10:49:47,426 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:50:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6915, loss: 2.6915 +2025-05-26 10:50:30,125 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:49:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6289, loss: 2.6289 +2025-05-26 10:51:12,849 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:48:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7142, loss: 2.7142 +2025-05-26 10:51:55,558 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:47:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5710, loss: 2.5710 +2025-05-26 10:52:38,301 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:47:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.7845, loss: 2.7845 +2025-05-26 10:53:20,995 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:46:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6439, loss: 2.6439 +2025-05-26 10:54:03,781 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:45:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.6630, loss: 2.6630 +2025-05-26 10:54:46,490 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:44:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.6076, loss: 2.6076 +2025-05-26 10:55:29,193 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:44:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.6572, loss: 2.6572 +2025-05-26 10:56:11,896 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:43:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.7461, loss: 2.7461 +2025-05-26 10:56:54,677 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.7869, loss: 2.7869 +2025-05-26 10:56:57,846 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 10:58:13,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:58:13,074 - pyskl - INFO - +top1_acc 0.8060 +top5_acc 0.9672 +2025-05-26 10:58:13,077 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8060, top5_acc: 0.9672 +2025-05-26 10:59:16,786 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:42:36, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.5417, loss: 2.5417 +2025-05-26 10:59:59,681 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:41:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.5367, loss: 2.5367 +2025-05-26 11:00:42,630 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:41:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6148, loss: 2.6148 +2025-05-26 11:01:25,298 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:40:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5236, loss: 2.5236 +2025-05-26 11:02:08,020 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:39:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.5477, loss: 2.5477 +2025-05-26 11:02:50,805 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:38:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6493, loss: 2.6493 +2025-05-26 11:03:33,522 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:38:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.6633, loss: 2.6633 +2025-05-26 11:04:16,177 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.7156, loss: 2.7156 +2025-05-26 11:04:58,916 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:36:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.5961, loss: 2.5961 +2025-05-26 11:05:41,569 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:35:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.6888, loss: 2.6888 +2025-05-26 11:06:24,336 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:35:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.6344, loss: 2.6344 +2025-05-26 11:07:07,254 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:34:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6167, loss: 2.6167 +2025-05-26 11:07:49,989 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:33:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.6763, loss: 2.6763 +2025-05-26 11:08:32,748 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:32:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7107, loss: 2.7107 +2025-05-26 11:09:15,459 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:32:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.6832, loss: 2.6832 +2025-05-26 11:09:58,138 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:31:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.8525, loss: 2.8525 +2025-05-26 11:10:40,927 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:30:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.6419, loss: 2.6419 +2025-05-26 11:11:23,677 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:29:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 2.5582, loss: 2.5582 +2025-05-26 11:12:06,396 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:28:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 2.7853, loss: 2.7853 +2025-05-26 11:12:49,176 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:28:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6374, loss: 2.6374 +2025-05-26 11:13:31,961 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5956, loss: 2.5956 +2025-05-26 11:14:14,678 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:26:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.6557, loss: 2.6557 +2025-05-26 11:14:57,543 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:25:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6020, loss: 2.6020 +2025-05-26 11:15:40,224 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:25:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 2.6752, loss: 2.6752 +2025-05-26 11:16:22,664 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:24:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.5124, loss: 2.5124 +2025-05-26 11:16:25,692 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:17:40,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:17:40,899 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9711 +2025-05-26 11:17:40,972 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_29.pth was removed +2025-05-26 11:17:42,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-05-26 11:17:42,204 - pyskl - INFO - Best top1_acc is 0.8217 at 43 epoch. +2025-05-26 11:17:42,207 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8217, top5_acc: 0.9711 +2025-05-26 11:18:46,623 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:24:24, time: 0.644, data_time: 0.213, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.6936, loss: 2.6936 +2025-05-26 11:19:29,490 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:23:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.5778, loss: 2.5778 +2025-05-26 11:20:12,313 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:22:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.4726, loss: 2.4726 +2025-05-26 11:20:55,090 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:22:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.5581, loss: 2.5581 +2025-05-26 11:21:37,822 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:21:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.5269, loss: 2.5269 +2025-05-26 11:22:20,479 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:20:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.6294, loss: 2.6294 +2025-05-26 11:23:03,217 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:19:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.6496, loss: 2.6496 +2025-05-26 11:23:45,907 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.5460, loss: 2.5460 +2025-05-26 11:24:28,645 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:18:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.5874, loss: 2.5874 +2025-05-26 11:25:11,325 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:17:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.5208, loss: 2.5208 +2025-05-26 11:25:54,034 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:16:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.5656, loss: 2.5656 +2025-05-26 11:26:36,730 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:16:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.4892, loss: 2.4892 +2025-05-26 11:27:19,542 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.7777, loss: 2.7777 +2025-05-26 11:28:02,289 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:14:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6609, loss: 2.6609 +2025-05-26 11:28:45,088 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.5965, loss: 2.5965 +2025-05-26 11:29:27,909 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:13:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.6863, loss: 2.6863 +2025-05-26 11:30:10,579 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:12:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 11:30:53,329 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:11:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.6266, loss: 2.6266 +2025-05-26 11:31:36,079 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:10:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.5998, loss: 2.5998 +2025-05-26 11:32:18,769 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:10:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.5745, loss: 2.5745 +2025-05-26 11:33:01,603 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:09:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5111, loss: 2.5111 +2025-05-26 11:33:44,402 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:08:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.6443, loss: 2.6443 +2025-05-26 11:34:27,318 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:07:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6015, loss: 2.6015 +2025-05-26 11:35:10,097 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.6095, loss: 2.6095 +2025-05-26 11:35:52,924 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:06:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.7571, loss: 2.7571 +2025-05-26 11:35:55,963 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:37:11,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:37:11,346 - pyskl - INFO - +top1_acc 0.8083 +top5_acc 0.9684 +2025-05-26 11:37:11,349 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8083, top5_acc: 0.9684 +2025-05-26 11:38:15,061 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:06:12, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5224, loss: 2.5224 +2025-05-26 11:38:57,845 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:05:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 11:39:40,581 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:04:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5621, loss: 2.5621 +2025-05-26 11:40:23,354 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:03:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.6789, loss: 2.6789 +2025-05-26 11:41:06,133 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:03:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.5274, loss: 2.5274 +2025-05-26 11:41:48,948 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:02:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.7540, loss: 2.7540 +2025-05-26 11:42:31,756 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:01:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.5417, loss: 2.5417 +2025-05-26 11:43:14,498 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:00:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6332, loss: 2.6332 +2025-05-26 11:43:57,212 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:00:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.5519, loss: 2.5519 +2025-05-26 11:44:39,937 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4370, loss: 2.4370 +2025-05-26 11:45:22,689 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:58:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 11:46:05,379 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:57:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5616, loss: 2.5616 +2025-05-26 11:46:48,104 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:57:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.6381, loss: 2.6381 +2025-05-26 11:47:30,928 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:56:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5282, loss: 2.5282 +2025-05-26 11:48:13,846 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:55:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.7632, loss: 2.7632 +2025-05-26 11:48:56,702 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:54:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6471, loss: 2.6471 +2025-05-26 11:49:39,461 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:54:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.5317, loss: 2.5317 +2025-05-26 11:50:22,301 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:53:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.4996, loss: 2.4996 +2025-05-26 11:51:05,146 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:52:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5326, loss: 2.5326 +2025-05-26 11:51:48,033 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:51:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 11:52:30,767 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:51:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.5864, loss: 2.5864 +2025-05-26 11:53:13,574 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:50:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.6131, loss: 2.6131 +2025-05-26 11:53:56,346 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:49:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9712, loss_cls: 2.7478, loss: 2.7478 +2025-05-26 11:54:39,222 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:48:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.6638, loss: 2.6638 +2025-05-26 11:55:21,930 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:48:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.6724, loss: 2.6724 +2025-05-26 11:55:25,052 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:03:47,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:03:47,869 - pyskl - INFO - +top1_acc 0.8125 +top5_acc 0.9736 +2025-05-26 12:03:47,872 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8125, top5_acc: 0.9736 +2025-05-26 12:04:51,584 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:48:01, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 12:05:34,286 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6295, loss: 2.6295 +2025-05-26 12:06:17,039 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:46:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.6317, loss: 2.6317 +2025-05-26 12:06:59,838 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:45:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.5088, loss: 2.5088 +2025-05-26 12:07:42,733 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.6743, loss: 2.6743 +2025-05-26 12:08:25,758 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:44:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.5285, loss: 2.5285 +2025-05-26 12:09:08,807 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:43:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5171, loss: 2.5171 +2025-05-26 12:09:51,866 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.6243, loss: 2.6243 +2025-05-26 12:10:34,649 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:42:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.5715, loss: 2.5715 +2025-05-26 12:11:17,377 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.4685, loss: 2.4685 +2025-05-26 12:12:00,121 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.5905, loss: 2.5905 +2025-05-26 12:12:42,926 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7010, loss: 2.7010 +2025-05-26 12:13:25,702 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:39:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5569, loss: 2.5569 +2025-05-26 12:14:08,448 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:38:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.5983, loss: 2.5983 +2025-05-26 12:14:51,221 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:37:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5451, loss: 2.5451 +2025-05-26 12:15:33,937 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:36:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.6915, loss: 2.6915 +2025-05-26 12:16:16,625 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:35:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 12:16:59,301 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:35:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.6633, loss: 2.6633 +2025-05-26 12:17:42,149 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:34:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.5776, loss: 2.5776 +2025-05-26 12:18:24,924 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:33:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.5603, loss: 2.5603 +2025-05-26 12:19:07,721 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:32:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.6183, loss: 2.6183 +2025-05-26 12:19:50,549 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:32:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.5780, loss: 2.5780 +2025-05-26 12:20:33,365 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:31:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.6646, loss: 2.6646 +2025-05-26 12:21:16,199 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:30:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.6135, loss: 2.6135 +2025-05-26 12:21:59,041 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.6205, loss: 2.6205 +2025-05-26 12:22:02,073 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:23:17,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:23:17,161 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9713 +2025-05-26 12:23:17,215 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_43.pth was removed +2025-05-26 12:23:18,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-26 12:23:18,267 - pyskl - INFO - Best top1_acc is 0.8222 at 46 epoch. +2025-05-26 12:23:18,270 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8222, top5_acc: 0.9713 +2025-05-26 12:24:21,833 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:29:51, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.4813, loss: 2.4813 +2025-05-26 12:25:04,651 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.5499, loss: 2.5499 +2025-05-26 12:25:47,501 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:28:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.6339, loss: 2.6339 +2025-05-26 12:26:30,253 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:27:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.5512, loss: 2.5512 +2025-05-26 12:27:13,085 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.4865, loss: 2.4865 +2025-05-26 12:27:55,851 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:26:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.5120, loss: 2.5120 +2025-05-26 12:28:38,611 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:25:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7182, loss: 2.7182 +2025-05-26 12:29:21,332 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:24:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.4751, loss: 2.4751 +2025-05-26 12:30:04,019 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:23:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.6848, loss: 2.6848 +2025-05-26 12:30:46,668 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:23:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.5863, loss: 2.5863 +2025-05-26 12:31:29,497 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:22:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 2.5577, loss: 2.5577 +2025-05-26 12:32:12,241 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:21:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5218, loss: 2.5218 +2025-05-26 12:32:55,046 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:20:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.5071, loss: 2.5071 +2025-05-26 12:33:37,710 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:20:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.5890, loss: 2.5890 +2025-05-26 12:34:20,352 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:19:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 12:35:02,943 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:18:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.5862, loss: 2.5862 +2025-05-26 12:35:45,773 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:17:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.5834, loss: 2.5834 +2025-05-26 12:36:28,525 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:17:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.5422, loss: 2.5422 +2025-05-26 12:37:11,362 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:16:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.5842, loss: 2.5842 +2025-05-26 12:37:54,286 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:15:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.6855, loss: 2.6855 +2025-05-26 12:38:37,225 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4839, loss: 2.4839 +2025-05-26 12:39:19,994 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:14:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.4951, loss: 2.4951 +2025-05-26 12:40:02,811 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.6081, loss: 2.6081 +2025-05-26 12:40:45,530 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:12:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.4902, loss: 2.4902 +2025-05-26 12:41:28,336 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:11:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 12:41:31,381 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:42:46,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:42:46,620 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9652 +2025-05-26 12:42:46,623 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8045, top5_acc: 0.9652 +2025-05-26 12:43:50,279 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:11:39, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4554, loss: 2.4554 +2025-05-26 12:44:33,105 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:10:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.6148, loss: 2.6148 +2025-05-26 12:45:15,939 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:10:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9938, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 12:45:58,870 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:09:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.6348, loss: 2.6348 +2025-05-26 12:46:41,781 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:08:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.4974, loss: 2.4974 +2025-05-26 12:47:24,691 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:07:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.4971, loss: 2.4971 +2025-05-26 12:48:07,630 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:07:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4468, loss: 2.4468 +2025-05-26 12:48:50,607 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:06:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.6229, loss: 2.6229 +2025-05-26 12:49:33,618 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:05:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.5637, loss: 2.5637 +2025-05-26 12:50:16,534 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:04:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.6347, loss: 2.6347 +2025-05-26 12:50:59,325 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:04:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6417, loss: 2.6417 +2025-05-26 12:51:42,058 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:03:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6136, loss: 2.6136 +2025-05-26 12:52:24,781 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4726, loss: 2.4726 +2025-05-26 12:53:07,534 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:01:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6016, loss: 2.6016 +2025-05-26 12:53:50,260 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:01:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.4966, loss: 2.4966 +2025-05-26 12:54:33,003 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:00:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.5842, loss: 2.5842 +2025-05-26 12:55:15,773 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:59:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.6267, loss: 2.6267 +2025-05-26 12:55:58,514 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:58:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.5768, loss: 2.5768 +2025-05-26 12:56:41,185 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:58:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 12:57:23,981 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:57:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.5291, loss: 2.5291 +2025-05-26 12:58:06,853 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:56:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.5381, loss: 2.5381 +2025-05-26 12:58:49,718 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:55:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.6272, loss: 2.6272 +2025-05-26 12:59:32,475 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:55:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5929, loss: 2.5929 +2025-05-26 13:00:15,219 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.7074, loss: 2.7074 +2025-05-26 13:00:58,118 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:53:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.4953, loss: 2.4953 +2025-05-26 13:01:01,193 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:02:16,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:02:16,665 - pyskl - INFO - +top1_acc 0.8252 +top5_acc 0.9704 +2025-05-26 13:02:16,719 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_46.pth was removed +2025-05-26 13:02:17,722 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-05-26 13:02:17,723 - pyskl - INFO - Best top1_acc is 0.8252 at 48 epoch. +2025-05-26 13:02:17,725 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8252, top5_acc: 0.9704 +2025-05-26 13:03:21,470 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:53:30, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.4826, loss: 2.4826 +2025-05-26 13:04:04,339 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:52:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4941, loss: 2.4941 +2025-05-26 13:04:47,175 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:52:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.6269, loss: 2.6269 +2025-05-26 13:05:30,058 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:51:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 2.5178, loss: 2.5178 +2025-05-26 13:06:12,969 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5791, loss: 2.5791 +2025-05-26 13:06:55,726 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:49:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5788, loss: 2.5788 +2025-05-26 13:07:38,583 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:49:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.5611, loss: 2.5611 +2025-05-26 13:08:21,447 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:48:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.5249, loss: 2.5249 +2025-05-26 13:09:04,225 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:47:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5703, loss: 2.5703 +2025-05-26 13:09:47,160 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:46:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.4994, loss: 2.4994 +2025-05-26 13:10:29,894 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:46:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.4407, loss: 2.4407 +2025-05-26 13:11:12,673 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:45:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.5206, loss: 2.5206 +2025-05-26 13:11:55,281 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:44:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.4770, loss: 2.4770 +2025-05-26 13:12:37,969 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:43:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5159, loss: 2.5159 +2025-05-26 13:13:20,618 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:42:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.5737, loss: 2.5737 +2025-05-26 13:14:03,403 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:42:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.3932, loss: 2.3932 +2025-05-26 13:14:46,069 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:41:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.5062, loss: 2.5062 +2025-05-26 13:15:28,831 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:40:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.5731, loss: 2.5731 +2025-05-26 13:16:11,519 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:39:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.4452, loss: 2.4452 +2025-05-26 13:16:54,233 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:39:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.6481, loss: 2.6481 +2025-05-26 13:17:37,135 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:38:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.4637, loss: 2.4637 +2025-05-26 13:18:20,098 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:37:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.5490, loss: 2.5490 +2025-05-26 13:19:03,029 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:36:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.6908, loss: 2.6908 +2025-05-26 13:19:45,885 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:36:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.6074, loss: 2.6074 +2025-05-26 13:20:28,717 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:35:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.5179, loss: 2.5179 +2025-05-26 13:20:31,752 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:21:46,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:21:46,730 - pyskl - INFO - +top1_acc 0.7825 +top5_acc 0.9643 +2025-05-26 13:21:46,733 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7825, top5_acc: 0.9643 +2025-05-26 13:22:50,684 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:35:20, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.3879, loss: 2.3879 +2025-05-26 13:23:33,405 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.5856, loss: 2.5856 +2025-05-26 13:24:16,096 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:33:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.4902, loss: 2.4902 +2025-05-26 13:24:58,897 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:33:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.5869, loss: 2.5869 +2025-05-26 13:25:41,632 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.4369, loss: 2.4369 +2025-05-26 13:26:24,342 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:31:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 2.6700, loss: 2.6700 +2025-05-26 13:27:07,009 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:30:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.5870, loss: 2.5870 +2025-05-26 13:27:49,701 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.5080, loss: 2.5080 +2025-05-26 13:28:32,377 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.4906, loss: 2.4906 +2025-05-26 13:29:15,009 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:28:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4455, loss: 2.4455 +2025-05-26 13:29:57,656 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:27:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5092, loss: 2.5092 +2025-05-26 13:30:40,322 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:27:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.4669, loss: 2.4669 +2025-05-26 13:31:23,053 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.5851, loss: 2.5851 +2025-05-26 13:32:05,793 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:25:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.5718, loss: 2.5718 +2025-05-26 13:32:48,437 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:24:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 2.4498, loss: 2.4498 +2025-05-26 13:33:31,181 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:24:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.3851, loss: 2.3851 +2025-05-26 13:34:13,857 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:23:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 13:34:56,589 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:22:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.5102, loss: 2.5102 +2025-05-26 13:35:39,450 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.5535, loss: 2.5535 +2025-05-26 13:36:22,242 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:21:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.6522, loss: 2.6522 +2025-05-26 13:37:05,006 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:20:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.4636, loss: 2.4636 +2025-05-26 13:37:47,790 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:19:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4173, loss: 2.4173 +2025-05-26 13:38:30,529 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:18:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.4728, loss: 2.4728 +2025-05-26 13:39:13,245 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4755, loss: 2.4755 +2025-05-26 13:39:55,970 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:17:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 13:39:59,103 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 13:48:15,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:48:15,771 - pyskl - INFO - +top1_acc 0.8131 +top5_acc 0.9717 +2025-05-26 13:48:15,773 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8131, top5_acc: 0.9717 +2025-05-26 13:49:18,916 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:17:05, time: 0.631, data_time: 0.206, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4384, loss: 2.4384 +2025-05-26 13:50:01,758 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:16:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.5045, loss: 2.5045 +2025-05-26 13:50:44,724 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:15:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.4684, loss: 2.4684 +2025-05-26 13:51:27,746 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:14:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4265, loss: 2.4265 +2025-05-26 13:52:10,721 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:14:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.5335, loss: 2.5335 +2025-05-26 13:52:53,782 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:13:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3617, loss: 2.3617 +2025-05-26 13:53:36,610 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:12:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.5318, loss: 2.5318 +2025-05-26 13:54:19,330 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:11:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5407, loss: 2.5407 +2025-05-26 13:55:02,007 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:11:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.6196, loss: 2.6196 +2025-05-26 13:55:44,747 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:10:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.5503, loss: 2.5503 +2025-05-26 13:56:27,462 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:09:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.5331, loss: 2.5331 +2025-05-26 13:57:10,135 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:08:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.4086, loss: 2.4086 +2025-05-26 13:57:52,885 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:08:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5083, loss: 2.5083 +2025-05-26 13:58:35,586 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:07:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.4886, loss: 2.4886 +2025-05-26 13:59:18,253 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:06:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.6417, loss: 2.6417 +2025-05-26 14:00:00,986 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:05:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.4996, loss: 2.4996 +2025-05-26 14:00:43,738 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:05:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.5581, loss: 2.5581 +2025-05-26 14:01:26,390 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:04:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.5765, loss: 2.5765 +2025-05-26 14:02:09,020 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:03:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.5333, loss: 2.5333 +2025-05-26 14:02:51,646 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:02:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6563, loss: 2.6563 +2025-05-26 14:03:34,265 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:02:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6061, loss: 2.6061 +2025-05-26 14:04:16,934 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:01:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.5955, loss: 2.5955 +2025-05-26 14:04:59,529 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:00:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.6379, loss: 2.6379 +2025-05-26 14:05:42,195 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:59:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.5294, loss: 2.5294 +2025-05-26 14:06:24,900 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:59:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3653, loss: 2.3653 +2025-05-26 14:06:27,949 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:07:42,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:07:43,049 - pyskl - INFO - +top1_acc 0.7809 +top5_acc 0.9624 +2025-05-26 14:07:43,051 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7809, top5_acc: 0.9624 +2025-05-26 14:08:46,604 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:58:52, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.4192, loss: 2.4192 +2025-05-26 14:09:29,514 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:58:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.3806, loss: 2.3806 +2025-05-26 14:10:12,424 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:57:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.4500, loss: 2.4500 +2025-05-26 14:10:55,249 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:56:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.5691, loss: 2.5691 +2025-05-26 14:11:38,001 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:55:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.5365, loss: 2.5365 +2025-05-26 14:12:20,768 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:55:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4604, loss: 2.4604 +2025-05-26 14:13:03,510 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.5448, loss: 2.5448 +2025-05-26 14:13:46,361 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:53:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.4708, loss: 2.4708 +2025-05-26 14:14:29,129 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:52:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.4703, loss: 2.4703 +2025-05-26 14:15:11,910 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:52:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.4388, loss: 2.4388 +2025-05-26 14:15:54,583 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:51:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 14:16:37,337 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:50:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.4854, loss: 2.4854 +2025-05-26 14:17:20,077 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:49:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.4523, loss: 2.4523 +2025-05-26 14:18:02,760 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5250, loss: 2.5250 +2025-05-26 14:18:45,442 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:48:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.5196, loss: 2.5196 +2025-05-26 14:19:28,166 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:47:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.5133, loss: 2.5133 +2025-05-26 14:20:10,853 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:46:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.4672, loss: 2.4672 +2025-05-26 14:20:53,633 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:46:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.4156, loss: 2.4156 +2025-05-26 14:21:36,393 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:45:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.4313, loss: 2.4313 +2025-05-26 14:22:19,107 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:44:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.5744, loss: 2.5744 +2025-05-26 14:23:01,822 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:43:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.5109, loss: 2.5109 +2025-05-26 14:23:44,579 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:43:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6143, loss: 2.6143 +2025-05-26 14:24:27,335 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:42:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.6574, loss: 2.6574 +2025-05-26 14:25:10,146 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:41:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 14:25:52,894 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.5114, loss: 2.5114 +2025-05-26 14:25:55,972 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:27:11,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:27:11,338 - pyskl - INFO - +top1_acc 0.8233 +top5_acc 0.9725 +2025-05-26 14:27:11,340 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8233, top5_acc: 0.9725 +2025-05-26 14:28:14,707 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:40:39, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.3860, loss: 2.3860 +2025-05-26 14:28:57,447 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.4813, loss: 2.4813 +2025-05-26 14:29:40,738 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:39:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.5013, loss: 2.5013 +2025-05-26 14:30:23,794 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:38:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.3819, loss: 2.3819 +2025-05-26 14:31:06,506 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.3769, loss: 2.3769 +2025-05-26 14:31:49,289 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:36:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9944, loss_cls: 2.4158, loss: 2.4158 +2025-05-26 14:32:32,060 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:36:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.4696, loss: 2.4696 +2025-05-26 14:33:14,906 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:35:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.5478, loss: 2.5478 +2025-05-26 14:33:57,709 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:34:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5656, loss: 2.5656 +2025-05-26 14:34:40,649 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:33:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 2.5212, loss: 2.5212 +2025-05-26 14:35:23,870 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:33:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.4866, loss: 2.4866 +2025-05-26 14:36:06,882 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:32:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4274, loss: 2.4274 +2025-05-26 14:36:49,677 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:31:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.3522, loss: 2.3522 +2025-05-26 14:37:32,466 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:30:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.4582, loss: 2.4582 +2025-05-26 14:38:15,282 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:30:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.5920, loss: 2.5920 +2025-05-26 14:38:58,023 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.5399, loss: 2.5399 +2025-05-26 14:39:40,654 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:28:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4279, loss: 2.4279 +2025-05-26 14:40:23,482 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:27:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.5492, loss: 2.5492 +2025-05-26 14:41:06,274 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:27:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 2.5102, loss: 2.5102 +2025-05-26 14:41:48,989 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:26:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.5484, loss: 2.5484 +2025-05-26 14:42:31,767 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:25:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4125, loss: 2.4125 +2025-05-26 14:43:14,545 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:24:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.6029, loss: 2.6029 +2025-05-26 14:43:57,246 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:24:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.4961, loss: 2.4961 +2025-05-26 14:44:40,191 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.5295, loss: 2.5295 +2025-05-26 14:45:22,970 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:22:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.5296, loss: 2.5296 +2025-05-26 14:45:26,090 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 14:46:41,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:46:41,073 - pyskl - INFO - +top1_acc 0.7599 +top5_acc 0.9415 +2025-05-26 14:46:41,076 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.7599, top5_acc: 0.9415 +2025-05-26 14:47:44,208 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:22:30, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3356, loss: 2.3356 +2025-05-26 14:48:27,039 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:21:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.3065, loss: 2.3065 +2025-05-26 14:49:09,923 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:21:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4281, loss: 2.4281 +2025-05-26 14:49:52,794 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:20:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.5907, loss: 2.5907 +2025-05-26 14:50:35,590 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:19:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5055, loss: 2.5055 +2025-05-26 14:51:18,364 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:18:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.3497, loss: 2.3497 +2025-05-26 14:52:01,103 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:18:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.4655, loss: 2.4655 +2025-05-26 14:52:43,793 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:17:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.4984, loss: 2.4984 +2025-05-26 14:53:26,581 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:16:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3395, loss: 2.3395 +2025-05-26 14:54:09,364 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:15:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.5425, loss: 2.5425 +2025-05-26 14:54:52,073 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:15:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.5940, loss: 2.5940 +2025-05-26 14:55:34,828 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:14:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.5693, loss: 2.5693 +2025-05-26 14:56:17,553 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:13:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.4628, loss: 2.4628 +2025-05-26 14:57:00,333 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:12:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.5133, loss: 2.5133 +2025-05-26 14:57:43,061 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:12:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.4165, loss: 2.4165 +2025-05-26 14:58:25,779 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:11:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9800, loss_cls: 2.4756, loss: 2.4756 +2025-05-26 14:59:08,482 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:10:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 2.5379, loss: 2.5379 +2025-05-26 14:59:51,155 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:09:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.4431, loss: 2.4431 +2025-05-26 15:00:33,879 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:09:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.5511, loss: 2.5511 +2025-05-26 15:01:16,621 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:08:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.5570, loss: 2.5570 +2025-05-26 15:01:59,294 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:07:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.5203, loss: 2.5203 +2025-05-26 15:02:42,004 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:06:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.4184, loss: 2.4184 +2025-05-26 15:03:24,749 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:06:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4116, loss: 2.4116 +2025-05-26 15:04:07,482 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:05:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.4891, loss: 2.4891 +2025-05-26 15:04:50,594 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:04:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.4375, loss: 2.4375 +2025-05-26 15:04:53,706 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:06:09,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:06:09,117 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9709 +2025-05-26 15:06:09,120 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8148, top5_acc: 0.9709 +2025-05-26 15:07:12,271 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:04:17, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.4371, loss: 2.4371 +2025-05-26 15:07:54,965 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3545, loss: 2.3545 +2025-05-26 15:08:37,929 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:02:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.4661, loss: 2.4661 +2025-05-26 15:09:20,736 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:02:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.4226, loss: 2.4226 +2025-05-26 15:10:03,588 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:01:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.5634, loss: 2.5634 +2025-05-26 15:10:46,500 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:00:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.3962, loss: 2.3962 +2025-05-26 15:11:29,383 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.4999, loss: 2.4999 +2025-05-26 15:12:12,189 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:59:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5199, loss: 2.5199 +2025-05-26 15:12:54,977 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:58:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 15:13:37,769 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:57:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.4687, loss: 2.4687 +2025-05-26 15:14:20,646 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:56:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.3988, loss: 2.3988 +2025-05-26 15:15:03,444 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:56:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.4147, loss: 2.4147 +2025-05-26 15:15:46,258 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.4467, loss: 2.4467 +2025-05-26 15:16:29,186 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:54:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.4057, loss: 2.4057 +2025-05-26 15:17:12,128 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:53:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4638, loss: 2.4638 +2025-05-26 15:17:55,062 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:53:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.5670, loss: 2.5670 +2025-05-26 15:18:37,830 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:52:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.5152, loss: 2.5152 +2025-05-26 15:19:20,503 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:51:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 15:20:03,335 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:50:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.5488, loss: 2.5488 +2025-05-26 15:20:46,127 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:50:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.4579, loss: 2.4579 +2025-05-26 15:21:28,793 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:49:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.5360, loss: 2.5360 +2025-05-26 15:22:11,515 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:48:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.3824, loss: 2.3824 +2025-05-26 15:22:54,211 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:47:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.4022, loss: 2.4022 +2025-05-26 15:23:36,900 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:47:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.4160, loss: 2.4160 +2025-05-26 15:24:19,689 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:46:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.4402, loss: 2.4402 +2025-05-26 15:24:22,755 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:32:41,749 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:32:41,814 - pyskl - INFO - +top1_acc 0.8123 +top5_acc 0.9688 +2025-05-26 15:32:41,817 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8123, top5_acc: 0.9688 +2025-05-26 15:33:44,785 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:46:06, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.3352, loss: 2.3352 +2025-05-26 15:34:27,651 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:45:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.4837, loss: 2.4837 +2025-05-26 15:35:10,631 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:44:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.4918, loss: 2.4918 +2025-05-26 15:35:53,393 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:43:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4368, loss: 2.4368 +2025-05-26 15:36:36,157 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:43:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.4977, loss: 2.4977 +2025-05-26 15:37:18,938 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:42:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.4641, loss: 2.4641 +2025-05-26 15:38:01,757 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:41:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9825, loss_cls: 2.4488, loss: 2.4488 +2025-05-26 15:38:44,499 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.4114, loss: 2.4114 +2025-05-26 15:39:27,245 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:40:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.4650, loss: 2.4650 +2025-05-26 15:40:10,020 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:39:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9906, loss_cls: 2.4731, loss: 2.4731 +2025-05-26 15:40:52,794 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.5108, loss: 2.5108 +2025-05-26 15:41:35,695 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:37:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 2.4262, loss: 2.4262 +2025-05-26 15:42:18,599 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:37:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.4637, loss: 2.4637 +2025-05-26 15:43:01,569 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:36:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.3500, loss: 2.3500 +2025-05-26 15:43:44,481 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:35:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4866, loss: 2.4866 +2025-05-26 15:44:27,248 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:34:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.5340, loss: 2.5340 +2025-05-26 15:45:10,166 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:34:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.3627, loss: 2.3627 +2025-05-26 15:45:53,002 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:33:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4041, loss: 2.4041 +2025-05-26 15:46:35,732 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:32:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.4132, loss: 2.4132 +2025-05-26 15:47:18,307 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:31:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.5065, loss: 2.5065 +2025-05-26 15:48:01,064 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:31:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.4794, loss: 2.4794 +2025-05-26 15:48:43,787 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.5506, loss: 2.5506 +2025-05-26 15:49:26,563 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:29:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5453, loss: 2.5453 +2025-05-26 15:50:09,329 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:28:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.4407, loss: 2.4407 +2025-05-26 15:50:52,124 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:28:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4091, loss: 2.4091 +2025-05-26 15:50:55,150 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 15:52:10,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:52:10,149 - pyskl - INFO - +top1_acc 0.8014 +top5_acc 0.9705 +2025-05-26 15:52:10,151 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8014, top5_acc: 0.9705 +2025-05-26 15:53:13,185 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:27:55, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.3479, loss: 2.3479 +2025-05-26 15:53:56,017 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:27:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3507, loss: 2.3507 +2025-05-26 15:54:38,863 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:26:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.2958, loss: 2.2958 +2025-05-26 15:55:21,806 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:25:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.3530, loss: 2.3530 +2025-05-26 15:56:04,545 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:24:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.2991, loss: 2.2991 +2025-05-26 15:56:47,204 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:24:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5226, loss: 2.5226 +2025-05-26 15:57:29,934 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:23:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.4836, loss: 2.4836 +2025-05-26 15:58:12,729 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:22:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.3974, loss: 2.3974 +2025-05-26 15:58:55,469 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:21:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5082, loss: 2.5082 +2025-05-26 15:59:38,277 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:21:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.3912, loss: 2.3912 +2025-05-26 16:00:21,067 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.4919, loss: 2.4919 +2025-05-26 16:01:03,854 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:19:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5011, loss: 2.5011 +2025-05-26 16:01:46,593 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:18:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.4586, loss: 2.4586 +2025-05-26 16:02:29,316 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.3744, loss: 2.3744 +2025-05-26 16:03:12,073 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:17:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.4474, loss: 2.4474 +2025-05-26 16:03:54,814 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:16:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.4409, loss: 2.4409 +2025-05-26 16:04:37,565 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:15:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.5543, loss: 2.5543 +2025-05-26 16:05:20,356 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:15:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9781, loss_cls: 2.4035, loss: 2.4035 +2025-05-26 16:06:03,083 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:14:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.4790, loss: 2.4790 +2025-05-26 16:06:45,861 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:13:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.3619, loss: 2.3619 +2025-05-26 16:07:28,586 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:13:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.5043, loss: 2.5043 +2025-05-26 16:08:11,337 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:12:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.4254, loss: 2.4254 +2025-05-26 16:08:54,018 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:11:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.5021, loss: 2.5021 +2025-05-26 16:09:36,721 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:10:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.3597, loss: 2.3597 +2025-05-26 16:10:19,548 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:10:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5072, loss: 2.5072 +2025-05-26 16:10:22,605 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:11:37,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:11:37,479 - pyskl - INFO - +top1_acc 0.8379 +top5_acc 0.9728 +2025-05-26 16:11:37,532 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_48.pth was removed +2025-05-26 16:11:38,519 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2025-05-26 16:11:38,520 - pyskl - INFO - Best top1_acc is 0.8379 at 57 epoch. +2025-05-26 16:11:38,523 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8379, top5_acc: 0.9728 +2025-05-26 16:12:41,131 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:09:42, time: 0.626, data_time: 0.201, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 16:13:24,649 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:08:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.4890, loss: 2.4890 +2025-05-26 16:14:07,861 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:08:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.3648, loss: 2.3648 +2025-05-26 16:14:50,649 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:07:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.3789, loss: 2.3789 +2025-05-26 16:15:33,396 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:06:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4473, loss: 2.4473 +2025-05-26 16:16:16,268 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 16:16:59,101 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:05:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4276, loss: 2.4276 +2025-05-26 16:17:41,921 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:04:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3855, loss: 2.3855 +2025-05-26 16:18:24,668 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.5120, loss: 2.5120 +2025-05-26 16:19:07,433 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:03:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3429, loss: 2.3429 +2025-05-26 16:19:50,248 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:02:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.5081, loss: 2.5081 +2025-05-26 16:20:33,169 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:01:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.5770, loss: 2.5770 +2025-05-26 16:21:16,086 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:00:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.3879, loss: 2.3879 +2025-05-26 16:21:58,874 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4431, loss: 2.4431 +2025-05-26 16:22:41,654 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:59:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.4186, loss: 2.4186 +2025-05-26 16:23:24,514 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:58:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.2704, loss: 2.2704 +2025-05-26 16:24:07,349 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:57:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.3569, loss: 2.3569 +2025-05-26 16:24:50,177 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:57:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 2.3281, loss: 2.3281 +2025-05-26 16:25:32,899 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:56:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.3670, loss: 2.3670 +2025-05-26 16:26:15,721 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:55:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.4490, loss: 2.4490 +2025-05-26 16:26:58,627 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:54:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.4655, loss: 2.4655 +2025-05-26 16:27:41,454 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:54:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.5043, loss: 2.5043 +2025-05-26 16:28:24,316 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:53:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.4505, loss: 2.4505 +2025-05-26 16:29:07,514 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:52:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.4707, loss: 2.4707 +2025-05-26 16:29:50,426 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:51:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.5534, loss: 2.5534 +2025-05-26 16:29:53,466 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:31:08,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:31:08,429 - pyskl - INFO - +top1_acc 0.8460 +top5_acc 0.9753 +2025-05-26 16:31:08,482 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_57.pth was removed +2025-05-26 16:31:09,485 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-05-26 16:31:09,486 - pyskl - INFO - Best top1_acc is 0.8460 at 58 epoch. +2025-05-26 16:31:09,488 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8460, top5_acc: 0.9753 +2025-05-26 16:32:12,639 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:51:34, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4174, loss: 2.4174 +2025-05-26 16:32:55,282 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:50:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.3980, loss: 2.3980 +2025-05-26 16:33:38,007 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:50:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4099, loss: 2.4099 +2025-05-26 16:34:20,739 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:49:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.3926, loss: 2.3926 +2025-05-26 16:35:03,480 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:48:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.3817, loss: 2.3817 +2025-05-26 16:35:46,240 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:47:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.4545, loss: 2.4545 +2025-05-26 16:36:28,938 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:47:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.4131, loss: 2.4131 +2025-05-26 16:37:11,620 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 2.3763, loss: 2.3763 +2025-05-26 16:37:54,221 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:45:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.4356, loss: 2.4356 +2025-05-26 16:38:36,896 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:44:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.4595, loss: 2.4595 +2025-05-26 16:39:19,598 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:44:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.3054, loss: 2.3054 +2025-05-26 16:40:02,224 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:43:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.3768, loss: 2.3768 +2025-05-26 16:40:44,882 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:42:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.4148, loss: 2.4148 +2025-05-26 16:41:27,511 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:41:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.4350, loss: 2.4350 +2025-05-26 16:42:10,196 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:41:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.4212, loss: 2.4212 +2025-05-26 16:42:52,874 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:40:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.2279, loss: 2.2279 +2025-05-26 16:43:35,557 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:39:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5083, loss: 2.5083 +2025-05-26 16:44:18,235 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:38:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.4894, loss: 2.4894 +2025-05-26 16:45:00,989 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:38:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5157, loss: 2.5157 +2025-05-26 16:45:43,581 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:37:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.4934, loss: 2.4934 +2025-05-26 16:46:26,197 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:36:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.4982, loss: 2.4982 +2025-05-26 16:47:08,905 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:35:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.3866, loss: 2.3866 +2025-05-26 16:47:51,626 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:35:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.4897, loss: 2.4897 +2025-05-26 16:48:34,305 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:34:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.3140, loss: 2.3140 +2025-05-26 16:49:17,032 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:33:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4128, loss: 2.4128 +2025-05-26 16:49:20,070 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 16:50:35,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:50:35,321 - pyskl - INFO - +top1_acc 0.8117 +top5_acc 0.9729 +2025-05-26 16:50:35,323 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8117, top5_acc: 0.9729 +2025-05-26 16:51:38,233 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:33:18, time: 0.629, data_time: 0.200, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3414, loss: 2.3414 +2025-05-26 16:52:20,961 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:32:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3226, loss: 2.3226 +2025-05-26 16:53:03,829 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:31:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.3085, loss: 2.3085 +2025-05-26 16:53:46,843 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:31:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.4088, loss: 2.4088 +2025-05-26 16:54:29,717 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:30:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3477, loss: 2.3477 +2025-05-26 16:55:12,645 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:29:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.5480, loss: 2.5480 +2025-05-26 16:55:55,582 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:28:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.3642, loss: 2.3642 +2025-05-26 16:56:38,426 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:28:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.3599, loss: 2.3599 +2025-05-26 16:57:21,260 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:27:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.5538, loss: 2.5538 +2025-05-26 16:58:04,137 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:26:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4519, loss: 2.4519 +2025-05-26 16:58:46,965 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.3776, loss: 2.3776 +2025-05-26 16:59:29,721 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:25:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.4024, loss: 2.4024 +2025-05-26 17:00:12,578 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:24:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.3611, loss: 2.3611 +2025-05-26 17:00:55,554 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:23:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 2.4221, loss: 2.4221 +2025-05-26 17:01:38,505 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:22:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.3903, loss: 2.3903 +2025-05-26 17:02:21,388 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:22:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.4251, loss: 2.4251 +2025-05-26 17:03:04,233 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:21:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5334, loss: 2.5334 +2025-05-26 17:03:47,177 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:20:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.3077, loss: 2.3077 +2025-05-26 17:04:30,040 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:19:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 17:05:12,985 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:19:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3856, loss: 2.3856 +2025-05-26 17:05:55,853 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:18:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.4909, loss: 2.4909 +2025-05-26 17:06:38,602 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:17:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.3216, loss: 2.3216 +2025-05-26 17:07:21,327 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:16:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.4394, loss: 2.4394 +2025-05-26 17:08:04,129 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:16:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.3823, loss: 2.3823 +2025-05-26 17:08:46,963 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:15:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.4126, loss: 2.4126 +2025-05-26 17:08:50,018 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:17:47,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:17:47,885 - pyskl - INFO - +top1_acc 0.7530 +top5_acc 0.9649 +2025-05-26 17:17:47,888 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7530, top5_acc: 0.9649 +2025-05-26 17:18:51,130 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:15:10, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.1903, loss: 2.1903 +2025-05-26 17:19:34,183 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:14:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.2576, loss: 2.2576 +2025-05-26 17:20:16,893 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:13:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.2666, loss: 2.2666 +2025-05-26 17:20:59,645 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:12:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3688, loss: 2.3688 +2025-05-26 17:21:42,353 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:12:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.3552, loss: 2.3552 +2025-05-26 17:22:25,146 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.3513, loss: 2.3513 +2025-05-26 17:23:07,990 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:10:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.3466, loss: 2.3466 +2025-05-26 17:23:50,877 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.4328, loss: 2.4328 +2025-05-26 17:24:33,765 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:09:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.4004, loss: 2.4004 +2025-05-26 17:25:16,541 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:08:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.4620, loss: 2.4620 +2025-05-26 17:25:59,270 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:07:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3413, loss: 2.3413 +2025-05-26 17:26:42,112 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.4112, loss: 2.4112 +2025-05-26 17:27:24,921 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:06:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.3688, loss: 2.3688 +2025-05-26 17:28:07,709 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:05:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.3621, loss: 2.3621 +2025-05-26 17:28:50,438 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:04:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.3289, loss: 2.3289 +2025-05-26 17:29:33,224 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:04:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.3633, loss: 2.3633 +2025-05-26 17:30:15,989 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:03:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4124, loss: 2.4124 +2025-05-26 17:30:58,688 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:02:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.4319, loss: 2.4319 +2025-05-26 17:31:41,485 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:01:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4251, loss: 2.4251 +2025-05-26 17:32:24,185 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:01:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3980, loss: 2.3980 +2025-05-26 17:33:06,974 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:00:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5150, loss: 2.5150 +2025-05-26 17:33:49,775 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:59:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3360, loss: 2.3360 +2025-05-26 17:34:32,617 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.4817, loss: 2.4817 +2025-05-26 17:35:15,519 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:58:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.3233, loss: 2.3233 +2025-05-26 17:35:58,423 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:57:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.4570, loss: 2.4570 +2025-05-26 17:36:01,482 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:37:16,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:37:16,805 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9646 +2025-05-26 17:37:16,808 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.7971, top5_acc: 0.9646 +2025-05-26 17:38:20,238 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:56:59, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.2990, loss: 2.2990 +2025-05-26 17:39:02,965 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:56:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2580, loss: 2.2580 +2025-05-26 17:39:45,909 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:55:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3810, loss: 2.3810 +2025-05-26 17:40:28,730 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:54:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4103, loss: 2.4103 +2025-05-26 17:41:11,465 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:54:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.3427, loss: 2.3427 +2025-05-26 17:41:54,256 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:53:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.3591, loss: 2.3591 +2025-05-26 17:42:37,037 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:52:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.3519, loss: 2.3519 +2025-05-26 17:43:19,787 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:51:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.3860, loss: 2.3860 +2025-05-26 17:44:02,510 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.2984, loss: 2.2984 +2025-05-26 17:44:45,192 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:50:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.4047, loss: 2.4047 +2025-05-26 17:45:27,934 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:49:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.3863, loss: 2.3863 +2025-05-26 17:46:10,683 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:48:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.3731, loss: 2.3731 +2025-05-26 17:46:53,431 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:48:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.3442, loss: 2.3442 +2025-05-26 17:47:36,177 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:47:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.3657, loss: 2.3657 +2025-05-26 17:48:18,931 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:46:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.3910, loss: 2.3910 +2025-05-26 17:49:01,739 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:45:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.5119, loss: 2.5119 +2025-05-26 17:49:44,546 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:45:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2984, loss: 2.2984 +2025-05-26 17:50:27,329 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:44:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3072, loss: 2.3072 +2025-05-26 17:51:10,152 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:43:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.4052, loss: 2.4052 +2025-05-26 17:51:52,925 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:42:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.4636, loss: 2.4636 +2025-05-26 17:52:35,692 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:42:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.3611, loss: 2.3611 +2025-05-26 17:53:18,439 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:41:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3708, loss: 2.3708 +2025-05-26 17:54:01,262 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:40:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4292, loss: 2.4292 +2025-05-26 17:54:44,291 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:39:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.4223, loss: 2.4223 +2025-05-26 17:55:27,037 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:39:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.3069, loss: 2.3069 +2025-05-26 17:55:30,073 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 17:56:45,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:56:45,187 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9751 +2025-05-26 17:56:45,189 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8397, top5_acc: 0.9751 +2025-05-26 17:57:48,256 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:38:48, time: 0.631, data_time: 0.203, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.2660, loss: 2.2660 +2025-05-26 17:58:30,988 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:38:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.4523, loss: 2.4523 +2025-05-26 17:59:13,727 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.3324, loss: 2.3324 +2025-05-26 17:59:56,370 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3987, loss: 2.3987 +2025-05-26 18:00:38,986 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:35:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.3029, loss: 2.3029 +2025-05-26 18:01:21,686 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:35:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.3851, loss: 2.3851 +2025-05-26 18:02:04,381 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:34:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.3203, loss: 2.3203 +2025-05-26 18:02:47,131 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:33:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.1747, loss: 2.1747 +2025-05-26 18:03:29,896 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:32:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.3411, loss: 2.3411 +2025-05-26 18:04:12,582 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:32:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.3806, loss: 2.3806 +2025-05-26 18:04:55,266 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.3061, loss: 2.3061 +2025-05-26 18:05:38,107 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:30:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.2916, loss: 2.2916 +2025-05-26 18:06:20,860 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:29:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.4711, loss: 2.4711 +2025-05-26 18:07:03,588 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:29:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.3520, loss: 2.3520 +2025-05-26 18:07:46,257 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:28:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.4682, loss: 2.4682 +2025-05-26 18:08:28,896 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:27:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.3356, loss: 2.3356 +2025-05-26 18:09:11,521 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:26:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 2.3209, loss: 2.3209 +2025-05-26 18:09:54,248 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:26:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.3948, loss: 2.3948 +2025-05-26 18:10:36,817 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:25:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 18:11:19,481 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:24:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4088, loss: 2.4088 +2025-05-26 18:12:02,070 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:23:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.3739, loss: 2.3739 +2025-05-26 18:12:44,725 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:23:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.4991, loss: 2.4991 +2025-05-26 18:13:27,362 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:22:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.3128, loss: 2.3128 +2025-05-26 18:14:10,046 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:21:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.4112, loss: 2.4112 +2025-05-26 18:14:52,773 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:20:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.3732, loss: 2.3732 +2025-05-26 18:14:55,831 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:16:11,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:16:11,296 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9726 +2025-05-26 18:16:11,298 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8374, top5_acc: 0.9726 +2025-05-26 18:17:14,702 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:20:33, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.2137, loss: 2.2137 +2025-05-26 18:17:57,526 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:19:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.3179, loss: 2.3179 +2025-05-26 18:18:40,431 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.2200, loss: 2.2200 +2025-05-26 18:19:23,321 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:18:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3053, loss: 2.3053 +2025-05-26 18:20:06,182 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:17:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.3078, loss: 2.3078 +2025-05-26 18:20:49,096 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:16:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 2.3660, loss: 2.3660 +2025-05-26 18:21:32,141 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:16:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.2693, loss: 2.2693 +2025-05-26 18:22:15,167 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:15:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.2711, loss: 2.2711 +2025-05-26 18:22:58,057 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:14:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.2976, loss: 2.2976 +2025-05-26 18:23:40,899 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.2518, loss: 2.2518 +2025-05-26 18:24:23,777 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:13:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2748, loss: 2.2748 +2025-05-26 18:25:06,589 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:12:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.3514, loss: 2.3514 +2025-05-26 18:25:49,434 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:11:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.3609, loss: 2.3609 +2025-05-26 18:26:32,210 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:10:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.2576, loss: 2.2576 +2025-05-26 18:27:15,159 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:10:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.3985, loss: 2.3985 +2025-05-26 18:27:57,961 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:09:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.3556, loss: 2.3556 +2025-05-26 18:28:40,753 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:08:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.3838, loss: 2.3838 +2025-05-26 18:29:23,569 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:07:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.4577, loss: 2.4577 +2025-05-26 18:30:06,246 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:07:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4144, loss: 2.4144 +2025-05-26 18:30:49,063 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:06:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.3110, loss: 2.3110 +2025-05-26 18:31:31,907 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:05:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.3326, loss: 2.3326 +2025-05-26 18:32:14,739 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:05:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.4331, loss: 2.4331 +2025-05-26 18:32:57,551 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:04:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.3487, loss: 2.3487 +2025-05-26 18:33:40,262 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.3387, loss: 2.3387 +2025-05-26 18:34:22,962 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:02:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.3627, loss: 2.3627 +2025-05-26 18:34:26,068 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:35:41,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:35:41,168 - pyskl - INFO - +top1_acc 0.8371 +top5_acc 0.9744 +2025-05-26 18:35:41,171 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8371, top5_acc: 0.9744 +2025-05-26 18:36:44,594 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:02:24, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.2273, loss: 2.2273 +2025-05-26 18:37:27,402 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:01:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2447, loss: 2.2447 +2025-05-26 18:38:10,310 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:00:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 2.3268, loss: 2.3268 +2025-05-26 18:38:53,026 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:00:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3297, loss: 2.3297 +2025-05-26 18:39:35,769 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:59:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.1868, loss: 2.1868 +2025-05-26 18:40:18,497 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:58:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3494, loss: 2.3494 +2025-05-26 18:41:01,238 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:57:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.3307, loss: 2.3307 +2025-05-26 18:41:44,035 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:57:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.3144, loss: 2.3144 +2025-05-26 18:42:26,859 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:56:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3427, loss: 2.3427 +2025-05-26 18:43:09,813 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:55:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.2289, loss: 2.2289 +2025-05-26 18:43:52,439 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:54:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.1929, loss: 2.1929 +2025-05-26 18:44:35,221 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:54:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.4320, loss: 2.4320 +2025-05-26 18:45:18,103 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:53:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.3659, loss: 2.3659 +2025-05-26 18:46:00,924 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:52:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.2912, loss: 2.2912 +2025-05-26 18:46:43,629 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:52:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.4232, loss: 2.4232 +2025-05-26 18:47:26,311 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:51:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.3441, loss: 2.3441 +2025-05-26 18:48:08,985 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:50:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.3286, loss: 2.3286 +2025-05-26 18:48:51,646 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:49:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.4639, loss: 2.4639 +2025-05-26 18:49:34,518 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:49:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.3687, loss: 2.3687 +2025-05-26 18:50:17,418 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3441, loss: 2.3441 +2025-05-26 18:51:00,358 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:47:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.3944, loss: 2.3944 +2025-05-26 18:51:43,207 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:46:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3431, loss: 2.3431 +2025-05-26 18:52:26,046 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:46:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.3182, loss: 2.3182 +2025-05-26 18:53:08,917 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:45:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.3828, loss: 2.3828 +2025-05-26 18:53:51,729 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:44:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.3578, loss: 2.3578 +2025-05-26 18:53:54,729 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:02:45,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:02:45,173 - pyskl - INFO - +top1_acc 0.6758 +top5_acc 0.8906 +2025-05-26 19:02:45,175 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.6758, top5_acc: 0.8906 +2025-05-26 19:03:49,315 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:44:15, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3223, loss: 2.3223 +2025-05-26 19:04:32,430 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:43:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2369, loss: 2.2369 +2025-05-26 19:05:15,411 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:42:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.2772, loss: 2.2772 +2025-05-26 19:05:58,381 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:42:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1874, loss: 2.1874 +2025-05-26 19:06:41,638 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:41:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.3190, loss: 2.3190 +2025-05-26 19:07:24,605 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:40:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3378, loss: 2.3378 +2025-05-26 19:08:07,461 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:39:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.3110, loss: 2.3110 +2025-05-26 19:08:50,229 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:39:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.3876, loss: 2.3876 +2025-05-26 19:09:32,925 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:38:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.3408, loss: 2.3408 +2025-05-26 19:10:15,677 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:37:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.1878, loss: 2.1878 +2025-05-26 19:10:58,370 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:36:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.3293, loss: 2.3293 +2025-05-26 19:11:41,018 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:36:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.3366, loss: 2.3366 +2025-05-26 19:12:23,701 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:35:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.2878, loss: 2.2878 +2025-05-26 19:13:06,440 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:34:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3874, loss: 2.3874 +2025-05-26 19:13:49,123 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:33:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.2871, loss: 2.2871 +2025-05-26 19:14:31,829 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:33:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1889, loss: 2.1889 +2025-05-26 19:15:14,516 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:32:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.4002, loss: 2.4002 +2025-05-26 19:15:57,237 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:31:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2795, loss: 2.2795 +2025-05-26 19:16:39,922 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:30:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.4025, loss: 2.4025 +2025-05-26 19:17:22,533 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:30:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.2761, loss: 2.2761 +2025-05-26 19:18:05,168 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:29:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.4129, loss: 2.4129 +2025-05-26 19:18:47,812 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:28:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4542, loss: 2.4542 +2025-05-26 19:19:30,456 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:27:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3451, loss: 2.3451 +2025-05-26 19:20:13,108 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:27:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.2719, loss: 2.2719 +2025-05-26 19:20:55,826 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:26:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.3814, loss: 2.3814 +2025-05-26 19:20:58,877 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:22:14,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:22:14,369 - pyskl - INFO - +top1_acc 0.8483 +top5_acc 0.9777 +2025-05-26 19:22:14,450 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_58.pth was removed +2025-05-26 19:22:15,507 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-26 19:22:15,509 - pyskl - INFO - Best top1_acc is 0.8483 at 66 epoch. +2025-05-26 19:22:15,512 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8483, top5_acc: 0.9777 +2025-05-26 19:23:20,610 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:26:05, time: 0.651, data_time: 0.220, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1751, loss: 2.1751 +2025-05-26 19:24:03,518 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:25:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.2953, loss: 2.2953 +2025-05-26 19:24:46,373 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:24:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.2879, loss: 2.2879 +2025-05-26 19:25:29,066 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:23:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.1467, loss: 2.1467 +2025-05-26 19:26:11,797 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:23:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.2789, loss: 2.2789 +2025-05-26 19:26:54,584 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:22:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.2944, loss: 2.2944 +2025-05-26 19:27:37,305 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:21:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.3089, loss: 2.3089 +2025-05-26 19:28:20,113 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:20:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2311, loss: 2.2311 +2025-05-26 19:29:02,865 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:20:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.2995, loss: 2.2995 +2025-05-26 19:29:45,565 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:19:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.2679, loss: 2.2679 +2025-05-26 19:30:28,288 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:18:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.3925, loss: 2.3925 +2025-05-26 19:31:10,981 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:17:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3058, loss: 2.3058 +2025-05-26 19:31:53,782 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:17:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.2905, loss: 2.2905 +2025-05-26 19:32:36,593 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:16:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3468, loss: 2.3468 +2025-05-26 19:33:19,366 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:15:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.3659, loss: 2.3659 +2025-05-26 19:34:02,128 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:14:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.3841, loss: 2.3841 +2025-05-26 19:34:44,757 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:14:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.4125, loss: 2.4125 +2025-05-26 19:35:27,489 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:13:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.2820, loss: 2.2820 +2025-05-26 19:36:10,216 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:12:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.3054, loss: 2.3054 +2025-05-26 19:36:53,033 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:12:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.4570, loss: 2.4570 +2025-05-26 19:37:35,794 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.2630, loss: 2.2630 +2025-05-26 19:38:18,569 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:10:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.2689, loss: 2.2689 +2025-05-26 19:39:01,353 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:09:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.4016, loss: 2.4016 +2025-05-26 19:39:44,095 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:09:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.4073, loss: 2.4073 +2025-05-26 19:40:26,882 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9950, loss_cls: 2.3745, loss: 2.3745 +2025-05-26 19:40:29,927 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 19:41:45,004 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:41:45,071 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9782 +2025-05-26 19:41:45,074 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8467, top5_acc: 0.9782 +2025-05-26 19:42:48,556 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:07:54, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.2055, loss: 2.2055 +2025-05-26 19:43:31,240 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:07:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 19:44:13,895 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:06:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.3304, loss: 2.3304 +2025-05-26 19:44:56,376 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:05:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2670, loss: 2.2670 +2025-05-26 19:45:38,976 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:04:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.1900, loss: 2.1900 +2025-05-26 19:46:21,550 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:04:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.2711, loss: 2.2711 +2025-05-26 19:47:04,453 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:03:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.2536, loss: 2.2536 +2025-05-26 19:47:47,200 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:02:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.1570, loss: 2.1570 +2025-05-26 19:48:29,871 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:01:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2019, loss: 2.2019 +2025-05-26 19:49:12,574 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:01:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.1894, loss: 2.1894 +2025-05-26 19:49:55,245 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:00:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.2796, loss: 2.2796 +2025-05-26 19:50:37,987 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2284, loss: 2.2284 +2025-05-26 19:51:20,757 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:58:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.1635, loss: 2.1635 +2025-05-26 19:52:03,453 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:58:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.3789, loss: 2.3789 +2025-05-26 19:52:46,085 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:57:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.3017, loss: 2.3017 +2025-05-26 19:53:28,801 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:56:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.4656, loss: 2.4656 +2025-05-26 19:54:11,489 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:56:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.3595, loss: 2.3595 +2025-05-26 19:54:54,259 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:55:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.2874, loss: 2.2874 +2025-05-26 19:55:37,077 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:54:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.2676, loss: 2.2676 +2025-05-26 19:56:19,821 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:53:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.2786, loss: 2.2786 +2025-05-26 19:57:02,596 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:53:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.3078, loss: 2.3078 +2025-05-26 19:57:45,368 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:52:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2162, loss: 2.2162 +2025-05-26 19:58:28,096 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:51:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.3224, loss: 2.3224 +2025-05-26 19:59:10,801 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:50:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3085, loss: 2.3085 +2025-05-26 19:59:53,455 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:50:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 2.3637, loss: 2.3637 +2025-05-26 19:59:56,522 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:01:11,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:01:11,803 - pyskl - INFO - +top1_acc 0.8138 +top5_acc 0.9725 +2025-05-26 20:01:11,806 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8138, top5_acc: 0.9725 +2025-05-26 20:02:15,050 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:49:40, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2327, loss: 2.2327 +2025-05-26 20:02:57,837 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:48:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3565, loss: 2.3565 +2025-05-26 20:03:40,512 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:48:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.1700, loss: 2.1700 +2025-05-26 20:04:23,128 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:47:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.2000, loss: 2.2000 +2025-05-26 20:05:05,827 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:46:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2309, loss: 2.2309 +2025-05-26 20:05:48,497 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:45:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2203, loss: 2.2203 +2025-05-26 20:06:31,174 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:45:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.3393, loss: 2.3393 +2025-05-26 20:07:13,881 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:44:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2846, loss: 2.2846 +2025-05-26 20:07:56,563 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:43:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.2941, loss: 2.2941 +2025-05-26 20:08:39,242 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:43:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1916, loss: 2.1916 +2025-05-26 20:09:21,912 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:42:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.2125, loss: 2.2125 +2025-05-26 20:10:04,652 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:41:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.3961, loss: 2.3961 +2025-05-26 20:10:47,462 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:40:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2991, loss: 2.2991 +2025-05-26 20:11:30,231 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.3599, loss: 2.3599 +2025-05-26 20:12:13,038 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:39:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.2756, loss: 2.2756 +2025-05-26 20:12:55,847 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:38:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3298, loss: 2.3298 +2025-05-26 20:13:38,750 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:37:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2337, loss: 2.2337 +2025-05-26 20:14:21,428 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:37:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.2672, loss: 2.2672 +2025-05-26 20:15:04,261 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:36:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.3318, loss: 2.3318 +2025-05-26 20:15:47,223 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.3430, loss: 2.3430 +2025-05-26 20:16:30,120 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:34:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.3570, loss: 2.3570 +2025-05-26 20:17:13,115 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:34:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.3225, loss: 2.3225 +2025-05-26 20:17:56,127 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:33:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.3520, loss: 2.3520 +2025-05-26 20:18:39,110 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:32:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.3198, loss: 2.3198 +2025-05-26 20:19:22,037 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:31:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3578, loss: 2.3578 +2025-05-26 20:19:25,081 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:20:40,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:20:40,892 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9689 +2025-05-26 20:20:40,894 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8170, top5_acc: 0.9689 +2025-05-26 20:21:44,054 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:31:29, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.1722, loss: 2.1722 +2025-05-26 20:22:26,871 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:30:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.2243, loss: 2.2243 +2025-05-26 20:23:09,653 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:30:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2066, loss: 2.2066 +2025-05-26 20:23:52,453 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:29:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.2689, loss: 2.2689 +2025-05-26 20:24:35,279 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:28:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2428, loss: 2.2428 +2025-05-26 20:25:18,105 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:27:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 20:26:01,008 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:27:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.1404, loss: 2.1404 +2025-05-26 20:26:43,938 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:26:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.1655, loss: 2.1655 +2025-05-26 20:27:26,797 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:25:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.1794, loss: 2.1794 +2025-05-26 20:28:09,547 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:24:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.2458, loss: 2.2458 +2025-05-26 20:28:52,313 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:24:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.3727, loss: 2.3727 +2025-05-26 20:29:35,224 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:23:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.1997, loss: 2.1997 +2025-05-26 20:30:18,038 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.2440, loss: 2.2440 +2025-05-26 20:31:01,029 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:21:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2739, loss: 2.2739 +2025-05-26 20:31:43,874 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:21:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 20:32:26,628 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:20:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.2251, loss: 2.2251 +2025-05-26 20:33:09,326 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:19:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2180, loss: 2.2180 +2025-05-26 20:33:52,122 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:18:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.2442, loss: 2.2442 +2025-05-26 20:34:34,931 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:18:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2335, loss: 2.2335 +2025-05-26 20:35:17,693 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:17:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.1862, loss: 2.1862 +2025-05-26 20:36:00,566 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:16:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.2101, loss: 2.2101 +2025-05-26 20:36:43,399 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:15:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.2320, loss: 2.2320 +2025-05-26 20:37:26,257 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:15:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.3499, loss: 2.3499 +2025-05-26 20:38:09,068 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:14:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.3607, loss: 2.3607 +2025-05-26 20:38:52,064 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:13:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3003, loss: 2.3003 +2025-05-26 20:38:55,166 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 20:47:22,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:47:22,462 - pyskl - INFO - +top1_acc 0.8382 +top5_acc 0.9716 +2025-05-26 20:47:22,464 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8382, top5_acc: 0.9716 +2025-05-26 20:48:25,900 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:13:20, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.1382, loss: 2.1382 +2025-05-26 20:49:08,706 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:12:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.2627, loss: 2.2627 +2025-05-26 20:49:51,542 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:11:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.2315, loss: 2.2315 +2025-05-26 20:50:34,498 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:11:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.0872, loss: 2.0872 +2025-05-26 20:51:17,329 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:10:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2208, loss: 2.2208 +2025-05-26 20:52:00,078 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:09:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.2714, loss: 2.2714 +2025-05-26 20:52:42,726 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:08:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.1260, loss: 2.1260 +2025-05-26 20:53:25,384 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:08:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.3004, loss: 2.3004 +2025-05-26 20:54:08,109 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:07:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.2034, loss: 2.2034 +2025-05-26 20:54:50,866 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:06:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.3368, loss: 2.3368 +2025-05-26 20:55:33,582 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:05:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.1329, loss: 2.1329 +2025-05-26 20:56:16,368 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:05:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2050, loss: 2.2050 +2025-05-26 20:56:59,183 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:04:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.2461, loss: 2.2461 +2025-05-26 20:57:41,981 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:03:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1773, loss: 2.1773 +2025-05-26 20:58:25,050 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:02:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4153, loss: 2.4153 +2025-05-26 20:59:08,098 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:02:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 20:59:51,031 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:01:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.2494, loss: 2.2494 +2025-05-26 21:00:33,825 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:00:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.1921, loss: 2.1921 +2025-05-26 21:01:16,627 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:00:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.2639, loss: 2.2639 +2025-05-26 21:01:59,361 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.2998, loss: 2.2998 +2025-05-26 21:02:42,098 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:58:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.2350, loss: 2.2350 +2025-05-26 21:03:25,132 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:57:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.2560, loss: 2.2560 +2025-05-26 21:04:08,086 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:57:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.2815, loss: 2.2815 +2025-05-26 21:04:51,174 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:56:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.3218, loss: 2.3218 +2025-05-26 21:05:34,031 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:55:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2493, loss: 2.2493 +2025-05-26 21:05:37,087 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:06:52,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:06:52,908 - pyskl - INFO - +top1_acc 0.8412 +top5_acc 0.9745 +2025-05-26 21:06:52,911 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8412, top5_acc: 0.9745 +2025-05-26 21:07:56,495 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:55:10, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1245, loss: 2.1245 +2025-05-26 21:08:39,000 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:54:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.1392, loss: 2.1392 +2025-05-26 21:09:21,726 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:53:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.1574, loss: 2.1574 +2025-05-26 21:10:04,536 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:52:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.0850, loss: 2.0850 +2025-05-26 21:10:47,228 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:52:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.2112, loss: 2.2112 +2025-05-26 21:11:30,008 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:51:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.2177, loss: 2.2177 +2025-05-26 21:12:12,675 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:50:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1721, loss: 2.1721 +2025-05-26 21:12:55,391 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:49:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.1147, loss: 2.1147 +2025-05-26 21:13:38,070 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:49:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1630, loss: 2.1630 +2025-05-26 21:14:20,786 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:48:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.2239, loss: 2.2239 +2025-05-26 21:15:03,645 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:47:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.2977, loss: 2.2977 +2025-05-26 21:15:46,289 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:47:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.1478, loss: 2.1478 +2025-05-26 21:16:29,050 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:46:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 2.3604, loss: 2.3604 +2025-05-26 21:17:11,795 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:45:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.2881, loss: 2.2881 +2025-05-26 21:17:54,582 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:44:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.1776, loss: 2.1776 +2025-05-26 21:18:37,341 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:44:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3163, loss: 2.3163 +2025-05-26 21:19:20,003 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.2718, loss: 2.2718 +2025-05-26 21:20:02,620 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:42:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 2.2345, loss: 2.2345 +2025-05-26 21:20:45,413 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:41:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.2797, loss: 2.2797 +2025-05-26 21:21:28,126 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.4011, loss: 2.4011 +2025-05-26 21:22:10,849 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:40:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1579, loss: 2.1579 +2025-05-26 21:22:53,817 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:39:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.1666, loss: 2.1666 +2025-05-26 21:23:36,582 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:38:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.1954, loss: 2.1954 +2025-05-26 21:24:19,428 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:38:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.2832, loss: 2.2832 +2025-05-26 21:25:02,318 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:37:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2755, loss: 2.2755 +2025-05-26 21:25:05,377 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:26:20,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:26:20,181 - pyskl - INFO - +top1_acc 0.7890 +top5_acc 0.9673 +2025-05-26 21:26:20,183 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.7890, top5_acc: 0.9673 +2025-05-26 21:27:23,721 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:36:59, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1415, loss: 2.1415 +2025-05-26 21:28:06,592 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:36:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1916, loss: 2.1916 +2025-05-26 21:28:49,552 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:35:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.1597, loss: 2.1597 +2025-05-26 21:29:32,283 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:34:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.1898, loss: 2.1898 +2025-05-26 21:30:15,256 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:34:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.1657, loss: 2.1657 +2025-05-26 21:30:57,896 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:33:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.1744, loss: 2.1744 +2025-05-26 21:31:40,524 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:32:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 2.1700, loss: 2.1700 +2025-05-26 21:32:23,153 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:31:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.2054, loss: 2.2054 +2025-05-26 21:33:05,772 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:31:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.3103, loss: 2.3103 +2025-05-26 21:33:48,468 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:30:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.2900, loss: 2.2900 +2025-05-26 21:34:31,208 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:29:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.1818, loss: 2.1818 +2025-05-26 21:35:13,828 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:28:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.1834, loss: 2.1834 +2025-05-26 21:35:56,494 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:28:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1513, loss: 2.1513 +2025-05-26 21:36:39,117 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:27:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.2850, loss: 2.2850 +2025-05-26 21:37:21,833 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:26:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2367, loss: 2.2367 +2025-05-26 21:38:04,594 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.2541, loss: 2.2541 +2025-05-26 21:38:47,243 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.2282, loss: 2.2282 +2025-05-26 21:39:30,154 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.2423, loss: 2.2423 +2025-05-26 21:40:12,945 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:23:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.1948, loss: 2.1948 +2025-05-26 21:40:55,754 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:22:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.2666, loss: 2.2666 +2025-05-26 21:41:38,525 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:22:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.2602, loss: 2.2602 +2025-05-26 21:42:21,309 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:21:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.2036, loss: 2.2036 +2025-05-26 21:43:04,026 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:20:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.2585, loss: 2.2585 +2025-05-26 21:43:46,716 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:19:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.2773, loss: 2.2773 +2025-05-26 21:44:29,467 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:19:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.2956, loss: 2.2956 +2025-05-26 21:44:32,527 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 21:45:47,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:45:47,720 - pyskl - INFO - +top1_acc 0.8174 +top5_acc 0.9726 +2025-05-26 21:45:47,723 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8174, top5_acc: 0.9726 +2025-05-26 21:46:50,767 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:18:46, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.1435, loss: 2.1435 +2025-05-26 21:47:33,453 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.1449, loss: 2.1449 +2025-05-26 21:48:16,380 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:17:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.1207, loss: 2.1207 +2025-05-26 21:48:59,130 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:16:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.1759, loss: 2.1759 +2025-05-26 21:49:41,846 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2039, loss: 2.2039 +2025-05-26 21:50:24,691 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:15:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2344, loss: 2.2344 +2025-05-26 21:51:07,469 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:14:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.3013, loss: 2.3013 +2025-05-26 21:51:50,224 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:13:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.1764, loss: 2.1764 +2025-05-26 21:52:33,219 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:12:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0997, loss: 2.0997 +2025-05-26 21:53:15,988 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:12:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.2048, loss: 2.2048 +2025-05-26 21:53:58,770 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:11:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.1291, loss: 2.1291 +2025-05-26 21:54:41,481 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:10:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1850, loss: 2.1850 +2025-05-26 21:55:24,112 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:09:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.1580, loss: 2.1580 +2025-05-26 21:56:06,685 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:09:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.1986, loss: 2.1986 +2025-05-26 21:56:49,470 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:08:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.2731, loss: 2.2731 +2025-05-26 21:57:32,297 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:07:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.2229, loss: 2.2229 +2025-05-26 21:58:15,162 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:06:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2368, loss: 2.2368 +2025-05-26 21:58:58,399 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:06:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2428, loss: 2.2428 +2025-05-26 21:59:41,614 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:05:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.2440, loss: 2.2440 +2025-05-26 22:00:24,633 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:04:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1183, loss: 2.1183 +2025-05-26 22:01:07,387 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:04:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.2896, loss: 2.2896 +2025-05-26 22:01:50,100 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:03:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.1271, loss: 2.1271 +2025-05-26 22:02:32,795 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:02:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.2587, loss: 2.2587 +2025-05-26 22:03:15,501 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:01:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.2161, loss: 2.2161 +2025-05-26 22:03:58,213 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:01:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.1266, loss: 2.1266 +2025-05-26 22:04:01,272 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:05:16,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:05:16,503 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9669 +2025-05-26 22:05:16,506 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8049, top5_acc: 0.9669 +2025-05-26 22:06:19,457 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:00:35, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.1258, loss: 2.1258 +2025-05-26 22:07:02,118 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:59:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.1514, loss: 2.1514 +2025-05-26 22:07:44,970 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:59:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0975, loss: 2.0975 +2025-05-26 22:08:27,857 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:58:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.1364, loss: 2.1364 +2025-05-26 22:09:10,734 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:57:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.0427, loss: 2.0427 +2025-05-26 22:09:53,625 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:56:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.1603, loss: 2.1603 +2025-05-26 22:10:36,447 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:56:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.0937, loss: 2.0937 +2025-05-26 22:11:19,282 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:55:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.0680, loss: 2.0680 +2025-05-26 22:12:02,135 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:54:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.1214, loss: 2.1214 +2025-05-26 22:12:44,922 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:53:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.2599, loss: 2.2599 +2025-05-26 22:13:27,766 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:53:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2200, loss: 2.2200 +2025-05-26 22:14:10,518 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:52:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.3422, loss: 2.3422 +2025-05-26 22:14:53,305 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.1630, loss: 2.1630 +2025-05-26 22:15:36,053 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:51:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.2021, loss: 2.2021 +2025-05-26 22:16:18,910 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.2125, loss: 2.2125 +2025-05-26 22:17:01,854 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:49:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.0521, loss: 2.0521 +2025-05-26 22:17:44,694 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:48:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.1684, loss: 2.1684 +2025-05-26 22:18:27,485 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:48:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.3533, loss: 2.3533 +2025-05-26 22:19:10,395 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:47:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.2286, loss: 2.2286 +2025-05-26 22:19:53,379 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:46:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.2202, loss: 2.2202 +2025-05-26 22:20:36,153 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:45:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.2013, loss: 2.2013 +2025-05-26 22:21:18,790 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:45:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.1809, loss: 2.1809 +2025-05-26 22:22:01,424 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:44:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.1553, loss: 2.1553 +2025-05-26 22:22:44,161 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:43:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.2369, loss: 2.2369 +2025-05-26 22:23:26,882 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:42:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.2940, loss: 2.2940 +2025-05-26 22:23:29,965 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:31:48,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:31:48,616 - pyskl - INFO - +top1_acc 0.8366 +top5_acc 0.9762 +2025-05-26 22:31:48,618 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8366, top5_acc: 0.9762 +2025-05-26 22:32:51,876 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:42:25, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1132, loss: 2.1132 +2025-05-26 22:33:34,757 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:41:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1772, loss: 2.1772 +2025-05-26 22:34:17,885 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:40:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.0851, loss: 2.0851 +2025-05-26 22:35:00,834 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1088, loss: 2.1088 +2025-05-26 22:35:43,635 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.0734, loss: 2.0734 +2025-05-26 22:36:26,523 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:38:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.1780, loss: 2.1780 +2025-05-26 22:37:09,206 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:38:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.3633, loss: 2.3633 +2025-05-26 22:37:51,946 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:37:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.1502, loss: 2.1502 +2025-05-26 22:38:34,664 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:36:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.2131, loss: 2.2131 +2025-05-26 22:39:17,437 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:35:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.1709, loss: 2.1709 +2025-05-26 22:40:00,357 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:35:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.3044, loss: 2.3044 +2025-05-26 22:40:43,189 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:34:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1432, loss: 2.1432 +2025-05-26 22:41:25,941 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:33:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.1272, loss: 2.1272 +2025-05-26 22:42:08,755 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:32:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.0294, loss: 2.0294 +2025-05-26 22:42:51,438 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:32:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.1874, loss: 2.1874 +2025-05-26 22:43:34,019 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:31:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.2913, loss: 2.2913 +2025-05-26 22:44:16,744 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:30:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.1339, loss: 2.1339 +2025-05-26 22:44:59,498 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:29:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.1785, loss: 2.1785 +2025-05-26 22:45:42,577 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:29:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9956, loss_cls: 2.1297, loss: 2.1297 +2025-05-26 22:46:25,304 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:28:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2211, loss: 2.2211 +2025-05-26 22:47:08,021 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:27:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.1768, loss: 2.1768 +2025-05-26 22:47:50,711 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:26:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.1812, loss: 2.1812 +2025-05-26 22:48:33,513 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:26:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.1552, loss: 2.1552 +2025-05-26 22:49:16,217 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:25:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.1141, loss: 2.1141 +2025-05-26 22:49:58,929 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:24:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.2617, loss: 2.2617 +2025-05-26 22:50:01,962 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 22:51:17,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:51:17,267 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9661 +2025-05-26 22:51:17,269 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8179, top5_acc: 0.9661 +2025-05-26 22:52:20,149 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:24:14, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.1609, loss: 2.1609 +2025-05-26 22:53:02,797 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:23:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.1876, loss: 2.1876 +2025-05-26 22:53:45,526 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:22:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.0937, loss: 2.0937 +2025-05-26 22:54:28,249 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.0949, loss: 2.0949 +2025-05-26 22:55:10,988 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:21:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1369, loss: 2.1369 +2025-05-26 22:55:53,711 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:20:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.2030, loss: 2.2030 +2025-05-26 22:56:36,463 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:19:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1292, loss: 2.1292 +2025-05-26 22:57:19,303 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:19:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.0437, loss: 2.0437 +2025-05-26 22:58:02,140 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:18:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.1981, loss: 2.1981 +2025-05-26 22:58:45,169 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:17:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.2128, loss: 2.2128 +2025-05-26 22:59:27,950 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:16:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.2741, loss: 2.2741 +2025-05-26 23:00:10,810 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:16:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.2324, loss: 2.2324 +2025-05-26 23:00:53,506 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:15:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.1732, loss: 2.1732 +2025-05-26 23:01:36,271 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:14:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2132, loss: 2.2132 +2025-05-26 23:02:19,091 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:13:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.1215, loss: 2.1215 +2025-05-26 23:03:01,850 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:13:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 2.2269, loss: 2.2269 +2025-05-26 23:03:44,707 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:12:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.2253, loss: 2.2253 +2025-05-26 23:04:27,538 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:11:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.1703, loss: 2.1703 +2025-05-26 23:05:10,311 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:10:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.1555, loss: 2.1555 +2025-05-26 23:05:53,054 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:10:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.1379, loss: 2.1379 +2025-05-26 23:06:35,857 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:09:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2004, loss: 2.2004 +2025-05-26 23:07:18,780 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:08:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.1720, loss: 2.1720 +2025-05-26 23:08:01,601 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1297, loss: 2.1297 +2025-05-26 23:08:44,453 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:07:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.1945, loss: 2.1945 +2025-05-26 23:09:27,232 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:06:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.1861, loss: 2.1861 +2025-05-26 23:09:30,317 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:10:45,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:10:45,510 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9744 +2025-05-26 23:10:45,513 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8222, top5_acc: 0.9744 +2025-05-26 23:11:48,674 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:06:03, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.0768, loss: 2.0768 +2025-05-26 23:12:31,498 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:05:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.1159, loss: 2.1159 +2025-05-26 23:13:14,564 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1069, loss: 2.1069 +2025-05-26 23:13:57,535 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:03:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.1521, loss: 2.1521 +2025-05-26 23:14:40,354 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:03:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.0831, loss: 2.0831 +2025-05-26 23:15:23,150 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:02:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.9538, loss: 1.9538 +2025-05-26 23:16:06,057 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:01:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0822, loss: 2.0822 +2025-05-26 23:16:48,877 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:00:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.0287, loss: 2.0287 +2025-05-26 23:17:31,613 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:00:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.0882, loss: 2.0882 +2025-05-26 23:18:14,462 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:59:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.1483, loss: 2.1483 +2025-05-26 23:18:57,263 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:58:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1154, loss: 2.1154 +2025-05-26 23:19:40,091 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:57:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.1996, loss: 2.1996 +2025-05-26 23:20:22,755 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:57:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.1261, loss: 2.1261 +2025-05-26 23:21:05,470 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:56:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.1978, loss: 2.1978 +2025-05-26 23:21:48,158 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:55:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.2006, loss: 2.2006 +2025-05-26 23:22:30,833 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:55:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.1869, loss: 2.1869 +2025-05-26 23:23:13,533 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:54:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2289, loss: 2.2289 +2025-05-26 23:23:56,245 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:53:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1704, loss: 2.1704 +2025-05-26 23:24:38,906 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:52:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.2394, loss: 2.2394 +2025-05-26 23:25:21,630 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9950, loss_cls: 2.1280, loss: 2.1280 +2025-05-26 23:26:04,331 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1018, loss: 2.1018 +2025-05-26 23:26:46,981 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:50:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.1464, loss: 2.1464 +2025-05-26 23:27:29,605 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:49:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.1807, loss: 2.1807 +2025-05-26 23:28:12,326 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:49:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0857, loss: 2.0857 +2025-05-26 23:28:55,163 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:48:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.2452, loss: 2.2452 +2025-05-26 23:28:58,234 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:30:13,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:30:13,265 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9736 +2025-05-26 23:30:13,268 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8328, top5_acc: 0.9736 +2025-05-26 23:31:16,748 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:47:52, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.0802, loss: 2.0802 +2025-05-26 23:31:59,553 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:47:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.0569, loss: 2.0569 +2025-05-26 23:32:42,487 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:46:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.9770, loss: 1.9770 +2025-05-26 23:33:25,423 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:45:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.1770, loss: 2.1770 +2025-05-26 23:34:08,238 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:44:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 2.0610, loss: 2.0610 +2025-05-26 23:34:51,037 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:44:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.1060, loss: 2.1060 +2025-05-26 23:35:33,746 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:43:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.1488, loss: 2.1488 +2025-05-26 23:36:16,522 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.1536, loss: 2.1536 +2025-05-26 23:36:59,281 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:41:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.1103, loss: 2.1103 +2025-05-26 23:37:41,975 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.1676, loss: 2.1676 +2025-05-26 23:38:24,717 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.1565, loss: 2.1565 +2025-05-26 23:39:07,441 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:39:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.0689, loss: 2.0689 +2025-05-26 23:39:50,102 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:39:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.0798, loss: 2.0798 +2025-05-26 23:40:32,816 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.1250, loss: 2.1250 +2025-05-26 23:41:15,432 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:37:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.0874, loss: 2.0874 +2025-05-26 23:41:58,101 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.0375, loss: 2.0375 +2025-05-26 23:42:40,756 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:36:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.1553, loss: 2.1553 +2025-05-26 23:43:23,446 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:35:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.1439, loss: 2.1439 +2025-05-26 23:44:06,222 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:34:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.1519, loss: 2.1519 +2025-05-26 23:44:48,967 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:33:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.1437, loss: 2.1437 +2025-05-26 23:45:31,651 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:33:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.1158, loss: 2.1158 +2025-05-26 23:46:14,334 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:32:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.1134, loss: 2.1134 +2025-05-26 23:46:57,043 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:31:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.2065, loss: 2.2065 +2025-05-26 23:47:39,825 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:30:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.1453, loss: 2.1453 +2025-05-26 23:48:22,610 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:30:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 23:48:25,727 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-26 23:49:40,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:49:41,045 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9712 +2025-05-26 23:49:41,048 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8288, top5_acc: 0.9712 +2025-05-26 23:50:43,944 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:29:40, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.9899, loss: 1.9899 +2025-05-26 23:51:26,647 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9501, loss: 1.9501 +2025-05-26 23:52:09,429 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:28:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.0293, loss: 2.0293 +2025-05-26 23:52:52,186 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.1674, loss: 2.1674 +2025-05-26 23:53:35,006 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:26:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.0949, loss: 2.0949 +2025-05-26 23:54:17,759 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:25:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.0398, loss: 2.0398 +2025-05-26 23:55:00,482 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0900, loss: 2.0900 +2025-05-26 23:55:43,354 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:24:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 2.0559, loss: 2.0559 +2025-05-26 23:56:26,417 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:23:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.0841, loss: 2.0841 +2025-05-26 23:57:09,187 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:23:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.0514, loss: 2.0514 +2025-05-26 23:57:51,929 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:22:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.2581, loss: 2.2581 +2025-05-26 23:58:34,762 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:21:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.1264, loss: 2.1264 +2025-05-26 23:59:17,538 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:20:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.2182, loss: 2.2182 +2025-05-27 00:00:00,333 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.0835, loss: 2.0835 +2025-05-27 00:00:43,169 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:19:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.1463, loss: 2.1463 +2025-05-27 00:01:26,008 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:18:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.0451, loss: 2.0451 +2025-05-27 00:02:08,787 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:17:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.1142, loss: 2.1142 +2025-05-27 00:02:51,618 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:17:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.1617, loss: 2.1617 +2025-05-27 00:03:34,470 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:16:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9825, loss_cls: 2.1398, loss: 2.1398 +2025-05-27 00:04:17,230 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:15:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.1035, loss: 2.1035 +2025-05-27 00:04:59,907 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.1906, loss: 2.1906 +2025-05-27 00:05:42,547 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:14:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.0841, loss: 2.0841 +2025-05-27 00:06:25,305 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:13:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0487, loss: 2.0487 +2025-05-27 00:07:08,006 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:12:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.1611, loss: 2.1611 +2025-05-27 00:07:50,885 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:12:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1449, loss: 2.1449 +2025-05-27 00:07:53,972 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:16:22,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:16:22,107 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9812 +2025-05-27 00:16:22,173 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_66.pth was removed +2025-05-27 00:16:23,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2025-05-27 00:16:23,159 - pyskl - INFO - Best top1_acc is 0.8664 at 80 epoch. +2025-05-27 00:16:23,161 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8664, top5_acc: 0.9812 +2025-05-27 00:17:25,969 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:11:29, time: 0.628, data_time: 0.202, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.0817, loss: 2.0817 +2025-05-27 00:18:08,705 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:10:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.0296, loss: 2.0296 +2025-05-27 00:18:51,508 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:10:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9914, loss: 1.9914 +2025-05-27 00:19:34,121 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:09:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0772, loss: 2.0772 +2025-05-27 00:20:16,790 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:08:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.0443, loss: 2.0443 +2025-05-27 00:20:59,474 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:07:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.1434, loss: 2.1434 +2025-05-27 00:21:42,156 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:07:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.1226, loss: 2.1226 +2025-05-27 00:22:24,895 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:06:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.0791, loss: 2.0791 +2025-05-27 00:23:07,822 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:05:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.1620, loss: 2.1620 +2025-05-27 00:23:50,843 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:04:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.1655, loss: 2.1655 +2025-05-27 00:24:33,845 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:04:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0533, loss: 2.0533 +2025-05-27 00:25:16,762 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:03:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.1179, loss: 2.1179 +2025-05-27 00:25:59,629 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:02:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.1671, loss: 2.1671 +2025-05-27 00:26:42,342 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:01:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.1865, loss: 2.1865 +2025-05-27 00:27:25,113 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:01:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.0294, loss: 2.0294 +2025-05-27 00:28:08,183 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:00:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1375, loss: 2.1375 +2025-05-27 00:28:51,113 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:59:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0516, loss: 2.0516 +2025-05-27 00:29:33,801 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:58:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0448, loss: 2.0448 +2025-05-27 00:30:16,631 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:58:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.0318, loss: 2.0318 +2025-05-27 00:30:59,345 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:57:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0459, loss: 2.0459 +2025-05-27 00:31:42,112 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:56:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.0983, loss: 2.0983 +2025-05-27 00:32:24,861 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:56:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.1151, loss: 2.1151 +2025-05-27 00:33:07,582 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:55:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1126, loss: 2.1126 +2025-05-27 00:33:50,247 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:54:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.0211, loss: 2.0211 +2025-05-27 00:34:33,023 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:53:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.1248, loss: 2.1248 +2025-05-27 00:34:36,062 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 00:35:51,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:35:51,170 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9745 +2025-05-27 00:35:51,172 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8498, top5_acc: 0.9745 +2025-05-27 00:36:54,166 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:53:18, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.0141, loss: 2.0141 +2025-05-27 00:37:36,836 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:52:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.0354, loss: 2.0354 +2025-05-27 00:38:19,837 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.0316, loss: 2.0316 +2025-05-27 00:39:02,760 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:51:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0249, loss: 2.0249 +2025-05-27 00:39:45,472 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:50:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.0995, loss: 2.0995 +2025-05-27 00:40:28,128 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:49:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.0921, loss: 2.0921 +2025-05-27 00:41:10,934 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:48:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 1.9788, loss: 1.9788 +2025-05-27 00:41:53,550 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:48:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 1.9503, loss: 1.9503 +2025-05-27 00:42:36,216 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:47:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0526, loss: 2.0526 +2025-05-27 00:43:18,944 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:46:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.1887, loss: 2.1887 +2025-05-27 00:44:01,579 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:45:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.9937, loss: 1.9937 +2025-05-27 00:44:44,325 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:45:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.0174, loss: 2.0174 +2025-05-27 00:45:27,025 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:44:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0026, loss: 2.0026 +2025-05-27 00:46:09,708 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:43:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0409, loss: 2.0409 +2025-05-27 00:46:52,337 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:43:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.1851, loss: 2.1851 +2025-05-27 00:47:34,998 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:42:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.1078, loss: 2.1078 +2025-05-27 00:48:18,110 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:41:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.0793, loss: 2.0793 +2025-05-27 00:49:00,879 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:40:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.0935, loss: 2.0935 +2025-05-27 00:49:43,906 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:40:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1093, loss: 2.1093 +2025-05-27 00:50:27,113 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:39:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9844, loss_cls: 2.1475, loss: 2.1475 +2025-05-27 00:51:10,193 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:38:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.0650, loss: 2.0650 +2025-05-27 00:51:52,917 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:37:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.1260, loss: 2.1260 +2025-05-27 00:52:35,607 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:37:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.1246, loss: 2.1246 +2025-05-27 00:53:18,328 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:36:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.1854, loss: 2.1854 +2025-05-27 00:54:01,076 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:35:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.1470, loss: 2.1470 +2025-05-27 00:54:04,114 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 00:55:18,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:55:18,940 - pyskl - INFO - +top1_acc 0.8309 +top5_acc 0.9735 +2025-05-27 00:55:18,942 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8309, top5_acc: 0.9735 +2025-05-27 00:56:22,062 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:35:07, time: 0.631, data_time: 0.203, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9994, loss_cls: 1.9633, loss: 1.9633 +2025-05-27 00:57:05,321 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:34:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.0337, loss: 2.0337 +2025-05-27 00:57:48,257 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:33:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.0076, loss: 2.0076 +2025-05-27 00:58:31,186 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:32:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0039, loss: 2.0039 +2025-05-27 00:59:14,094 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:32:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.0065, loss: 2.0065 +2025-05-27 00:59:56,955 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:31:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.0596, loss: 2.0596 +2025-05-27 01:00:39,825 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:30:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.0664, loss: 2.0664 +2025-05-27 01:01:22,592 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:29:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.9962, loss: 1.9962 +2025-05-27 01:02:05,544 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:29:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 1.9863, loss: 1.9863 +2025-05-27 01:02:48,438 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:28:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0705, loss: 2.0705 +2025-05-27 01:03:31,392 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:27:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2217, loss: 2.2217 +2025-05-27 01:04:14,308 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:27:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.0510, loss: 2.0510 +2025-05-27 01:04:57,190 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:26:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1659, loss: 2.1659 +2025-05-27 01:05:39,917 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:25:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.1278, loss: 2.1278 +2025-05-27 01:06:22,769 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:24:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9962, loss_cls: 2.0033, loss: 2.0033 +2025-05-27 01:07:05,546 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:24:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.0509, loss: 2.0509 +2025-05-27 01:07:48,285 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:23:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.0701, loss: 2.0701 +2025-05-27 01:08:31,025 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:22:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.1362, loss: 2.1362 +2025-05-27 01:09:13,698 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:21:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0486, loss: 2.0486 +2025-05-27 01:09:56,592 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:21:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.1528, loss: 2.1528 +2025-05-27 01:10:39,249 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:20:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.0851, loss: 2.0851 +2025-05-27 01:11:21,892 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:19:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.0775, loss: 2.0775 +2025-05-27 01:12:04,580 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:18:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.0460, loss: 2.0460 +2025-05-27 01:12:47,210 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:18:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 2.0938, loss: 2.0938 +2025-05-27 01:13:29,853 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:17:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 01:13:32,892 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:14:47,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:14:47,575 - pyskl - INFO - +top1_acc 0.8472 +top5_acc 0.9765 +2025-05-27 01:14:47,577 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8472, top5_acc: 0.9765 +2025-05-27 01:15:50,417 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:16:57, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9888, loss_cls: 1.9540, loss: 1.9540 +2025-05-27 01:16:33,214 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:16:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.9904, loss: 1.9904 +2025-05-27 01:17:16,150 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:15:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.9588, loss: 1.9588 +2025-05-27 01:17:58,780 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:14:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.9949, loss: 1.9949 +2025-05-27 01:18:41,494 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0587, loss: 2.0587 +2025-05-27 01:19:24,216 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 1.9231, loss: 1.9231 +2025-05-27 01:20:06,835 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:12:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.0852, loss: 2.0852 +2025-05-27 01:20:49,518 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:11:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9707, loss: 1.9707 +2025-05-27 01:21:32,191 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:11:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9755, loss: 1.9755 +2025-05-27 01:22:14,917 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:10:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.1038, loss: 2.1038 +2025-05-27 01:22:57,706 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:09:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.1005, loss: 2.1005 +2025-05-27 01:23:40,474 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:08:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.0261, loss: 2.0261 +2025-05-27 01:24:23,263 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:08:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.0106, loss: 2.0106 +2025-05-27 01:25:06,012 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:07:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.0759, loss: 2.0759 +2025-05-27 01:25:48,762 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:06:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 1.9931, loss: 1.9931 +2025-05-27 01:26:31,477 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:05:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1141, loss: 2.1141 +2025-05-27 01:27:14,214 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:05:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.0076, loss: 2.0076 +2025-05-27 01:27:56,981 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:04:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.9956, loss: 1.9956 +2025-05-27 01:28:39,701 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:03:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.0014, loss: 2.0014 +2025-05-27 01:29:22,460 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:02:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.1498, loss: 2.1498 +2025-05-27 01:30:05,240 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:02:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 2.0496, loss: 2.0496 +2025-05-27 01:30:48,069 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:01:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.0472, loss: 2.0472 +2025-05-27 01:31:30,801 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:00:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.0948, loss: 2.0948 +2025-05-27 01:32:13,529 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:00:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.0901, loss: 2.0901 +2025-05-27 01:32:56,278 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0353, loss: 2.0353 +2025-05-27 01:32:59,337 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 01:34:14,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:34:14,282 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9782 +2025-05-27 01:34:14,285 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8536, top5_acc: 0.9782 +2025-05-27 01:35:17,197 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:58:45, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 1.9612, loss: 1.9612 +2025-05-27 01:35:59,938 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:58:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0041, loss: 2.0041 +2025-05-27 01:36:42,579 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:57:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0255, loss: 2.0255 +2025-05-27 01:37:25,329 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:56:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.0211, loss: 2.0211 +2025-05-27 01:38:08,059 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:55:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.9653, loss: 1.9653 +2025-05-27 01:38:50,789 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:55:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9131, loss: 1.9131 +2025-05-27 01:39:33,641 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:54:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.0503, loss: 2.0503 +2025-05-27 01:40:16,313 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:53:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.0004, loss: 2.0004 +2025-05-27 01:40:59,032 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:52:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.9809, loss: 1.9809 +2025-05-27 01:41:41,781 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:52:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0833, loss: 2.0833 +2025-05-27 01:42:24,546 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:51:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.0340, loss: 2.0340 +2025-05-27 01:43:07,293 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:50:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.9772, loss: 1.9772 +2025-05-27 01:43:50,007 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:49:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.9373, loss: 1.9373 +2025-05-27 01:44:32,805 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:49:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0139, loss: 2.0139 +2025-05-27 01:45:15,498 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:48:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.0293, loss: 2.0293 +2025-05-27 01:45:58,259 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:47:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 1.9817, loss: 1.9817 +2025-05-27 01:46:41,007 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:46:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9803, loss: 1.9803 +2025-05-27 01:47:23,680 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0946, loss: 2.0946 +2025-05-27 01:48:06,322 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:45:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.0508, loss: 2.0508 +2025-05-27 01:48:49,006 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:44:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.0679, loss: 2.0679 +2025-05-27 01:49:31,718 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:44:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.9953, loss: 1.9953 +2025-05-27 01:50:14,510 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:43:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.0828, loss: 2.0828 +2025-05-27 01:50:57,118 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:42:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0344, loss: 2.0344 +2025-05-27 01:51:39,792 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:41:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.0659, loss: 2.0659 +2025-05-27 01:52:22,381 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:41:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.0646, loss: 2.0646 +2025-05-27 01:52:25,435 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:00:56,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:00:56,860 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9788 +2025-05-27 02:00:56,862 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8553, top5_acc: 0.9788 +2025-05-27 02:01:59,850 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:40:33, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 1.9640, loss: 1.9640 +2025-05-27 02:02:42,520 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.8946, loss: 1.8946 +2025-05-27 02:03:25,210 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:39:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.9110, loss: 1.9110 +2025-05-27 02:04:08,215 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:38:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.9091, loss: 1.9091 +2025-05-27 02:04:50,851 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:37:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.0242, loss: 2.0242 +2025-05-27 02:05:33,633 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:36:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.9689, loss: 1.9689 +2025-05-27 02:06:16,298 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:36:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9584, loss: 1.9584 +2025-05-27 02:06:58,927 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:35:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.0493, loss: 2.0493 +2025-05-27 02:07:41,555 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:34:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.1118, loss: 2.1118 +2025-05-27 02:08:24,221 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:33:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.0087, loss: 2.0087 +2025-05-27 02:09:06,905 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:33:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0115, loss: 2.0115 +2025-05-27 02:09:49,509 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:32:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.0848, loss: 2.0848 +2025-05-27 02:10:32,141 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:31:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.0183, loss: 2.0183 +2025-05-27 02:11:14,760 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:30:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.0550, loss: 2.0550 +2025-05-27 02:11:57,381 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:30:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 1.9906, loss: 1.9906 +2025-05-27 02:12:40,004 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:29:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9811, loss: 1.9811 +2025-05-27 02:13:22,645 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:28:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.0134, loss: 2.0134 +2025-05-27 02:14:05,305 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.1071, loss: 2.1071 +2025-05-27 02:14:47,985 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.9741, loss: 1.9741 +2025-05-27 02:15:30,641 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:26:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.0809, loss: 2.0809 +2025-05-27 02:16:13,373 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:25:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.9328, loss: 1.9328 +2025-05-27 02:16:56,366 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:25:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.9127, loss: 1.9127 +2025-05-27 02:17:39,219 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:24:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 1.9393, loss: 1.9393 +2025-05-27 02:18:22,316 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:23:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.0771, loss: 2.0771 +2025-05-27 02:19:05,206 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:22:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.0919, loss: 2.0919 +2025-05-27 02:19:08,273 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:20:23,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:20:23,287 - pyskl - INFO - +top1_acc 0.8549 +top5_acc 0.9794 +2025-05-27 02:20:23,290 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8549, top5_acc: 0.9794 +2025-05-27 02:21:27,005 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:22:22, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.9131, loss: 1.9131 +2025-05-27 02:22:09,873 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.8973, loss: 1.8973 +2025-05-27 02:22:52,848 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:20:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9379, loss: 1.9379 +2025-05-27 02:23:35,783 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:20:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.0844, loss: 2.0844 +2025-05-27 02:24:18,763 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:19:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 1.9714, loss: 1.9714 +2025-05-27 02:25:01,729 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:18:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.9619, loss: 1.9619 +2025-05-27 02:25:44,634 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:17:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.0415, loss: 2.0415 +2025-05-27 02:26:27,490 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:17:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.9776, loss: 1.9776 +2025-05-27 02:27:10,270 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:16:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.9108, loss: 1.9108 +2025-05-27 02:27:53,134 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:15:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.9540, loss: 1.9540 +2025-05-27 02:28:36,073 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 1.9094, loss: 1.9094 +2025-05-27 02:29:18,997 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:14:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.9189, loss: 1.9189 +2025-05-27 02:30:01,620 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:13:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.0238, loss: 2.0238 +2025-05-27 02:30:44,357 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:12:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.0619, loss: 2.0619 +2025-05-27 02:31:27,006 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:12:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.0615, loss: 2.0615 +2025-05-27 02:32:09,705 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:11:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0111, loss: 2.0111 +2025-05-27 02:32:52,396 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:10:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 1.9966, loss: 1.9966 +2025-05-27 02:33:35,099 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:09:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.9734, loss: 1.9734 +2025-05-27 02:34:17,790 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:09:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9704, loss: 1.9704 +2025-05-27 02:35:00,472 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:08:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.0016, loss: 2.0016 +2025-05-27 02:35:43,222 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:07:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.0885, loss: 2.0885 +2025-05-27 02:36:26,088 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:06:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.9409, loss: 1.9409 +2025-05-27 02:37:09,008 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:06:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.0581, loss: 2.0581 +2025-05-27 02:37:51,869 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:05:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.9263, loss: 1.9263 +2025-05-27 02:38:34,579 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:04:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.0546, loss: 2.0546 +2025-05-27 02:38:37,635 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 02:39:52,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:39:52,801 - pyskl - INFO - +top1_acc 0.7972 +top5_acc 0.9434 +2025-05-27 02:39:52,804 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.7972, top5_acc: 0.9434 +2025-05-27 02:40:55,778 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:04:11, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.0058, loss: 2.0058 +2025-05-27 02:41:38,568 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:03:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 1.9004, loss: 1.9004 +2025-05-27 02:42:21,263 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:02:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.9563, loss: 1.9563 +2025-05-27 02:43:03,977 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:01:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.8736, loss: 1.8736 +2025-05-27 02:43:46,642 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:01:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 1.9677, loss: 1.9677 +2025-05-27 02:44:29,333 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:00:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9785, loss: 1.9785 +2025-05-27 02:45:11,969 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:59:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 2.0069, loss: 2.0069 +2025-05-27 02:45:54,625 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:59:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.1320, loss: 2.1320 +2025-05-27 02:46:37,324 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 1.9137, loss: 1.9137 +2025-05-27 02:47:20,021 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:57:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.9608, loss: 1.9608 +2025-05-27 02:48:02,743 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:56:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0633, loss: 2.0633 +2025-05-27 02:48:45,461 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:56:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.0096, loss: 2.0096 +2025-05-27 02:49:28,225 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:55:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9310, loss: 1.9310 +2025-05-27 02:50:11,001 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:54:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 1.9847, loss: 1.9847 +2025-05-27 02:50:53,717 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:53:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.9021, loss: 1.9021 +2025-05-27 02:51:36,540 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:53:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.9612, loss: 1.9612 +2025-05-27 02:52:19,311 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:52:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.9358, loss: 1.9358 +2025-05-27 02:53:02,033 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:51:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 1.9897, loss: 1.9897 +2025-05-27 02:53:44,700 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:50:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.0089, loss: 2.0089 +2025-05-27 02:54:27,357 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:50:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 1.9378, loss: 1.9378 +2025-05-27 02:55:10,089 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:49:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.9584, loss: 1.9584 +2025-05-27 02:55:52,809 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:48:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 1.9705, loss: 1.9705 +2025-05-27 02:56:35,616 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:48:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.0000, loss: 2.0000 +2025-05-27 02:57:18,316 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:47:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 1.9863, loss: 1.9863 +2025-05-27 02:58:00,961 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:46:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 1.9940, loss: 1.9940 +2025-05-27 02:58:03,994 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 02:59:18,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:59:18,751 - pyskl - INFO - +top1_acc 0.8683 +top5_acc 0.9807 +2025-05-27 02:59:18,808 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_80.pth was removed +2025-05-27 02:59:19,825 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-05-27 02:59:19,826 - pyskl - INFO - Best top1_acc is 0.8683 at 88 epoch. +2025-05-27 02:59:19,828 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8683, top5_acc: 0.9807 +2025-05-27 03:00:22,506 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:45:59, time: 0.627, data_time: 0.200, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.8096, loss: 1.8096 +2025-05-27 03:01:05,377 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:45:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8206, loss: 1.8206 +2025-05-27 03:01:48,190 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:44:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 1.9661, loss: 1.9661 +2025-05-27 03:02:30,970 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:43:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8842, loss: 1.8842 +2025-05-27 03:03:13,767 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:43:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.9126, loss: 1.9126 +2025-05-27 03:03:56,584 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:42:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.9668, loss: 1.9668 +2025-05-27 03:04:39,434 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:41:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.8440, loss: 1.8440 +2025-05-27 03:05:22,365 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:40:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 1.9857, loss: 1.9857 +2025-05-27 03:06:05,146 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:40:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.8499, loss: 1.8499 +2025-05-27 03:06:47,861 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:39:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.9522, loss: 1.9522 +2025-05-27 03:07:30,674 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.9329, loss: 1.9329 +2025-05-27 03:08:13,570 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:37:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.9120, loss: 1.9120 +2025-05-27 03:08:56,335 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:37:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.9410, loss: 1.9410 +2025-05-27 03:09:39,101 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:36:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.0107, loss: 2.0107 +2025-05-27 03:10:21,321 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:35:43, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.0176, loss: 2.0176 +2025-05-27 03:11:03,936 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:34:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.8765, loss: 1.8765 +2025-05-27 03:11:46,758 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:34:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.8993, loss: 1.8993 +2025-05-27 03:12:29,234 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:33:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.8769, loss: 1.8769 +2025-05-27 03:13:11,939 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:32:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.9598, loss: 1.9598 +2025-05-27 03:13:54,621 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:32:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.9075, loss: 1.9075 +2025-05-27 03:14:37,309 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:31:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.0271, loss: 2.0271 +2025-05-27 03:15:20,001 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:30:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.0688, loss: 2.0688 +2025-05-27 03:16:02,786 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:29:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.9713, loss: 1.9713 +2025-05-27 03:16:45,584 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 1.9802, loss: 1.9802 +2025-05-27 03:17:28,371 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:28:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.9102, loss: 1.9102 +2025-05-27 03:17:31,393 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:18:46,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:18:46,741 - pyskl - INFO - +top1_acc 0.8624 +top5_acc 0.9790 +2025-05-27 03:18:46,743 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8624, top5_acc: 0.9790 +2025-05-27 03:19:50,090 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:27:48, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.7797, loss: 1.7797 +2025-05-27 03:20:32,858 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:27:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.8698, loss: 1.8698 +2025-05-27 03:21:15,517 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:26:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 03:21:58,535 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:25:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7615, loss: 1.7615 +2025-05-27 03:22:41,317 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:24:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.9084, loss: 1.9084 +2025-05-27 03:23:24,179 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:24:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.9172, loss: 1.9172 +2025-05-27 03:24:07,017 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:23:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.0159, loss: 2.0159 +2025-05-27 03:24:49,659 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:22:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.8913, loss: 1.8913 +2025-05-27 03:25:32,333 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:21:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0597, loss: 2.0597 +2025-05-27 03:26:15,038 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:21:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9189, loss: 1.9189 +2025-05-27 03:26:57,830 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.9320, loss: 1.9320 +2025-05-27 03:27:40,586 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:19:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8460, loss: 1.8460 +2025-05-27 03:28:23,337 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:19:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.7954, loss: 1.7954 +2025-05-27 03:29:06,095 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:18:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.8683, loss: 1.8683 +2025-05-27 03:29:48,816 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:17:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.9851, loss: 1.9851 +2025-05-27 03:30:31,493 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:16:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9142, loss: 1.9142 +2025-05-27 03:31:14,145 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:16:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.9158, loss: 1.9158 +2025-05-27 03:31:56,833 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:15:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.8873, loss: 1.8873 +2025-05-27 03:32:39,565 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:14:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 1.8617, loss: 1.8617 +2025-05-27 03:33:22,216 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:13:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.8880, loss: 1.8880 +2025-05-27 03:34:04,779 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:13:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.9654, loss: 1.9654 +2025-05-27 03:34:47,454 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:12:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.8978, loss: 1.8978 +2025-05-27 03:35:30,169 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:11:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9622, loss: 1.9622 +2025-05-27 03:36:12,831 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:10:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.9836, loss: 1.9836 +2025-05-27 03:36:55,607 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:10:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.0370, loss: 2.0370 +2025-05-27 03:36:58,643 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 03:45:54,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:45:54,295 - pyskl - INFO - +top1_acc 0.8486 +top5_acc 0.9740 +2025-05-27 03:45:54,298 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8486, top5_acc: 0.9740 +2025-05-27 03:46:57,070 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:09:36, time: 0.628, data_time: 0.200, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.9692, loss: 1.9692 +2025-05-27 03:47:39,922 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:08:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8054, loss: 1.8054 +2025-05-27 03:48:22,830 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:08:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 1.9090, loss: 1.9090 +2025-05-27 03:49:05,550 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:07:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8894, loss: 1.8894 +2025-05-27 03:49:48,298 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:06:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8540, loss: 1.8540 +2025-05-27 03:50:31,039 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:05:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8648, loss: 1.8648 +2025-05-27 03:51:13,849 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:05:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 1.9591, loss: 1.9591 +2025-05-27 03:51:56,581 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:04:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.9684, loss: 1.9684 +2025-05-27 03:52:39,306 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:03:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8883, loss: 1.8883 +2025-05-27 03:53:22,170 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:03:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.8628, loss: 1.8628 +2025-05-27 03:54:04,906 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:02:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.9351, loss: 1.9351 +2025-05-27 03:54:47,740 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:01:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 1.9896, loss: 1.9896 +2025-05-27 03:55:30,522 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:00:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9363, loss: 1.9363 +2025-05-27 03:56:13,383 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:00:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 1.8972, loss: 1.8972 +2025-05-27 03:56:56,051 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:59:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9174, loss: 1.9174 +2025-05-27 03:57:38,838 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:58:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 1.9375, loss: 1.9375 +2025-05-27 03:58:21,668 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:57:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.9468, loss: 1.9468 +2025-05-27 03:59:04,460 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:57:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9177, loss: 1.9177 +2025-05-27 03:59:47,278 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:56:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8690, loss: 1.8690 +2025-05-27 04:00:30,040 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:55:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9594, loss: 1.9594 +2025-05-27 04:01:12,821 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.9675, loss: 1.9675 +2025-05-27 04:01:55,626 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:54:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 1.9532, loss: 1.9532 +2025-05-27 04:02:38,439 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:53:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.9758, loss: 1.9758 +2025-05-27 04:03:21,165 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:52:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.8834, loss: 1.8834 +2025-05-27 04:04:03,853 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:52:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.8808, loss: 1.8808 +2025-05-27 04:04:06,932 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:05:22,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:05:22,113 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9769 +2025-05-27 04:05:22,115 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8410, top5_acc: 0.9769 +2025-05-27 04:06:25,508 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:51:26, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.8014, loss: 1.8014 +2025-05-27 04:07:08,262 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:50:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.8182, loss: 1.8182 +2025-05-27 04:07:51,025 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:49:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 1.8440, loss: 1.8440 +2025-05-27 04:08:33,792 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:49:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.8277, loss: 1.8277 +2025-05-27 04:09:16,605 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:48:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 1.8336, loss: 1.8336 +2025-05-27 04:09:59,258 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:47:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.8493, loss: 1.8493 +2025-05-27 04:10:41,909 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:47:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9155, loss: 1.9155 +2025-05-27 04:11:24,533 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:46:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.8597, loss: 1.8597 +2025-05-27 04:12:07,148 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:45:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.7726, loss: 1.7726 +2025-05-27 04:12:49,728 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:44:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 1.9420, loss: 1.9420 +2025-05-27 04:13:32,352 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:44:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.8301, loss: 1.8301 +2025-05-27 04:14:15,013 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:43:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.9448, loss: 1.9448 +2025-05-27 04:14:57,684 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:42:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9061, loss: 1.9061 +2025-05-27 04:15:40,361 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:41:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.0133, loss: 2.0133 +2025-05-27 04:16:23,000 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:41:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 1.9625, loss: 1.9625 +2025-05-27 04:17:05,658 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:40:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.8985, loss: 1.8985 +2025-05-27 04:17:48,327 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:39:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8720, loss: 1.8720 +2025-05-27 04:18:31,081 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 1.8736, loss: 1.8736 +2025-05-27 04:19:13,800 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:38:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 1.9224, loss: 1.9224 +2025-05-27 04:19:56,526 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:37:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.9434, loss: 1.9434 +2025-05-27 04:20:39,240 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:36:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.9110, loss: 1.9110 +2025-05-27 04:21:22,008 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:36:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.8848, loss: 1.8848 +2025-05-27 04:22:04,801 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 1.8927, loss: 1.8927 +2025-05-27 04:22:47,561 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 1.8855, loss: 1.8855 +2025-05-27 04:23:30,306 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:33:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.9548, loss: 1.9548 +2025-05-27 04:23:33,363 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:24:49,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:24:49,163 - pyskl - INFO - +top1_acc 0.8392 +top5_acc 0.9736 +2025-05-27 04:24:49,166 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8392, top5_acc: 0.9736 +2025-05-27 04:25:52,594 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:33:14, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.9023, loss: 1.9023 +2025-05-27 04:26:35,390 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:32:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.7607, loss: 1.7607 +2025-05-27 04:27:18,142 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:31:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8462, loss: 1.8462 +2025-05-27 04:28:00,901 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:31:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.8267, loss: 1.8267 +2025-05-27 04:28:43,582 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:30:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.8786, loss: 1.8786 +2025-05-27 04:29:26,364 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:29:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9144, loss: 1.9144 +2025-05-27 04:30:09,197 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:28:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8762, loss: 1.8762 +2025-05-27 04:30:51,961 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8735, loss: 1.8735 +2025-05-27 04:31:35,093 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:27:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8022, loss: 1.8022 +2025-05-27 04:32:17,821 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8880, loss: 1.8880 +2025-05-27 04:33:00,553 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.9757, loss: 1.9757 +2025-05-27 04:33:43,330 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:25:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9888, loss_cls: 1.8461, loss: 1.8461 +2025-05-27 04:34:26,231 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:24:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 1.8709, loss: 1.8709 +2025-05-27 04:35:09,134 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:23:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8449, loss: 1.8449 +2025-05-27 04:35:51,901 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:22:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.8685, loss: 1.8685 +2025-05-27 04:36:34,654 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:22:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.0319, loss: 2.0319 +2025-05-27 04:37:17,422 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:21:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.9881, loss: 1.9881 +2025-05-27 04:38:00,136 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:20:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.8750, loss: 1.8750 +2025-05-27 04:38:42,939 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:20:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.9595, loss: 1.9595 +2025-05-27 04:39:25,970 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:19:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9512, loss: 1.9512 +2025-05-27 04:40:08,628 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:18:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.9019, loss: 1.9019 +2025-05-27 04:40:51,362 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:17:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.8729, loss: 1.8729 +2025-05-27 04:41:34,069 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:17:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.8802, loss: 1.8802 +2025-05-27 04:42:16,760 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:16:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9906, loss_cls: 1.8570, loss: 1.8570 +2025-05-27 04:42:59,550 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:15:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.8158, loss: 1.8158 +2025-05-27 04:43:02,641 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 04:44:17,591 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:44:17,658 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9734 +2025-05-27 04:44:17,660 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8387, top5_acc: 0.9734 +2025-05-27 04:45:20,759 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:15:04, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 1.8946, loss: 1.8946 +2025-05-27 04:46:03,528 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:14:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7654, loss: 1.7654 +2025-05-27 04:46:46,190 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:13:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.7642, loss: 1.7642 +2025-05-27 04:47:28,910 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:12:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 1.7927, loss: 1.7927 +2025-05-27 04:48:11,602 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:12:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.8514, loss: 1.8514 +2025-05-27 04:48:54,293 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:11:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.7771, loss: 1.7771 +2025-05-27 04:49:37,047 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:10:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.8900, loss: 1.8900 +2025-05-27 04:50:19,758 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:09:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.7879, loss: 1.7879 +2025-05-27 04:51:02,444 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:09:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.7667, loss: 1.7667 +2025-05-27 04:51:45,077 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:08:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.8515, loss: 1.8515 +2025-05-27 04:52:27,770 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:07:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.8279, loss: 1.8279 +2025-05-27 04:53:10,516 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:07:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.8721, loss: 1.8721 +2025-05-27 04:53:53,472 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:06:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.9989, loss: 1.9989 +2025-05-27 04:54:36,379 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:05:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8840, loss: 1.8840 +2025-05-27 04:55:19,110 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:04:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.8853, loss: 1.8853 +2025-05-27 04:56:01,776 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:04:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.9784, loss: 1.9784 +2025-05-27 04:56:44,454 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:03:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.7789, loss: 1.7789 +2025-05-27 04:57:27,279 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:02:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.8941, loss: 1.8941 +2025-05-27 04:58:10,187 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:01:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.8253, loss: 1.8253 +2025-05-27 04:58:52,999 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:01:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.6883, loss: 1.6883 +2025-05-27 04:59:35,717 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:00:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.8791, loss: 1.8791 +2025-05-27 05:00:18,482 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:59:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 1.9308, loss: 1.9308 +2025-05-27 05:01:01,285 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:58:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.8298, loss: 1.8298 +2025-05-27 05:01:44,122 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.8427, loss: 1.8427 +2025-05-27 05:02:26,791 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:57:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.8065, loss: 1.8065 +2025-05-27 05:02:29,814 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:04:22,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:04:22,451 - pyskl - INFO - +top1_acc 0.8504 +top5_acc 0.9766 +2025-05-27 05:04:22,453 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8504, top5_acc: 0.9766 +2025-05-27 05:05:25,691 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:56:53, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.7594, loss: 1.7594 +2025-05-27 05:06:08,282 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:56:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.7346, loss: 1.7346 +2025-05-27 05:06:51,038 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:55:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.7779, loss: 1.7779 +2025-05-27 05:07:33,715 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:54:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.7914, loss: 1.7914 +2025-05-27 05:08:16,457 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:53:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8792, loss: 1.8792 +2025-05-27 05:08:59,128 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:53:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9981, loss_cls: 1.8526, loss: 1.8526 +2025-05-27 05:09:41,823 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:52:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.9468, loss: 1.9468 +2025-05-27 05:10:24,605 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.8831, loss: 1.8831 +2025-05-27 05:11:07,298 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:51:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8613, loss: 1.8613 +2025-05-27 05:11:50,117 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:50:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.9156, loss: 1.9156 +2025-05-27 05:12:32,985 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:49:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8974, loss: 1.8974 +2025-05-27 05:13:15,798 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:48:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7756, loss: 1.7756 +2025-05-27 05:13:58,621 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:48:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.8954, loss: 1.8954 +2025-05-27 05:14:41,317 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:47:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.9264, loss: 1.9264 +2025-05-27 05:15:24,061 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:46:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.8296, loss: 1.8296 +2025-05-27 05:16:06,697 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:45:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8052, loss: 1.8052 +2025-05-27 05:16:49,388 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:45:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.7558, loss: 1.7558 +2025-05-27 05:17:32,083 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:44:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 1.9455, loss: 1.9455 +2025-05-27 05:18:14,772 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:43:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9561, loss: 1.9561 +2025-05-27 05:18:57,531 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:42:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.8232, loss: 1.8232 +2025-05-27 05:19:40,284 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:42:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.8085, loss: 1.8085 +2025-05-27 05:20:23,038 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:41:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8585, loss: 1.8585 +2025-05-27 05:21:05,758 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:40:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.8576, loss: 1.8576 +2025-05-27 05:21:48,526 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9165, loss: 1.9165 +2025-05-27 05:22:31,237 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:39:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.8513, loss: 1.8513 +2025-05-27 05:22:34,279 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 05:31:08,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:31:08,433 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9740 +2025-05-27 05:31:08,436 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8458, top5_acc: 0.9740 +2025-05-27 05:32:11,336 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:38:41, time: 0.629, data_time: 0.204, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.7762, loss: 1.7762 +2025-05-27 05:32:54,428 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:37:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.7945, loss: 1.7945 +2025-05-27 05:33:37,863 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:37:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.8260, loss: 1.8260 +2025-05-27 05:34:21,018 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:36:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.7688, loss: 1.7688 +2025-05-27 05:35:03,845 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:35:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 1.8452, loss: 1.8452 +2025-05-27 05:35:46,656 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:35:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.6879, loss: 1.6879 +2025-05-27 05:36:29,412 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:34:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.7648, loss: 1.7648 +2025-05-27 05:37:12,059 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:33:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8514, loss: 1.8514 +2025-05-27 05:37:54,731 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:32:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.7764, loss: 1.7764 +2025-05-27 05:38:37,465 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:32:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.7393, loss: 1.7393 +2025-05-27 05:39:20,156 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:31:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.8347, loss: 1.8347 +2025-05-27 05:40:02,905 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:30:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8254, loss: 1.8254 +2025-05-27 05:40:45,653 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.8253, loss: 1.8253 +2025-05-27 05:41:28,308 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:29:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8307, loss: 1.8307 +2025-05-27 05:42:11,033 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:28:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.7717, loss: 1.7717 +2025-05-27 05:42:53,830 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:27:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9981, loss_cls: 1.9504, loss: 1.9504 +2025-05-27 05:43:36,650 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:26:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8168, loss: 1.8168 +2025-05-27 05:44:19,409 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:26:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8989, loss: 1.8989 +2025-05-27 05:45:02,198 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:25:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.7821, loss: 1.7821 +2025-05-27 05:45:44,954 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:24:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.8865, loss: 1.8865 +2025-05-27 05:46:27,616 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:24:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 1.8934, loss: 1.8934 +2025-05-27 05:47:10,322 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:23:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.9007, loss: 1.9007 +2025-05-27 05:47:52,964 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:22:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.8744, loss: 1.8744 +2025-05-27 05:48:35,653 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:21:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8078, loss: 1.8078 +2025-05-27 05:49:18,305 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:21:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.8604, loss: 1.8604 +2025-05-27 05:49:21,359 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 05:50:36,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:50:36,406 - pyskl - INFO - +top1_acc 0.8449 +top5_acc 0.9735 +2025-05-27 05:50:36,409 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8449, top5_acc: 0.9735 +2025-05-27 05:51:39,394 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:20:31, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 1.7604, loss: 1.7604 +2025-05-27 05:52:22,036 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:19:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.7386, loss: 1.7386 +2025-05-27 05:53:04,820 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:19:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7365, loss: 1.7365 +2025-05-27 05:53:47,558 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:18:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.7500, loss: 1.7500 +2025-05-27 05:54:30,308 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:17:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7155, loss: 1.7155 +2025-05-27 05:55:13,023 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:16:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 1.9080, loss: 1.9080 +2025-05-27 05:55:55,674 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:16:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.8555, loss: 1.8555 +2025-05-27 05:56:38,354 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:15:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 1.8414, loss: 1.8414 +2025-05-27 05:57:21,081 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:14:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.7591, loss: 1.7591 +2025-05-27 05:58:03,766 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:13:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7966, loss: 1.7966 +2025-05-27 05:58:46,553 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:13:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.7761, loss: 1.7761 +2025-05-27 05:59:29,252 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:12:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.7849, loss: 1.7849 +2025-05-27 06:00:11,991 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:11:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.8139, loss: 1.8139 +2025-05-27 06:00:54,681 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:10:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7089, loss: 1.7089 +2025-05-27 06:01:37,356 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:10:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.7063, loss: 1.7063 +2025-05-27 06:02:20,136 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:09:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.7925, loss: 1.7925 +2025-05-27 06:03:02,890 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:08:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.7791, loss: 1.7791 +2025-05-27 06:03:45,554 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:08:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.9042, loss: 1.9042 +2025-05-27 06:04:28,273 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:07:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.7399, loss: 1.7399 +2025-05-27 06:05:11,013 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:06:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8284, loss: 1.8284 +2025-05-27 06:05:53,750 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:05:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 1.8646, loss: 1.8646 +2025-05-27 06:06:36,534 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:05:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.8701, loss: 1.8701 +2025-05-27 06:07:19,309 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:04:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.8625, loss: 1.8625 +2025-05-27 06:08:02,061 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:03:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.8915, loss: 1.8915 +2025-05-27 06:08:44,785 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:02:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.7316, loss: 1.7316 +2025-05-27 06:08:47,830 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:10:03,346 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:10:03,412 - pyskl - INFO - +top1_acc 0.8705 +top5_acc 0.9808 +2025-05-27 06:10:03,463 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_88.pth was removed +2025-05-27 06:10:04,452 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-05-27 06:10:04,452 - pyskl - INFO - Best top1_acc is 0.8705 at 97 epoch. +2025-05-27 06:10:04,455 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8705, top5_acc: 0.9808 +2025-05-27 06:11:07,242 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:02:19, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.7320, loss: 1.7320 +2025-05-27 06:11:49,915 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:01:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.7225, loss: 1.7225 +2025-05-27 06:12:32,612 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:00:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7976, loss: 1.7976 +2025-05-27 06:13:15,341 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:00:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.5854, loss: 1.5854 +2025-05-27 06:13:58,078 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7862, loss: 1.7862 +2025-05-27 06:14:41,099 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:58:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.6978, loss: 1.6978 +2025-05-27 06:15:24,151 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:57:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 1.7557, loss: 1.7557 +2025-05-27 06:16:07,182 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:57:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8202, loss: 1.8202 +2025-05-27 06:16:49,928 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:56:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.8032, loss: 1.8032 +2025-05-27 06:17:32,636 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:55:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.7991, loss: 1.7991 +2025-05-27 06:18:15,317 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:55:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8346, loss: 1.8346 +2025-05-27 06:18:57,873 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:54:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.6987, loss: 1.6987 +2025-05-27 06:19:40,584 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:53:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.7983, loss: 1.7983 +2025-05-27 06:20:23,406 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:52:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.8901, loss: 1.8901 +2025-05-27 06:21:06,129 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:52:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.7681, loss: 1.7681 +2025-05-27 06:21:48,862 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:51:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 06:22:31,693 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:50:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 1.7130, loss: 1.7130 +2025-05-27 06:23:14,433 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:49:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.7632, loss: 1.7632 +2025-05-27 06:23:57,164 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:49:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.8057, loss: 1.8057 +2025-05-27 06:24:39,964 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:48:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.7805, loss: 1.7805 +2025-05-27 06:25:22,702 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:47:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 1.8688, loss: 1.8688 +2025-05-27 06:26:05,461 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:46:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.7584, loss: 1.7584 +2025-05-27 06:26:48,182 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:46:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7184, loss: 1.7184 +2025-05-27 06:27:30,870 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:45:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.8233, loss: 1.8233 +2025-05-27 06:28:13,645 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 1.9160, loss: 1.9160 +2025-05-27 06:28:16,737 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 06:29:31,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:29:31,808 - pyskl - INFO - +top1_acc 0.8403 +top5_acc 0.9777 +2025-05-27 06:29:31,811 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8403, top5_acc: 0.9777 +2025-05-27 06:30:34,947 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:44:09, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.6988, loss: 1.6988 +2025-05-27 06:31:17,694 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:43:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.6784, loss: 1.6784 +2025-05-27 06:32:00,604 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:42:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7585, loss: 1.7585 +2025-05-27 06:32:43,602 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:41:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.8135, loss: 1.8135 +2025-05-27 06:33:26,424 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:41:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.6525, loss: 1.6525 +2025-05-27 06:34:09,190 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:40:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.6997, loss: 1.6997 +2025-05-27 06:34:51,904 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:39:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.7864, loss: 1.7864 +2025-05-27 06:35:34,693 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:39:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.7263, loss: 1.7263 +2025-05-27 06:36:17,351 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.8379, loss: 1.8379 +2025-05-27 06:36:59,888 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:37:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7458, loss: 1.7458 +2025-05-27 06:37:42,704 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:36:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.7716, loss: 1.7716 +2025-05-27 06:38:25,508 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:36:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.6948, loss: 1.6948 +2025-05-27 06:39:08,271 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:35:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.7802, loss: 1.7802 +2025-05-27 06:39:50,835 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:34:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.8073, loss: 1.8073 +2025-05-27 06:40:33,518 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:33:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8438, loss: 1.8438 +2025-05-27 06:41:16,201 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:33:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.7657, loss: 1.7657 +2025-05-27 06:41:58,934 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:32:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.8018, loss: 1.8018 +2025-05-27 06:42:41,765 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:31:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.8366, loss: 1.8366 +2025-05-27 06:43:24,458 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:30:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8130, loss: 1.8130 +2025-05-27 06:44:07,210 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.7031, loss: 1.7031 +2025-05-27 06:44:49,909 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:29:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.7645, loss: 1.7645 +2025-05-27 06:45:32,767 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:28:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.7362, loss: 1.7362 +2025-05-27 06:46:15,514 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.7320, loss: 1.7320 +2025-05-27 06:46:58,242 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:27:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.8082, loss: 1.8082 +2025-05-27 06:47:40,783 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:26:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7914, loss: 1.7914 +2025-05-27 06:47:43,788 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 06:48:59,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:48:59,260 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9701 +2025-05-27 06:48:59,263 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8320, top5_acc: 0.9701 +2025-05-27 06:50:02,185 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:25:58, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.7203, loss: 1.7203 +2025-05-27 06:50:44,861 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:25:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 1.0000, loss_cls: 1.7326, loss: 1.7326 +2025-05-27 06:51:27,642 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:24:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.7335, loss: 1.7335 +2025-05-27 06:52:10,346 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.7681, loss: 1.7681 +2025-05-27 06:52:53,028 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:23:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.7087, loss: 1.7087 +2025-05-27 06:53:35,762 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:22:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.7587, loss: 1.7587 +2025-05-27 06:54:18,556 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:21:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.7042, loss: 1.7042 +2025-05-27 06:55:01,415 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:20:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.7303, loss: 1.7303 +2025-05-27 06:55:44,165 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:20:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.7690, loss: 1.7690 +2025-05-27 06:56:26,877 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:19:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.7198, loss: 1.7198 +2025-05-27 06:57:09,635 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:18:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.7062, loss: 1.7062 +2025-05-27 06:57:52,790 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:17:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7539, loss: 1.7539 +2025-05-27 06:58:35,774 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:17:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.8423, loss: 1.8423 +2025-05-27 06:59:18,584 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:16:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.7899, loss: 1.7899 +2025-05-27 07:00:01,405 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:15:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.7860, loss: 1.7860 +2025-05-27 07:00:44,091 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:15:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7364, loss: 1.7364 +2025-05-27 07:01:27,022 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:14:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.7119, loss: 1.7119 +2025-05-27 07:02:09,753 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:13:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7323, loss: 1.7323 +2025-05-27 07:02:52,535 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:12:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.7585, loss: 1.7585 +2025-05-27 07:03:35,234 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:12:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 1.8629, loss: 1.8629 +2025-05-27 07:04:17,965 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:11:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.7869, loss: 1.7869 +2025-05-27 07:05:00,713 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:10:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.7614, loss: 1.7614 +2025-05-27 07:05:43,484 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:09:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.6722, loss: 1.6722 +2025-05-27 07:06:26,256 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:09:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7318, loss: 1.7318 +2025-05-27 07:07:09,066 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:08:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.7381, loss: 1.7381 +2025-05-27 07:07:12,131 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:16:08,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:16:08,602 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9734 +2025-05-27 07:16:08,604 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8496, top5_acc: 0.9734 +2025-05-27 07:17:11,806 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:07:47, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6264, loss: 1.6264 +2025-05-27 07:17:54,684 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:07:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.6278, loss: 1.6278 +2025-05-27 07:18:37,482 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:06:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7335, loss: 1.7335 +2025-05-27 07:19:20,601 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:05:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6637, loss: 1.6637 +2025-05-27 07:20:03,396 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 1.7158, loss: 1.7158 +2025-05-27 07:20:46,089 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:04:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.6748, loss: 1.6748 +2025-05-27 07:21:28,850 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:03:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.6531, loss: 1.6531 +2025-05-27 07:22:11,511 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 1.7652, loss: 1.7652 +2025-05-27 07:22:54,198 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:01:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.6957, loss: 1.6957 +2025-05-27 07:23:36,836 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:01:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.6289, loss: 1.6289 +2025-05-27 07:24:19,551 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:00:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.6757, loss: 1.6757 +2025-05-27 07:25:02,294 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:59:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.7295, loss: 1.7295 +2025-05-27 07:25:45,042 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:59:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7440, loss: 1.7440 +2025-05-27 07:26:27,565 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:58:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.6122, loss: 1.6122 +2025-05-27 07:27:10,224 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:57:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.7636, loss: 1.7636 +2025-05-27 07:27:52,916 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:56:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.7461, loss: 1.7461 +2025-05-27 07:28:35,620 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:56:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7556, loss: 1.7556 +2025-05-27 07:29:18,353 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:55:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.6431, loss: 1.6431 +2025-05-27 07:30:01,095 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:54:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7408, loss: 1.7408 +2025-05-27 07:30:43,862 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:53:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.6911, loss: 1.6911 +2025-05-27 07:31:26,638 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:53:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.7084, loss: 1.7084 +2025-05-27 07:32:09,373 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:52:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 1.8019, loss: 1.8019 +2025-05-27 07:32:52,023 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:51:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7263, loss: 1.7263 +2025-05-27 07:33:34,767 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:50:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7478, loss: 1.7478 +2025-05-27 07:34:17,572 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:50:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.7202, loss: 1.7202 +2025-05-27 07:34:20,609 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 07:35:35,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:35:35,908 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9757 +2025-05-27 07:35:35,910 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8652, top5_acc: 0.9757 +2025-05-27 07:36:38,687 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:49:36, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.6549, loss: 1.6549 +2025-05-27 07:37:21,406 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:48:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.7098, loss: 1.7098 +2025-05-27 07:38:04,108 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:48:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7521, loss: 1.7521 +2025-05-27 07:38:46,762 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:47:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7367, loss: 1.7367 +2025-05-27 07:39:29,429 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:46:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.6411, loss: 1.6411 +2025-05-27 07:40:12,235 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:45:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.6596, loss: 1.6596 +2025-05-27 07:40:54,853 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:45:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.6375, loss: 1.6375 +2025-05-27 07:41:37,486 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:44:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.6045, loss: 1.6045 +2025-05-27 07:42:20,345 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.7161, loss: 1.7161 +2025-05-27 07:43:03,099 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:43:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.7108, loss: 1.7108 +2025-05-27 07:43:45,976 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:42:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.7079, loss: 1.7079 +2025-05-27 07:44:28,739 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:41:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7822, loss: 1.7822 +2025-05-27 07:45:11,533 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:40:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.6907, loss: 1.6907 +2025-05-27 07:45:54,217 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:40:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.7949, loss: 1.7949 +2025-05-27 07:46:36,867 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:39:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8029, loss: 1.8029 +2025-05-27 07:47:19,550 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:38:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.7421, loss: 1.7421 +2025-05-27 07:48:02,310 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:37:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.7620, loss: 1.7620 +2025-05-27 07:48:44,985 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:37:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.7364, loss: 1.7364 +2025-05-27 07:49:27,654 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:36:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.7664, loss: 1.7664 +2025-05-27 07:50:10,374 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:35:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.7334, loss: 1.7334 +2025-05-27 07:50:53,100 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:34:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.6867, loss: 1.6867 +2025-05-27 07:51:35,805 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:34:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7595, loss: 1.7595 +2025-05-27 07:52:18,516 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:33:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.6542, loss: 1.6542 +2025-05-27 07:53:01,221 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:32:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 1.7921, loss: 1.7921 +2025-05-27 07:53:43,955 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:32:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.7311, loss: 1.7311 +2025-05-27 07:53:46,994 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 07:55:01,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:55:01,799 - pyskl - INFO - +top1_acc 0.7804 +top5_acc 0.9462 +2025-05-27 07:55:01,801 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.7804, top5_acc: 0.9462 +2025-05-27 07:56:05,323 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:31:25, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6636, loss: 1.6636 +2025-05-27 07:56:48,063 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:30:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5275, loss: 1.5275 +2025-05-27 07:57:30,818 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6825, loss: 1.6825 +2025-05-27 07:58:13,653 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:29:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6435, loss: 1.6435 +2025-05-27 07:58:56,432 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:28:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.6986, loss: 1.6986 +2025-05-27 07:59:39,182 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:27:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.6236, loss: 1.6236 +2025-05-27 08:00:21,938 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:27:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.6329, loss: 1.6329 +2025-05-27 08:01:04,660 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.6685, loss: 1.6685 +2025-05-27 08:01:47,483 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:25:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6338, loss: 1.6338 +2025-05-27 08:02:30,417 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:24:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.6892, loss: 1.6892 +2025-05-27 08:03:13,344 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:24:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.6944, loss: 1.6944 +2025-05-27 08:03:56,065 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:23:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.6290, loss: 1.6290 +2025-05-27 08:04:38,845 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:22:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.6906, loss: 1.6906 +2025-05-27 08:05:21,704 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:21:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.5779, loss: 1.5779 +2025-05-27 08:06:04,439 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:21:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.6999, loss: 1.6999 +2025-05-27 08:06:47,227 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.7954, loss: 1.7954 +2025-05-27 08:07:30,052 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:19:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.7247, loss: 1.7247 +2025-05-27 08:08:12,807 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:19:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.6739, loss: 1.6739 +2025-05-27 08:08:55,565 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:18:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7161, loss: 1.7161 +2025-05-27 08:09:38,417 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:17:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.7944, loss: 1.7944 +2025-05-27 08:10:21,265 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7688, loss: 1.7688 +2025-05-27 08:11:04,056 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:16:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.6608, loss: 1.6608 +2025-05-27 08:11:46,850 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:15:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.7335, loss: 1.7335 +2025-05-27 08:12:29,673 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:14:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.6194, loss: 1.6194 +2025-05-27 08:13:12,509 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.6941, loss: 1.6941 +2025-05-27 08:13:15,552 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:14:30,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:14:30,766 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9796 +2025-05-27 08:14:30,768 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8666, top5_acc: 0.9796 +2025-05-27 08:15:33,937 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:13:15, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6074, loss: 1.6074 +2025-05-27 08:16:16,765 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:12:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6497, loss: 1.6497 +2025-05-27 08:16:59,576 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:11:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 1.5215, loss: 1.5215 +2025-05-27 08:17:42,345 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:11:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6313, loss: 1.6313 +2025-05-27 08:18:25,020 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:10:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.6496, loss: 1.6496 +2025-05-27 08:19:07,757 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:09:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.6052, loss: 1.6052 +2025-05-27 08:19:50,533 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:08:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.6285, loss: 1.6285 +2025-05-27 08:20:33,288 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:08:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.6279, loss: 1.6279 +2025-05-27 08:21:16,272 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:07:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.6837, loss: 1.6837 +2025-05-27 08:21:59,148 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:06:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.6601, loss: 1.6601 +2025-05-27 08:22:41,979 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:05:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.6831, loss: 1.6831 +2025-05-27 08:23:24,716 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:05:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.6896, loss: 1.6896 +2025-05-27 08:24:07,517 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:04:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.6158, loss: 1.6158 +2025-05-27 08:24:50,241 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5732, loss: 1.5732 +2025-05-27 08:25:33,037 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:03:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 08:26:15,834 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:02:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6380, loss: 1.6380 +2025-05-27 08:26:58,673 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:01:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.7534, loss: 1.7534 +2025-05-27 08:27:41,432 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:00:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.7946, loss: 1.7946 +2025-05-27 08:28:24,138 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:00:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7174, loss: 1.7174 +2025-05-27 08:29:06,886 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:59:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.6792, loss: 1.6792 +2025-05-27 08:29:49,629 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.6683, loss: 1.6683 +2025-05-27 08:30:32,474 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:57:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.6791, loss: 1.6791 +2025-05-27 08:31:15,461 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:57:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6490, loss: 1.6490 +2025-05-27 08:31:58,412 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:56:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.6656, loss: 1.6656 +2025-05-27 08:32:41,302 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:55:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.6335, loss: 1.6335 +2025-05-27 08:32:44,407 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 08:33:59,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:33:59,457 - pyskl - INFO - +top1_acc 0.8802 +top5_acc 0.9823 +2025-05-27 08:33:59,513 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_97.pth was removed +2025-05-27 08:34:00,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-05-27 08:34:00,552 - pyskl - INFO - Best top1_acc is 0.8802 at 104 epoch. +2025-05-27 08:34:00,554 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8802, top5_acc: 0.9823 +2025-05-27 08:35:03,853 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:55:05, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6447, loss: 1.6447 +2025-05-27 08:35:46,729 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:54:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5257, loss: 1.5257 +2025-05-27 08:36:29,565 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:53:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6216, loss: 1.6216 +2025-05-27 08:37:12,356 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:52:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.4915, loss: 1.4915 +2025-05-27 08:37:55,103 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:52:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.6249, loss: 1.6249 +2025-05-27 08:38:37,876 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:51:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7243, loss: 1.7243 +2025-05-27 08:39:20,556 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:50:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6393, loss: 1.6393 +2025-05-27 08:40:03,292 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:49:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.6299, loss: 1.6299 +2025-05-27 08:40:46,086 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:49:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.7048, loss: 1.7048 +2025-05-27 08:41:29,128 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:48:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.6868, loss: 1.6868 +2025-05-27 08:42:11,888 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:47:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.6836, loss: 1.6836 +2025-05-27 08:42:54,749 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:47:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.6295, loss: 1.6295 +2025-05-27 08:43:37,502 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:46:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6754, loss: 1.6754 +2025-05-27 08:44:20,360 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:45:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.7324, loss: 1.7324 +2025-05-27 08:45:03,309 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:44:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.6864, loss: 1.6864 +2025-05-27 08:45:46,000 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:44:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.6074, loss: 1.6074 +2025-05-27 08:46:28,688 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:43:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.7005, loss: 1.7005 +2025-05-27 08:47:11,425 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:42:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.6776, loss: 1.6776 +2025-05-27 08:47:54,061 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:41:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6330, loss: 1.6330 +2025-05-27 08:48:36,945 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:41:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.7245, loss: 1.7245 +2025-05-27 08:49:19,702 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:40:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.6763, loss: 1.6763 +2025-05-27 08:50:02,505 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.6623, loss: 1.6623 +2025-05-27 08:50:45,344 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:39:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.6777, loss: 1.6777 +2025-05-27 08:51:28,093 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.6113, loss: 1.6113 +2025-05-27 08:52:10,795 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:37:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.6407, loss: 1.6407 +2025-05-27 08:52:13,803 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:01:10,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:01:10,227 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9830 +2025-05-27 09:01:10,280 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_104.pth was removed +2025-05-27 09:01:11,286 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-05-27 09:01:11,287 - pyskl - INFO - Best top1_acc is 0.8857 at 105 epoch. +2025-05-27 09:01:11,289 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8857, top5_acc: 0.9830 +2025-05-27 09:02:14,897 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:36:55, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.6291, loss: 1.6291 +2025-05-27 09:02:58,013 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:36:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5538, loss: 1.5538 +2025-05-27 09:03:41,288 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:35:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6139, loss: 1.6139 +2025-05-27 09:04:24,441 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:34:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.5352, loss: 1.5352 +2025-05-27 09:05:07,410 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.5483, loss: 1.5483 +2025-05-27 09:05:50,296 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:33:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5337, loss: 1.5337 +2025-05-27 09:06:33,170 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:32:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.6183, loss: 1.6183 +2025-05-27 09:07:15,969 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:31:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.5885, loss: 1.5885 +2025-05-27 09:07:58,732 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:31:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6103, loss: 1.6103 +2025-05-27 09:08:41,561 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:30:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6052, loss: 1.6052 +2025-05-27 09:09:24,449 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:29:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.6211, loss: 1.6211 +2025-05-27 09:10:07,139 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:28:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.6367, loss: 1.6367 +2025-05-27 09:10:49,906 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:28:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.5778, loss: 1.5778 +2025-05-27 09:11:32,644 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:27:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7261, loss: 1.7261 +2025-05-27 09:12:15,533 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:26:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.5948, loss: 1.5948 +2025-05-27 09:12:58,178 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:25:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6140, loss: 1.6140 +2025-05-27 09:13:40,828 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6226, loss: 1.6226 +2025-05-27 09:14:23,494 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:24:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6393, loss: 1.6393 +2025-05-27 09:15:06,230 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:23:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6174, loss: 1.6174 +2025-05-27 09:15:48,965 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:23:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.6650, loss: 1.6650 +2025-05-27 09:16:31,693 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:22:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 1.0000, loss_cls: 1.6898, loss: 1.6898 +2025-05-27 09:17:14,479 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:21:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.6159, loss: 1.6159 +2025-05-27 09:17:57,232 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:20:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.6617, loss: 1.6617 +2025-05-27 09:18:40,002 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:20:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.7203, loss: 1.7203 +2025-05-27 09:19:22,787 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:19:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.6980, loss: 1.6980 +2025-05-27 09:19:25,845 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:20:41,598 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:20:41,665 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9805 +2025-05-27 09:20:41,668 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8693, top5_acc: 0.9805 +2025-05-27 09:21:45,528 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:18:46, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.5676, loss: 1.5676 +2025-05-27 09:22:28,273 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5901, loss: 1.5901 +2025-05-27 09:23:11,076 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:17:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.5803, loss: 1.5803 +2025-05-27 09:23:53,789 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:16:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.5638, loss: 1.5638 +2025-05-27 09:24:36,522 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:15:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.5788, loss: 1.5788 +2025-05-27 09:25:19,289 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:15:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.5454, loss: 1.5454 +2025-05-27 09:26:02,033 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:14:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.6002, loss: 1.6002 +2025-05-27 09:26:44,718 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:13:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.5974, loss: 1.5974 +2025-05-27 09:27:27,417 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:12:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.5305, loss: 1.5305 +2025-05-27 09:28:10,128 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:12:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.5810, loss: 1.5810 +2025-05-27 09:28:52,891 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.5676, loss: 1.5676 +2025-05-27 09:29:35,637 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:10:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.6125, loss: 1.6125 +2025-05-27 09:30:18,355 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:10:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.6311, loss: 1.6311 +2025-05-27 09:31:01,094 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:09:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.6031, loss: 1.6031 +2025-05-27 09:31:43,921 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:08:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.6525, loss: 1.6525 +2025-05-27 09:32:27,001 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:07:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5816, loss: 1.5816 +2025-05-27 09:33:09,975 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:07:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6114, loss: 1.6114 +2025-05-27 09:33:52,831 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:06:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6878, loss: 1.6878 +2025-05-27 09:34:35,670 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:05:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.6543, loss: 1.6543 +2025-05-27 09:35:18,425 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:04:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.5305, loss: 1.5305 +2025-05-27 09:36:01,189 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:04:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6243, loss: 1.6243 +2025-05-27 09:36:43,982 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:03:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.6268, loss: 1.6268 +2025-05-27 09:37:26,803 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:02:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.5485, loss: 1.5485 +2025-05-27 09:38:09,620 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:01:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.6247, loss: 1.6247 +2025-05-27 09:38:52,528 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:01:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.6552, loss: 1.6552 +2025-05-27 09:38:55,605 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 09:40:10,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:40:10,837 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9805 +2025-05-27 09:40:10,840 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8798, top5_acc: 0.9805 +2025-05-27 09:41:14,625 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:00:36, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.5989, loss: 1.5989 +2025-05-27 09:41:57,446 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:59:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.5381, loss: 1.5381 +2025-05-27 09:42:40,105 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:59:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.5124, loss: 1.5124 +2025-05-27 09:43:22,779 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:58:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.5454, loss: 1.5454 +2025-05-27 09:44:05,419 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:57:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9931, loss_cls: 1.5971, loss: 1.5971 +2025-05-27 09:44:48,061 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:56:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.5356, loss: 1.5356 +2025-05-27 09:45:30,730 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:56:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.5560, loss: 1.5560 +2025-05-27 09:46:13,358 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:55:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5871, loss: 1.5871 +2025-05-27 09:46:56,001 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:54:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.5797, loss: 1.5797 +2025-05-27 09:47:38,700 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:54:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5701, loss: 1.5701 +2025-05-27 09:48:21,460 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:53:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5535, loss: 1.5535 +2025-05-27 09:49:04,125 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:52:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.6116, loss: 1.6116 +2025-05-27 09:49:46,817 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:51:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.5548, loss: 1.5548 +2025-05-27 09:50:29,526 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:51:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5406, loss: 1.5406 +2025-05-27 09:51:12,185 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:50:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5280, loss: 1.5280 +2025-05-27 09:51:54,846 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:49:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.5780, loss: 1.5780 +2025-05-27 09:52:37,589 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:48:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6202, loss: 1.6202 +2025-05-27 09:53:20,260 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:48:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5449, loss: 1.5449 +2025-05-27 09:54:03,037 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:47:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.5942, loss: 1.5942 +2025-05-27 09:54:45,590 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:46:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.6109, loss: 1.6109 +2025-05-27 09:55:28,265 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:45:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.6426, loss: 1.6426 +2025-05-27 09:56:10,958 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:45:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.5936, loss: 1.5936 +2025-05-27 09:56:53,617 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:44:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.5510, loss: 1.5510 +2025-05-27 09:57:36,289 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:43:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.5130, loss: 1.5130 +2025-05-27 09:58:19,008 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:43:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.5447, loss: 1.5447 +2025-05-27 09:58:22,053 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 09:59:37,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:59:37,278 - pyskl - INFO - +top1_acc 0.8708 +top5_acc 0.9799 +2025-05-27 09:59:37,280 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8708, top5_acc: 0.9799 +2025-05-27 10:00:40,453 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:42:24, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.5136, loss: 1.5136 +2025-05-27 10:01:23,162 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:41:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.5440, loss: 1.5440 +2025-05-27 10:02:05,842 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:40:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5332, loss: 1.5332 +2025-05-27 10:02:48,761 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.5101, loss: 1.5101 +2025-05-27 10:03:31,561 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.4686, loss: 1.4686 +2025-05-27 10:04:14,332 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 1.5054, loss: 1.5054 +2025-05-27 10:04:57,027 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:38:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5005, loss: 1.5005 +2025-05-27 10:05:39,718 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.5818, loss: 1.5818 +2025-05-27 10:06:22,454 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:36:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5234, loss: 1.5234 +2025-05-27 10:07:05,139 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:35:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6084, loss: 1.6084 +2025-05-27 10:07:47,819 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:35:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4621, loss: 1.4621 +2025-05-27 10:08:30,402 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:34:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.5844, loss: 1.5844 +2025-05-27 10:09:13,262 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:33:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.5351, loss: 1.5351 +2025-05-27 10:09:55,986 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:32:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4705, loss: 1.4705 +2025-05-27 10:10:38,795 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:32:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.6006, loss: 1.6006 +2025-05-27 10:11:21,550 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:31:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 1.5956, loss: 1.5956 +2025-05-27 10:12:04,287 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:30:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.6152, loss: 1.6152 +2025-05-27 10:12:47,070 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:30:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5503, loss: 1.5503 +2025-05-27 10:13:29,804 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:29:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.6285, loss: 1.6285 +2025-05-27 10:14:12,480 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:28:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.6108, loss: 1.6108 +2025-05-27 10:14:55,152 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:27:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.5578, loss: 1.5578 +2025-05-27 10:15:37,809 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:27:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5365, loss: 1.5365 +2025-05-27 10:16:20,553 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:26:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.5917, loss: 1.5917 +2025-05-27 10:17:03,215 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:25:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6373, loss: 1.6373 +2025-05-27 10:17:45,969 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:24:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.6005, loss: 1.6005 +2025-05-27 10:17:48,987 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:19:03,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:19:03,692 - pyskl - INFO - +top1_acc 0.8604 +top5_acc 0.9774 +2025-05-27 10:19:03,697 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8604, top5_acc: 0.9774 +2025-05-27 10:20:06,958 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:24:14, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.5448, loss: 1.5448 +2025-05-27 10:20:49,938 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:23:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5396, loss: 1.5396 +2025-05-27 10:21:32,650 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:22:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.4912, loss: 1.4912 +2025-05-27 10:22:15,425 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:22:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.5119, loss: 1.5119 +2025-05-27 10:22:58,203 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:21:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5466, loss: 1.5466 +2025-05-27 10:23:41,022 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:20:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5548, loss: 1.5548 +2025-05-27 10:24:23,739 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:19:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.4281, loss: 1.4281 +2025-05-27 10:25:06,469 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:19:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.4752, loss: 1.4752 +2025-05-27 10:25:49,241 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:18:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.5057, loss: 1.5057 +2025-05-27 10:26:31,929 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.5076, loss: 1.5076 +2025-05-27 10:27:14,553 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:16:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.5219, loss: 1.5219 +2025-05-27 10:27:57,268 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:16:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6183, loss: 1.6183 +2025-05-27 10:28:39,913 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:15:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.5611, loss: 1.5611 +2025-05-27 10:29:22,666 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:14:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.5698, loss: 1.5698 +2025-05-27 10:30:05,356 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.5400, loss: 1.5400 +2025-05-27 10:30:48,119 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.6004, loss: 1.6004 +2025-05-27 10:31:30,869 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:12:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.4998, loss: 1.4998 +2025-05-27 10:32:13,633 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:11:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5419, loss: 1.5419 +2025-05-27 10:32:56,469 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:11:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 1.5778, loss: 1.5778 +2025-05-27 10:33:39,218 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:10:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.4910, loss: 1.4910 +2025-05-27 10:34:21,973 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:09:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5125, loss: 1.5125 +2025-05-27 10:35:04,779 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:08:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.5426, loss: 1.5426 +2025-05-27 10:35:47,548 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:08:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.5734, loss: 1.5734 +2025-05-27 10:36:30,272 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:07:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.4243, loss: 1.4243 +2025-05-27 10:37:13,053 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:06:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.4722, loss: 1.4722 +2025-05-27 10:37:16,125 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 10:45:49,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:45:49,878 - pyskl - INFO - +top1_acc 0.8700 +top5_acc 0.9817 +2025-05-27 10:45:49,881 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8700, top5_acc: 0.9817 +2025-05-27 10:46:52,903 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:06:03, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5033, loss: 1.5033 +2025-05-27 10:47:35,930 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:05:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-05-27 10:48:18,743 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:04:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4861, loss: 1.4861 +2025-05-27 10:49:01,514 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:03:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4793, loss: 1.4793 +2025-05-27 10:49:44,140 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:03:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4599, loss: 1.4599 +2025-05-27 10:50:26,705 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:02:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.5542, loss: 1.5542 +2025-05-27 10:51:09,345 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:01:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5084, loss: 1.5084 +2025-05-27 10:51:52,342 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:00:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.4412, loss: 1.4412 +2025-05-27 10:52:35,115 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:00:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5299, loss: 1.5299 +2025-05-27 10:53:17,897 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:59:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.5314, loss: 1.5314 +2025-05-27 10:54:00,657 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:58:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.5355, loss: 1.5355 +2025-05-27 10:54:43,446 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:58:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4928, loss: 1.4928 +2025-05-27 10:55:26,231 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:57:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4984, loss: 1.4984 +2025-05-27 10:56:09,018 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:56:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5846, loss: 1.5846 +2025-05-27 10:56:51,793 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:55:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.4960, loss: 1.4960 +2025-05-27 10:57:34,573 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:55:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.5189, loss: 1.5189 +2025-05-27 10:58:17,362 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:54:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.5652, loss: 1.5652 +2025-05-27 10:59:00,121 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:53:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4600, loss: 1.4600 +2025-05-27 10:59:42,900 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:52:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4750, loss: 1.4750 +2025-05-27 11:00:25,577 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:52:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.4936, loss: 1.4936 +2025-05-27 11:01:08,278 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:51:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5084, loss: 1.5084 +2025-05-27 11:01:50,877 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:50:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.5437, loss: 1.5437 +2025-05-27 11:02:33,563 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:50:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5055, loss: 1.5055 +2025-05-27 11:03:16,290 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5378, loss: 1.5378 +2025-05-27 11:03:59,072 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:48:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5666, loss: 1.5666 +2025-05-27 11:04:02,188 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:05:18,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:05:18,688 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9809 +2025-05-27 11:05:18,691 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8777, top5_acc: 0.9809 +2025-05-27 11:06:21,862 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:47:53, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-05-27 11:07:04,669 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:47:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5375, loss: 1.5375 +2025-05-27 11:07:47,393 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:46:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5339, loss: 1.5339 +2025-05-27 11:08:30,218 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:45:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4478, loss: 1.4478 +2025-05-27 11:09:13,115 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:44:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.4483, loss: 1.4483 +2025-05-27 11:09:55,946 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:44:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.5610, loss: 1.5610 +2025-05-27 11:10:38,789 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:43:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.5295, loss: 1.5295 +2025-05-27 11:11:21,641 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:42:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.4712, loss: 1.4712 +2025-05-27 11:12:04,489 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:42:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4366, loss: 1.4366 +2025-05-27 11:12:47,232 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:41:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4680, loss: 1.4680 +2025-05-27 11:13:30,038 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:40:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5238, loss: 1.5238 +2025-05-27 11:14:12,911 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:39:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6266, loss: 1.6266 +2025-05-27 11:14:55,643 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:39:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.5091, loss: 1.5091 +2025-05-27 11:15:38,496 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:38:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.5283, loss: 1.5283 +2025-05-27 11:16:21,357 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:37:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.5300, loss: 1.5300 +2025-05-27 11:17:04,082 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:36:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.4954, loss: 1.4954 +2025-05-27 11:17:46,897 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:36:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5306, loss: 1.5306 +2025-05-27 11:18:29,466 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:35:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 1.5685, loss: 1.5685 +2025-05-27 11:19:12,105 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:34:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5265, loss: 1.5265 +2025-05-27 11:19:54,945 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:34:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.4543, loss: 1.4543 +2025-05-27 11:20:37,995 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.5251, loss: 1.5251 +2025-05-27 11:21:20,986 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:32:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.5273, loss: 1.5273 +2025-05-27 11:22:03,902 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:31:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5203, loss: 1.5203 +2025-05-27 11:22:46,602 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:31:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.4857, loss: 1.4857 +2025-05-27 11:23:29,339 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:30:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.4731, loss: 1.4731 +2025-05-27 11:23:32,396 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:25:25,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:25:25,332 - pyskl - INFO - +top1_acc 0.8807 +top5_acc 0.9811 +2025-05-27 11:25:25,334 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8807, top5_acc: 0.9811 +2025-05-27 11:26:28,650 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:29:43, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.4490, loss: 1.4490 +2025-05-27 11:27:11,481 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:28:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.3287, loss: 1.3287 +2025-05-27 11:27:54,301 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:28:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.4914, loss: 1.4914 +2025-05-27 11:28:37,101 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:27:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.4650, loss: 1.4650 +2025-05-27 11:29:19,850 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:26:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5107, loss: 1.5107 +2025-05-27 11:30:02,733 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:26:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4776, loss: 1.4776 +2025-05-27 11:30:45,594 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:25:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4937, loss: 1.4937 +2025-05-27 11:31:28,426 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:24:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3898, loss: 1.3898 +2025-05-27 11:32:11,236 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:23:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-05-27 11:32:54,026 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:23:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4756, loss: 1.4756 +2025-05-27 11:33:36,885 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:22:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4414, loss: 1.4414 +2025-05-27 11:34:19,736 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:21:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.4997, loss: 1.4997 +2025-05-27 11:35:02,559 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:20:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 1.4459, loss: 1.4459 +2025-05-27 11:35:45,369 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:20:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.3940, loss: 1.3940 +2025-05-27 11:36:28,234 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:19:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.4800, loss: 1.4800 +2025-05-27 11:37:11,210 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:18:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4985, loss: 1.4985 +2025-05-27 11:37:54,025 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:18:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.5145, loss: 1.5145 +2025-05-27 11:38:36,958 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:17:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4782, loss: 1.4782 +2025-05-27 11:39:19,870 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:16:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.4837, loss: 1.4837 +2025-05-27 11:40:02,764 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:15:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.4549, loss: 1.4549 +2025-05-27 11:40:45,540 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:15:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4686, loss: 1.4686 +2025-05-27 11:41:28,413 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:14:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.5579, loss: 1.5579 +2025-05-27 11:42:11,252 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:13:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5114, loss: 1.5114 +2025-05-27 11:42:54,052 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:12:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.4933, loss: 1.4933 +2025-05-27 11:43:36,927 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:12:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5161, loss: 1.5161 +2025-05-27 11:43:39,971 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 11:44:55,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:44:55,790 - pyskl - INFO - +top1_acc 0.8837 +top5_acc 0.9820 +2025-05-27 11:44:55,793 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8837, top5_acc: 0.9820 +2025-05-27 11:45:59,471 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:11:33, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.4896, loss: 1.4896 +2025-05-27 11:46:42,221 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:10:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4589, loss: 1.4589 +2025-05-27 11:47:24,922 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:10:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3379, loss: 1.3379 +2025-05-27 11:48:07,677 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:09:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3820, loss: 1.3820 +2025-05-27 11:48:50,310 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:08:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-27 11:49:33,017 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:07:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.4113, loss: 1.4113 +2025-05-27 11:50:15,729 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:07:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4297, loss: 1.4297 +2025-05-27 11:50:58,515 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:06:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4347, loss: 1.4347 +2025-05-27 11:51:41,257 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:05:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3770, loss: 1.3770 +2025-05-27 11:52:24,089 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:04:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.4744, loss: 1.4744 +2025-05-27 11:53:06,962 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:04:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4875, loss: 1.4875 +2025-05-27 11:53:49,745 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:03:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.4567, loss: 1.4567 +2025-05-27 11:54:32,557 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:02:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4416, loss: 1.4416 +2025-05-27 11:55:15,423 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:02:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4123, loss: 1.4123 +2025-05-27 11:55:58,272 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:01:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.4243, loss: 1.4243 +2025-05-27 11:56:41,126 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:00:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4290, loss: 1.4290 +2025-05-27 11:57:23,890 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:59:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.4440, loss: 1.4440 +2025-05-27 11:58:06,691 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:59:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4483, loss: 1.4483 +2025-05-27 11:58:49,438 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:58:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4481, loss: 1.4481 +2025-05-27 11:59:32,396 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:57:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4608, loss: 1.4608 +2025-05-27 12:00:15,161 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:56:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.5263, loss: 1.5263 +2025-05-27 12:00:57,889 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:56:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.4288, loss: 1.4288 +2025-05-27 12:01:40,721 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:55:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.4006, loss: 1.4006 +2025-05-27 12:02:23,501 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:54:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.4621, loss: 1.4621 +2025-05-27 12:03:06,277 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:54:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.4494, loss: 1.4494 +2025-05-27 12:03:09,312 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:04:24,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:04:24,240 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9754 +2025-05-27 12:04:24,243 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8464, top5_acc: 0.9754 +2025-05-27 12:05:27,559 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:53:23, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-05-27 12:06:10,340 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:52:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.4420, loss: 1.4420 +2025-05-27 12:06:52,945 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:51:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4095, loss: 1.4095 +2025-05-27 12:07:35,750 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:51:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.3916, loss: 1.3916 +2025-05-27 12:08:18,447 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:50:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3861, loss: 1.3861 +2025-05-27 12:09:01,123 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:49:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4152, loss: 1.4152 +2025-05-27 12:09:43,854 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:49:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4178, loss: 1.4178 +2025-05-27 12:10:26,624 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:48:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4013, loss: 1.4013 +2025-05-27 12:11:09,371 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:47:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4265, loss: 1.4265 +2025-05-27 12:11:52,133 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:46:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4152, loss: 1.4152 +2025-05-27 12:12:34,710 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:46:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4470, loss: 1.4470 +2025-05-27 12:13:17,474 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:45:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.3829, loss: 1.3829 +2025-05-27 12:13:59,968 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:44:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3987, loss: 1.3987 +2025-05-27 12:14:42,750 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:43:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.4133, loss: 1.4133 +2025-05-27 12:15:25,476 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:43:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.4720, loss: 1.4720 +2025-05-27 12:16:08,260 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:42:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.4383, loss: 1.4383 +2025-05-27 12:16:51,062 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:41:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.5435, loss: 1.5435 +2025-05-27 12:17:33,855 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.4690, loss: 1.4690 +2025-05-27 12:18:16,631 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:40:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.4486, loss: 1.4486 +2025-05-27 12:18:59,405 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:39:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4113, loss: 1.4113 +2025-05-27 12:19:42,098 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:38:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.4705, loss: 1.4705 +2025-05-27 12:20:24,839 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:38:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4800, loss: 1.4800 +2025-05-27 12:21:07,641 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:37:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4052, loss: 1.4052 +2025-05-27 12:21:50,464 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:36:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4286, loss: 1.4286 +2025-05-27 12:22:33,209 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:35:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4247, loss: 1.4247 +2025-05-27 12:22:36,255 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 12:31:15,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:31:15,093 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9837 +2025-05-27 12:31:15,095 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8842, top5_acc: 0.9837 +2025-05-27 12:32:18,485 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:35:12, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4440, loss: 1.4440 +2025-05-27 12:33:01,249 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:34:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4229, loss: 1.4229 +2025-05-27 12:33:44,085 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:33:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.3353, loss: 1.3353 +2025-05-27 12:34:26,986 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-05-27 12:35:09,863 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3766, loss: 1.3766 +2025-05-27 12:35:52,696 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:31:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4059, loss: 1.4059 +2025-05-27 12:36:35,550 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:30:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3159, loss: 1.3159 +2025-05-27 12:37:18,347 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:30:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4350, loss: 1.4350 +2025-05-27 12:38:01,130 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:29:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.3812, loss: 1.3812 +2025-05-27 12:38:43,815 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:28:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.3457, loss: 1.3457 +2025-05-27 12:39:26,615 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:27:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4187, loss: 1.4187 +2025-05-27 12:40:09,458 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:27:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.4616, loss: 1.4616 +2025-05-27 12:40:52,176 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:26:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4829, loss: 1.4829 +2025-05-27 12:41:35,073 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:25:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.4442, loss: 1.4442 +2025-05-27 12:42:18,018 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:25:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.3899, loss: 1.3899 +2025-05-27 12:43:00,893 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:24:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-05-27 12:43:43,701 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:23:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3468, loss: 1.3468 +2025-05-27 12:44:26,525 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.3843, loss: 1.3843 +2025-05-27 12:45:09,270 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:22:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.4200, loss: 1.4200 +2025-05-27 12:45:51,946 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:21:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4542, loss: 1.4542 +2025-05-27 12:46:34,653 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:20:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4440, loss: 1.4440 +2025-05-27 12:47:17,341 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:19:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4245, loss: 1.4245 +2025-05-27 12:48:00,383 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:19:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4520, loss: 1.4520 +2025-05-27 12:48:43,204 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:18:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4172, loss: 1.4172 +2025-05-27 12:49:26,125 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:17:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3650, loss: 1.3650 +2025-05-27 12:49:29,174 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 12:50:44,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:50:44,794 - pyskl - INFO - +top1_acc 0.8851 +top5_acc 0.9819 +2025-05-27 12:50:44,796 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8851, top5_acc: 0.9819 +2025-05-27 12:51:49,006 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:17:03, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.4083, loss: 1.4083 +2025-05-27 12:52:31,818 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:16:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3545, loss: 1.3545 +2025-05-27 12:53:14,559 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:15:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2685, loss: 1.2685 +2025-05-27 12:53:57,205 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:14:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3656, loss: 1.3656 +2025-05-27 12:54:40,010 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:14:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3573, loss: 1.3573 +2025-05-27 12:55:22,720 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3373, loss: 1.3373 +2025-05-27 12:56:05,490 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:12:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3237, loss: 1.3237 +2025-05-27 12:56:48,213 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:11:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3153, loss: 1.3153 +2025-05-27 12:57:30,990 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:11:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3501, loss: 1.3501 +2025-05-27 12:58:13,806 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:10:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3097, loss: 1.3097 +2025-05-27 12:58:56,567 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:09:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.2884, loss: 1.2884 +2025-05-27 12:59:39,285 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:09:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3141, loss: 1.3141 +2025-05-27 13:00:22,050 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.4302, loss: 1.4302 +2025-05-27 13:01:04,798 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.4241, loss: 1.4241 +2025-05-27 13:01:47,550 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:06:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3820, loss: 1.3820 +2025-05-27 13:02:30,252 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:06:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3148, loss: 1.3148 +2025-05-27 13:03:12,895 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:05:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.3979, loss: 1.3979 +2025-05-27 13:03:55,577 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:04:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-05-27 13:04:38,273 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:03:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.3871, loss: 1.3871 +2025-05-27 13:05:20,967 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:03:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.3722, loss: 1.3722 +2025-05-27 13:06:03,701 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:02:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4285, loss: 1.4285 +2025-05-27 13:06:46,479 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:01:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.4046, loss: 1.4046 +2025-05-27 13:07:29,206 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:01:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-05-27 13:08:12,557 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4431, loss: 1.4431 +2025-05-27 13:08:55,913 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:59:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4020, loss: 1.4020 +2025-05-27 13:08:59,035 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:10:14,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:10:14,624 - pyskl - INFO - +top1_acc 0.8685 +top5_acc 0.9731 +2025-05-27 13:10:14,627 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8685, top5_acc: 0.9731 +2025-05-27 13:11:18,030 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:58:52, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3328, loss: 1.3328 +2025-05-27 13:12:00,709 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:58:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-05-27 13:12:43,482 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:57:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3005, loss: 1.3005 +2025-05-27 13:13:26,194 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:56:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2583, loss: 1.2583 +2025-05-27 13:14:08,942 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:55:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3363, loss: 1.3363 +2025-05-27 13:14:51,801 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:55:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2880, loss: 1.2880 +2025-05-27 13:15:34,618 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3164, loss: 1.3164 +2025-05-27 13:16:17,561 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:53:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2963, loss: 1.2963 +2025-05-27 13:17:00,394 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:53:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-27 13:17:43,177 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:52:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3950, loss: 1.3950 +2025-05-27 13:18:26,022 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:51:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3104, loss: 1.3104 +2025-05-27 13:19:08,795 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:50:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3019, loss: 1.3019 +2025-05-27 13:19:51,527 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:50:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3181, loss: 1.3181 +2025-05-27 13:20:34,322 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:49:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3500, loss: 1.3500 +2025-05-27 13:21:17,097 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:48:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3039, loss: 1.3039 +2025-05-27 13:21:59,872 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:47:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3574, loss: 1.3574 +2025-05-27 13:22:42,550 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:47:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3533, loss: 1.3533 +2025-05-27 13:23:25,273 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:46:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.3779, loss: 1.3779 +2025-05-27 13:24:08,058 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:45:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.4010, loss: 1.4010 +2025-05-27 13:24:50,768 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:45:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3954, loss: 1.3954 +2025-05-27 13:25:33,448 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:44:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.3632, loss: 1.3632 +2025-05-27 13:26:16,040 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:43:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3683, loss: 1.3683 +2025-05-27 13:26:58,684 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:42:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3256, loss: 1.3256 +2025-05-27 13:27:41,356 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:42:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.3749, loss: 1.3749 +2025-05-27 13:28:24,140 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:41:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.3711, loss: 1.3711 +2025-05-27 13:28:27,217 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 13:29:42,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:29:42,743 - pyskl - INFO - +top1_acc 0.8875 +top5_acc 0.9850 +2025-05-27 13:29:42,796 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_105.pth was removed +2025-05-27 13:29:43,840 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-27 13:29:43,841 - pyskl - INFO - Best top1_acc is 0.8875 at 118 epoch. +2025-05-27 13:29:43,843 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8875, top5_acc: 0.9850 +2025-05-27 13:30:47,213 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:40:42, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-05-27 13:31:30,213 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-05-27 13:32:12,889 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:39:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3125, loss: 1.3125 +2025-05-27 13:32:55,536 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:38:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3223, loss: 1.3223 +2025-05-27 13:33:38,225 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:37:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3016, loss: 1.3016 +2025-05-27 13:34:20,892 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:37:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4172, loss: 1.4172 +2025-05-27 13:35:03,594 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:36:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2754, loss: 1.2754 +2025-05-27 13:35:46,374 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:35:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.2912, loss: 1.2912 +2025-05-27 13:36:29,127 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:34:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3317, loss: 1.3317 +2025-05-27 13:37:11,848 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:34:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3591, loss: 1.3591 +2025-05-27 13:37:54,508 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:33:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3279, loss: 1.3279 +2025-05-27 13:38:37,142 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:32:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4184, loss: 1.4184 +2025-05-27 13:39:19,802 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:31:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2772, loss: 1.2772 +2025-05-27 13:40:02,510 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:31:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.3534, loss: 1.3534 +2025-05-27 13:40:45,298 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:30:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4026, loss: 1.4026 +2025-05-27 13:41:28,009 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:29:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3921, loss: 1.3921 +2025-05-27 13:42:10,734 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:29:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3320, loss: 1.3320 +2025-05-27 13:42:53,362 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:28:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.3771, loss: 1.3771 +2025-05-27 13:43:35,962 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:27:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3552, loss: 1.3552 +2025-05-27 13:44:18,778 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:26:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2917, loss: 1.2917 +2025-05-27 13:45:01,402 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:26:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3858, loss: 1.3858 +2025-05-27 13:45:44,086 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:25:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-05-27 13:46:26,761 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:24:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.3961, loss: 1.3961 +2025-05-27 13:47:09,433 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:23:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3618, loss: 1.3618 +2025-05-27 13:47:52,190 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:23:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2427, loss: 1.2427 +2025-05-27 13:47:55,290 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 13:49:10,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:49:10,390 - pyskl - INFO - +top1_acc 0.8927 +top5_acc 0.9848 +2025-05-27 13:49:10,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_118.pth was removed +2025-05-27 13:49:11,456 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-05-27 13:49:11,457 - pyskl - INFO - Best top1_acc is 0.8927 at 119 epoch. +2025-05-27 13:49:11,459 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8927, top5_acc: 0.9848 +2025-05-27 13:50:15,053 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:22:31, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3355, loss: 1.3355 +2025-05-27 13:50:57,934 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:21:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2666, loss: 1.2666 +2025-05-27 13:51:40,729 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:21:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.3113, loss: 1.3113 +2025-05-27 13:52:23,488 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:20:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.2739, loss: 1.2739 +2025-05-27 13:53:06,353 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:19:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3143, loss: 1.3143 +2025-05-27 13:53:49,046 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:18:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2552, loss: 1.2552 +2025-05-27 13:54:31,857 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:18:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3211, loss: 1.3211 +2025-05-27 13:55:14,678 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:17:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2390, loss: 1.2390 +2025-05-27 13:55:57,447 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:16:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2786, loss: 1.2786 +2025-05-27 13:56:40,238 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:15:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2772, loss: 1.2772 +2025-05-27 13:57:23,082 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2639, loss: 1.2639 +2025-05-27 13:58:05,899 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:14:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3288, loss: 1.3288 +2025-05-27 13:58:48,613 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:13:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2712, loss: 1.2712 +2025-05-27 13:59:31,292 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:13:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.2890, loss: 1.2890 +2025-05-27 14:00:14,019 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:12:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2815, loss: 1.2815 +2025-05-27 14:00:56,730 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:11:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2752, loss: 1.2752 +2025-05-27 14:01:39,449 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:10:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.2914, loss: 1.2914 +2025-05-27 14:02:22,152 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:10:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-05-27 14:03:04,863 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3082, loss: 1.3082 +2025-05-27 14:03:47,597 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:08:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2850, loss: 1.2850 +2025-05-27 14:04:30,334 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:07:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.3851, loss: 1.3851 +2025-05-27 14:05:13,123 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:07:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3381, loss: 1.3381 +2025-05-27 14:05:55,851 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:06:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3803, loss: 1.3803 +2025-05-27 14:06:38,614 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:05:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.3315, loss: 1.3315 +2025-05-27 14:07:21,384 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:05:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2911, loss: 1.2911 +2025-05-27 14:07:24,457 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:16:22,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:16:22,683 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9843 +2025-05-27 14:16:22,735 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_119.pth was removed +2025-05-27 14:16:23,757 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-05-27 14:16:23,759 - pyskl - INFO - Best top1_acc is 0.8928 at 120 epoch. +2025-05-27 14:16:23,761 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8928, top5_acc: 0.9843 +2025-05-27 14:17:26,978 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:04:21, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-05-27 14:18:09,682 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:03:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2841, loss: 1.2841 +2025-05-27 14:18:52,316 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:02:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.2711, loss: 1.2711 +2025-05-27 14:19:35,147 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:02:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-05-27 14:20:17,978 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:01:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2240, loss: 1.2240 +2025-05-27 14:21:00,682 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:00:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2910, loss: 1.2910 +2025-05-27 14:21:43,513 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2549, loss: 1.2549 +2025-05-27 14:22:26,325 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:59:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2780, loss: 1.2780 +2025-05-27 14:23:09,083 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:58:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2677, loss: 1.2677 +2025-05-27 14:23:51,981 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:57:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3140, loss: 1.3140 +2025-05-27 14:24:34,766 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3103, loss: 1.3103 +2025-05-27 14:25:17,465 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:56:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2982, loss: 1.2982 +2025-05-27 14:26:00,201 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:55:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3021, loss: 1.3021 +2025-05-27 14:26:42,922 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:54:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3054, loss: 1.3054 +2025-05-27 14:27:25,649 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:54:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2364, loss: 1.2364 +2025-05-27 14:28:08,505 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:53:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2990, loss: 1.2990 +2025-05-27 14:28:51,426 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:52:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-05-27 14:29:34,314 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:51:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3144, loss: 1.3144 +2025-05-27 14:30:17,189 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:51:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3292, loss: 1.3292 +2025-05-27 14:31:00,074 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:50:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3185, loss: 1.3185 +2025-05-27 14:31:42,962 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:49:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2617, loss: 1.2617 +2025-05-27 14:32:25,821 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:49:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2361, loss: 1.2361 +2025-05-27 14:33:08,643 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:48:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2390, loss: 1.2390 +2025-05-27 14:33:51,373 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:47:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.2384, loss: 1.2384 +2025-05-27 14:34:34,305 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:46:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2592, loss: 1.2592 +2025-05-27 14:34:37,374 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 14:35:53,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:35:53,202 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9819 +2025-05-27 14:35:53,205 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8903, top5_acc: 0.9819 +2025-05-27 14:36:57,442 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:46:11, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2447, loss: 1.2447 +2025-05-27 14:37:40,375 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:45:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.1899, loss: 1.1899 +2025-05-27 14:38:23,306 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:44:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2296, loss: 1.2296 +2025-05-27 14:39:06,043 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:44:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2294, loss: 1.2294 +2025-05-27 14:39:48,779 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1769, loss: 1.1769 +2025-05-27 14:40:31,567 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:42:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2237, loss: 1.2237 +2025-05-27 14:41:14,278 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:41:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2256, loss: 1.2256 +2025-05-27 14:41:56,963 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:41:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2572, loss: 1.2572 +2025-05-27 14:42:39,664 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:40:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2746, loss: 1.2746 +2025-05-27 14:43:22,459 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:39:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.2931, loss: 1.2931 +2025-05-27 14:44:05,167 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:38:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3277, loss: 1.3277 +2025-05-27 14:44:47,827 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:38:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-05-27 14:45:30,633 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3065, loss: 1.3065 +2025-05-27 14:46:13,515 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:36:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2488, loss: 1.2488 +2025-05-27 14:46:56,284 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2092, loss: 1.2092 +2025-05-27 14:47:39,172 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:35:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3085, loss: 1.3085 +2025-05-27 14:48:21,977 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2437, loss: 1.2437 +2025-05-27 14:49:04,605 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:33:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2292, loss: 1.2292 +2025-05-27 14:49:47,221 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:33:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3191, loss: 1.3191 +2025-05-27 14:50:29,950 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:32:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2703, loss: 1.2703 +2025-05-27 14:51:12,671 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:31:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2859, loss: 1.2859 +2025-05-27 14:51:55,477 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3078, loss: 1.3078 +2025-05-27 14:52:38,361 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:30:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2761, loss: 1.2761 +2025-05-27 14:53:21,153 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:29:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.2714, loss: 1.2714 +2025-05-27 14:54:03,854 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:28:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2428, loss: 1.2428 +2025-05-27 14:54:06,894 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 14:55:22,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:55:22,559 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9833 +2025-05-27 14:55:22,613 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_120.pth was removed +2025-05-27 14:55:23,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-05-27 14:55:23,622 - pyskl - INFO - Best top1_acc is 0.8951 at 122 epoch. +2025-05-27 14:55:23,625 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8951, top5_acc: 0.9833 +2025-05-27 14:56:27,226 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:28:01, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-05-27 14:57:10,106 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:27:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1969, loss: 1.1969 +2025-05-27 14:57:52,730 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:26:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2403, loss: 1.2403 +2025-05-27 14:58:35,418 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:25:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.2320, loss: 1.2320 +2025-05-27 14:59:18,109 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2131, loss: 1.2131 +2025-05-27 15:00:00,722 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:24:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2826, loss: 1.2826 +2025-05-27 15:00:43,400 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:23:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-05-27 15:01:26,175 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:22:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2614, loss: 1.2614 +2025-05-27 15:02:08,953 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:22:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.2313, loss: 1.2313 +2025-05-27 15:02:51,544 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:21:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-05-27 15:03:34,308 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:20:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 +2025-05-27 15:04:16,962 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:20:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2586, loss: 1.2586 +2025-05-27 15:04:59,566 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:19:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2252, loss: 1.2252 +2025-05-27 15:05:42,225 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:18:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2514, loss: 1.2514 +2025-05-27 15:06:24,857 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:17:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 +2025-05-27 15:07:07,537 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:17:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-27 15:07:50,231 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:16:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2643, loss: 1.2643 +2025-05-27 15:08:32,922 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:15:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-05-27 15:09:15,604 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:14:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2455, loss: 1.2455 +2025-05-27 15:09:58,277 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:14:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2749, loss: 1.2749 +2025-05-27 15:10:41,049 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:13:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.2613, loss: 1.2613 +2025-05-27 15:11:23,788 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:12:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2100, loss: 1.2100 +2025-05-27 15:12:06,494 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:12:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2917, loss: 1.2917 +2025-05-27 15:12:49,273 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2525, loss: 1.2525 +2025-05-27 15:13:32,016 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:10:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-05-27 15:13:35,072 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:14:50,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:14:50,425 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9832 +2025-05-27 15:14:50,427 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8903, top5_acc: 0.9832 +2025-05-27 15:15:53,784 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:09:50, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2161, loss: 1.2161 +2025-05-27 15:16:36,538 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.2414, loss: 1.2414 +2025-05-27 15:17:19,320 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:08:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1871, loss: 1.1871 +2025-05-27 15:18:02,081 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:07:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2159, loss: 1.2159 +2025-05-27 15:18:44,757 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:06:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1993, loss: 1.1993 +2025-05-27 15:19:27,470 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:06:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.3018, loss: 1.3018 +2025-05-27 15:20:10,203 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:05:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-05-27 15:20:53,070 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:04:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1921, loss: 1.1921 +2025-05-27 15:21:35,804 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:04:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2373, loss: 1.2373 +2025-05-27 15:22:18,516 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:03:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-05-27 15:23:01,208 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:02:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2385, loss: 1.2385 +2025-05-27 15:23:43,877 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:01:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2529, loss: 1.2529 +2025-05-27 15:24:26,552 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:01:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2029, loss: 1.2029 +2025-05-27 15:25:09,390 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:00:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2582, loss: 1.2582 +2025-05-27 15:25:52,433 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:59:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1647, loss: 1.1647 +2025-05-27 15:26:35,465 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:58:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1680, loss: 1.1680 +2025-05-27 15:27:18,493 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:58:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1866, loss: 1.1866 +2025-05-27 15:28:01,502 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 +2025-05-27 15:28:44,553 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:56:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2840, loss: 1.2840 +2025-05-27 15:29:27,453 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:56:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1852, loss: 1.1852 +2025-05-27 15:30:10,136 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:55:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1771, loss: 1.1771 +2025-05-27 15:30:52,833 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:54:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.2137, loss: 1.2137 +2025-05-27 15:31:35,557 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:53:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2516, loss: 1.2516 +2025-05-27 15:32:18,252 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:53:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1745, loss: 1.1745 +2025-05-27 15:33:00,915 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:52:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1763, loss: 1.1763 +2025-05-27 15:33:03,987 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 15:34:19,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:34:19,104 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9846 +2025-05-27 15:34:19,156 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_122.pth was removed +2025-05-27 15:34:20,154 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-27 15:34:20,154 - pyskl - INFO - Best top1_acc is 0.8980 at 124 epoch. +2025-05-27 15:34:20,157 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8980, top5_acc: 0.9846 +2025-05-27 15:35:23,546 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:51:40, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1943, loss: 1.1943 +2025-05-27 15:36:06,270 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:50:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1828, loss: 1.1828 +2025-05-27 15:36:48,937 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:50:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2370, loss: 1.2370 +2025-05-27 15:37:32,079 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:49:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1480, loss: 1.1480 +2025-05-27 15:38:14,976 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:48:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1367, loss: 1.1367 +2025-05-27 15:38:57,678 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:48:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1521, loss: 1.1521 +2025-05-27 15:39:40,400 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:47:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-05-27 15:40:23,293 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:46:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.2512, loss: 1.2512 +2025-05-27 15:41:06,193 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:45:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2407, loss: 1.2407 +2025-05-27 15:41:48,954 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:45:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2242, loss: 1.2242 +2025-05-27 15:42:31,736 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:44:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-05-27 15:43:14,407 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:43:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2036, loss: 1.2036 +2025-05-27 15:43:57,001 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:42:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2368, loss: 1.2368 +2025-05-27 15:44:39,714 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:42:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-05-27 15:45:22,353 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:41:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-05-27 15:46:05,465 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:40:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-05-27 15:46:48,192 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:40:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2013, loss: 1.2013 +2025-05-27 15:47:30,890 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:39:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.1909, loss: 1.1909 +2025-05-27 15:48:13,662 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2194, loss: 1.2194 +2025-05-27 15:48:56,342 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:37:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2063, loss: 1.2063 +2025-05-27 15:49:39,128 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:37:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1844, loss: 1.1844 +2025-05-27 15:50:21,896 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:36:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2065, loss: 1.2065 +2025-05-27 15:51:04,649 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:35:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.2214, loss: 1.2214 +2025-05-27 15:51:47,375 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:34:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1679, loss: 1.1679 +2025-05-27 15:52:30,047 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:34:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.1918, loss: 1.1918 +2025-05-27 15:52:33,078 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:01:42,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:01:42,109 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9849 +2025-05-27 16:01:42,165 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_124.pth was removed +2025-05-27 16:01:43,222 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-05-27 16:01:43,223 - pyskl - INFO - Best top1_acc is 0.9020 at 125 epoch. +2025-05-27 16:01:43,226 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9020, top5_acc: 0.9849 +2025-05-27 16:02:46,066 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:33:30, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1968, loss: 1.1968 +2025-05-27 16:03:28,804 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:32:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1664, loss: 1.1664 +2025-05-27 16:04:11,591 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:32:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2087, loss: 1.2087 +2025-05-27 16:04:54,391 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:31:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1865, loss: 1.1865 +2025-05-27 16:05:37,137 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:30:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1862, loss: 1.1862 +2025-05-27 16:06:20,025 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:29:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1704, loss: 1.1704 +2025-05-27 16:07:02,817 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:29:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1663, loss: 1.1663 +2025-05-27 16:07:45,568 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:28:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1640, loss: 1.1640 +2025-05-27 16:08:28,378 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:27:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1906, loss: 1.1906 +2025-05-27 16:09:11,054 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:26:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2068, loss: 1.2068 +2025-05-27 16:09:53,753 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:26:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1030, loss: 1.1030 +2025-05-27 16:10:36,488 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:25:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1554, loss: 1.1554 +2025-05-27 16:11:19,161 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:24:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1698, loss: 1.1698 +2025-05-27 16:12:01,867 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:24:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.1989, loss: 1.1989 +2025-05-27 16:12:44,590 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:23:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1632, loss: 1.1632 +2025-05-27 16:13:27,358 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:22:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-27 16:14:10,091 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:21:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1691, loss: 1.1691 +2025-05-27 16:14:52,803 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:21:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-27 16:15:35,514 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:20:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2039, loss: 1.2039 +2025-05-27 16:16:18,182 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:19:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2045, loss: 1.2045 +2025-05-27 16:17:00,777 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:18:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-05-27 16:17:43,457 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.1997, loss: 1.1997 +2025-05-27 16:18:26,109 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:17:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.1693, loss: 1.1693 +2025-05-27 16:19:08,759 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:16:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1958, loss: 1.1958 +2025-05-27 16:19:51,390 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:16:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.1289, loss: 1.1289 +2025-05-27 16:19:54,418 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:21:10,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:21:10,202 - pyskl - INFO - +top1_acc 0.9022 +top5_acc 0.9851 +2025-05-27 16:21:10,256 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_125.pth was removed +2025-05-27 16:21:11,270 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:21:11,271 - pyskl - INFO - Best top1_acc is 0.9022 at 126 epoch. +2025-05-27 16:21:11,273 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9022, top5_acc: 0.9851 +2025-05-27 16:22:15,545 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:15:20, time: 0.643, data_time: 0.209, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2110, loss: 1.2110 +2025-05-27 16:22:58,534 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:14:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-05-27 16:23:41,336 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:13:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1425, loss: 1.1425 +2025-05-27 16:24:24,196 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:13:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-27 16:25:07,275 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:12:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1674, loss: 1.1674 +2025-05-27 16:25:50,138 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:11:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1781, loss: 1.1781 +2025-05-27 16:26:32,986 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:10:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2208, loss: 1.2208 +2025-05-27 16:27:15,712 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:10:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1497, loss: 1.1497 +2025-05-27 16:27:58,434 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:09:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.1717, loss: 1.1717 +2025-05-27 16:28:41,135 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:08:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1762, loss: 1.1762 +2025-05-27 16:29:23,906 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:08:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0858, loss: 1.0858 +2025-05-27 16:30:06,618 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:07:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1678, loss: 1.1678 +2025-05-27 16:30:49,292 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:06:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1268, loss: 1.1268 +2025-05-27 16:31:32,056 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:05:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2060, loss: 1.2060 +2025-05-27 16:32:14,797 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:05:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1628, loss: 1.1628 +2025-05-27 16:32:57,496 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:04:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1763, loss: 1.1763 +2025-05-27 16:33:40,299 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:03:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1419, loss: 1.1419 +2025-05-27 16:34:23,099 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:02:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1744, loss: 1.1744 +2025-05-27 16:35:05,846 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:02:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-05-27 16:35:48,489 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:01:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1363, loss: 1.1363 +2025-05-27 16:36:31,157 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:00:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1813, loss: 1.1813 +2025-05-27 16:37:13,962 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1150, loss: 1.1150 +2025-05-27 16:37:56,639 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:59:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1348, loss: 1.1348 +2025-05-27 16:38:39,327 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:58:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1644, loss: 1.1644 +2025-05-27 16:39:21,955 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:57:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-27 16:39:25,084 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 16:40:40,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:40:40,252 - pyskl - INFO - +top1_acc 0.9054 +top5_acc 0.9862 +2025-05-27 16:40:40,304 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_126.pth was removed +2025-05-27 16:40:41,319 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-27 16:40:41,320 - pyskl - INFO - Best top1_acc is 0.9054 at 127 epoch. +2025-05-27 16:40:41,322 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9054, top5_acc: 0.9862 +2025-05-27 16:41:44,573 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:57:09, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1763, loss: 1.1763 +2025-05-27 16:42:27,244 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:56:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1332, loss: 1.1332 +2025-05-27 16:43:09,957 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:55:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1465, loss: 1.1465 +2025-05-27 16:43:52,614 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:54:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1600, loss: 1.1600 +2025-05-27 16:44:35,369 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:54:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1184, loss: 1.1184 +2025-05-27 16:45:18,261 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:53:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1658, loss: 1.1658 +2025-05-27 16:46:01,125 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:52:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1604, loss: 1.1604 +2025-05-27 16:46:43,818 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1472, loss: 1.1472 +2025-05-27 16:47:26,572 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:51:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-27 16:48:09,333 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:50:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1484, loss: 1.1484 +2025-05-27 16:48:52,130 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:49:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1697, loss: 1.1697 +2025-05-27 16:49:34,948 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:49:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1148, loss: 1.1148 +2025-05-27 16:50:17,682 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:48:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1489, loss: 1.1489 +2025-05-27 16:51:00,346 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:47:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1467, loss: 1.1467 +2025-05-27 16:51:43,211 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:46:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1146, loss: 1.1146 +2025-05-27 16:52:26,053 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:46:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1018, loss: 1.1018 +2025-05-27 16:53:08,831 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:45:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1327, loss: 1.1327 +2025-05-27 16:53:51,748 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:44:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1135, loss: 1.1135 +2025-05-27 16:54:34,522 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:44:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1737, loss: 1.1737 +2025-05-27 16:55:17,301 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:43:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1516, loss: 1.1516 +2025-05-27 16:55:59,924 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:42:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1009, loss: 1.1009 +2025-05-27 16:56:42,622 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:41:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1361, loss: 1.1361 +2025-05-27 16:57:25,310 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:41:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-05-27 16:58:08,146 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:40:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1230, loss: 1.1230 +2025-05-27 16:58:51,002 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:39:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1780, loss: 1.1780 +2025-05-27 16:58:54,042 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:00:09,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:00:09,344 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9823 +2025-05-27 17:00:09,347 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8977, top5_acc: 0.9823 +2025-05-27 17:01:12,958 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:38:59, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-27 17:01:55,753 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:38:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.1324, loss: 1.1324 +2025-05-27 17:02:38,515 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:37:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1282, loss: 1.1282 +2025-05-27 17:03:21,286 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-05-27 17:04:04,046 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:36:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1291, loss: 1.1291 +2025-05-27 17:04:46,790 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:35:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1456, loss: 1.1456 +2025-05-27 17:05:29,810 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:34:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1352, loss: 1.1352 +2025-05-27 17:06:13,020 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:33:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-27 17:06:55,897 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:33:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 +2025-05-27 17:07:38,681 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:32:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-05-27 17:08:21,733 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:31:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0994, loss: 1.0994 +2025-05-27 17:09:04,497 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:31:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-05-27 17:09:47,233 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:30:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 17:10:29,993 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:29:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1336, loss: 1.1336 +2025-05-27 17:11:12,754 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:28:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1133, loss: 1.1133 +2025-05-27 17:11:55,519 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:28:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1343, loss: 1.1343 +2025-05-27 17:12:38,220 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:27:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 +2025-05-27 17:13:20,910 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-05-27 17:14:03,633 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-27 17:14:46,373 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:25:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-05-27 17:15:29,111 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-27 17:16:11,917 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:23:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1554, loss: 1.1554 +2025-05-27 17:16:54,708 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:23:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1351, loss: 1.1351 +2025-05-27 17:17:37,577 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:22:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0841, loss: 1.0841 +2025-05-27 17:18:20,375 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:21:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-27 17:18:23,399 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:19:38,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:19:38,604 - pyskl - INFO - +top1_acc 0.9064 +top5_acc 0.9847 +2025-05-27 17:19:38,661 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_127.pth was removed +2025-05-27 17:19:39,721 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-27 17:19:39,722 - pyskl - INFO - Best top1_acc is 0.9064 at 129 epoch. +2025-05-27 17:19:39,725 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9064, top5_acc: 0.9847 +2025-05-27 17:20:43,529 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:20:49, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0879, loss: 1.0879 +2025-05-27 17:21:26,326 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-27 17:22:09,054 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:19:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1107, loss: 1.1107 +2025-05-27 17:22:51,748 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:18:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 +2025-05-27 17:23:34,474 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:17:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1439, loss: 1.1439 +2025-05-27 17:24:17,150 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:17:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 17:24:59,885 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:16:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1362, loss: 1.1362 +2025-05-27 17:25:43,265 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:15:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1500, loss: 1.1500 +2025-05-27 17:26:26,790 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:15:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0799, loss: 1.0799 +2025-05-27 17:27:09,646 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:14:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1196, loss: 1.1196 +2025-05-27 17:27:52,202 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:13:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0295, loss: 1.0295 +2025-05-27 17:28:35,028 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0777, loss: 1.0777 +2025-05-27 17:29:17,798 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:12:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1219, loss: 1.1219 +2025-05-27 17:30:00,501 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:11:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1171, loss: 1.1171 +2025-05-27 17:30:43,258 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:10:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-05-27 17:31:26,138 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:09:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1023, loss: 1.1023 +2025-05-27 17:32:08,841 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:09:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0969, loss: 1.0969 +2025-05-27 17:32:51,522 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:08:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1394, loss: 1.1394 +2025-05-27 17:33:34,383 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:07:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-05-27 17:34:17,155 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0896, loss: 1.0896 +2025-05-27 17:35:00,108 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:06:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-27 17:35:42,923 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:05:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-27 17:36:25,742 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:04:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1068, loss: 1.1068 +2025-05-27 17:37:08,579 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:04:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0685, loss: 1.0685 +2025-05-27 17:37:51,389 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:03:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0794, loss: 1.0794 +2025-05-27 17:37:54,481 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 17:46:16,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:46:16,657 - pyskl - INFO - +top1_acc 0.9086 +top5_acc 0.9855 +2025-05-27 17:46:16,710 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_129.pth was removed +2025-05-27 17:46:17,713 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-27 17:46:17,714 - pyskl - INFO - Best top1_acc is 0.9086 at 130 epoch. +2025-05-27 17:46:17,716 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9086, top5_acc: 0.9855 +2025-05-27 17:47:21,586 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:02:39, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-27 17:48:04,550 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:01:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1012, loss: 1.1012 +2025-05-27 17:48:47,318 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:01:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-05-27 17:49:30,118 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:00:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-05-27 17:50:12,858 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:59:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0946, loss: 1.0946 +2025-05-27 17:50:55,629 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:59:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1045, loss: 1.1045 +2025-05-27 17:51:38,376 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0907, loss: 1.0907 +2025-05-27 17:52:21,138 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1208, loss: 1.1208 +2025-05-27 17:53:03,929 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:56:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0782, loss: 1.0782 +2025-05-27 17:53:46,709 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:56:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-27 17:54:29,424 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:55:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1295, loss: 1.1295 +2025-05-27 17:55:12,354 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-27 17:55:54,899 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:53:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0944, loss: 1.0944 +2025-05-27 17:56:37,711 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1033, loss: 1.1033 +2025-05-27 17:57:20,503 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:52:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 17:58:03,456 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:51:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2025-05-27 17:58:46,461 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:51:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1184, loss: 1.1184 +2025-05-27 17:59:29,123 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:50:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0985, loss: 1.0985 +2025-05-27 18:00:11,984 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:49:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0913, loss: 1.0913 +2025-05-27 18:00:54,813 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:48:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1098, loss: 1.1098 +2025-05-27 18:01:37,581 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1182, loss: 1.1182 +2025-05-27 18:02:20,333 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:47:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-27 18:03:03,042 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:46:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1139, loss: 1.1139 +2025-05-27 18:03:45,785 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:45:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0986, loss: 1.0986 +2025-05-27 18:04:28,715 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:45:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1480, loss: 1.1480 +2025-05-27 18:04:31,761 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:05:47,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:05:47,812 - pyskl - INFO - +top1_acc 0.9054 +top5_acc 0.9857 +2025-05-27 18:05:47,815 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9054, top5_acc: 0.9857 +2025-05-27 18:06:51,134 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:44:29, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 +2025-05-27 18:07:33,949 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:43:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0503, loss: 1.0503 +2025-05-27 18:08:16,844 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:43:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-27 18:08:59,718 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:42:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-05-27 18:09:42,581 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:41:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 +2025-05-27 18:10:25,007 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:40:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0764, loss: 1.0764 +2025-05-27 18:11:07,655 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:40:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1199, loss: 1.1199 +2025-05-27 18:11:50,399 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:39:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0788, loss: 1.0788 +2025-05-27 18:12:33,181 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:38:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-27 18:13:15,918 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:37:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0737, loss: 1.0737 +2025-05-27 18:13:58,814 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:37:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-27 18:14:41,657 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:36:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-27 18:15:24,491 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:35:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-27 18:16:07,353 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:35:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 +2025-05-27 18:16:50,305 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:34:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-27 18:17:33,481 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:33:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-05-27 18:18:16,353 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:32:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0937, loss: 1.0937 +2025-05-27 18:18:59,225 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:32:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-27 18:19:41,970 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1093, loss: 1.1093 +2025-05-27 18:20:25,070 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:30:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-27 18:21:07,937 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:29:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0538, loss: 1.0538 +2025-05-27 18:21:50,928 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0939, loss: 1.0939 +2025-05-27 18:22:33,691 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:28:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0935, loss: 1.0935 +2025-05-27 18:23:16,506 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:27:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0634, loss: 1.0634 +2025-05-27 18:23:59,357 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:27:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-27 18:24:02,411 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 18:25:17,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:25:17,881 - pyskl - INFO - +top1_acc 0.9085 +top5_acc 0.9841 +2025-05-27 18:25:17,883 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9085, top5_acc: 0.9841 +2025-05-27 18:26:21,781 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:26:19, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-05-27 18:27:04,576 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:25:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0476, loss: 1.0476 +2025-05-27 18:27:47,366 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:24:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-27 18:28:30,101 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:24:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0757, loss: 1.0757 +2025-05-27 18:29:13,077 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:23:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-27 18:29:55,932 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:22:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0924, loss: 1.0924 +2025-05-27 18:30:38,690 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:21:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-05-27 18:31:21,413 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:21:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0991, loss: 1.0991 +2025-05-27 18:32:04,105 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-27 18:32:46,829 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:19:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0891, loss: 1.0891 +2025-05-27 18:33:29,520 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:19:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-27 18:34:12,383 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:18:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-05-27 18:34:55,386 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:17:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0711, loss: 1.0711 +2025-05-27 18:35:38,266 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:16:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.0711, loss: 1.0711 +2025-05-27 18:36:20,934 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:16:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-05-27 18:37:03,806 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:15:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-27 18:37:46,588 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:14:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-27 18:38:29,598 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:13:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0703, loss: 1.0703 +2025-05-27 18:39:12,533 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:13:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-27 18:39:55,261 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:12:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-05-27 18:40:37,954 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:11:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-27 18:41:20,651 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:11:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0451, loss: 1.0451 +2025-05-27 18:42:03,321 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:10:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0754, loss: 1.0754 +2025-05-27 18:42:46,056 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 +2025-05-27 18:43:28,804 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:08:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-27 18:43:31,865 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 18:44:47,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:44:47,078 - pyskl - INFO - +top1_acc 0.9089 +top5_acc 0.9857 +2025-05-27 18:44:47,132 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_130.pth was removed +2025-05-27 18:44:48,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-27 18:44:48,219 - pyskl - INFO - Best top1_acc is 0.9089 at 133 epoch. +2025-05-27 18:44:48,221 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9089, top5_acc: 0.9857 +2025-05-27 18:45:51,998 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:08:09, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2025-05-27 18:46:34,687 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:07:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 +2025-05-27 18:47:17,363 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:06:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 +2025-05-27 18:48:00,084 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:05:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0718, loss: 1.0718 +2025-05-27 18:48:42,724 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:05:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0834, loss: 1.0834 +2025-05-27 18:49:25,460 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:04:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-27 18:50:08,286 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:03:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2025-05-27 18:50:51,020 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:03:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-05-27 18:51:33,805 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:02:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-27 18:52:16,560 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:01:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-05-27 18:52:59,328 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:00:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0521, loss: 1.0521 +2025-05-27 18:53:42,049 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:00:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 18:54:24,750 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:59:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0431, loss: 1.0431 +2025-05-27 18:55:07,411 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:58:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-27 18:55:50,317 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:57:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-05-27 18:56:33,229 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:57:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-27 18:57:16,058 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:56:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0675, loss: 1.0675 +2025-05-27 18:57:58,882 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:55:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 18:58:41,700 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:55:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-05-27 18:59:24,474 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-27 19:00:07,266 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:53:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-05-27 19:00:49,970 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:52:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-05-27 19:01:32,794 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:52:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0380, loss: 1.0380 +2025-05-27 19:02:15,606 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:51:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 19:02:58,445 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:50:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-27 19:03:01,534 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:04:16,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:04:16,283 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9860 +2025-05-27 19:04:16,337 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_133.pth was removed +2025-05-27 19:04:17,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-27 19:04:17,378 - pyskl - INFO - Best top1_acc is 0.9131 at 134 epoch. +2025-05-27 19:04:17,381 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9131, top5_acc: 0.9860 +2025-05-27 19:05:20,697 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:49:59, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-27 19:06:03,474 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:49:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-27 19:06:46,244 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:48:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-05-27 19:07:29,043 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:47:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-05-27 19:08:11,948 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:47:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-27 19:08:54,789 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:46:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0247, loss: 1.0247 +2025-05-27 19:09:37,565 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:45:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-05-27 19:10:20,505 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:44:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-27 19:11:03,390 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:44:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0745, loss: 1.0745 +2025-05-27 19:11:45,964 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:43:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-27 19:12:28,674 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:42:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0510, loss: 1.0510 +2025-05-27 19:13:11,462 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:42:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-05-27 19:13:54,221 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:41:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0444, loss: 1.0444 +2025-05-27 19:14:36,974 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:40:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 19:15:19,657 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0432, loss: 1.0432 +2025-05-27 19:16:02,453 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:39:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0634, loss: 1.0634 +2025-05-27 19:16:45,112 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:38:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-05-27 19:17:27,825 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:37:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-27 19:18:10,502 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0367, loss: 1.0367 +2025-05-27 19:18:53,183 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:36:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-05-27 19:19:35,934 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:35:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-05-27 19:20:18,654 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:34:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0497, loss: 1.0497 +2025-05-27 19:21:01,314 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:34:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-27 19:21:43,955 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:33:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 19:22:26,877 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:32:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0327, loss: 1.0327 +2025-05-27 19:22:30,000 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 19:31:32,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:31:32,080 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9867 +2025-05-27 19:31:32,135 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_134.pth was removed +2025-05-27 19:31:33,172 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-27 19:31:33,173 - pyskl - INFO - Best top1_acc is 0.9168 at 135 epoch. +2025-05-27 19:31:33,176 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9168, top5_acc: 0.9867 +2025-05-27 19:32:37,246 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:31:49, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-27 19:33:20,038 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:31:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0472, loss: 1.0472 +2025-05-27 19:34:02,923 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:30:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 19:34:45,742 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:29:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-27 19:35:28,533 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:28:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-27 19:36:11,718 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:28:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0472, loss: 1.0472 +2025-05-27 19:36:54,586 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:27:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-27 19:37:37,667 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:26:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-05-27 19:38:20,585 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:26:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-05-27 19:39:03,699 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:25:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0541, loss: 1.0541 +2025-05-27 19:39:47,231 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:24:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0317, loss: 1.0317 +2025-05-27 19:40:30,271 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:23:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-27 19:41:13,246 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:23:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 19:41:56,241 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:22:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-27 19:42:39,292 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:21:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0114, loss: 1.0114 +2025-05-27 19:43:22,224 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:20:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-27 19:44:04,975 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:20:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0460, loss: 1.0460 +2025-05-27 19:44:47,698 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:19:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-27 19:45:30,453 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:18:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0450, loss: 1.0450 +2025-05-27 19:46:13,135 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:18:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 19:46:55,810 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:17:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0703, loss: 1.0703 +2025-05-27 19:47:38,448 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:16:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0419, loss: 1.0419 +2025-05-27 19:48:21,116 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:15:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-27 19:49:03,935 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:15:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-27 19:49:46,836 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:14:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 19:49:49,914 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 19:51:05,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:51:05,088 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9859 +2025-05-27 19:51:05,090 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9150, top5_acc: 0.9859 +2025-05-27 19:52:08,393 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:13:39, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-05-27 19:52:51,202 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0346, loss: 1.0346 +2025-05-27 19:53:34,237 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:12:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0487, loss: 1.0487 +2025-05-27 19:54:17,317 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:11:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-05-27 19:55:00,054 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:10:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2025-05-27 19:55:42,955 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:10:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0129, loss: 1.0129 +2025-05-27 19:56:25,910 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:09:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0226, loss: 1.0226 +2025-05-27 19:57:08,884 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:08:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0511, loss: 1.0511 +2025-05-27 19:57:51,829 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:07:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2025-05-27 19:58:34,685 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:07:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0277, loss: 1.0277 +2025-05-27 19:59:17,657 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:06:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0696, loss: 1.0696 +2025-05-27 20:00:00,491 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:05:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0342, loss: 1.0342 +2025-05-27 20:00:43,298 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:04:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-05-27 20:01:26,120 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0020, loss: 1.0020 +2025-05-27 20:02:08,953 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:03:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-27 20:02:52,011 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:02:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-27 20:03:34,895 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:02:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0377, loss: 1.0377 +2025-05-27 20:04:17,803 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:01:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 20:05:00,560 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:00:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 20:05:43,216 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:59:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0309, loss: 1.0309 +2025-05-27 20:06:25,875 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:59:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-27 20:07:08,553 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:58:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 20:07:51,242 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:57:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 20:08:33,921 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:56:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2025-05-27 20:09:16,674 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:56:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0393, loss: 1.0393 +2025-05-27 20:09:19,734 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:10:35,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:10:35,141 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9857 +2025-05-27 20:10:35,143 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9153, top5_acc: 0.9857 +2025-05-27 20:11:37,927 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:55:29, time: 0.628, data_time: 0.200, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-27 20:12:20,845 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:54:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-27 20:13:03,687 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:54:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-05-27 20:13:46,472 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:53:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-27 20:14:29,273 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:52:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0268, loss: 1.0268 +2025-05-27 20:15:12,077 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:51:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0546, loss: 1.0546 +2025-05-27 20:15:54,923 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2025-05-27 20:16:37,616 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:50:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0525, loss: 1.0525 +2025-05-27 20:17:20,456 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:49:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0401, loss: 1.0401 +2025-05-27 20:18:03,186 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:48:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 20:18:45,914 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:48:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-27 20:19:28,684 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:47:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2025-05-27 20:20:11,486 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:46:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0068, loss: 1.0068 +2025-05-27 20:20:54,363 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:46:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0431, loss: 1.0431 +2025-05-27 20:21:37,296 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:45:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-05-27 20:22:20,217 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0193, loss: 1.0193 +2025-05-27 20:23:03,162 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:43:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0615, loss: 1.0615 +2025-05-27 20:23:46,072 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:43:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0325, loss: 1.0325 +2025-05-27 20:24:29,177 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:42:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 20:25:12,229 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:41:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-05-27 20:25:55,163 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:40:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0863, loss: 1.0863 +2025-05-27 20:26:38,096 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:40:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-05-27 20:27:21,039 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:39:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0194, loss: 1.0194 +2025-05-27 20:28:04,006 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:38:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2025-05-27 20:28:46,974 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:38:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0116, loss: 1.0116 +2025-05-27 20:28:50,064 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 20:30:05,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:30:05,529 - pyskl - INFO - +top1_acc 0.9143 +top5_acc 0.9871 +2025-05-27 20:30:05,531 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9143, top5_acc: 0.9871 +2025-05-27 20:31:09,368 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:37:19, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0263, loss: 1.0263 +2025-05-27 20:31:52,224 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:36:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 20:32:34,981 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:35:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 20:33:17,799 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:35:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-05-27 20:34:00,645 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:34:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0314, loss: 1.0314 +2025-05-27 20:34:43,478 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:33:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-27 20:35:26,314 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:32:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0206, loss: 1.0206 +2025-05-27 20:36:09,086 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:32:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-05-27 20:36:51,911 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:31:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-05-27 20:37:34,701 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:30:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-05-27 20:38:17,436 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:30:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-05-27 20:39:00,150 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:29:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-05-27 20:39:42,792 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:28:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0247, loss: 1.0247 +2025-05-27 20:40:25,404 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:27:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-05-27 20:41:08,139 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:27:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-05-27 20:41:50,750 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:26:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0480, loss: 1.0480 +2025-05-27 20:42:33,487 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:25:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0455, loss: 1.0455 +2025-05-27 20:43:16,179 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:24:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0394, loss: 1.0394 +2025-05-27 20:43:58,933 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:24:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-27 20:44:41,656 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:23:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-27 20:45:24,391 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:22:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0022, loss: 1.0022 +2025-05-27 20:46:07,120 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:22:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0068, loss: 1.0068 +2025-05-27 20:46:49,821 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:21:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0507, loss: 1.0507 +2025-05-27 20:47:32,581 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:20:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-05-27 20:48:15,353 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:19:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-05-27 20:48:18,381 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 20:49:33,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:49:33,654 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9870 +2025-05-27 20:49:33,657 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9168, top5_acc: 0.9870 +2025-05-27 20:50:36,653 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:19:08, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 20:51:19,366 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:18:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0396, loss: 1.0396 +2025-05-27 20:52:02,381 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:17:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0388, loss: 1.0388 +2025-05-27 20:52:45,274 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:16:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 20:53:28,055 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:16:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 20:54:10,750 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:15:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-05-27 20:54:53,415 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:14:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 +2025-05-27 20:55:36,074 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:14:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-27 20:56:18,678 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:13:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-27 20:57:01,326 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:12:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0275, loss: 1.0275 +2025-05-27 20:57:43,932 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:11:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9823, loss: 0.9823 +2025-05-27 20:58:26,618 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:11:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0076, loss: 1.0076 +2025-05-27 20:59:09,268 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:10:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9928, loss: 0.9928 +2025-05-27 20:59:51,819 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:09:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0138, loss: 1.0138 +2025-05-27 21:00:34,457 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:08:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 21:01:17,146 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0365, loss: 1.0365 +2025-05-27 21:01:59,813 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:07:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2025-05-27 21:02:42,489 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:06:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-05-27 21:03:25,224 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:06:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 21:04:07,895 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:05:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 21:04:50,491 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:04:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-27 21:05:33,112 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:03:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9923, loss: 0.9923 +2025-05-27 21:06:15,731 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:03:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0283, loss: 1.0283 +2025-05-27 21:06:58,387 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9852, loss: 0.9852 +2025-05-27 21:07:41,068 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2025-05-27 21:07:44,112 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:16:30,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:16:30,370 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9871 +2025-05-27 21:16:30,372 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9159, top5_acc: 0.9871 +2025-05-27 21:17:34,490 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:00:58, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-27 21:18:17,232 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:00:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-05-27 21:19:00,053 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0222, loss: 1.0222 +2025-05-27 21:19:42,742 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9926, loss: 0.9926 +2025-05-27 21:20:25,449 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:58:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0044, loss: 1.0044 +2025-05-27 21:21:08,067 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:57:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0256, loss: 1.0256 +2025-05-27 21:21:50,868 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:56:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9645, loss: 0.9645 +2025-05-27 21:22:33,560 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:55:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0396, loss: 1.0396 +2025-05-27 21:23:16,312 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:55:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 21:23:59,032 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:54:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-05-27 21:24:41,841 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:53:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 21:25:24,638 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:52:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2025-05-27 21:26:07,386 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:52:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9940, loss: 0.9940 +2025-05-27 21:26:50,097 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:51:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9881, loss: 0.9881 +2025-05-27 21:27:32,892 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:50:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-05-27 21:28:15,734 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:50:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-27 21:28:58,684 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:49:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 21:29:41,725 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:48:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0114, loss: 1.0114 +2025-05-27 21:30:24,802 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:47:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2025-05-27 21:31:07,744 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:47:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2025-05-27 21:31:50,659 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:46:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2025-05-27 21:32:33,473 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:45:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 21:33:16,193 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:45:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0262, loss: 1.0262 +2025-05-27 21:33:58,858 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0226, loss: 1.0226 +2025-05-27 21:34:41,555 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:43:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 21:34:44,629 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 21:36:00,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:36:00,252 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9865 +2025-05-27 21:36:00,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_135.pth was removed +2025-05-27 21:36:01,524 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-27 21:36:01,525 - pyskl - INFO - Best top1_acc is 0.9175 at 141 epoch. +2025-05-27 21:36:01,529 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9175, top5_acc: 0.9865 +2025-05-27 21:37:05,438 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:42:48, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2025-05-27 21:37:48,284 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:42:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 21:38:30,993 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:41:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-05-27 21:39:13,890 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:40:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-27 21:39:56,738 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:39:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-05-27 21:40:39,834 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:39:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-05-27 21:41:22,678 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2025-05-27 21:42:05,557 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:37:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 21:42:48,384 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:37:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0193, loss: 1.0193 +2025-05-27 21:43:31,237 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:36:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9978, loss: 0.9978 +2025-05-27 21:44:13,994 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:35:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 21:44:56,726 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:34:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9857, loss: 0.9857 +2025-05-27 21:45:39,465 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:34:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 21:46:22,221 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:33:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0484, loss: 1.0484 +2025-05-27 21:47:04,941 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:32:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0288, loss: 1.0288 +2025-05-27 21:47:47,686 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-05-27 21:48:30,542 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:31:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0008, loss: 1.0008 +2025-05-27 21:49:13,634 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:30:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0071, loss: 1.0071 +2025-05-27 21:49:56,443 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0343, loss: 1.0343 +2025-05-27 21:50:39,117 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:29:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2025-05-27 21:51:21,876 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:28:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0043, loss: 1.0043 +2025-05-27 21:52:04,660 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:27:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-27 21:52:47,476 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2025-05-27 21:53:30,215 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:26:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0031, loss: 1.0031 +2025-05-27 21:54:12,967 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:25:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2025-05-27 21:54:16,049 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 21:55:31,870 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:55:31,946 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9873 +2025-05-27 21:55:32,005 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_141.pth was removed +2025-05-27 21:55:33,122 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-27 21:55:33,123 - pyskl - INFO - Best top1_acc is 0.9181 at 142 epoch. +2025-05-27 21:55:33,126 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9181, top5_acc: 0.9873 +2025-05-27 21:56:36,349 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:24:38, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0322, loss: 1.0322 +2025-05-27 21:57:19,125 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:23:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0220, loss: 1.0220 +2025-05-27 21:58:01,914 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:23:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0405, loss: 1.0405 +2025-05-27 21:58:44,724 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:22:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9930, loss: 0.9930 +2025-05-27 21:59:27,644 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:21:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-05-27 22:00:10,375 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:21:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 22:00:53,056 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:20:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-27 22:01:35,701 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:19:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-27 22:02:18,398 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:18:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-27 22:03:01,078 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:18:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2025-05-27 22:03:43,722 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:17:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0019, loss: 1.0019 +2025-05-27 22:04:26,404 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:16:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 22:05:09,084 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:15:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-27 22:05:51,772 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-27 22:06:34,363 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:14:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2025-05-27 22:07:17,008 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:13:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-05-27 22:07:59,714 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:13:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 22:08:42,401 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-27 22:09:25,072 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:11:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0089, loss: 1.0089 +2025-05-27 22:10:07,703 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:10:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-27 22:10:50,386 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:10:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9803, loss: 0.9803 +2025-05-27 22:11:33,133 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:09:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2025-05-27 22:12:15,869 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:08:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-27 22:12:58,581 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:07:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0295, loss: 1.0295 +2025-05-27 22:13:41,235 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0230, loss: 1.0230 +2025-05-27 22:13:44,251 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:14:59,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:14:59,560 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9875 +2025-05-27 22:14:59,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_142.pth was removed +2025-05-27 22:15:00,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-05-27 22:15:00,655 - pyskl - INFO - Best top1_acc is 0.9191 at 143 epoch. +2025-05-27 22:15:00,657 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9191, top5_acc: 0.9875 +2025-05-27 22:16:03,985 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:06:27, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9396, loss: 0.9396 +2025-05-27 22:16:46,765 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:05:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0064, loss: 1.0064 +2025-05-27 22:17:29,473 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:05:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9945, loss: 0.9945 +2025-05-27 22:18:12,242 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0313, loss: 1.0313 +2025-05-27 22:18:55,020 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-05-27 22:19:37,670 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:02:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-05-27 22:20:20,382 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2025-05-27 22:21:03,162 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:01:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9909, loss: 0.9909 +2025-05-27 22:21:45,813 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2025-05-27 22:22:28,337 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:59:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 22:23:11,063 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0206, loss: 1.0206 +2025-05-27 22:23:53,827 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2025-05-27 22:24:36,609 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:57:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-27 22:25:19,413 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 22:26:02,136 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-05-27 22:26:44,914 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2025-05-27 22:27:27,650 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:54:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9923, loss: 0.9923 +2025-05-27 22:28:10,497 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:54:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 22:28:53,366 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9817, loss: 0.9817 +2025-05-27 22:29:36,010 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2025-05-27 22:30:18,815 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:51:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-27 22:31:01,694 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9918, loss: 0.9918 +2025-05-27 22:31:44,435 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-27 22:32:27,190 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:49:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-27 22:33:09,899 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 +2025-05-27 22:33:12,995 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 22:34:27,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:34:27,995 - pyskl - INFO - +top1_acc 0.9188 +top5_acc 0.9871 +2025-05-27 22:34:27,998 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9188, top5_acc: 0.9871 +2025-05-27 22:35:31,369 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:17, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-27 22:36:14,015 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9813, loss: 0.9813 +2025-05-27 22:36:56,662 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:46:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9864, loss: 0.9864 +2025-05-27 22:37:39,350 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0088, loss: 1.0088 +2025-05-27 22:38:22,044 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-27 22:39:04,831 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-05-27 22:39:47,640 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:43:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-27 22:40:30,403 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9887, loss: 0.9887 +2025-05-27 22:41:13,198 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0401, loss: 1.0401 +2025-05-27 22:41:56,026 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:41:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0084, loss: 1.0084 +2025-05-27 22:42:38,754 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2025-05-27 22:43:21,351 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0151, loss: 1.0151 +2025-05-27 22:44:04,206 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-05-27 22:44:46,843 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:38:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-05-27 22:45:29,463 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9933, loss: 0.9933 +2025-05-27 22:46:12,151 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9777, loss: 0.9777 +2025-05-27 22:46:54,726 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 22:47:37,394 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:35:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9858, loss: 0.9858 +2025-05-27 22:48:20,109 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9916, loss: 0.9916 +2025-05-27 22:49:02,776 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0065, loss: 1.0065 +2025-05-27 22:49:45,550 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:33:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9924, loss: 0.9924 +2025-05-27 22:50:28,449 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9928, loss: 0.9928 +2025-05-27 22:51:11,456 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0005, loss: 1.0005 +2025-05-27 22:51:54,206 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 22:52:36,908 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:30:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9946, loss: 0.9946 +2025-05-27 22:52:39,963 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:01:14,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:01:15,056 - pyskl - INFO - +top1_acc 0.9184 +top5_acc 0.9872 +2025-05-27 23:01:15,059 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9184, top5_acc: 0.9872 +2025-05-27 23:02:20,420 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:07, time: 0.654, data_time: 0.223, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2025-05-27 23:03:03,565 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0008, loss: 1.0008 +2025-05-27 23:03:46,657 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9814, loss: 0.9814 +2025-05-27 23:04:29,765 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:27:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 23:05:12,926 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0001, loss: 1.0001 +2025-05-27 23:05:56,011 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0077, loss: 1.0077 +2025-05-27 23:06:39,224 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:25:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2025-05-27 23:07:22,462 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9839, loss: 0.9839 +2025-05-27 23:08:05,517 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9827, loss: 0.9827 +2025-05-27 23:08:48,606 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0288, loss: 1.0288 +2025-05-27 23:09:31,687 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:22:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0002, loss: 1.0002 +2025-05-27 23:10:14,847 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 23:10:57,938 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0312, loss: 1.0312 +2025-05-27 23:11:40,982 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0062, loss: 1.0062 +2025-05-27 23:12:24,007 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:19:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9842, loss: 0.9842 +2025-05-27 23:13:07,044 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 23:13:50,207 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2025-05-27 23:14:33,331 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:17:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-27 23:15:16,525 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0040, loss: 1.0040 +2025-05-27 23:15:59,744 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-05-27 23:16:42,959 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2025-05-27 23:17:26,143 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:14:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2025-05-27 23:18:09,219 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2025-05-27 23:18:52,259 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 23:19:35,782 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9809, loss: 0.9809 +2025-05-27 23:19:38,947 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-27 23:20:55,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:20:55,485 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9874 +2025-05-27 23:20:55,489 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9191, top5_acc: 0.9874 +2025-05-27 23:22:00,149 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:11:57, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9876, loss: 0.9876 +2025-05-27 23:22:43,289 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 23:23:26,323 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2025-05-27 23:24:09,621 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0019, loss: 1.0019 +2025-05-27 23:24:52,869 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9803, loss: 0.9803 +2025-05-27 23:25:36,030 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2025-05-27 23:26:19,148 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-27 23:27:02,218 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:06:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-05-27 23:27:45,203 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9815, loss: 0.9815 +2025-05-27 23:28:28,278 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0005, loss: 1.0005 +2025-05-27 23:29:11,423 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 23:29:54,613 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:03:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0056, loss: 1.0056 +2025-05-27 23:30:37,731 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 23:31:20,822 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-27 23:32:03,889 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9956, loss: 0.9956 +2025-05-27 23:32:47,025 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-27 23:33:29,887 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9914, loss: 0.9914 +2025-05-27 23:34:12,945 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2025-05-27 23:34:56,288 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:58:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-27 23:35:39,560 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0011, loss: 1.0011 +2025-05-27 23:36:22,623 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2025-05-27 23:37:05,616 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9900, loss: 0.9900 +2025-05-27 23:37:48,575 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0275, loss: 1.0275 +2025-05-27 23:38:31,564 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9813, loss: 0.9813 +2025-05-27 23:39:14,504 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9822, loss: 0.9822 +2025-05-27 23:39:17,657 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-27 23:40:33,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:40:34,061 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9872 +2025-05-27 23:40:34,064 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9181, top5_acc: 0.9872 +2025-05-27 23:41:39,447 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:47, time: 0.654, data_time: 0.221, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-05-27 23:42:22,606 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-27 23:43:05,692 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-05-27 23:43:48,859 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9941, loss: 0.9941 +2025-05-27 23:44:32,020 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:50:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 23:45:15,285 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2025-05-27 23:45:58,555 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9847, loss: 0.9847 +2025-05-27 23:46:41,848 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-27 23:47:25,047 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:47:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2025-05-27 23:48:08,317 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2025-05-27 23:48:51,490 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9930, loss: 0.9930 +2025-05-27 23:49:34,750 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2025-05-27 23:50:17,837 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2025-05-27 23:51:00,902 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-05-27 23:51:44,037 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9904, loss: 0.9904 +2025-05-27 23:52:27,152 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:42:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9580, loss: 0.9580 +2025-05-27 23:53:10,452 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9935, loss: 0.9935 +2025-05-27 23:53:53,667 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0255, loss: 1.0255 +2025-05-27 23:54:36,928 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0105, loss: 1.0105 +2025-05-27 23:55:20,182 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9871, loss: 0.9871 +2025-05-27 23:56:03,431 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2025-05-27 23:56:46,548 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2025-05-27 23:57:29,753 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-05-27 23:58:12,991 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 23:58:56,188 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 23:58:59,299 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:00:15,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:00:15,417 - pyskl - INFO - +top1_acc 0.9179 +top5_acc 0.9872 +2025-05-28 00:00:15,420 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9179, top5_acc: 0.9872 +2025-05-28 00:01:20,143 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:37, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-05-28 00:02:03,142 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9876, loss: 0.9876 +2025-05-28 00:02:46,149 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2025-05-28 00:03:29,271 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-28 00:04:12,356 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9967, loss: 0.9967 +2025-05-28 00:04:55,407 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9810, loss: 0.9810 +2025-05-28 00:05:38,396 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-28 00:06:21,485 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2025-05-28 00:07:04,521 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0201, loss: 1.0201 +2025-05-28 00:07:47,559 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9645, loss: 0.9645 +2025-05-28 00:08:30,592 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 +2025-05-28 00:09:13,628 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2025-05-28 00:09:56,606 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-28 00:10:39,663 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0071, loss: 1.0071 +2025-05-28 00:11:22,703 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-28 00:12:05,783 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9914, loss: 0.9914 +2025-05-28 00:12:49,014 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-28 00:13:32,086 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9985, loss: 0.9985 +2025-05-28 00:14:15,140 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-05-28 00:14:58,232 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2025-05-28 00:15:41,131 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2025-05-28 00:16:23,969 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0481, loss: 1.0481 +2025-05-28 00:17:06,854 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9778, loss: 0.9778 +2025-05-28 00:17:49,903 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0007, loss: 1.0007 +2025-05-28 00:18:32,943 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0118, loss: 1.0118 +2025-05-28 00:18:36,122 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 00:19:52,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:19:52,155 - pyskl - INFO - +top1_acc 0.9185 +top5_acc 0.9872 +2025-05-28 00:19:52,158 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9185, top5_acc: 0.9872 +2025-05-28 00:20:57,243 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:26, time: 0.651, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9798, loss: 0.9798 +2025-05-28 00:21:40,323 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2025-05-28 00:22:23,519 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2025-05-28 00:23:06,575 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-28 00:23:49,743 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9969, loss: 0.9969 +2025-05-28 00:24:32,846 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-28 00:25:15,941 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2025-05-28 00:25:59,046 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-28 00:26:42,262 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 +2025-05-28 00:27:25,352 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-28 00:28:08,344 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9970, loss: 0.9970 +2025-05-28 00:28:51,441 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9964, loss: 0.9964 +2025-05-28 00:29:34,524 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-28 00:30:17,560 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0143, loss: 1.0143 +2025-05-28 00:31:00,592 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-05-28 00:31:43,592 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2025-05-28 00:32:26,842 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-28 00:33:09,980 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9590, loss: 0.9590 +2025-05-28 00:33:53,109 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0064, loss: 1.0064 +2025-05-28 00:34:36,103 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9600, loss: 0.9600 +2025-05-28 00:35:19,116 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2025-05-28 00:36:02,264 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9959, loss: 0.9959 +2025-05-28 00:36:45,432 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9907, loss: 0.9907 +2025-05-28 00:37:28,531 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-28 00:38:11,535 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0007, loss: 1.0007 +2025-05-28 00:38:14,640 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 00:39:30,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:39:30,571 - pyskl - INFO - +top1_acc 0.9186 +top5_acc 0.9873 +2025-05-28 00:39:30,574 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9186, top5_acc: 0.9873 +2025-05-28 00:39:38,598 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 00:48:57,161 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 00:48:57,162 - pyskl - INFO - top1_acc: 0.9198 +2025-05-28 00:48:57,162 - pyskl - INFO - top5_acc: 0.9876 +2025-05-28 00:48:57,162 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_143.pth +2025-05-28 00:58:16,872 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 00:58:16,872 - pyskl - INFO - top1_acc: 0.9210 +2025-05-28 00:58:16,872 - pyskl - INFO - top5_acc: 0.9880 diff --git a/ntu60_xsub/j_2/best_pred.pkl b/ntu60_xsub/j_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..2724892e782979b87d33ccec1691a23513cb5717 --- /dev/null +++ b/ntu60_xsub/j_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4f38fd32e32b83b91c3996fb5e1b5988a7a8344d763072ab71208f1cffd2e7f +size 6638705 diff --git a/ntu60_xsub/j_2/best_top1_acc_epoch_143.pth b/ntu60_xsub/j_2/best_top1_acc_epoch_143.pth new file mode 100644 index 0000000000000000000000000000000000000000..a4560fd8e801e8430de862084608c7b1ed8a95d7 --- /dev/null +++ b/ntu60_xsub/j_2/best_top1_acc_epoch_143.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6a286635e5c36c6ba3c2319dd58c38b8daf4183f09bc896941c0b215b5fb977a +size 16153947 diff --git a/ntu60_xsub/jm/20250528_102204.log b/ntu60_xsub/jm/20250528_102204.log new file mode 100644 index 0000000000000000000000000000000000000000..cc84c07ab542ec445f7a37d036693e0ffa4c8c76 --- /dev/null +++ b/ntu60_xsub/jm/20250528_102204.log @@ -0,0 +1,4983 @@ +2025-05-28 10:22:04,636 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-28 10:22:04,947 - pyskl - INFO - Config: modality = 'jm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/jm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='jm', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/jm', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-28 10:22:04,948 - pyskl - INFO - Set random seed to 320132686, deterministic: False +2025-05-28 10:22:14,935 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-28 10:22:20,594 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 10:22:20,619 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm +2025-05-28 10:22:20,619 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-28 10:22:20,619 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-28 10:22:20,619 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm by HardDiskBackend. +2025-05-28 10:23:25,218 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:25:41, time: 0.646, data_time: 0.212, memory: 13125, top1_acc: 0.0306, top5_acc: 0.1294, loss_cls: 11.1481, loss: 11.1481 +2025-05-28 10:24:07,905 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 7:58:45, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0444, top5_acc: 0.1825, loss_cls: 9.8788, loss: 9.8788 +2025-05-28 10:24:50,699 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:11:32, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0575, top5_acc: 0.2350, loss_cls: 9.6093, loss: 9.6093 +2025-05-28 10:25:33,386 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:15:53, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0700, top5_acc: 0.3131, loss_cls: 9.2733, loss: 9.2733 +2025-05-28 10:26:16,028 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:05:39, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.0906, top5_acc: 0.3500, loss_cls: 8.9594, loss: 8.9594 +2025-05-28 10:26:58,895 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:20:57, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0963, top5_acc: 0.3538, loss_cls: 8.7536, loss: 8.7536 +2025-05-28 10:27:41,673 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:48:00, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1263, top5_acc: 0.4000, loss_cls: 8.6100, loss: 8.6100 +2025-05-28 10:28:24,402 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:22:44, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1344, top5_acc: 0.4244, loss_cls: 8.4838, loss: 8.4838 +2025-05-28 10:29:07,491 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:05:26, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1806, top5_acc: 0.4819, loss_cls: 8.2078, loss: 8.2078 +2025-05-28 10:29:50,382 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:50:12, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1913, top5_acc: 0.5188, loss_cls: 7.9965, loss: 7.9965 +2025-05-28 10:30:33,169 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:37:02, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2200, top5_acc: 0.5587, loss_cls: 7.7221, loss: 7.7221 +2025-05-28 10:31:16,092 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:26:38, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2369, top5_acc: 0.5800, loss_cls: 7.5583, loss: 7.5583 +2025-05-28 10:31:58,960 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:17:28, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2525, top5_acc: 0.6212, loss_cls: 7.3827, loss: 7.3827 +2025-05-28 10:32:41,809 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:09:25, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2894, top5_acc: 0.6488, loss_cls: 7.2257, loss: 7.2257 +2025-05-28 10:33:24,649 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:02:19, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3013, top5_acc: 0.6669, loss_cls: 7.0725, loss: 7.0725 +2025-05-28 10:34:07,797 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 21:57:12, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.3088, top5_acc: 0.6963, loss_cls: 6.9394, loss: 6.9394 +2025-05-28 10:34:50,619 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:51:25, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3275, top5_acc: 0.6987, loss_cls: 6.8193, loss: 6.8193 +2025-05-28 10:35:33,639 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:46:53, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.3569, top5_acc: 0.7425, loss_cls: 6.4870, loss: 6.4870 +2025-05-28 10:36:16,541 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:42:22, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3488, top5_acc: 0.7394, loss_cls: 6.5894, loss: 6.5894 +2025-05-28 10:36:59,420 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:38:09, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3881, top5_acc: 0.7675, loss_cls: 6.3727, loss: 6.3727 +2025-05-28 10:37:42,276 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:34:12, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.4113, top5_acc: 0.7881, loss_cls: 6.2582, loss: 6.2582 +2025-05-28 10:38:25,242 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:30:51, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4156, top5_acc: 0.7688, loss_cls: 6.2394, loss: 6.2394 +2025-05-28 10:39:08,092 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:27:26, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.4587, top5_acc: 0.8131, loss_cls: 5.9713, loss: 5.9713 +2025-05-28 10:39:51,098 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:24:38, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4244, top5_acc: 0.8163, loss_cls: 6.1098, loss: 6.1098 +2025-05-28 10:40:34,127 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:22:04, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4794, top5_acc: 0.8419, loss_cls: 5.7157, loss: 5.7157 +2025-05-28 10:40:37,227 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-28 10:41:53,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 10:41:53,751 - pyskl - INFO - +top1_acc 0.4539 +top5_acc 0.8219 +2025-05-28 10:41:54,833 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-28 10:41:54,835 - pyskl - INFO - Best top1_acc is 0.4539 at 1 epoch. +2025-05-28 10:41:54,840 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4539, top5_acc: 0.8219 +2025-05-28 10:42:59,612 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:05:13, time: 0.648, data_time: 0.215, memory: 13126, top1_acc: 0.4681, top5_acc: 0.8244, loss_cls: 5.7919, loss: 5.7919 +2025-05-28 10:43:42,503 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:00:54, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4794, top5_acc: 0.8619, loss_cls: 5.7054, loss: 5.7054 +2025-05-28 10:44:25,362 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 21:56:46, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4856, top5_acc: 0.8431, loss_cls: 5.6819, loss: 5.6819 +2025-05-28 10:45:08,143 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:52:43, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4994, top5_acc: 0.8444, loss_cls: 5.6038, loss: 5.6038 +2025-05-28 10:45:51,002 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:49:02, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5206, top5_acc: 0.8494, loss_cls: 5.5865, loss: 5.5865 +2025-05-28 10:46:33,626 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:45:05, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.5238, top5_acc: 0.8688, loss_cls: 5.4474, loss: 5.4474 +2025-05-28 10:47:16,283 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:41:23, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5500, top5_acc: 0.8806, loss_cls: 5.3418, loss: 5.3418 +2025-05-28 10:47:58,952 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:37:54, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5675, top5_acc: 0.8744, loss_cls: 5.2246, loss: 5.2246 +2025-05-28 10:48:41,645 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:34:37, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5581, top5_acc: 0.8962, loss_cls: 5.1905, loss: 5.1905 +2025-05-28 10:49:24,352 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:31:30, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5569, top5_acc: 0.8756, loss_cls: 5.2292, loss: 5.2292 +2025-05-28 10:50:07,108 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:28:37, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5594, top5_acc: 0.8988, loss_cls: 5.2069, loss: 5.2069 +2025-05-28 10:50:49,936 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:25:58, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5831, top5_acc: 0.9000, loss_cls: 4.9441, loss: 4.9441 +2025-05-28 10:51:32,738 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:23:22, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5875, top5_acc: 0.8912, loss_cls: 5.1226, loss: 5.1226 +2025-05-28 10:52:15,883 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:21:25, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.6162, top5_acc: 0.8981, loss_cls: 4.9911, loss: 4.9911 +2025-05-28 10:52:58,722 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:19:03, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6162, top5_acc: 0.9075, loss_cls: 4.9598, loss: 4.9598 +2025-05-28 10:53:41,549 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:16:45, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6381, top5_acc: 0.9181, loss_cls: 4.6963, loss: 4.6963 +2025-05-28 10:54:24,333 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:14:27, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6156, top5_acc: 0.9125, loss_cls: 4.7709, loss: 4.7709 +2025-05-28 10:55:07,013 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:12:05, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5981, top5_acc: 0.9062, loss_cls: 4.8641, loss: 4.8641 +2025-05-28 10:55:49,774 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:09:55, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6119, top5_acc: 0.9219, loss_cls: 4.7978, loss: 4.7978 +2025-05-28 10:56:32,556 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:07:49, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6238, top5_acc: 0.9175, loss_cls: 4.7722, loss: 4.7722 +2025-05-28 10:57:15,281 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:05:43, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6150, top5_acc: 0.9163, loss_cls: 4.7764, loss: 4.7764 +2025-05-28 10:57:58,008 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:03:41, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6212, top5_acc: 0.9100, loss_cls: 4.8461, loss: 4.8461 +2025-05-28 10:58:40,754 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:01:43, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6200, top5_acc: 0.9200, loss_cls: 4.6919, loss: 4.6919 +2025-05-28 10:59:23,474 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 20:59:47, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.6519, top5_acc: 0.9219, loss_cls: 4.8071, loss: 4.8071 +2025-05-28 11:00:06,306 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 20:58:02, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6350, top5_acc: 0.9200, loss_cls: 4.7752, loss: 4.7752 +2025-05-28 11:00:09,411 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-28 11:01:25,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:01:26,029 - pyskl - INFO - +top1_acc 0.6446 +top5_acc 0.9222 +2025-05-28 11:01:26,099 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_1.pth was removed +2025-05-28 11:01:27,198 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-28 11:01:27,199 - pyskl - INFO - Best top1_acc is 0.6446 at 2 epoch. +2025-05-28 11:01:27,202 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6446, top5_acc: 0.9222 +2025-05-28 11:02:32,275 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:19:59, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9281, loss_cls: 4.5859, loss: 4.5859 +2025-05-28 11:03:15,452 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:18:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6369, top5_acc: 0.9137, loss_cls: 4.6517, loss: 4.6517 +2025-05-28 11:03:58,293 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:16:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9219, loss_cls: 4.7136, loss: 4.7136 +2025-05-28 11:04:41,161 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:14:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6500, top5_acc: 0.9256, loss_cls: 4.5912, loss: 4.5912 +2025-05-28 11:05:23,981 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 4.5006, loss: 4.5006 +2025-05-28 11:06:06,738 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:10:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6606, top5_acc: 0.9256, loss_cls: 4.5042, loss: 4.5042 +2025-05-28 11:06:49,508 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:08:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9275, loss_cls: 4.5588, loss: 4.5588 +2025-05-28 11:07:32,362 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:06:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6669, top5_acc: 0.9337, loss_cls: 4.5075, loss: 4.5075 +2025-05-28 11:08:15,038 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6619, top5_acc: 0.9156, loss_cls: 4.6550, loss: 4.6550 +2025-05-28 11:08:57,821 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:02:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9325, loss_cls: 4.4649, loss: 4.4649 +2025-05-28 11:09:40,604 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:00:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9287, loss_cls: 4.3399, loss: 4.3399 +2025-05-28 11:10:23,377 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 20:58:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9413, loss_cls: 4.4329, loss: 4.4329 +2025-05-28 11:11:06,141 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 20:57:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9456, loss_cls: 4.4106, loss: 4.4106 +2025-05-28 11:11:48,989 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:55:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6744, top5_acc: 0.9275, loss_cls: 4.4391, loss: 4.4391 +2025-05-28 11:12:31,729 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:53:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9369, loss_cls: 4.4443, loss: 4.4443 +2025-05-28 11:13:14,470 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:52:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9537, loss_cls: 4.2065, loss: 4.2065 +2025-05-28 11:13:57,236 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:50:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9481, loss_cls: 4.2017, loss: 4.2017 +2025-05-28 11:14:40,061 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:49:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6850, top5_acc: 0.9456, loss_cls: 4.3372, loss: 4.3372 +2025-05-28 11:15:22,908 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:47:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9456, loss_cls: 4.2740, loss: 4.2740 +2025-05-28 11:16:05,666 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:45:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9506, loss_cls: 4.1921, loss: 4.1921 +2025-05-28 11:16:48,478 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:44:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6837, top5_acc: 0.9400, loss_cls: 4.4009, loss: 4.4009 +2025-05-28 11:17:31,217 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:42:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9369, loss_cls: 4.3589, loss: 4.3589 +2025-05-28 11:18:14,031 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:41:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9463, loss_cls: 4.1858, loss: 4.1858 +2025-05-28 11:18:56,775 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:40:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 4.1156, loss: 4.1156 +2025-05-28 11:19:39,501 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:38:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9419, loss_cls: 4.1788, loss: 4.1788 +2025-05-28 11:19:42,710 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-28 11:20:59,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:20:59,185 - pyskl - INFO - +top1_acc 0.6509 +top5_acc 0.9067 +2025-05-28 11:20:59,262 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_2.pth was removed +2025-05-28 11:21:00,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-28 11:21:00,401 - pyskl - INFO - Best top1_acc is 0.6509 at 3 epoch. +2025-05-28 11:21:00,404 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6509, top5_acc: 0.9067 +2025-05-28 11:22:05,088 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:52:39, time: 0.647, data_time: 0.215, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9494, loss_cls: 4.1269, loss: 4.1269 +2025-05-28 11:22:48,045 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:51:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 4.0913, loss: 4.0913 +2025-05-28 11:23:30,753 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:49:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 3.9390, loss: 3.9390 +2025-05-28 11:24:13,429 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:47:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 4.1849, loss: 4.1849 +2025-05-28 11:24:56,174 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:46:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9444, loss_cls: 4.1931, loss: 4.1931 +2025-05-28 11:25:38,804 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:44:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 4.0596, loss: 4.0596 +2025-05-28 11:26:21,476 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:43:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9394, loss_cls: 4.0446, loss: 4.0446 +2025-05-28 11:27:04,235 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:41:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 4.0716, loss: 4.0716 +2025-05-28 11:27:46,884 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9444, loss_cls: 4.1846, loss: 4.1846 +2025-05-28 11:28:29,553 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:38:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9550, loss_cls: 4.0361, loss: 4.0361 +2025-05-28 11:29:12,257 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:37:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 4.0916, loss: 4.0916 +2025-05-28 11:29:54,909 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:35:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9506, loss_cls: 4.1266, loss: 4.1266 +2025-05-28 11:30:37,573 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:34:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9456, loss_cls: 4.0645, loss: 4.0645 +2025-05-28 11:31:20,187 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:32:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.0437, loss: 4.0437 +2025-05-28 11:32:02,916 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 4.1077, loss: 4.1077 +2025-05-28 11:32:45,569 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 3.9522, loss: 3.9522 +2025-05-28 11:33:28,240 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:28:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 4.1142, loss: 4.1142 +2025-05-28 11:34:10,940 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:27:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.0507, loss: 4.0507 +2025-05-28 11:34:53,567 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:25:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 3.9543, loss: 3.9543 +2025-05-28 11:35:36,230 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:24:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 3.8961, loss: 3.8961 +2025-05-28 11:36:18,862 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:23:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9569, loss_cls: 3.9900, loss: 3.9900 +2025-05-28 11:37:01,496 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:21:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 4.0680, loss: 4.0680 +2025-05-28 11:37:44,153 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:20:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9563, loss_cls: 4.0378, loss: 4.0378 +2025-05-28 11:38:26,836 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:19:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9631, loss_cls: 4.0041, loss: 4.0041 +2025-05-28 11:39:09,597 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:17:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 3.9643, loss: 3.9643 +2025-05-28 11:39:12,684 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-28 11:40:29,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:40:29,128 - pyskl - INFO - +top1_acc 0.6928 +top5_acc 0.9394 +2025-05-28 11:40:29,200 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_3.pth was removed +2025-05-28 11:40:30,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-28 11:40:30,257 - pyskl - INFO - Best top1_acc is 0.6928 at 4 epoch. +2025-05-28 11:40:30,260 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6928, top5_acc: 0.9394 +2025-05-28 11:41:34,988 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:28:14, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9544, loss_cls: 3.9790, loss: 3.9790 +2025-05-28 11:42:18,170 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:27:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 3.8442, loss: 3.8442 +2025-05-28 11:43:01,220 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:26:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 3.9580, loss: 3.9580 +2025-05-28 11:43:44,401 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:24:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9544, loss_cls: 3.9748, loss: 3.9748 +2025-05-28 11:44:27,377 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:23:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 3.9184, loss: 3.9184 +2025-05-28 11:45:10,146 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:22:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9625, loss_cls: 3.8028, loss: 3.8028 +2025-05-28 11:45:52,791 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:21:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.8705, loss: 3.8705 +2025-05-28 11:46:35,497 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:19:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9537, loss_cls: 3.9281, loss: 3.9281 +2025-05-28 11:47:18,208 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:18:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 3.9612, loss: 3.9612 +2025-05-28 11:48:00,816 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:17:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 4.0179, loss: 4.0179 +2025-05-28 11:48:43,416 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:15:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9631, loss_cls: 3.9820, loss: 3.9820 +2025-05-28 11:49:26,059 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:14:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 3.8781, loss: 3.8781 +2025-05-28 11:50:08,690 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:13:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 3.9050, loss: 3.9050 +2025-05-28 11:50:51,376 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:12:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 3.9102, loss: 3.9102 +2025-05-28 11:51:33,990 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:10:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 3.9169, loss: 3.9169 +2025-05-28 11:52:16,684 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:09:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.8323, loss: 3.8323 +2025-05-28 11:52:59,273 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:08:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.7713, loss: 3.7713 +2025-05-28 11:53:41,909 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:07:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9625, loss_cls: 3.8234, loss: 3.8234 +2025-05-28 11:54:24,538 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:05:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 3.9175, loss: 3.9175 +2025-05-28 11:55:07,224 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:04:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 3.8556, loss: 3.8556 +2025-05-28 11:55:49,817 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:03:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 3.7715, loss: 3.7715 +2025-05-28 11:56:32,431 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:02:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 3.8802, loss: 3.8802 +2025-05-28 11:57:15,058 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:00:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.7374, loss: 3.7374 +2025-05-28 11:57:57,776 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 19:59:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 3.7819, loss: 3.7819 +2025-05-28 11:58:40,431 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 19:58:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 3.9204, loss: 3.9204 +2025-05-28 11:58:43,494 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-28 12:07:32,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:07:32,433 - pyskl - INFO - +top1_acc 0.6682 +top5_acc 0.9050 +2025-05-28 12:07:32,435 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6682, top5_acc: 0.9050 +2025-05-28 12:08:35,485 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:05:57, time: 0.630, data_time: 0.205, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 3.7674, loss: 3.7674 +2025-05-28 12:09:18,217 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:04:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 3.8780, loss: 3.8780 +2025-05-28 12:10:01,070 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:03:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 3.9417, loss: 3.9417 +2025-05-28 12:10:43,937 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:02:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.7788, loss: 3.7788 +2025-05-28 12:11:26,724 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:01:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9625, loss_cls: 3.8105, loss: 3.8105 +2025-05-28 12:12:09,569 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:00:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.8056, loss: 3.8056 +2025-05-28 12:12:52,218 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 19:59:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8208, loss: 3.8208 +2025-05-28 12:13:35,021 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 19:57:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.7030, loss: 3.7030 +2025-05-28 12:14:17,828 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 19:56:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.6289, loss: 3.6289 +2025-05-28 12:15:01,005 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 19:55:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.8170, loss: 3.8170 +2025-05-28 12:15:43,955 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:54:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 3.7851, loss: 3.7851 +2025-05-28 12:16:26,759 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:53:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.6682, loss: 3.6682 +2025-05-28 12:17:09,563 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:52:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.6630, loss: 3.6630 +2025-05-28 12:17:52,376 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:51:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 3.7807, loss: 3.7807 +2025-05-28 12:18:35,254 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:50:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.6912, loss: 3.6912 +2025-05-28 12:19:18,666 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:49:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 3.5971, loss: 3.5971 +2025-05-28 12:20:01,598 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:48:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 3.6947, loss: 3.6947 +2025-05-28 12:20:44,265 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:47:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9675, loss_cls: 3.6875, loss: 3.6875 +2025-05-28 12:21:27,058 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:46:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7451, loss: 3.7451 +2025-05-28 12:22:09,775 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 3.7295, loss: 3.7295 +2025-05-28 12:22:52,454 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:44:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 3.6659, loss: 3.6659 +2025-05-28 12:23:35,128 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 3.8978, loss: 3.8978 +2025-05-28 12:24:17,885 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:42:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.6556, loss: 3.6556 +2025-05-28 12:25:00,552 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:41:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 3.8504, loss: 3.8504 +2025-05-28 12:25:43,428 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:40:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 3.7220, loss: 3.7220 +2025-05-28 12:25:46,538 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-28 12:27:02,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:27:02,565 - pyskl - INFO - +top1_acc 0.6725 +top5_acc 0.9191 +2025-05-28 12:27:02,568 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6725, top5_acc: 0.9191 +2025-05-28 12:28:06,434 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:46:21, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.7365, loss: 3.7365 +2025-05-28 12:28:49,113 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:45:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9656, loss_cls: 3.6485, loss: 3.6485 +2025-05-28 12:29:31,864 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:44:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.5660, loss: 3.5660 +2025-05-28 12:30:14,628 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:43:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 3.7084, loss: 3.7084 +2025-05-28 12:30:57,318 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:41:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 3.5761, loss: 3.5761 +2025-05-28 12:31:40,050 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:40:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.6950, loss: 3.6950 +2025-05-28 12:32:22,728 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:39:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 3.6728, loss: 3.6728 +2025-05-28 12:33:05,568 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.6823, loss: 3.6823 +2025-05-28 12:33:48,283 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:37:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.4838, loss: 3.4838 +2025-05-28 12:34:30,951 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:36:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9669, loss_cls: 3.7602, loss: 3.7602 +2025-05-28 12:35:13,595 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:35:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.6546, loss: 3.6546 +2025-05-28 12:35:56,296 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:34:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 3.5834, loss: 3.5834 +2025-05-28 12:36:38,991 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:33:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 3.7187, loss: 3.7187 +2025-05-28 12:37:21,706 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:32:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 3.7523, loss: 3.7523 +2025-05-28 12:38:04,408 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:31:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 3.6329, loss: 3.6329 +2025-05-28 12:38:47,151 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:30:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.6284, loss: 3.6284 +2025-05-28 12:39:29,883 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:29:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 3.8594, loss: 3.8594 +2025-05-28 12:40:12,694 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:28:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 3.7527, loss: 3.7527 +2025-05-28 12:40:55,457 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:27:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.6357, loss: 3.6357 +2025-05-28 12:41:38,123 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:26:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 3.6375, loss: 3.6375 +2025-05-28 12:42:20,878 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 3.7159, loss: 3.7159 +2025-05-28 12:43:03,653 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:24:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.6023, loss: 3.6023 +2025-05-28 12:43:46,405 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:23:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.6603, loss: 3.6603 +2025-05-28 12:44:29,150 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:22:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.5556, loss: 3.5556 +2025-05-28 12:45:11,952 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:21:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.6282, loss: 3.6282 +2025-05-28 12:45:15,022 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-28 12:46:30,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:46:30,862 - pyskl - INFO - +top1_acc 0.7289 +top5_acc 0.9437 +2025-05-28 12:46:30,917 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_4.pth was removed +2025-05-28 12:46:31,962 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-28 12:46:31,963 - pyskl - INFO - Best top1_acc is 0.7289 at 7 epoch. +2025-05-28 12:46:31,965 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7289, top5_acc: 0.9437 +2025-05-28 12:47:35,244 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:26:08, time: 0.633, data_time: 0.207, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.6230, loss: 3.6230 +2025-05-28 12:48:17,692 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:25:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 3.4741, loss: 3.4741 +2025-05-28 12:49:00,399 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:23:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 3.7413, loss: 3.7413 +2025-05-28 12:49:43,233 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.4930, loss: 3.4930 +2025-05-28 12:50:25,999 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:21:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.5720, loss: 3.5720 +2025-05-28 12:51:08,741 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:20:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.5551, loss: 3.5551 +2025-05-28 12:51:51,481 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:19:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 3.7182, loss: 3.7182 +2025-05-28 12:52:34,121 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:18:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 3.6452, loss: 3.6452 +2025-05-28 12:53:16,753 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:17:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.5252, loss: 3.5252 +2025-05-28 12:53:59,461 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:16:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.6407, loss: 3.6407 +2025-05-28 12:54:42,128 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:15:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.5410, loss: 3.5410 +2025-05-28 12:55:24,845 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:14:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9738, loss_cls: 3.5154, loss: 3.5154 +2025-05-28 12:56:07,618 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.4492, loss: 3.4492 +2025-05-28 12:56:50,245 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:12:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.6612, loss: 3.6612 +2025-05-28 12:57:32,945 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:11:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.5452, loss: 3.5452 +2025-05-28 12:58:15,631 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:10:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.5339, loss: 3.5339 +2025-05-28 12:58:58,325 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:09:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.5959, loss: 3.5959 +2025-05-28 12:59:40,988 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:08:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.5210, loss: 3.5210 +2025-05-28 13:00:23,686 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:07:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.5317, loss: 3.5317 +2025-05-28 13:01:06,288 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:06:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 3.7084, loss: 3.7084 +2025-05-28 13:01:48,952 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.6928, loss: 3.6928 +2025-05-28 13:02:31,635 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:04:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.4864, loss: 3.4864 +2025-05-28 13:03:14,310 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:03:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 3.5190, loss: 3.5190 +2025-05-28 13:03:56,976 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:02:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 3.5786, loss: 3.5786 +2025-05-28 13:04:39,701 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:01:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.5730, loss: 3.5730 +2025-05-28 13:04:42,806 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-28 13:05:58,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:05:58,809 - pyskl - INFO - +top1_acc 0.6963 +top5_acc 0.9241 +2025-05-28 13:05:58,812 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.6963, top5_acc: 0.9241 +2025-05-28 13:07:02,326 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:06:11, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5139, loss: 3.5139 +2025-05-28 13:07:45,113 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:05:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.5151, loss: 3.5151 +2025-05-28 13:08:27,926 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:04:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.4152, loss: 3.4152 +2025-05-28 13:09:10,963 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:03:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 3.5413, loss: 3.5413 +2025-05-28 13:09:53,648 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:02:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.5023, loss: 3.5023 +2025-05-28 13:10:36,315 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 3.6145, loss: 3.6145 +2025-05-28 13:11:19,079 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:00:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5600, loss: 3.5600 +2025-05-28 13:12:01,758 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 18:59:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.4688, loss: 3.4688 +2025-05-28 13:12:44,530 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 18:58:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.5415, loss: 3.5415 +2025-05-28 13:13:27,275 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 18:57:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.6532, loss: 3.6532 +2025-05-28 13:14:10,058 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 18:56:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.4947, loss: 3.4947 +2025-05-28 13:14:52,682 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 18:55:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 3.5517, loss: 3.5517 +2025-05-28 13:15:35,541 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 18:54:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.5172, loss: 3.5172 +2025-05-28 13:16:18,294 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 18:53:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.4646, loss: 3.4646 +2025-05-28 13:17:00,965 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 18:52:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.4320, loss: 3.4320 +2025-05-28 13:17:43,702 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:51:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.5042, loss: 3.5042 +2025-05-28 13:18:26,604 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:50:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.4817, loss: 3.4817 +2025-05-28 13:19:09,320 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:49:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 3.5370, loss: 3.5370 +2025-05-28 13:19:52,072 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:48:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 3.4809, loss: 3.4809 +2025-05-28 13:20:34,781 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:48:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.3927, loss: 3.3927 +2025-05-28 13:21:17,487 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:47:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 3.5611, loss: 3.5611 +2025-05-28 13:22:00,130 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:46:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.6446, loss: 3.6446 +2025-05-28 13:22:42,860 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:45:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.5805, loss: 3.5805 +2025-05-28 13:23:25,610 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:44:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.5118, loss: 3.5118 +2025-05-28 13:24:08,330 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:43:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.5665, loss: 3.5665 +2025-05-28 13:24:11,468 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-28 13:25:27,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:25:27,214 - pyskl - INFO - +top1_acc 0.7418 +top5_acc 0.9432 +2025-05-28 13:25:27,273 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_7.pth was removed +2025-05-28 13:25:28,340 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-28 13:25:28,341 - pyskl - INFO - Best top1_acc is 0.7418 at 9 epoch. +2025-05-28 13:25:28,343 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7418, top5_acc: 0.9432 +2025-05-28 13:26:31,865 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:47:03, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 3.4058, loss: 3.4058 +2025-05-28 13:27:14,667 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:46:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.3752, loss: 3.3752 +2025-05-28 13:27:57,418 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:45:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.4111, loss: 3.4111 +2025-05-28 13:28:40,210 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:44:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.4796, loss: 3.4796 +2025-05-28 13:29:22,867 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:43:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 3.4040, loss: 3.4040 +2025-05-28 13:30:05,578 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:42:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.5500, loss: 3.5500 +2025-05-28 13:30:48,269 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.4881, loss: 3.4881 +2025-05-28 13:31:31,036 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:40:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 3.5077, loss: 3.5077 +2025-05-28 13:32:13,893 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:39:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.6336, loss: 3.6336 +2025-05-28 13:32:56,625 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:38:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 3.4716, loss: 3.4716 +2025-05-28 13:33:39,268 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:37:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.6241, loss: 3.6241 +2025-05-28 13:34:21,919 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:36:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4325, loss: 3.4325 +2025-05-28 13:35:04,586 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:35:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.4380, loss: 3.4380 +2025-05-28 13:35:47,197 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:34:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.3753, loss: 3.3753 +2025-05-28 13:36:29,776 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:33:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.5270, loss: 3.5270 +2025-05-28 13:37:12,292 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:32:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.4525, loss: 3.4525 +2025-05-28 13:37:54,853 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:31:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.5046, loss: 3.5046 +2025-05-28 13:38:37,438 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:30:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 3.2907, loss: 3.2907 +2025-05-28 13:39:19,964 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:29:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.4387, loss: 3.4387 +2025-05-28 13:40:02,571 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:29:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9756, loss_cls: 3.3476, loss: 3.3476 +2025-05-28 13:40:45,320 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:28:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.3464, loss: 3.3464 +2025-05-28 13:41:28,069 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:27:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 3.6042, loss: 3.6042 +2025-05-28 13:42:10,860 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:26:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.3154, loss: 3.3154 +2025-05-28 13:42:53,694 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:25:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9775, loss_cls: 3.4094, loss: 3.4094 +2025-05-28 13:43:36,803 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:24:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.4067, loss: 3.4067 +2025-05-28 13:43:39,883 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-28 13:52:01,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:52:01,394 - pyskl - INFO - +top1_acc 0.7483 +top5_acc 0.9524 +2025-05-28 13:52:01,478 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_9.pth was removed +2025-05-28 13:52:02,509 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-28 13:52:02,510 - pyskl - INFO - Best top1_acc is 0.7483 at 10 epoch. +2025-05-28 13:52:02,514 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7483, top5_acc: 0.9524 +2025-05-28 13:53:06,379 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:27:56, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9788, loss_cls: 3.2579, loss: 3.2579 +2025-05-28 13:53:49,000 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:26:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.5231, loss: 3.5231 +2025-05-28 13:54:31,621 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:26:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.4814, loss: 3.4814 +2025-05-28 13:55:14,299 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.2434, loss: 3.2434 +2025-05-28 13:55:57,416 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:24:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.4239, loss: 3.4239 +2025-05-28 13:56:40,113 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:23:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.3847, loss: 3.3847 +2025-05-28 13:57:22,694 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:22:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.3799, loss: 3.3799 +2025-05-28 13:58:05,257 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:21:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.5162, loss: 3.5162 +2025-05-28 13:58:47,913 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:20:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.3298, loss: 3.3298 +2025-05-28 13:59:30,670 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:19:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.3856, loss: 3.3856 +2025-05-28 14:00:13,387 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:18:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.3579, loss: 3.3579 +2025-05-28 14:00:56,312 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:17:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.3333, loss: 3.3333 +2025-05-28 14:01:39,183 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:16:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.4519, loss: 3.4519 +2025-05-28 14:02:21,881 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:16:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4716, loss: 3.4716 +2025-05-28 14:03:04,614 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 3.3310, loss: 3.3310 +2025-05-28 14:03:47,250 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:14:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.4901, loss: 3.4901 +2025-05-28 14:04:29,943 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:13:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.3512, loss: 3.3512 +2025-05-28 14:05:12,629 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:12:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.3734, loss: 3.3734 +2025-05-28 14:05:55,417 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:11:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.4889, loss: 3.4889 +2025-05-28 14:06:38,166 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:10:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.3680, loss: 3.3680 +2025-05-28 14:07:20,982 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:09:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.4758, loss: 3.4758 +2025-05-28 14:08:03,801 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:08:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.4510, loss: 3.4510 +2025-05-28 14:08:46,568 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:07:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3737, loss: 3.3737 +2025-05-28 14:09:29,320 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:07:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.4171, loss: 3.4171 +2025-05-28 14:10:12,023 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:06:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9750, loss_cls: 3.3673, loss: 3.3673 +2025-05-28 14:10:15,174 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-28 14:11:31,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:11:31,211 - pyskl - INFO - +top1_acc 0.7781 +top5_acc 0.9603 +2025-05-28 14:11:31,285 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_10.pth was removed +2025-05-28 14:11:32,395 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-28 14:11:32,396 - pyskl - INFO - Best top1_acc is 0.7781 at 11 epoch. +2025-05-28 14:11:32,398 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7781, top5_acc: 0.9603 +2025-05-28 14:12:35,931 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:09:04, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.1672, loss: 3.1672 +2025-05-28 14:13:18,709 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:08:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 3.3667, loss: 3.3667 +2025-05-28 14:14:01,460 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:07:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.1714, loss: 3.1714 +2025-05-28 14:14:43,973 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:06:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.3498, loss: 3.3498 +2025-05-28 14:15:26,620 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:05:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.3728, loss: 3.3728 +2025-05-28 14:16:09,350 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:04:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.2971, loss: 3.2971 +2025-05-28 14:16:52,103 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:03:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.4694, loss: 3.4694 +2025-05-28 14:17:34,901 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:02:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.3145, loss: 3.3145 +2025-05-28 14:18:17,620 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:01:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.4867, loss: 3.4867 +2025-05-28 14:19:00,393 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:00:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.3338, loss: 3.3338 +2025-05-28 14:19:43,198 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.2908, loss: 3.2908 +2025-05-28 14:20:26,075 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:59:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.3554, loss: 3.3554 +2025-05-28 14:21:09,027 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:58:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.3237, loss: 3.3237 +2025-05-28 14:21:51,677 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 17:57:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.3002, loss: 3.3002 +2025-05-28 14:22:34,417 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 17:56:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.2984, loss: 3.2984 +2025-05-28 14:23:17,071 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 17:55:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.5160, loss: 3.5160 +2025-05-28 14:23:59,940 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 17:54:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 3.4535, loss: 3.4535 +2025-05-28 14:24:42,768 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 17:53:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.4131, loss: 3.4131 +2025-05-28 14:25:25,473 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 17:53:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.3964, loss: 3.3964 +2025-05-28 14:26:08,110 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 17:52:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.4085, loss: 3.4085 +2025-05-28 14:26:50,717 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 17:51:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.3539, loss: 3.3539 +2025-05-28 14:27:33,399 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 17:50:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.2700, loss: 3.2700 +2025-05-28 14:28:16,024 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:49:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.3870, loss: 3.3870 +2025-05-28 14:28:58,647 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:48:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.3615, loss: 3.3615 +2025-05-28 14:29:41,248 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:47:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.2050, loss: 3.2050 +2025-05-28 14:29:44,437 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-28 14:31:00,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:31:00,455 - pyskl - INFO - +top1_acc 0.8004 +top5_acc 0.9646 +2025-05-28 14:31:00,510 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_11.pth was removed +2025-05-28 14:31:01,542 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-28 14:31:01,542 - pyskl - INFO - Best top1_acc is 0.8004 at 12 epoch. +2025-05-28 14:31:01,545 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.8004, top5_acc: 0.9646 +2025-05-28 14:32:05,309 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 17:50:19, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2191, loss: 3.2191 +2025-05-28 14:32:48,023 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:49:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.2598, loss: 3.2598 +2025-05-28 14:33:30,619 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:48:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.4149, loss: 3.4149 +2025-05-28 14:34:13,374 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:47:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.2068, loss: 3.2068 +2025-05-28 14:34:56,133 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:46:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.2479, loss: 3.2479 +2025-05-28 14:35:38,865 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:45:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.3543, loss: 3.3543 +2025-05-28 14:36:21,518 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:44:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.1927, loss: 3.1927 +2025-05-28 14:37:04,229 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:44:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2650, loss: 3.2650 +2025-05-28 14:37:47,023 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:43:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.2669, loss: 3.2669 +2025-05-28 14:38:29,686 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:42:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.1536, loss: 3.1536 +2025-05-28 14:39:12,436 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:41:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3258, loss: 3.3258 +2025-05-28 14:39:55,232 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:40:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.4936, loss: 3.4936 +2025-05-28 14:40:38,050 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2025, loss: 3.2025 +2025-05-28 14:41:20,792 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:38:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.3571, loss: 3.3571 +2025-05-28 14:42:03,565 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.2747, loss: 3.2747 +2025-05-28 14:42:46,253 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:37:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.3237, loss: 3.3237 +2025-05-28 14:43:28,964 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:36:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.3143, loss: 3.3143 +2025-05-28 14:44:11,656 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:35:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.3039, loss: 3.3039 +2025-05-28 14:44:54,320 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:34:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.2531, loss: 3.2531 +2025-05-28 14:45:36,993 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:33:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.2037, loss: 3.2037 +2025-05-28 14:46:19,681 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:32:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.4218, loss: 3.4218 +2025-05-28 14:47:02,450 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:31:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.2950, loss: 3.2950 +2025-05-28 14:47:45,214 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:31:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 3.2743, loss: 3.2743 +2025-05-28 14:48:28,061 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:30:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 3.3326, loss: 3.3326 +2025-05-28 14:49:10,883 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:29:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 3.3299, loss: 3.3299 +2025-05-28 14:49:13,973 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-28 14:50:29,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:50:29,953 - pyskl - INFO - +top1_acc 0.7465 +top5_acc 0.9534 +2025-05-28 14:50:29,956 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7465, top5_acc: 0.9534 +2025-05-28 14:51:33,600 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:31:40, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2174, loss: 3.2174 +2025-05-28 14:52:16,477 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:30:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.3346, loss: 3.3346 +2025-05-28 14:52:59,253 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.2458, loss: 3.2458 +2025-05-28 14:53:42,175 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:29:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1685, loss: 3.1685 +2025-05-28 14:54:24,717 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:28:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.2010, loss: 3.2010 +2025-05-28 14:55:07,327 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:27:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.3246, loss: 3.3246 +2025-05-28 14:55:49,939 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:26:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 3.2777, loss: 3.2777 +2025-05-28 14:56:32,659 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:25:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.2802, loss: 3.2802 +2025-05-28 14:57:15,337 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:24:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.2786, loss: 3.2786 +2025-05-28 14:57:58,041 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:23:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2439, loss: 3.2439 +2025-05-28 14:58:40,719 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:22:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3097, loss: 3.3097 +2025-05-28 14:59:23,438 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:22:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.2796, loss: 3.2796 +2025-05-28 15:00:06,154 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:21:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.4340, loss: 3.4340 +2025-05-28 15:00:48,907 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:20:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 3.4128, loss: 3.4128 +2025-05-28 15:01:31,604 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:19:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.2750, loss: 3.2750 +2025-05-28 15:02:14,316 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2783, loss: 3.2783 +2025-05-28 15:02:57,121 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:17:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.3267, loss: 3.3267 +2025-05-28 15:03:39,882 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:16:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1222, loss: 3.1222 +2025-05-28 15:04:22,642 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:16:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.2282, loss: 3.2282 +2025-05-28 15:05:05,334 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:15:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.2632, loss: 3.2632 +2025-05-28 15:05:48,045 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.3122, loss: 3.3122 +2025-05-28 15:06:30,832 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:13:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2531, loss: 3.2531 +2025-05-28 15:07:13,580 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:12:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2485, loss: 3.2485 +2025-05-28 15:07:56,302 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:11:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.2388, loss: 3.2388 +2025-05-28 15:08:39,039 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:11:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.2344, loss: 3.2344 +2025-05-28 15:08:42,151 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-28 15:09:57,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:09:57,791 - pyskl - INFO - +top1_acc 0.7550 +top5_acc 0.9474 +2025-05-28 15:09:57,794 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7550, top5_acc: 0.9474 +2025-05-28 15:11:00,673 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:12:57, time: 0.629, data_time: 0.203, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.3050, loss: 3.3050 +2025-05-28 15:11:43,233 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:12:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.1480, loss: 3.1480 +2025-05-28 15:12:25,910 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:11:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.0956, loss: 3.0956 +2025-05-28 15:13:08,480 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:10:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3273, loss: 3.3273 +2025-05-28 15:13:51,236 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:09:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3147, loss: 3.3147 +2025-05-28 15:14:33,982 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:08:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9806, loss_cls: 3.2017, loss: 3.2017 +2025-05-28 15:15:16,928 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:07:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 3.1661, loss: 3.1661 +2025-05-28 15:15:59,601 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:06:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.3754, loss: 3.3754 +2025-05-28 15:16:42,299 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:06:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.3616, loss: 3.3616 +2025-05-28 15:17:25,052 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:05:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.2843, loss: 3.2843 +2025-05-28 15:18:07,761 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.1408, loss: 3.1408 +2025-05-28 15:18:50,461 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:03:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.1415, loss: 3.1415 +2025-05-28 15:19:33,119 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.1821, loss: 3.1821 +2025-05-28 15:20:15,805 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:01:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.3251, loss: 3.3251 +2025-05-28 15:20:58,458 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:00:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.2345, loss: 3.2345 +2025-05-28 15:21:41,138 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:00:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0699, loss: 3.0699 +2025-05-28 15:22:23,815 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 16:59:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.2917, loss: 3.2917 +2025-05-28 15:23:06,478 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:58:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.2038, loss: 3.2038 +2025-05-28 15:23:49,158 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:57:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.2241, loss: 3.2241 +2025-05-28 15:24:31,828 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:56:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.2624, loss: 3.2624 +2025-05-28 15:25:14,538 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:55:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.3236, loss: 3.3236 +2025-05-28 15:25:57,304 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:55:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1932, loss: 3.1932 +2025-05-28 15:26:39,990 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:54:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.2044, loss: 3.2044 +2025-05-28 15:27:22,648 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 16:53:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.1474, loss: 3.1474 +2025-05-28 15:28:05,294 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 16:52:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.3226, loss: 3.3226 +2025-05-28 15:28:08,368 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-28 15:37:13,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:37:13,797 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9528 +2025-05-28 15:37:13,800 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7619, top5_acc: 0.9528 +2025-05-28 15:38:16,934 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:54:13, time: 0.631, data_time: 0.207, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1226, loss: 3.1226 +2025-05-28 15:38:59,427 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 16:53:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 3.1705, loss: 3.1705 +2025-05-28 15:39:42,055 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 16:52:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.2295, loss: 3.2295 +2025-05-28 15:40:24,797 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 16:51:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.2460, loss: 3.2460 +2025-05-28 15:41:07,508 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 16:50:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1270, loss: 3.1270 +2025-05-28 15:41:50,237 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 16:49:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3319, loss: 3.3319 +2025-05-28 15:42:32,815 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:49:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.3686, loss: 3.3686 +2025-05-28 15:43:15,457 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:48:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.4307, loss: 3.4307 +2025-05-28 15:43:58,116 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:47:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.2500, loss: 3.2500 +2025-05-28 15:44:40,938 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:46:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.2950, loss: 3.2950 +2025-05-28 15:45:23,643 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:45:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.2344, loss: 3.2344 +2025-05-28 15:46:06,251 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:44:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.1005, loss: 3.1005 +2025-05-28 15:46:48,880 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:44:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.3105, loss: 3.3105 +2025-05-28 15:47:31,490 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:43:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.2177, loss: 3.2177 +2025-05-28 15:48:14,285 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:42:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.2255, loss: 3.2255 +2025-05-28 15:48:57,032 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:41:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1464, loss: 3.1464 +2025-05-28 15:49:39,880 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:40:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2815, loss: 3.2815 +2025-05-28 15:50:22,620 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.1634, loss: 3.1634 +2025-05-28 15:51:05,285 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:38:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.2266, loss: 3.2266 +2025-05-28 15:51:47,944 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:38:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.1802, loss: 3.1802 +2025-05-28 15:52:30,641 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.2472, loss: 3.2472 +2025-05-28 15:53:13,329 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:36:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.2238, loss: 3.2238 +2025-05-28 15:53:56,037 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:35:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3160, loss: 3.3160 +2025-05-28 15:54:38,835 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:34:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.1275, loss: 3.1275 +2025-05-28 15:55:21,575 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:33:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1630, loss: 3.1630 +2025-05-28 15:55:24,680 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-28 15:56:40,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:56:40,344 - pyskl - INFO - +top1_acc 0.7820 +top5_acc 0.9606 +2025-05-28 15:56:40,346 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7820, top5_acc: 0.9606 +2025-05-28 15:57:43,830 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:35:37, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.2457, loss: 3.2457 +2025-05-28 15:58:26,449 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:34:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1783, loss: 3.1783 +2025-05-28 15:59:09,297 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.1235, loss: 3.1235 +2025-05-28 15:59:51,988 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:33:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 3.0101, loss: 3.0101 +2025-05-28 16:00:34,804 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:32:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.1840, loss: 3.1840 +2025-05-28 16:01:17,770 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:31:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9858, loss: 2.9858 +2025-05-28 16:02:00,745 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9838, loss_cls: 3.1391, loss: 3.1391 +2025-05-28 16:02:43,621 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:29:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.2351, loss: 3.2351 +2025-05-28 16:03:26,364 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.2028, loss: 3.2028 +2025-05-28 16:04:09,104 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:28:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2363, loss: 3.2363 +2025-05-28 16:04:51,917 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:27:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1205, loss: 3.1205 +2025-05-28 16:05:34,715 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:26:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1802, loss: 3.1802 +2025-05-28 16:06:17,421 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:25:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.2738, loss: 3.2738 +2025-05-28 16:07:00,180 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:24:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1167, loss: 3.1167 +2025-05-28 16:07:42,951 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:24:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.1115, loss: 3.1115 +2025-05-28 16:08:25,685 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:23:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.2037, loss: 3.2037 +2025-05-28 16:09:08,459 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:22:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.2380, loss: 3.2380 +2025-05-28 16:09:51,179 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:21:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.2972, loss: 3.2972 +2025-05-28 16:10:33,901 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:20:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.1949, loss: 3.1949 +2025-05-28 16:11:16,586 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:19:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2253, loss: 3.2253 +2025-05-28 16:11:59,307 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:19:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.2255, loss: 3.2255 +2025-05-28 16:12:42,023 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:18:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.1366, loss: 3.1366 +2025-05-28 16:13:24,752 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:17:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.1624, loss: 3.1624 +2025-05-28 16:14:07,324 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:16:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.1767, loss: 3.1767 +2025-05-28 16:14:50,110 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:15:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1873, loss: 3.1873 +2025-05-28 16:14:53,238 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-28 16:16:09,122 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:16:09,192 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9582 +2025-05-28 16:16:09,195 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7801, top5_acc: 0.9582 +2025-05-28 16:17:12,687 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:17:17, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.0580, loss: 3.0580 +2025-05-28 16:17:55,301 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:16:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.1526, loss: 3.1526 +2025-05-28 16:18:38,167 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:15:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 3.0594, loss: 3.0594 +2025-05-28 16:19:20,856 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:14:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1621, loss: 3.1621 +2025-05-28 16:20:03,722 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:13:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.2276, loss: 3.2276 +2025-05-28 16:20:46,613 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:13:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.0955, loss: 3.0955 +2025-05-28 16:21:29,396 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:12:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.2168, loss: 3.2168 +2025-05-28 16:22:12,188 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:11:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.2924, loss: 3.2924 +2025-05-28 16:22:55,013 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:10:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.1158, loss: 3.1158 +2025-05-28 16:23:37,816 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:09:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 3.1703, loss: 3.1703 +2025-05-28 16:24:20,641 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:09:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1880, loss: 3.1880 +2025-05-28 16:25:03,478 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.0747, loss: 3.0747 +2025-05-28 16:25:46,346 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:07:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1388, loss: 3.1388 +2025-05-28 16:26:28,999 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:06:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.3380, loss: 3.3380 +2025-05-28 16:27:11,773 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:05:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9819, loss_cls: 3.1296, loss: 3.1296 +2025-05-28 16:27:54,503 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:05:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1464, loss: 3.1464 +2025-05-28 16:28:37,219 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:04:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0738, loss: 3.0738 +2025-05-28 16:29:20,007 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:03:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9950, loss: 2.9950 +2025-05-28 16:30:02,717 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:02:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.2218, loss: 3.2218 +2025-05-28 16:30:45,511 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:01:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.1951, loss: 3.1951 +2025-05-28 16:31:28,228 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:00:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.1648, loss: 3.1648 +2025-05-28 16:32:10,994 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.2010, loss: 3.2010 +2025-05-28 16:32:53,683 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 15:59:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.1870, loss: 3.1870 +2025-05-28 16:33:36,413 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 15:58:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1133, loss: 3.1133 +2025-05-28 16:34:19,065 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:57:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.1274, loss: 3.1274 +2025-05-28 16:34:22,223 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-28 16:35:38,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:35:38,197 - pyskl - INFO - +top1_acc 0.7527 +top5_acc 0.9609 +2025-05-28 16:35:38,199 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7527, top5_acc: 0.9609 +2025-05-28 16:36:42,048 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 15:59:02, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 3.0776, loss: 3.0776 +2025-05-28 16:37:24,860 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.0777, loss: 3.0777 +2025-05-28 16:38:07,616 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:57:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 2.9564, loss: 2.9564 +2025-05-28 16:38:50,447 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:56:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.2043, loss: 3.2043 +2025-05-28 16:39:33,452 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:55:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.1628, loss: 3.1628 +2025-05-28 16:40:16,235 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:54:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.1348, loss: 3.1348 +2025-05-28 16:40:59,037 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:54:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.1063, loss: 3.1063 +2025-05-28 16:41:41,723 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:53:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.0984, loss: 3.0984 +2025-05-28 16:42:24,397 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:52:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1421, loss: 3.1421 +2025-05-28 16:43:07,104 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 15:51:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.1644, loss: 3.1644 +2025-05-28 16:43:49,812 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 15:50:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.1589, loss: 3.1589 +2025-05-28 16:44:32,570 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 15:50:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0854, loss: 3.0854 +2025-05-28 16:45:15,233 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:49:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1986, loss: 3.1986 +2025-05-28 16:45:57,916 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.0176, loss: 3.0176 +2025-05-28 16:46:40,658 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:47:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.2159, loss: 3.2159 +2025-05-28 16:47:23,544 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:46:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.1448, loss: 3.1448 +2025-05-28 16:48:06,370 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:46:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.1261, loss: 3.1261 +2025-05-28 16:48:49,161 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:45:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.2157, loss: 3.2157 +2025-05-28 16:49:31,945 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:44:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1421, loss: 3.1421 +2025-05-28 16:50:14,601 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:43:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1234, loss: 3.1234 +2025-05-28 16:50:57,303 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:42:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.2351, loss: 3.2351 +2025-05-28 16:51:39,913 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:41:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.1147, loss: 3.1147 +2025-05-28 16:52:22,551 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:41:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0141, loss: 3.0141 +2025-05-28 16:53:05,307 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:40:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1673, loss: 3.1673 +2025-05-28 16:53:48,084 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 16:53:51,234 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-28 16:55:07,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:55:07,345 - pyskl - INFO - +top1_acc 0.7582 +top5_acc 0.9467 +2025-05-28 16:55:07,348 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7582, top5_acc: 0.9467 +2025-05-28 16:56:11,160 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:40:45, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9891, loss: 2.9891 +2025-05-28 16:56:53,846 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:39:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8787, loss: 2.8787 +2025-05-28 16:57:36,519 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:39:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0324, loss: 3.0324 +2025-05-28 16:58:19,219 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:38:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.1136, loss: 3.1136 +2025-05-28 16:59:02,040 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:37:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.0350, loss: 3.0350 +2025-05-28 16:59:44,845 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:36:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1343, loss: 3.1343 +2025-05-28 17:00:27,555 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:35:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9747, loss: 2.9747 +2025-05-28 17:01:10,232 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:35:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.2356, loss: 3.2356 +2025-05-28 17:01:52,860 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:34:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1413, loss: 3.1413 +2025-05-28 17:02:35,511 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.0779, loss: 3.0779 +2025-05-28 17:03:18,230 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:32:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0492, loss: 3.0492 +2025-05-28 17:04:00,918 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:31:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1698, loss: 3.1698 +2025-05-28 17:04:43,630 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:30:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0920, loss: 3.0920 +2025-05-28 17:05:26,336 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:30:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1369, loss: 3.1369 +2025-05-28 17:06:09,052 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.0265, loss: 3.0265 +2025-05-28 17:06:51,732 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:28:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0686, loss: 3.0686 +2025-05-28 17:07:34,384 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:27:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.1627, loss: 3.1627 +2025-05-28 17:08:17,144 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:26:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.2020, loss: 3.2020 +2025-05-28 17:08:59,900 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:26:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.1521, loss: 3.1521 +2025-05-28 17:09:42,597 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.1876, loss: 3.1876 +2025-05-28 17:10:25,325 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.1228, loss: 3.1228 +2025-05-28 17:11:08,043 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:23:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.0822, loss: 3.0822 +2025-05-28 17:11:50,748 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:22:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.0577, loss: 3.0577 +2025-05-28 17:12:33,407 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1403, loss: 3.1403 +2025-05-28 17:13:16,086 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:21:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.2013, loss: 3.2013 +2025-05-28 17:13:19,171 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-28 17:21:54,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:21:54,107 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9555 +2025-05-28 17:21:54,109 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7884, top5_acc: 0.9555 +2025-05-28 17:22:57,324 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:22:17, time: 0.632, data_time: 0.207, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0577, loss: 3.0577 +2025-05-28 17:23:39,868 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:21:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1041, loss: 3.1041 +2025-05-28 17:24:22,420 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:20:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0701, loss: 3.0701 +2025-05-28 17:25:05,075 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:19:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0970, loss: 3.0970 +2025-05-28 17:25:47,806 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:19:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9680, loss: 2.9680 +2025-05-28 17:26:30,623 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:18:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.1021, loss: 3.1021 +2025-05-28 17:27:13,325 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:17:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.1207, loss: 3.1207 +2025-05-28 17:27:56,005 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:16:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0401, loss: 3.0401 +2025-05-28 17:28:38,692 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:15:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0875, loss: 3.0875 +2025-05-28 17:29:21,399 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1334, loss: 3.1334 +2025-05-28 17:30:04,132 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:14:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1178, loss: 3.1178 +2025-05-28 17:30:46,897 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:13:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.1941, loss: 3.1941 +2025-05-28 17:31:29,525 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:12:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.0847, loss: 3.0847 +2025-05-28 17:32:12,209 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:11:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9781, loss_cls: 3.2228, loss: 3.2228 +2025-05-28 17:32:54,804 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:10:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.1026, loss: 3.1026 +2025-05-28 17:33:37,397 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:10:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0597, loss: 3.0597 +2025-05-28 17:34:19,981 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:09:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8961, loss: 2.8961 +2025-05-28 17:35:02,600 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:08:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0803, loss: 3.0803 +2025-05-28 17:35:45,135 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:07:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 3.0518, loss: 3.0518 +2025-05-28 17:36:27,760 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:06:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.1174, loss: 3.1174 +2025-05-28 17:37:10,377 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:05:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 3.0753, loss: 3.0753 +2025-05-28 17:37:52,944 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:05:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.0437, loss: 3.0437 +2025-05-28 17:38:35,557 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:04:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0398, loss: 3.0398 +2025-05-28 17:39:18,238 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.1995, loss: 3.1995 +2025-05-28 17:40:00,914 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:02:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0701, loss: 3.0701 +2025-05-28 17:40:04,019 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-28 17:41:20,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:41:20,397 - pyskl - INFO - +top1_acc 0.7647 +top5_acc 0.9515 +2025-05-28 17:41:20,400 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7647, top5_acc: 0.9515 +2025-05-28 17:42:25,065 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:03:52, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0271, loss: 3.0271 +2025-05-28 17:43:08,354 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:03:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.9833, loss: 2.9833 +2025-05-28 17:43:51,196 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:02:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.9700, loss: 2.9700 +2025-05-28 17:44:34,055 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:01:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9952, loss: 2.9952 +2025-05-28 17:45:16,666 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:00:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1364, loss: 3.1364 +2025-05-28 17:45:59,405 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 14:59:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.0982, loss: 3.0982 +2025-05-28 17:46:42,237 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 14:59:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0602, loss: 3.0602 +2025-05-28 17:47:24,929 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 14:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9009, loss: 2.9009 +2025-05-28 17:48:07,650 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:57:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0731, loss: 3.0731 +2025-05-28 17:48:50,420 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:56:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0399, loss: 3.0399 +2025-05-28 17:49:33,214 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:55:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.0844, loss: 3.0844 +2025-05-28 17:50:15,916 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:55:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 3.0922, loss: 3.0922 +2025-05-28 17:50:58,517 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:54:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.1549, loss: 3.1549 +2025-05-28 17:51:41,130 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:53:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.1850, loss: 3.1850 +2025-05-28 17:52:23,825 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:52:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.0802, loss: 3.0802 +2025-05-28 17:53:06,605 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:51:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1126, loss: 3.1126 +2025-05-28 17:53:49,216 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:51:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1010, loss: 3.1010 +2025-05-28 17:54:31,977 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 14:50:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1531, loss: 3.1531 +2025-05-28 17:55:14,694 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:49:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1329, loss: 3.1329 +2025-05-28 17:55:57,385 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:48:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.0402, loss: 3.0402 +2025-05-28 17:56:40,069 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:47:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1405, loss: 3.1405 +2025-05-28 17:57:22,692 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:47:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.1151, loss: 3.1151 +2025-05-28 17:58:05,329 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:46:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0203, loss: 3.0203 +2025-05-28 17:58:48,126 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:45:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.1075, loss: 3.1075 +2025-05-28 17:59:30,994 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:44:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.1903, loss: 3.1903 +2025-05-28 17:59:34,143 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-28 18:00:49,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:00:49,910 - pyskl - INFO - +top1_acc 0.8060 +top5_acc 0.9657 +2025-05-28 18:00:49,963 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_12.pth was removed +2025-05-28 18:00:51,008 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-05-28 18:00:51,009 - pyskl - INFO - Best top1_acc is 0.8060 at 22 epoch. +2025-05-28 18:00:51,012 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8060, top5_acc: 0.9657 +2025-05-28 18:01:54,554 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:45:35, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0510, loss: 3.0510 +2025-05-28 18:02:37,317 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:44:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.1089, loss: 3.1089 +2025-05-28 18:03:20,056 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:43:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0838, loss: 3.0838 +2025-05-28 18:04:02,822 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:43:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0565, loss: 3.0565 +2025-05-28 18:04:45,620 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:42:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0336, loss: 3.0336 +2025-05-28 18:05:28,429 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:41:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.1789, loss: 3.1789 +2025-05-28 18:06:11,230 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:40:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0538, loss: 3.0538 +2025-05-28 18:06:53,980 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:40:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.0391, loss: 3.0391 +2025-05-28 18:07:36,809 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:39:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.1855, loss: 3.1855 +2025-05-28 18:08:19,595 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:38:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9831, loss_cls: 3.0965, loss: 3.0965 +2025-05-28 18:09:02,198 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:37:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.1138, loss: 3.1138 +2025-05-28 18:09:45,028 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:36:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.0661, loss: 3.0661 +2025-05-28 18:10:28,161 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:36:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.1376, loss: 3.1376 +2025-05-28 18:11:10,999 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0374, loss: 3.0374 +2025-05-28 18:11:53,828 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:34:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.0753, loss: 3.0753 +2025-05-28 18:12:36,700 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:33:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9496, loss: 2.9496 +2025-05-28 18:13:19,279 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:32:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.1788, loss: 3.1788 +2025-05-28 18:14:02,081 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:32:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9921, loss: 2.9921 +2025-05-28 18:14:44,927 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:31:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9784, loss: 2.9784 +2025-05-28 18:15:27,610 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:30:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0828, loss: 3.0828 +2025-05-28 18:16:10,401 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 2.9112, loss: 2.9112 +2025-05-28 18:16:53,075 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0708, loss: 3.0708 +2025-05-28 18:17:35,841 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:28:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 2.9668, loss: 2.9668 +2025-05-28 18:18:18,654 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:27:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.1465, loss: 3.1465 +2025-05-28 18:19:01,493 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:26:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.1110, loss: 3.1110 +2025-05-28 18:19:04,633 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-28 18:20:20,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:20:20,705 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9624 +2025-05-28 18:20:20,708 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7616, top5_acc: 0.9624 +2025-05-28 18:21:24,674 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:27:27, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.0690, loss: 3.0690 +2025-05-28 18:22:07,312 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:26:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.0107, loss: 3.0107 +2025-05-28 18:22:50,046 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:25:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 2.9273, loss: 2.9273 +2025-05-28 18:23:32,716 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:25:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.0188, loss: 3.0188 +2025-05-28 18:24:15,315 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:24:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9785, loss: 2.9785 +2025-05-28 18:24:57,960 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:23:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.0843, loss: 3.0843 +2025-05-28 18:25:40,930 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:22:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0907, loss: 3.0907 +2025-05-28 18:26:23,745 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:21:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0532, loss: 3.0532 +2025-05-28 18:27:06,574 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:21:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 2.9683, loss: 2.9683 +2025-05-28 18:27:49,627 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:20:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9779, loss: 2.9779 +2025-05-28 18:28:32,677 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:19:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9898, loss: 2.9898 +2025-05-28 18:29:15,574 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:18:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0849, loss: 3.0849 +2025-05-28 18:29:58,342 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:17:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.9629, loss: 2.9629 +2025-05-28 18:30:41,292 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:17:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 3.0724, loss: 3.0724 +2025-05-28 18:31:24,156 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:16:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.1095, loss: 3.1095 +2025-05-28 18:32:06,865 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:15:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.0343, loss: 3.0343 +2025-05-28 18:32:49,616 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:14:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9850, loss_cls: 3.0384, loss: 3.0384 +2025-05-28 18:33:32,464 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:14:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1028, loss: 3.1028 +2025-05-28 18:34:15,242 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:13:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.0385, loss: 3.0385 +2025-05-28 18:34:57,878 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:12:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9809, loss: 2.9809 +2025-05-28 18:35:40,540 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:11:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0115, loss: 3.0115 +2025-05-28 18:36:23,067 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:10:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0898, loss: 3.0898 +2025-05-28 18:37:05,723 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:10:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 3.0799, loss: 3.0799 +2025-05-28 18:37:48,529 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:09:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 2.9465, loss: 2.9465 +2025-05-28 18:38:31,356 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:08:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8798, loss: 2.8798 +2025-05-28 18:38:34,452 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-28 18:39:50,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:39:50,488 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9560 +2025-05-28 18:39:50,491 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7807, top5_acc: 0.9560 +2025-05-28 18:40:53,917 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:09:14, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 3.0146, loss: 3.0146 +2025-05-28 18:41:36,607 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:08:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.9570, loss: 2.9570 +2025-05-28 18:42:19,272 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:07:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.8703, loss: 2.8703 +2025-05-28 18:43:02,018 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:06:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 2.9700, loss: 2.9700 +2025-05-28 18:43:44,694 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:06:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.0625, loss: 3.0625 +2025-05-28 18:44:27,393 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:05:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 3.0599, loss: 3.0599 +2025-05-28 18:45:10,181 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:04:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.0948, loss: 3.0948 +2025-05-28 18:45:52,980 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:03:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0019, loss: 3.0019 +2025-05-28 18:46:35,697 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.9549, loss: 2.9549 +2025-05-28 18:47:18,373 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9756, loss_cls: 2.9637, loss: 2.9637 +2025-05-28 18:48:01,040 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:01:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0392, loss: 3.0392 +2025-05-28 18:48:43,743 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:00:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0569, loss: 3.0569 +2025-05-28 18:49:26,444 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 13:59:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.1260, loss: 3.1260 +2025-05-28 18:50:09,217 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 13:58:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0676, loss: 3.0676 +2025-05-28 18:50:51,989 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 13:58:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.0233, loss: 3.0233 +2025-05-28 18:51:34,680 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:57:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9809, loss: 2.9809 +2025-05-28 18:52:17,456 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:56:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9342, loss: 2.9342 +2025-05-28 18:53:00,244 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:55:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.0023, loss: 3.0023 +2025-05-28 18:53:43,043 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:55:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0050, loss: 3.0050 +2025-05-28 18:54:25,805 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:54:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8940, loss: 2.8940 +2025-05-28 18:55:08,509 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:53:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 2.9920, loss: 2.9920 +2025-05-28 18:55:51,270 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:52:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.0161, loss: 3.0161 +2025-05-28 18:56:33,984 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:51:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9862, loss: 2.9862 +2025-05-28 18:57:16,650 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8934, loss: 2.8934 +2025-05-28 18:57:59,395 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:50:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1457, loss: 3.1457 +2025-05-28 18:58:02,494 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-28 19:06:40,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:06:40,667 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9550 +2025-05-28 19:06:40,670 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7821, top5_acc: 0.9550 +2025-05-28 19:07:43,977 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:50:55, time: 0.633, data_time: 0.208, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.0175, loss: 3.0175 +2025-05-28 19:08:26,504 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:50:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.9747, loss: 2.9747 +2025-05-28 19:09:09,023 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:49:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 2.9560, loss: 2.9560 +2025-05-28 19:09:51,557 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:48:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.9661, loss: 2.9661 +2025-05-28 19:10:34,117 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:47:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 2.9981, loss: 2.9981 +2025-05-28 19:11:16,670 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:46:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.0791, loss: 3.0791 +2025-05-28 19:11:59,320 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:46:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.9941, loss: 2.9941 +2025-05-28 19:12:41,969 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:45:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.8890, loss: 2.8890 +2025-05-28 19:13:24,763 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:44:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0158, loss: 3.0158 +2025-05-28 19:14:07,646 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9958, loss: 2.9958 +2025-05-28 19:14:50,435 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:42:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.0453, loss: 3.0453 +2025-05-28 19:15:33,171 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:42:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9992, loss: 2.9992 +2025-05-28 19:16:15,892 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:41:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 3.0055, loss: 3.0055 +2025-05-28 19:16:58,579 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:40:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 2.9506, loss: 2.9506 +2025-05-28 19:17:41,265 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0307, loss: 3.0307 +2025-05-28 19:18:24,028 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:39:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.1660, loss: 3.1660 +2025-05-28 19:19:06,642 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:38:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9900, loss: 2.9900 +2025-05-28 19:19:49,304 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:37:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.9946, loss: 2.9946 +2025-05-28 19:20:31,992 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:36:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0770, loss: 3.0770 +2025-05-28 19:21:14,753 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:35:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.9971, loss: 2.9971 +2025-05-28 19:21:57,590 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:35:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9130, loss: 2.9130 +2025-05-28 19:22:40,360 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:34:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 2.9927, loss: 2.9927 +2025-05-28 19:23:22,932 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:33:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9831, loss_cls: 2.9481, loss: 2.9481 +2025-05-28 19:24:05,501 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:32:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0745, loss: 3.0745 +2025-05-28 19:24:48,103 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.0047, loss: 3.0047 +2025-05-28 19:24:51,229 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-28 19:26:06,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:26:06,957 - pyskl - INFO - +top1_acc 0.8001 +top5_acc 0.9635 +2025-05-28 19:26:06,959 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.8001, top5_acc: 0.9635 +2025-05-28 19:27:11,091 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:32:35, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8040, loss: 2.8040 +2025-05-28 19:27:53,950 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:31:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0823, loss: 3.0823 +2025-05-28 19:28:36,722 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 19:29:19,494 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:30:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.0025, loss: 3.0025 +2025-05-28 19:30:02,293 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:29:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0723, loss: 3.0723 +2025-05-28 19:30:45,104 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:28:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.0189, loss: 3.0189 +2025-05-28 19:31:27,853 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:27:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9983, loss: 2.9983 +2025-05-28 19:32:10,764 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:27:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.0096, loss: 3.0096 +2025-05-28 19:32:53,564 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:26:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9844, loss: 2.9844 +2025-05-28 19:33:36,381 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:25:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9914, loss: 2.9914 +2025-05-28 19:34:19,145 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:24:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.0226, loss: 3.0226 +2025-05-28 19:35:02,008 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:24:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.0467, loss: 3.0467 +2025-05-28 19:35:44,763 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:23:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.9088, loss: 2.9088 +2025-05-28 19:36:27,550 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:22:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0486, loss: 3.0486 +2025-05-28 19:37:10,289 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:21:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.0013, loss: 3.0013 +2025-05-28 19:37:53,099 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:20:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.9478, loss: 2.9478 +2025-05-28 19:38:35,770 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:20:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.0708, loss: 3.0708 +2025-05-28 19:39:18,124 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:19:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.9251, loss: 2.9251 +2025-05-28 19:40:00,756 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:18:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.0327, loss: 3.0327 +2025-05-28 19:40:43,258 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:17:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.9151, loss: 2.9151 +2025-05-28 19:41:25,960 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:16:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.9816, loss: 2.9816 +2025-05-28 19:42:08,593 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:16:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 2.9993, loss: 2.9993 +2025-05-28 19:42:51,267 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:15:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.0886, loss: 3.0886 +2025-05-28 19:43:33,992 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:14:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9718, loss: 2.9718 +2025-05-28 19:44:16,706 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 2.9810, loss: 2.9810 +2025-05-28 19:44:19,814 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-28 19:45:35,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:45:35,812 - pyskl - INFO - +top1_acc 0.8055 +top5_acc 0.9656 +2025-05-28 19:45:35,815 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8055, top5_acc: 0.9656 +2025-05-28 19:46:39,317 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:14:19, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8106, loss: 2.8106 +2025-05-28 19:47:22,051 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:13:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9919, loss_cls: 2.8275, loss: 2.8275 +2025-05-28 19:48:04,738 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:12:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9324, loss: 2.9324 +2025-05-28 19:48:47,468 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:11:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.9104, loss: 2.9104 +2025-05-28 19:49:30,156 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:11:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9446, loss: 2.9446 +2025-05-28 19:50:12,824 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:10:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9638, loss: 2.9638 +2025-05-28 19:50:55,513 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:09:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.9317, loss: 2.9317 +2025-05-28 19:51:38,336 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:08:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.0567, loss: 3.0567 +2025-05-28 19:52:21,174 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:08:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9406, loss: 2.9406 +2025-05-28 19:53:03,978 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:07:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9798, loss: 2.9798 +2025-05-28 19:53:46,621 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:06:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9879, loss: 2.9879 +2025-05-28 19:54:29,282 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:05:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.8904, loss: 2.8904 +2025-05-28 19:55:11,924 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:04:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 2.9965, loss: 2.9965 +2025-05-28 19:55:54,548 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:04:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9158, loss: 2.9158 +2025-05-28 19:56:37,198 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:03:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.9264, loss: 2.9264 +2025-05-28 19:57:19,797 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:02:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9831, loss_cls: 3.0513, loss: 3.0513 +2025-05-28 19:58:02,412 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:01:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9778, loss: 2.9778 +2025-05-28 19:58:45,119 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:00:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.9204, loss: 2.9204 +2025-05-28 19:59:27,815 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:00:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0167, loss: 3.0167 +2025-05-28 20:00:10,565 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 12:59:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.0345, loss: 3.0345 +2025-05-28 20:00:53,204 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 12:58:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.8971, loss: 2.8971 +2025-05-28 20:01:35,944 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:57:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1121, loss: 3.1121 +2025-05-28 20:02:18,733 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9708, loss: 2.9708 +2025-05-28 20:03:01,536 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:56:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 3.1091, loss: 3.1091 +2025-05-28 20:03:44,253 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:55:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.0588, loss: 3.0588 +2025-05-28 20:03:47,407 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-28 20:05:03,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:05:03,696 - pyskl - INFO - +top1_acc 0.8092 +top5_acc 0.9686 +2025-05-28 20:05:03,753 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_22.pth was removed +2025-05-28 20:05:04,844 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-05-28 20:05:04,845 - pyskl - INFO - Best top1_acc is 0.8092 at 28 epoch. +2025-05-28 20:05:04,847 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8092, top5_acc: 0.9686 +2025-05-28 20:06:09,032 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:56:04, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8121, loss: 2.8121 +2025-05-28 20:06:51,961 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:55:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7913, loss: 2.7913 +2025-05-28 20:07:34,733 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:54:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9096, loss: 2.9096 +2025-05-28 20:08:17,539 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:53:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 2.9666, loss: 2.9666 +2025-05-28 20:09:00,226 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:52:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.9584, loss: 2.9584 +2025-05-28 20:09:42,993 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:52:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.0146, loss: 3.0146 +2025-05-28 20:10:25,697 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:51:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0650, loss: 3.0650 +2025-05-28 20:11:08,459 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:50:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9132, loss: 2.9132 +2025-05-28 20:11:51,260 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:49:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.9465, loss: 2.9465 +2025-05-28 20:12:33,977 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:49:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 2.9860, loss: 2.9860 +2025-05-28 20:13:16,703 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:48:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7771, loss: 2.7771 +2025-05-28 20:13:59,412 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:47:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 2.9964, loss: 2.9964 +2025-05-28 20:14:42,007 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:46:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9576, loss: 2.9576 +2025-05-28 20:15:24,670 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:45:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.0301, loss: 3.0301 +2025-05-28 20:16:07,332 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:45:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.9044, loss: 2.9044 +2025-05-28 20:16:50,021 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:44:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.9307, loss: 2.9307 +2025-05-28 20:17:32,705 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:43:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8900, loss: 2.8900 +2025-05-28 20:18:15,401 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.0298, loss: 3.0298 +2025-05-28 20:18:58,109 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:42:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 2.9722, loss: 2.9722 +2025-05-28 20:19:40,849 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.0856, loss: 3.0856 +2025-05-28 20:20:23,517 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.9510, loss: 2.9510 +2025-05-28 20:21:06,227 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:39:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.0282, loss: 3.0282 +2025-05-28 20:21:48,922 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:38:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.9134, loss: 2.9134 +2025-05-28 20:22:31,590 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:38:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.1223, loss: 3.1223 +2025-05-28 20:23:14,325 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:37:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9745, loss: 2.9745 +2025-05-28 20:23:17,436 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-28 20:24:33,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:24:33,419 - pyskl - INFO - +top1_acc 0.7991 +top5_acc 0.9642 +2025-05-28 20:24:33,422 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7991, top5_acc: 0.9642 +2025-05-28 20:25:37,366 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:37:49, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8291, loss: 2.8291 +2025-05-28 20:26:20,036 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:37:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.9694, loss: 2.9694 +2025-05-28 20:27:02,728 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:36:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.8622, loss: 2.8622 +2025-05-28 20:27:45,411 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:35:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8810, loss: 2.8810 +2025-05-28 20:28:28,097 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:34:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8475, loss: 2.8475 +2025-05-28 20:29:10,764 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:33:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9096, loss: 2.9096 +2025-05-28 20:29:53,317 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:33:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.1248, loss: 3.1248 +2025-05-28 20:30:35,997 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9725, loss: 2.9725 +2025-05-28 20:31:18,729 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:31:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9855, loss: 2.9855 +2025-05-28 20:32:01,318 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:30:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.9684, loss: 2.9684 +2025-05-28 20:32:43,976 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:30:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.0436, loss: 3.0436 +2025-05-28 20:33:26,555 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:29:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8829, loss: 2.8829 +2025-05-28 20:34:09,189 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:28:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0954, loss: 3.0954 +2025-05-28 20:34:51,792 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:27:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9884, loss: 2.9884 +2025-05-28 20:35:34,396 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:26:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9607, loss: 2.9607 +2025-05-28 20:36:16,980 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:26:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9684, loss: 2.9684 +2025-05-28 20:36:59,555 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:25:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9928, loss: 2.9928 +2025-05-28 20:37:42,085 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:24:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8443, loss: 2.8443 +2025-05-28 20:38:24,641 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:23:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9528, loss: 2.9528 +2025-05-28 20:39:07,264 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:22:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 20:39:49,891 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:22:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8719, loss: 2.8719 +2025-05-28 20:40:32,501 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:21:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.0607, loss: 3.0607 +2025-05-28 20:41:15,130 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:20:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.9573, loss: 2.9573 +2025-05-28 20:41:57,693 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:19:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0997, loss: 3.0997 +2025-05-28 20:42:40,212 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:19:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 2.9753, loss: 2.9753 +2025-05-28 20:42:43,303 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-28 20:51:42,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:51:42,993 - pyskl - INFO - +top1_acc 0.7906 +top5_acc 0.9663 +2025-05-28 20:51:42,996 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7906, top5_acc: 0.9663 +2025-05-28 20:52:46,978 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:19:26, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.8557, loss: 2.8557 +2025-05-28 20:53:29,671 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:18:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8735, loss: 2.8735 +2025-05-28 20:54:12,416 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:17:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8980, loss: 2.8980 +2025-05-28 20:54:55,034 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:17:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.8687, loss: 2.8687 +2025-05-28 20:55:37,416 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:16:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.9676, loss: 2.9676 +2025-05-28 20:56:19,958 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:15:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9438, loss: 2.9438 +2025-05-28 20:57:02,483 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:14:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9713, loss: 2.9713 +2025-05-28 20:57:45,248 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:13:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9886, loss: 2.9886 +2025-05-28 20:58:28,018 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:13:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8476, loss: 2.8476 +2025-05-28 20:59:10,808 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:12:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9420, loss: 2.9420 +2025-05-28 20:59:53,363 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:11:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9844, loss_cls: 2.9548, loss: 2.9548 +2025-05-28 21:00:36,092 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:10:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0299, loss: 3.0299 +2025-05-28 21:01:18,733 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:10:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.9157, loss: 2.9157 +2025-05-28 21:02:01,230 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:09:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9077, loss: 2.9077 +2025-05-28 21:02:43,948 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:08:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0004, loss: 3.0004 +2025-05-28 21:03:26,716 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:07:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 2.9053, loss: 2.9053 +2025-05-28 21:04:09,402 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:06:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.8407, loss: 2.8407 +2025-05-28 21:04:52,152 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:06:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.9427, loss: 2.9427 +2025-05-28 21:05:34,747 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:05:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9560, loss: 2.9560 +2025-05-28 21:06:17,460 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:04:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.9485, loss: 2.9485 +2025-05-28 21:07:00,150 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:03:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8265, loss: 2.8265 +2025-05-28 21:07:42,744 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:03:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 2.8449, loss: 2.8449 +2025-05-28 21:08:25,289 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:02:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 2.9613, loss: 2.9613 +2025-05-28 21:09:07,941 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:01:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 2.9777, loss: 2.9777 +2025-05-28 21:09:50,544 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:00:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0035, loss: 3.0035 +2025-05-28 21:09:53,618 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-28 21:11:09,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:11:09,145 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9654 +2025-05-28 21:11:09,147 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8031, top5_acc: 0.9654 +2025-05-28 21:12:12,337 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:01:03, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.8811, loss: 2.8811 +2025-05-28 21:12:54,839 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:00:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9636, loss: 2.9636 +2025-05-28 21:13:37,556 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 11:59:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.8667, loss: 2.8667 +2025-05-28 21:14:20,276 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 11:58:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.9273, loss: 2.9273 +2025-05-28 21:15:03,007 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:57:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.9357, loss: 2.9357 +2025-05-28 21:15:45,827 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:57:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9486, loss: 2.9486 +2025-05-28 21:16:28,512 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:56:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9701, loss: 2.9701 +2025-05-28 21:17:11,232 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:55:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.7640, loss: 2.7640 +2025-05-28 21:17:54,023 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:54:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9659, loss: 2.9659 +2025-05-28 21:18:36,728 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:54:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8555, loss: 2.8555 +2025-05-28 21:19:19,500 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:53:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.9990, loss: 2.9990 +2025-05-28 21:20:02,172 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:52:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 2.8826, loss: 2.8826 +2025-05-28 21:20:44,891 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:51:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8915, loss: 2.8915 +2025-05-28 21:21:27,600 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:50:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9350, loss: 2.9350 +2025-05-28 21:22:10,288 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:50:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.8613, loss: 2.8613 +2025-05-28 21:22:53,001 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:49:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.8370, loss: 2.8370 +2025-05-28 21:23:35,736 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:48:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 2.8599, loss: 2.8599 +2025-05-28 21:24:18,436 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:47:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.8858, loss: 2.8858 +2025-05-28 21:25:01,139 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:47:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0549, loss: 3.0549 +2025-05-28 21:25:43,696 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:46:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 2.8657, loss: 2.8657 +2025-05-28 21:26:26,379 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:45:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 3.0962, loss: 3.0962 +2025-05-28 21:27:09,047 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:44:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8456, loss: 2.8456 +2025-05-28 21:27:51,742 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:44:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0133, loss: 3.0133 +2025-05-28 21:28:34,424 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0342, loss: 3.0342 +2025-05-28 21:29:17,111 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:42:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 2.9220, loss: 2.9220 +2025-05-28 21:29:20,217 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-28 21:30:36,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:30:36,099 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9489 +2025-05-28 21:30:36,101 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7742, top5_acc: 0.9489 +2025-05-28 21:31:39,943 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:42:48, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8404, loss: 2.8404 +2025-05-28 21:32:22,644 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:42:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.8466, loss: 2.8466 +2025-05-28 21:33:05,275 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:41:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.0551, loss: 3.0551 +2025-05-28 21:33:47,952 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.8444, loss: 2.8444 +2025-05-28 21:34:30,623 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:39:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.8514, loss: 2.8514 +2025-05-28 21:35:13,281 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:38:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.8196, loss: 2.8196 +2025-05-28 21:35:56,016 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:38:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9503, loss: 2.9503 +2025-05-28 21:36:38,645 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:37:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.9374, loss: 2.9374 +2025-05-28 21:37:21,290 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:36:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9176, loss: 2.9176 +2025-05-28 21:38:04,116 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:35:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9282, loss: 2.9282 +2025-05-28 21:38:46,869 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:35:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9812, loss: 2.9812 +2025-05-28 21:39:29,534 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:34:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9904, loss: 2.9904 +2025-05-28 21:40:12,159 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:33:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8919, loss: 2.8919 +2025-05-28 21:40:54,764 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:32:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 21:41:37,341 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:31:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8643, loss: 2.8643 +2025-05-28 21:42:19,900 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:31:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 2.8126, loss: 2.8126 +2025-05-28 21:43:02,449 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:30:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 3.0420, loss: 3.0420 +2025-05-28 21:43:45,257 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:29:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9850, loss: 2.9850 +2025-05-28 21:44:27,816 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:28:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 2.8914, loss: 2.8914 +2025-05-28 21:45:10,453 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:28:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9563, loss: 2.9563 +2025-05-28 21:45:53,032 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:27:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.7831, loss: 2.7831 +2025-05-28 21:46:35,613 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:26:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9160, loss: 2.9160 +2025-05-28 21:47:18,232 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:25:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.9127, loss: 2.9127 +2025-05-28 21:48:00,835 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:24:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0016, loss: 3.0016 +2025-05-28 21:48:43,538 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:24:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9029, loss: 2.9029 +2025-05-28 21:48:46,610 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-28 21:50:02,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:50:02,396 - pyskl - INFO - +top1_acc 0.7931 +top5_acc 0.9628 +2025-05-28 21:50:02,399 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7931, top5_acc: 0.9628 +2025-05-28 21:51:06,329 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:24:29, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.9184, loss: 2.9184 +2025-05-28 21:51:49,047 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:23:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.8267, loss: 2.8267 +2025-05-28 21:52:31,649 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:22:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8149, loss: 2.8149 +2025-05-28 21:53:14,291 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:22:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.8540, loss: 2.8540 +2025-05-28 21:53:56,984 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:21:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.9222, loss: 2.9222 +2025-05-28 21:54:39,653 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:20:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.7781, loss: 2.7781 +2025-05-28 21:55:22,131 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.8067, loss: 2.8067 +2025-05-28 21:56:04,700 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:19:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.8047, loss: 2.8047 +2025-05-28 21:56:47,358 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:18:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9786, loss: 2.9786 +2025-05-28 21:57:30,174 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:17:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.8952, loss: 2.8952 +2025-05-28 21:58:12,952 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:16:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.7834, loss: 2.7834 +2025-05-28 21:58:55,813 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:16:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 2.9926, loss: 2.9926 +2025-05-28 21:59:38,716 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:15:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.0279, loss: 3.0279 +2025-05-28 22:00:21,519 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:14:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 3.0614, loss: 3.0614 +2025-05-28 22:01:04,299 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:13:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8555, loss: 2.8555 +2025-05-28 22:01:47,078 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:12:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 2.8651, loss: 2.8651 +2025-05-28 22:02:29,847 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8619, loss: 2.8619 +2025-05-28 22:03:12,581 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:11:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.8908, loss: 2.8908 +2025-05-28 22:03:55,377 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:10:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8865, loss: 2.8865 +2025-05-28 22:04:38,091 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:09:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 2.7816, loss: 2.7816 +2025-05-28 22:05:20,864 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9012, loss: 2.9012 +2025-05-28 22:06:03,625 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:08:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9689, loss: 2.9689 +2025-05-28 22:06:46,394 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:07:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.7858, loss: 2.7858 +2025-05-28 22:07:29,126 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:06:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8836, loss: 2.8836 +2025-05-28 22:08:11,912 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:06:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.9291, loss: 2.9291 +2025-05-28 22:08:15,048 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-28 22:09:30,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:09:30,977 - pyskl - INFO - +top1_acc 0.7998 +top5_acc 0.9661 +2025-05-28 22:09:30,980 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7998, top5_acc: 0.9661 +2025-05-28 22:10:35,103 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:06:19, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.7982, loss: 2.7982 +2025-05-28 22:11:17,971 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:05:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8171, loss: 2.8171 +2025-05-28 22:12:00,745 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:04:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8389, loss: 2.8389 +2025-05-28 22:12:43,485 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:04:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8859, loss: 2.8859 +2025-05-28 22:13:26,180 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:03:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.9925, loss: 2.9925 +2025-05-28 22:14:08,945 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:02:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.9198, loss: 2.9198 +2025-05-28 22:14:51,732 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8984, loss: 2.8984 +2025-05-28 22:15:34,529 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:00:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9712, loss: 2.9712 +2025-05-28 22:16:17,325 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:00:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.8991, loss: 2.8991 +2025-05-28 22:17:00,194 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 10:59:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.8942, loss: 2.8942 +2025-05-28 22:17:43,156 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 10:58:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9397, loss: 2.9397 +2025-05-28 22:18:26,106 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:57:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.8301, loss: 2.8301 +2025-05-28 22:19:09,037 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:57:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9318, loss: 2.9318 +2025-05-28 22:19:51,760 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:56:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.8115, loss: 2.8115 +2025-05-28 22:20:34,437 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:55:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.8609, loss: 2.8609 +2025-05-28 22:21:17,588 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:54:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.8483, loss: 2.8483 +2025-05-28 22:22:00,288 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:54:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9064, loss: 2.9064 +2025-05-28 22:22:43,005 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:53:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 2.9981, loss: 2.9981 +2025-05-28 22:23:25,721 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:52:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9705, loss: 2.9705 +2025-05-28 22:24:08,354 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:51:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9615, loss: 2.9615 +2025-05-28 22:24:51,047 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9637, loss: 2.9637 +2025-05-28 22:25:33,774 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:50:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.9495, loss: 2.9495 +2025-05-28 22:26:16,476 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:49:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9935, loss: 2.9935 +2025-05-28 22:26:59,230 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:48:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.9026, loss: 2.9026 +2025-05-28 22:27:41,920 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:47:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9586, loss: 2.9586 +2025-05-28 22:27:45,048 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-28 22:36:15,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:36:15,500 - pyskl - INFO - +top1_acc 0.8071 +top5_acc 0.9670 +2025-05-28 22:36:15,503 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8071, top5_acc: 0.9670 +2025-05-28 22:37:18,237 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:48:08, time: 0.627, data_time: 0.200, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7481, loss: 2.7481 +2025-05-28 22:38:00,789 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:47:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7903, loss: 2.7903 +2025-05-28 22:38:43,396 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:46:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8161, loss: 2.8161 +2025-05-28 22:39:26,009 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:45:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9037, loss: 2.9037 +2025-05-28 22:40:08,630 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:45:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.8687, loss: 2.8687 +2025-05-28 22:40:51,245 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:44:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.8740, loss: 2.8740 +2025-05-28 22:41:33,768 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:43:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8584, loss: 2.8584 +2025-05-28 22:42:16,298 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:42:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.9385, loss: 2.9385 +2025-05-28 22:42:58,769 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:41:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8424, loss: 2.8424 +2025-05-28 22:43:41,595 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:41:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.8513, loss: 2.8513 +2025-05-28 22:44:24,469 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:40:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.8553, loss: 2.8553 +2025-05-28 22:45:07,365 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:39:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 2.8823, loss: 2.8823 +2025-05-28 22:45:50,139 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:38:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7979, loss: 2.7979 +2025-05-28 22:46:32,868 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:38:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0208, loss: 3.0208 +2025-05-28 22:47:15,550 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:37:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.8303, loss: 2.8303 +2025-05-28 22:47:58,138 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:36:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8925, loss: 2.8925 +2025-05-28 22:48:40,621 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:35:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 2.8565, loss: 2.8565 +2025-05-28 22:49:23,293 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:35:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 2.9733, loss: 2.9733 +2025-05-28 22:50:05,936 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:34:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.9100, loss: 2.9100 +2025-05-28 22:50:48,703 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:33:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 2.8512, loss: 2.8512 +2025-05-28 22:51:31,409 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:32:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 3.0093, loss: 3.0093 +2025-05-28 22:52:14,067 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:31:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8376, loss: 2.8376 +2025-05-28 22:52:56,704 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:31:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8902, loss: 2.8902 +2025-05-28 22:53:39,414 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8435, loss: 2.8435 +2025-05-28 22:54:22,100 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:29:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.8807, loss: 2.8807 +2025-05-28 22:54:25,238 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-28 22:55:40,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:55:40,938 - pyskl - INFO - +top1_acc 0.8025 +top5_acc 0.9647 +2025-05-28 22:55:40,940 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8025, top5_acc: 0.9647 +2025-05-28 22:56:44,349 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:29:50, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7930, loss: 2.7930 +2025-05-28 22:57:27,158 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:29:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7330, loss: 2.7330 +2025-05-28 22:58:09,950 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:28:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.7601, loss: 2.7601 +2025-05-28 22:58:52,555 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:27:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7999, loss: 2.7999 +2025-05-28 22:59:35,262 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:26:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.7643, loss: 2.7643 +2025-05-28 23:00:18,028 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:26:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8635, loss: 2.8635 +2025-05-28 23:01:00,557 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:25:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8036, loss: 2.8036 +2025-05-28 23:01:43,143 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:24:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9052, loss: 2.9052 +2025-05-28 23:02:25,605 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:23:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7920, loss: 2.7920 +2025-05-28 23:03:08,470 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:22:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.8158, loss: 2.8158 +2025-05-28 23:03:51,184 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:22:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9400, loss: 2.9400 +2025-05-28 23:04:33,953 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:21:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.9052, loss: 2.9052 +2025-05-28 23:05:16,628 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:20:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.8004, loss: 2.8004 +2025-05-28 23:05:59,283 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:19:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8929, loss: 2.8929 +2025-05-28 23:06:41,965 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.7783, loss: 2.7783 +2025-05-28 23:07:24,626 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:18:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8000, loss: 2.8000 +2025-05-28 23:08:07,300 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:17:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.8681, loss: 2.8681 +2025-05-28 23:08:49,957 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:16:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.8804, loss: 2.8804 +2025-05-28 23:09:32,644 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:16:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 2.8464, loss: 2.8464 +2025-05-28 23:10:15,341 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:15:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 2.9926, loss: 2.9926 +2025-05-28 23:10:58,047 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9900, loss_cls: 2.8984, loss: 2.8984 +2025-05-28 23:11:40,669 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:13:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9038, loss: 2.9038 +2025-05-28 23:12:23,352 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:12:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.8855, loss: 2.8855 +2025-05-28 23:13:06,019 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:12:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8267, loss: 2.8267 +2025-05-28 23:13:48,710 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:11:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8469, loss: 2.8469 +2025-05-28 23:13:51,815 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-28 23:15:07,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:15:07,551 - pyskl - INFO - +top1_acc 0.7719 +top5_acc 0.9589 +2025-05-28 23:15:07,554 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7719, top5_acc: 0.9589 +2025-05-28 23:16:11,369 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:11:35, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7206, loss: 2.7206 +2025-05-28 23:16:54,240 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:10:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8516, loss: 2.8516 +2025-05-28 23:17:37,022 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:10:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.8103, loss: 2.8103 +2025-05-28 23:18:19,740 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:09:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.8486, loss: 2.8486 +2025-05-28 23:19:02,566 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:08:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.8349, loss: 2.8349 +2025-05-28 23:19:45,326 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:07:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7420, loss: 2.7420 +2025-05-28 23:20:28,063 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:07:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.7912, loss: 2.7912 +2025-05-28 23:21:10,820 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:06:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.8989, loss: 2.8989 +2025-05-28 23:21:53,562 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:05:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8319, loss: 2.8319 +2025-05-28 23:22:36,293 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:04:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8219, loss: 2.8219 +2025-05-28 23:23:19,244 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:03:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8467, loss: 2.8467 +2025-05-28 23:24:02,088 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:03:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7587, loss: 2.7587 +2025-05-28 23:24:45,028 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:02:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.7831, loss: 2.7831 +2025-05-28 23:25:27,749 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7327, loss: 2.7327 +2025-05-28 23:26:10,408 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:00:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0319, loss: 3.0319 +2025-05-28 23:26:53,133 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:00:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9182, loss: 2.9182 +2025-05-28 23:27:35,854 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 9:59:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.8206, loss: 2.8206 +2025-05-28 23:28:18,421 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 9:58:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7539, loss: 2.7539 +2025-05-28 23:29:01,100 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 9:57:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8647, loss: 2.8647 +2025-05-28 23:29:43,750 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:57:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.8523, loss: 2.8523 +2025-05-28 23:30:26,458 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:56:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8922, loss: 2.8922 +2025-05-28 23:31:09,024 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:55:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.8598, loss: 2.8598 +2025-05-28 23:31:51,551 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:54:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8015, loss: 2.8015 +2025-05-28 23:32:33,971 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:54:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0401, loss: 3.0401 +2025-05-28 23:33:16,420 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:53:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.7050, loss: 2.7050 +2025-05-28 23:33:19,506 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-28 23:34:34,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:34:34,964 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9700 +2025-05-28 23:34:35,016 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_28.pth was removed +2025-05-28 23:34:36,050 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-05-28 23:34:36,051 - pyskl - INFO - Best top1_acc is 0.8182 at 38 epoch. +2025-05-28 23:34:36,054 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8182, top5_acc: 0.9700 +2025-05-28 23:35:39,944 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:53:23, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 23:36:22,675 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:52:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.7238, loss: 2.7238 +2025-05-28 23:37:05,611 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:51:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.7287, loss: 2.7287 +2025-05-28 23:37:48,332 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:51:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8059, loss: 2.8059 +2025-05-28 23:38:30,988 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:50:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7877, loss: 2.7877 +2025-05-28 23:39:13,676 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:49:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.7656, loss: 2.7656 +2025-05-28 23:39:56,333 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:48:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8223, loss: 2.8223 +2025-05-28 23:40:38,982 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:48:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8281, loss: 2.8281 +2025-05-28 23:41:21,808 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:47:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7874, loss: 2.7874 +2025-05-28 23:42:04,593 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:46:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.9591, loss: 2.9591 +2025-05-28 23:42:47,528 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.8104, loss: 2.8104 +2025-05-28 23:43:30,309 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:45:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7964, loss: 2.7964 +2025-05-28 23:44:13,069 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:44:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.8423, loss: 2.8423 +2025-05-28 23:44:55,905 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:43:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.8283, loss: 2.8283 +2025-05-28 23:45:38,631 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:42:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9900, loss_cls: 2.7798, loss: 2.7798 +2025-05-28 23:46:21,353 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:42:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.8750, loss: 2.8750 +2025-05-28 23:47:04,150 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:41:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9241, loss: 2.9241 +2025-05-28 23:47:46,827 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.8947, loss: 2.8947 +2025-05-28 23:48:29,569 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:39:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8098, loss: 2.8098 +2025-05-28 23:49:12,345 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7948, loss: 2.7948 +2025-05-28 23:49:55,082 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:38:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9862, loss_cls: 2.9260, loss: 2.9260 +2025-05-28 23:50:37,928 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8495, loss: 2.8495 +2025-05-28 23:51:20,834 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:36:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.8411, loss: 2.8411 +2025-05-28 23:52:03,580 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:35:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.1017, loss: 3.1017 +2025-05-28 23:52:46,387 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:35:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9258, loss: 2.9258 +2025-05-28 23:52:49,486 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-28 23:54:04,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:54:05,032 - pyskl - INFO - +top1_acc 0.7780 +top5_acc 0.9596 +2025-05-28 23:54:05,034 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7780, top5_acc: 0.9596 +2025-05-28 23:55:08,993 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:35:15, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.8212, loss: 2.8212 +2025-05-28 23:55:51,841 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:34:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.6414, loss: 2.6414 +2025-05-28 23:56:34,577 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:33:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7903, loss: 2.7903 +2025-05-28 23:57:17,131 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:32:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7580, loss: 2.7580 +2025-05-28 23:57:59,711 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:32:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.8584, loss: 2.8584 +2025-05-28 23:58:42,336 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:31:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.8432, loss: 2.8432 +2025-05-28 23:59:24,924 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:30:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8310, loss: 2.8310 +2025-05-29 00:00:07,601 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.8181, loss: 2.8181 +2025-05-29 00:00:50,265 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:29:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 2.8433, loss: 2.8433 +2025-05-29 00:01:32,880 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:28:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.7926, loss: 2.7926 +2025-05-29 00:02:15,503 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:27:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.7779, loss: 2.7779 +2025-05-29 00:02:58,019 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:26:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8176, loss: 2.8176 +2025-05-29 00:03:40,701 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:26:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8083, loss: 2.8083 +2025-05-29 00:04:23,356 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:25:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.8033, loss: 2.8033 +2025-05-29 00:05:05,946 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:24:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.8747, loss: 2.8747 +2025-05-29 00:05:48,526 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:23:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.8277, loss: 2.8277 +2025-05-29 00:06:31,158 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:23:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.8160, loss: 2.8160 +2025-05-29 00:07:13,758 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:22:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8354, loss: 2.8354 +2025-05-29 00:07:56,357 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:21:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7939, loss: 2.7939 +2025-05-29 00:08:39,053 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:20:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7605, loss: 2.7605 +2025-05-29 00:09:21,664 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:19:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.8062, loss: 2.8062 +2025-05-29 00:10:04,261 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:19:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7948, loss: 2.7948 +2025-05-29 00:10:46,817 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:18:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.9352, loss: 2.9352 +2025-05-29 00:11:29,431 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:17:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.8659, loss: 2.8659 +2025-05-29 00:12:12,041 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:16:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8802, loss: 2.8802 +2025-05-29 00:12:15,132 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-29 00:21:28,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:21:28,160 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9618 +2025-05-29 00:21:28,162 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7971, top5_acc: 0.9618 +2025-05-29 00:22:31,201 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:16:56, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.7652, loss: 2.7652 +2025-05-29 00:23:14,057 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:16:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7525, loss: 2.7525 +2025-05-29 00:23:56,596 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:15:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7780, loss: 2.7780 +2025-05-29 00:24:39,424 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:14:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.7253, loss: 2.7253 +2025-05-29 00:25:22,113 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:13:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.8222, loss: 2.8222 +2025-05-29 00:26:04,934 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:13:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.7693, loss: 2.7693 +2025-05-29 00:26:47,622 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:12:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 2.7584, loss: 2.7584 +2025-05-29 00:27:30,286 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:11:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 2.7554, loss: 2.7554 +2025-05-29 00:28:13,008 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:10:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8052, loss: 2.8052 +2025-05-29 00:28:55,630 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:10:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6920, loss: 2.6920 +2025-05-29 00:29:38,725 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:09:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8415, loss: 2.8415 +2025-05-29 00:30:21,489 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 2.7275, loss: 2.7275 +2025-05-29 00:31:04,389 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:07:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7057, loss: 2.7057 +2025-05-29 00:31:47,136 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:07:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7567, loss: 2.7567 +2025-05-29 00:32:29,868 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:06:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.7651, loss: 2.7651 +2025-05-29 00:33:12,640 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:05:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8085, loss: 2.8085 +2025-05-29 00:33:55,425 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:04:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7390, loss: 2.7390 +2025-05-29 00:34:38,431 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8687, loss: 2.8687 +2025-05-29 00:35:21,225 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:03:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8578, loss: 2.8578 +2025-05-29 00:36:03,896 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:02:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9007, loss: 2.9007 +2025-05-29 00:36:46,565 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:01:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.8411, loss: 2.8411 +2025-05-29 00:37:29,226 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:01:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.9095, loss: 2.9095 +2025-05-29 00:38:11,887 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:00:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.7533, loss: 2.7533 +2025-05-29 00:38:54,519 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 8:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8329, loss: 2.8329 +2025-05-29 00:39:37,189 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 8:58:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.9129, loss: 2.9129 +2025-05-29 00:39:40,287 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-29 00:40:55,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:40:56,044 - pyskl - INFO - +top1_acc 0.8195 +top5_acc 0.9683 +2025-05-29 00:40:56,103 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_38.pth was removed +2025-05-29 00:40:57,193 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2025-05-29 00:40:57,194 - pyskl - INFO - Best top1_acc is 0.8195 at 41 epoch. +2025-05-29 00:40:57,196 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8195, top5_acc: 0.9683 +2025-05-29 00:42:00,642 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 8:58:45, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7389, loss: 2.7389 +2025-05-29 00:42:43,541 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 8:58:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7512, loss: 2.7512 +2025-05-29 00:43:26,339 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:57:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.7908, loss: 2.7908 +2025-05-29 00:44:09,153 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:56:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6879, loss: 2.6879 +2025-05-29 00:44:51,942 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:55:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6833, loss: 2.6833 +2025-05-29 00:45:34,738 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:54:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7816, loss: 2.7816 +2025-05-29 00:46:17,664 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.8069, loss: 2.8069 +2025-05-29 00:47:00,468 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:53:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.7705, loss: 2.7705 +2025-05-29 00:47:43,270 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:52:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7219, loss: 2.7219 +2025-05-29 00:48:26,034 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:51:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.7242, loss: 2.7242 +2025-05-29 00:49:08,971 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8142, loss: 2.8142 +2025-05-29 00:49:52,112 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:50:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8310, loss: 2.8310 +2025-05-29 00:50:35,182 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:49:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7655, loss: 2.7655 +2025-05-29 00:51:17,953 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:48:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7773, loss: 2.7773 +2025-05-29 00:52:00,700 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:48:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8536, loss: 2.8536 +2025-05-29 00:52:43,614 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:47:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9279, loss: 2.9279 +2025-05-29 00:53:26,183 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:46:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8152, loss: 2.8152 +2025-05-29 00:54:08,805 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:45:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9869, loss_cls: 2.7998, loss: 2.7998 +2025-05-29 00:54:51,488 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:45:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.7268, loss: 2.7268 +2025-05-29 00:55:34,207 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:44:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.7985, loss: 2.7985 +2025-05-29 00:56:17,046 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:43:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7518, loss: 2.7518 +2025-05-29 00:56:59,858 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:42:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6322, loss: 2.6322 +2025-05-29 00:57:42,679 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:42:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7865, loss: 2.7865 +2025-05-29 00:58:25,377 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:41:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6108, loss: 2.6108 +2025-05-29 00:59:08,187 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:40:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7779, loss: 2.7779 +2025-05-29 00:59:11,322 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-29 01:00:27,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:00:27,097 - pyskl - INFO - +top1_acc 0.7979 +top5_acc 0.9608 +2025-05-29 01:00:27,100 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7979, top5_acc: 0.9608 +2025-05-29 01:01:30,805 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:40:40, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7364, loss: 2.7364 +2025-05-29 01:02:13,501 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 2.5848, loss: 2.5848 +2025-05-29 01:02:56,645 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:39:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7211, loss: 2.7211 +2025-05-29 01:03:39,581 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:38:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7517, loss: 2.7517 +2025-05-29 01:04:22,305 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:37:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7363, loss: 2.7363 +2025-05-29 01:05:05,033 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7187, loss: 2.7187 +2025-05-29 01:05:47,746 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:36:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8333, loss: 2.8333 +2025-05-29 01:06:30,414 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:35:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7656, loss: 2.7656 +2025-05-29 01:07:13,168 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:34:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.8259, loss: 2.8259 +2025-05-29 01:07:55,909 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:33:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.7804, loss: 2.7804 +2025-05-29 01:08:38,693 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:33:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.8541, loss: 2.8541 +2025-05-29 01:09:21,802 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:32:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7386, loss: 2.7386 +2025-05-29 01:10:04,642 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:31:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.8907, loss: 2.8907 +2025-05-29 01:10:47,405 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:30:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.8216, loss: 2.8216 +2025-05-29 01:11:30,182 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:30:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7303, loss: 2.7303 +2025-05-29 01:12:12,872 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:29:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7802, loss: 2.7802 +2025-05-29 01:12:55,549 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:28:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8360, loss: 2.8360 +2025-05-29 01:13:38,279 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:27:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.7760, loss: 2.7760 +2025-05-29 01:14:21,005 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:27:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.7745, loss: 2.7745 +2025-05-29 01:15:03,673 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:26:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8153, loss: 2.8153 +2025-05-29 01:15:46,429 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:25:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8730, loss: 2.8730 +2025-05-29 01:16:29,162 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:24:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.8534, loss: 2.8534 +2025-05-29 01:17:11,892 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.8603, loss: 2.8603 +2025-05-29 01:17:54,674 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:23:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.8949, loss: 2.8949 +2025-05-29 01:18:37,482 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:22:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8486, loss: 2.8486 +2025-05-29 01:18:40,610 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-29 01:19:56,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:19:56,331 - pyskl - INFO - +top1_acc 0.8133 +top5_acc 0.9717 +2025-05-29 01:19:56,333 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8133, top5_acc: 0.9717 +2025-05-29 01:21:00,317 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:22:33, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.6670, loss: 2.6670 +2025-05-29 01:21:43,132 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:21:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.7375, loss: 2.7375 +2025-05-29 01:22:26,442 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:21:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.7055, loss: 2.7055 +2025-05-29 01:23:09,421 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:20:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6218, loss: 2.6218 +2025-05-29 01:23:52,181 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:19:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7519, loss: 2.7519 +2025-05-29 01:24:35,044 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:18:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7488, loss: 2.7488 +2025-05-29 01:25:17,887 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:18:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8121, loss: 2.8121 +2025-05-29 01:26:00,669 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:17:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9052, loss: 2.9052 +2025-05-29 01:26:43,505 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:16:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.8282, loss: 2.8282 +2025-05-29 01:27:26,231 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:15:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7682, loss: 2.7682 +2025-05-29 01:28:09,039 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:15:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7666, loss: 2.7666 +2025-05-29 01:28:52,070 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:14:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7226, loss: 2.7226 +2025-05-29 01:29:34,936 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:13:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6906, loss: 2.6906 +2025-05-29 01:30:17,673 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:12:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 2.8561, loss: 2.8561 +2025-05-29 01:31:00,341 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:12:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.6827, loss: 2.6827 +2025-05-29 01:31:43,007 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:11:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9894, loss_cls: 2.8529, loss: 2.8529 +2025-05-29 01:32:25,723 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:10:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.8367, loss: 2.8367 +2025-05-29 01:33:08,468 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:09:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7868, loss: 2.7868 +2025-05-29 01:33:51,172 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:09:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.9548, loss: 2.9548 +2025-05-29 01:34:33,785 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:08:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8480, loss: 2.8480 +2025-05-29 01:35:16,416 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:07:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8147, loss: 2.8147 +2025-05-29 01:35:58,974 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:06:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8024, loss: 2.8024 +2025-05-29 01:36:41,718 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:05:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7660, loss: 2.7660 +2025-05-29 01:37:24,317 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:05:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.7946, loss: 2.7946 +2025-05-29 01:38:07,097 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:04:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.7928, loss: 2.7928 +2025-05-29 01:38:10,245 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-29 01:39:25,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:39:25,796 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9675 +2025-05-29 01:39:25,799 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8172, top5_acc: 0.9675 +2025-05-29 01:40:29,685 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:04:25, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.8400, loss: 2.8400 +2025-05-29 01:41:12,482 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:03:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6628, loss: 2.6628 +2025-05-29 01:41:55,249 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:02:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.7297, loss: 2.7297 +2025-05-29 01:42:37,965 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:02:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6796, loss: 2.6796 +2025-05-29 01:43:20,725 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:01:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.7262, loss: 2.7262 +2025-05-29 01:44:03,417 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:00:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.6771, loss: 2.6771 +2025-05-29 01:44:46,136 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 7:59:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6274, loss: 2.6274 +2025-05-29 01:45:28,891 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 7:59:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6930, loss: 2.6930 +2025-05-29 01:46:11,661 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 7:58:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7367, loss: 2.7367 +2025-05-29 01:46:54,529 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:57:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.7353, loss: 2.7353 +2025-05-29 01:47:37,276 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:56:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7692, loss: 2.7692 +2025-05-29 01:48:20,098 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:56:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.7232, loss: 2.7232 +2025-05-29 01:49:02,851 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:55:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8347, loss: 2.8347 +2025-05-29 01:49:45,679 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:54:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.7894, loss: 2.7894 +2025-05-29 01:50:28,427 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:53:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 2.8847, loss: 2.8847 +2025-05-29 01:51:11,090 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:53:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8524, loss: 2.8524 +2025-05-29 01:51:53,686 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:52:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9894, loss_cls: 2.8020, loss: 2.8020 +2025-05-29 01:52:36,344 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:51:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7997, loss: 2.7997 +2025-05-29 01:53:18,992 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:50:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7230, loss: 2.7230 +2025-05-29 01:54:01,641 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:50:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7109, loss: 2.7109 +2025-05-29 01:54:44,252 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:49:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.8545, loss: 2.8545 +2025-05-29 01:55:27,005 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:48:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.7838, loss: 2.7838 +2025-05-29 01:56:09,440 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:47:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7950, loss: 2.7950 +2025-05-29 01:56:52,170 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:47:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9888, loss_cls: 2.7561, loss: 2.7561 +2025-05-29 01:57:34,776 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:46:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7218, loss: 2.7218 +2025-05-29 01:57:37,899 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-29 02:06:13,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:06:13,910 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9651 +2025-05-29 02:06:13,913 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8190, top5_acc: 0.9651 +2025-05-29 02:07:17,150 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:46:12, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5502, loss: 2.5502 +2025-05-29 02:07:59,844 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 02:08:42,625 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:44:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7668, loss: 2.7668 +2025-05-29 02:09:25,269 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:43:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6779, loss: 2.6779 +2025-05-29 02:10:07,745 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:43:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7033, loss: 2.7033 +2025-05-29 02:10:50,164 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:42:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6540, loss: 2.6540 +2025-05-29 02:11:32,581 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:41:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8111, loss: 2.8111 +2025-05-29 02:12:14,915 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:40:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.7607, loss: 2.7607 +2025-05-29 02:12:57,312 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:40:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7308, loss: 2.7308 +2025-05-29 02:13:39,744 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:39:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.7088, loss: 2.7088 +2025-05-29 02:14:22,227 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:38:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7760, loss: 2.7760 +2025-05-29 02:15:04,761 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:37:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.8544, loss: 2.8544 +2025-05-29 02:15:47,239 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:37:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.6961, loss: 2.6961 +2025-05-29 02:16:29,957 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:36:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.7496, loss: 2.7496 +2025-05-29 02:17:12,553 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:35:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8227, loss: 2.8227 +2025-05-29 02:17:55,614 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:34:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9875, loss_cls: 2.8532, loss: 2.8532 +2025-05-29 02:18:38,413 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:34:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 2.7137, loss: 2.7137 +2025-05-29 02:19:21,020 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:33:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7344, loss: 2.7344 +2025-05-29 02:20:03,536 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:32:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.7493, loss: 2.7493 +2025-05-29 02:20:46,150 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:31:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9894, loss_cls: 2.8016, loss: 2.8016 +2025-05-29 02:21:28,816 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:31:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.6693, loss: 2.6693 +2025-05-29 02:22:11,385 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:30:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.6769, loss: 2.6769 +2025-05-29 02:22:54,004 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:29:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.7695, loss: 2.7695 +2025-05-29 02:23:36,617 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:28:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.7680, loss: 2.7680 +2025-05-29 02:24:19,184 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:28:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.6820, loss: 2.6820 +2025-05-29 02:24:22,306 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-29 02:25:37,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:25:37,934 - pyskl - INFO - +top1_acc 0.8263 +top5_acc 0.9695 +2025-05-29 02:25:37,991 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_41.pth was removed +2025-05-29 02:25:39,051 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-29 02:25:39,052 - pyskl - INFO - Best top1_acc is 0.8263 at 46 epoch. +2025-05-29 02:25:39,055 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8263, top5_acc: 0.9695 +2025-05-29 02:26:42,906 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:27:54, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.6335, loss: 2.6335 +2025-05-29 02:27:25,750 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:27:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6553, loss: 2.6553 +2025-05-29 02:28:08,588 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:26:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6469, loss: 2.6469 +2025-05-29 02:28:51,385 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.6368, loss: 2.6368 +2025-05-29 02:29:34,068 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:24:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.6690, loss: 2.6690 +2025-05-29 02:30:16,792 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:24:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.8416, loss: 2.8416 +2025-05-29 02:30:59,676 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:23:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7122, loss: 2.7122 +2025-05-29 02:31:42,528 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:22:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.7317, loss: 2.7317 +2025-05-29 02:32:25,277 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:21:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6809, loss: 2.6809 +2025-05-29 02:33:08,021 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:21:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6929, loss: 2.6929 +2025-05-29 02:33:50,675 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:20:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.6650, loss: 2.6650 +2025-05-29 02:34:33,335 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:19:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.6704, loss: 2.6704 +2025-05-29 02:35:16,021 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:18:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.8781, loss: 2.8781 +2025-05-29 02:35:58,779 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:18:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.6908, loss: 2.6908 +2025-05-29 02:36:41,441 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:17:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6956, loss: 2.6956 +2025-05-29 02:37:24,068 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:16:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8004, loss: 2.8004 +2025-05-29 02:38:06,639 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:15:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.7772, loss: 2.7772 +2025-05-29 02:38:49,204 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:15:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7431, loss: 2.7431 +2025-05-29 02:39:31,767 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:14:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.7112, loss: 2.7112 +2025-05-29 02:40:14,324 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:13:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7868, loss: 2.7868 +2025-05-29 02:40:56,857 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:12:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.6292, loss: 2.6292 +2025-05-29 02:41:39,433 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:12:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7345, loss: 2.7345 +2025-05-29 02:42:22,010 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:11:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.6929, loss: 2.6929 +2025-05-29 02:43:04,546 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:10:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8247, loss: 2.8247 +2025-05-29 02:43:47,175 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:09:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.7115, loss: 2.7115 +2025-05-29 02:43:50,306 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-29 02:45:05,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:45:05,956 - pyskl - INFO - +top1_acc 0.8206 +top5_acc 0.9705 +2025-05-29 02:45:05,958 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8206, top5_acc: 0.9705 +2025-05-29 02:46:09,650 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:09:41, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.6054, loss: 2.6054 +2025-05-29 02:46:52,386 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:08:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 2.6640, loss: 2.6640 +2025-05-29 02:47:35,124 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:08:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.7410, loss: 2.7410 +2025-05-29 02:48:17,757 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:07:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.7706, loss: 2.7706 +2025-05-29 02:49:00,384 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:06:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8371, loss: 2.8371 +2025-05-29 02:49:42,976 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:05:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6859, loss: 2.6859 +2025-05-29 02:50:25,612 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:05:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7551, loss: 2.7551 +2025-05-29 02:51:08,356 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:04:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.8475, loss: 2.8475 +2025-05-29 02:51:50,904 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:03:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7662, loss: 2.7662 +2025-05-29 02:52:33,581 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6608, loss: 2.6608 +2025-05-29 02:53:16,127 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:02:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.7495, loss: 2.7495 +2025-05-29 02:53:58,686 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:01:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.6073, loss: 2.6073 +2025-05-29 02:54:41,316 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:00:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.6249, loss: 2.6249 +2025-05-29 02:55:23,986 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 6:59:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.6202, loss: 2.6202 +2025-05-29 02:56:07,012 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 6:59:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5862, loss: 2.5862 +2025-05-29 02:56:49,910 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 6:58:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.7249, loss: 2.7249 +2025-05-29 02:57:32,656 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:57:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.5768, loss: 2.5768 +2025-05-29 02:58:15,077 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:56:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7173, loss: 2.7173 +2025-05-29 02:58:57,787 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:56:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.6865, loss: 2.6865 +2025-05-29 02:59:40,316 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:55:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7374, loss: 2.7374 +2025-05-29 03:00:23,180 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:54:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.7896, loss: 2.7896 +2025-05-29 03:01:05,958 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:53:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.7482, loss: 2.7482 +2025-05-29 03:01:48,622 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:53:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6955, loss: 2.6955 +2025-05-29 03:02:31,234 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:52:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7274, loss: 2.7274 +2025-05-29 03:03:13,970 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:51:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.7592, loss: 2.7592 +2025-05-29 03:03:17,098 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-29 03:04:32,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:04:32,842 - pyskl - INFO - +top1_acc 0.8037 +top5_acc 0.9640 +2025-05-29 03:04:32,845 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8037, top5_acc: 0.9640 +2025-05-29 03:05:36,334 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:51:27, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.7294, loss: 2.7294 +2025-05-29 03:06:19,041 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:50:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.6975, loss: 2.6975 +2025-05-29 03:07:01,770 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:49:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.6172, loss: 2.6172 +2025-05-29 03:07:44,501 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:49:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7393, loss: 2.7393 +2025-05-29 03:08:27,218 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:48:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6417, loss: 2.6417 +2025-05-29 03:09:09,909 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:47:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.7251, loss: 2.7251 +2025-05-29 03:09:52,678 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:46:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6564, loss: 2.6564 +2025-05-29 03:10:35,429 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:46:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.7989, loss: 2.7989 +2025-05-29 03:11:18,015 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:45:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.7021, loss: 2.7021 +2025-05-29 03:12:00,641 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:44:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6677, loss: 2.6677 +2025-05-29 03:12:43,264 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:43:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.7234, loss: 2.7234 +2025-05-29 03:13:25,898 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:43:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.6293, loss: 2.6293 +2025-05-29 03:14:08,481 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:42:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.7876, loss: 2.7876 +2025-05-29 03:14:51,126 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:41:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7531, loss: 2.7531 +2025-05-29 03:15:33,796 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:40:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6813, loss: 2.6813 +2025-05-29 03:16:16,361 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.6526, loss: 2.6526 +2025-05-29 03:16:59,047 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:39:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.8740, loss: 2.8740 +2025-05-29 03:17:41,576 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:38:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7316, loss: 2.7316 +2025-05-29 03:18:24,163 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:37:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8053, loss: 2.8053 +2025-05-29 03:19:06,781 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:37:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5502, loss: 2.5502 +2025-05-29 03:19:49,448 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:36:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7555, loss: 2.7555 +2025-05-29 03:20:32,058 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:35:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.8748, loss: 2.8748 +2025-05-29 03:21:14,776 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:34:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9919, loss_cls: 2.6409, loss: 2.6409 +2025-05-29 03:21:57,471 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:34:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 03:22:40,146 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:33:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6861, loss: 2.6861 +2025-05-29 03:22:43,227 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-29 03:23:59,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:23:59,371 - pyskl - INFO - +top1_acc 0.8208 +top5_acc 0.9711 +2025-05-29 03:23:59,373 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8208, top5_acc: 0.9711 +2025-05-29 03:25:03,155 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:33:14, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.6797, loss: 2.6797 +2025-05-29 03:25:45,974 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:32:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5891, loss: 2.5891 +2025-05-29 03:26:28,802 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:31:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 03:27:11,818 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:31:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.5976, loss: 2.5976 +2025-05-29 03:27:54,865 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:30:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.5956, loss: 2.5956 +2025-05-29 03:28:37,748 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:29:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6835, loss: 2.6835 +2025-05-29 03:29:20,576 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:28:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7075, loss: 2.7075 +2025-05-29 03:30:03,340 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:28:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.6087, loss: 2.6087 +2025-05-29 03:30:45,970 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:27:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 2.7502, loss: 2.7502 +2025-05-29 03:31:28,692 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:26:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.6107, loss: 2.6107 +2025-05-29 03:32:11,377 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:25:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.7157, loss: 2.7157 +2025-05-29 03:32:54,081 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:25:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7164, loss: 2.7164 +2025-05-29 03:33:36,733 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:24:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.7220, loss: 2.7220 +2025-05-29 03:34:19,424 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:23:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.8258, loss: 2.8258 +2025-05-29 03:35:02,140 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:22:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7063, loss: 2.7063 +2025-05-29 03:35:44,828 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5920, loss: 2.5920 +2025-05-29 03:36:27,574 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:21:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6011, loss: 2.6011 +2025-05-29 03:37:10,265 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6112, loss: 2.6112 +2025-05-29 03:37:52,880 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:19:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 2.7722, loss: 2.7722 +2025-05-29 03:38:35,560 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:19:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5901, loss: 2.5901 +2025-05-29 03:39:18,203 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:18:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.7090, loss: 2.7090 +2025-05-29 03:40:00,799 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:17:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9775, loss_cls: 2.7615, loss: 2.7615 +2025-05-29 03:40:43,493 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:16:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7968, loss: 2.7968 +2025-05-29 03:41:26,139 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:16:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.5745, loss: 2.5745 +2025-05-29 03:42:08,733 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:15:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7976, loss: 2.7976 +2025-05-29 03:42:11,815 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-29 03:50:39,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:50:39,095 - pyskl - INFO - +top1_acc 0.8228 +top5_acc 0.9712 +2025-05-29 03:50:39,098 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8228, top5_acc: 0.9712 +2025-05-29 03:51:42,236 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:15:03, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.7218, loss: 2.7218 +2025-05-29 03:52:24,900 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:14:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5614, loss: 2.5614 +2025-05-29 03:53:07,616 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:13:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6819, loss: 2.6819 +2025-05-29 03:53:50,368 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:12:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6356, loss: 2.6356 +2025-05-29 03:54:33,241 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:12:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 2.7019, loss: 2.7019 +2025-05-29 03:55:15,900 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:11:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5269, loss: 2.5269 +2025-05-29 03:55:58,545 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:10:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6742, loss: 2.6742 +2025-05-29 03:56:41,185 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:09:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5562, loss: 2.5562 +2025-05-29 03:57:23,832 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:09:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.6481, loss: 2.6481 +2025-05-29 03:58:06,510 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:08:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.7249, loss: 2.7249 +2025-05-29 03:58:49,052 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:07:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6046, loss: 2.6046 +2025-05-29 03:59:31,653 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:06:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7893, loss: 2.7893 +2025-05-29 04:00:14,257 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:06:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9919, loss_cls: 2.5389, loss: 2.5389 +2025-05-29 04:00:56,855 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:05:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.6601, loss: 2.6601 +2025-05-29 04:01:39,441 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:04:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.7056, loss: 2.7056 +2025-05-29 04:02:22,101 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:03:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.6866, loss: 2.6866 +2025-05-29 04:03:04,787 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:03:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6674, loss: 2.6674 +2025-05-29 04:03:47,557 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:02:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.6525, loss: 2.6525 +2025-05-29 04:04:30,341 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:01:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6797, loss: 2.6797 +2025-05-29 04:05:13,102 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:00:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7200, loss: 2.7200 +2025-05-29 04:05:55,908 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6396, loss: 2.6396 +2025-05-29 04:06:38,593 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 5:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.7014, loss: 2.7014 +2025-05-29 04:07:21,304 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 5:58:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.6554, loss: 2.6554 +2025-05-29 04:08:04,029 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:57:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7360, loss: 2.7360 +2025-05-29 04:08:46,708 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:57:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6600, loss: 2.6600 +2025-05-29 04:08:49,794 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-29 04:10:05,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:10:05,603 - pyskl - INFO - +top1_acc 0.8283 +top5_acc 0.9712 +2025-05-29 04:10:05,657 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_46.pth was removed +2025-05-29 04:10:06,695 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-29 04:10:06,696 - pyskl - INFO - Best top1_acc is 0.8283 at 51 epoch. +2025-05-29 04:10:06,698 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8283, top5_acc: 0.9712 +2025-05-29 04:11:09,864 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:56:50, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5724, loss: 2.5724 +2025-05-29 04:11:52,549 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:56:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5291, loss: 2.5291 +2025-05-29 04:12:35,353 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5231, loss: 2.5231 +2025-05-29 04:13:18,134 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:54:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6242, loss: 2.6242 +2025-05-29 04:14:00,844 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:53:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6527, loss: 2.6527 +2025-05-29 04:14:43,574 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:53:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.6520, loss: 2.6520 +2025-05-29 04:15:26,284 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:52:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6499, loss: 2.6499 +2025-05-29 04:16:08,998 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:51:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 2.6878, loss: 2.6878 +2025-05-29 04:16:51,629 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:50:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6547, loss: 2.6547 +2025-05-29 04:17:34,278 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:50:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6835, loss: 2.6835 +2025-05-29 04:18:16,869 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:49:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6979, loss: 2.6979 +2025-05-29 04:18:59,498 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:48:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.7063, loss: 2.7063 +2025-05-29 04:19:42,195 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:47:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.6525, loss: 2.6525 +2025-05-29 04:20:24,873 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:47:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5212, loss: 2.5212 +2025-05-29 04:21:07,591 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.6691, loss: 2.6691 +2025-05-29 04:21:50,341 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:45:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.7268, loss: 2.7268 +2025-05-29 04:22:33,274 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:44:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6686, loss: 2.6686 +2025-05-29 04:23:16,133 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:44:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.6571, loss: 2.6571 +2025-05-29 04:23:59,003 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:43:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.6569, loss: 2.6569 +2025-05-29 04:24:41,736 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:42:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6523, loss: 2.6523 +2025-05-29 04:25:24,414 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:41:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6352, loss: 2.6352 +2025-05-29 04:26:07,080 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.7551, loss: 2.7551 +2025-05-29 04:26:49,714 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:40:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7981, loss: 2.7981 +2025-05-29 04:27:32,288 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:39:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6763, loss: 2.6763 +2025-05-29 04:28:14,869 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:38:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.7083, loss: 2.7083 +2025-05-29 04:28:17,939 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-29 04:29:33,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:29:33,428 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9660 +2025-05-29 04:29:33,431 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8194, top5_acc: 0.9660 +2025-05-29 04:30:37,260 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:38:39, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4572, loss: 2.4572 +2025-05-29 04:31:20,088 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:37:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.6557, loss: 2.6557 +2025-05-29 04:32:03,314 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:37:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5778, loss: 2.5778 +2025-05-29 04:32:46,419 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:36:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6503, loss: 2.6503 +2025-05-29 04:33:29,362 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:35:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6602, loss: 2.6602 +2025-05-29 04:34:12,159 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:34:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6053, loss: 2.6053 +2025-05-29 04:34:54,836 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:34:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6222, loss: 2.6222 +2025-05-29 04:35:37,601 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:33:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6507, loss: 2.6507 +2025-05-29 04:36:20,449 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:32:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.5286, loss: 2.5286 +2025-05-29 04:37:03,289 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:31:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.7139, loss: 2.7139 +2025-05-29 04:37:46,127 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:31:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.6168, loss: 2.6168 +2025-05-29 04:38:28,893 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:30:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.7672, loss: 2.7672 +2025-05-29 04:39:11,662 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7502, loss: 2.7502 +2025-05-29 04:39:54,525 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:29:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6184, loss: 2.6184 +2025-05-29 04:40:37,200 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:28:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6194, loss: 2.6194 +2025-05-29 04:41:19,957 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:27:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7251, loss: 2.7251 +2025-05-29 04:42:02,717 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:26:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6963, loss: 2.6963 +2025-05-29 04:42:45,556 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:26:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.7021, loss: 2.7021 +2025-05-29 04:43:28,478 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:25:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.6042, loss: 2.6042 +2025-05-29 04:44:11,122 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:24:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6474, loss: 2.6474 +2025-05-29 04:44:53,861 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6589, loss: 2.6589 +2025-05-29 04:45:36,499 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:23:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6924, loss: 2.6924 +2025-05-29 04:46:19,190 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:22:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6533, loss: 2.6533 +2025-05-29 04:47:01,913 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:21:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.7048, loss: 2.7048 +2025-05-29 04:47:44,497 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:20:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.6840, loss: 2.6840 +2025-05-29 04:47:47,579 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-29 04:49:03,149 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:49:03,218 - pyskl - INFO - +top1_acc 0.8082 +top5_acc 0.9689 +2025-05-29 04:49:03,221 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8082, top5_acc: 0.9689 +2025-05-29 04:50:06,774 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:20:32, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6895, loss: 2.6895 +2025-05-29 04:50:49,611 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:19:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6425, loss: 2.6425 +2025-05-29 04:51:32,438 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:19:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6821, loss: 2.6821 +2025-05-29 04:52:15,152 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:18:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.5771, loss: 2.5771 +2025-05-29 04:52:57,921 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:17:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6221, loss: 2.6221 +2025-05-29 04:53:40,706 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.4811, loss: 2.4811 +2025-05-29 04:54:23,442 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:16:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.6609, loss: 2.6609 +2025-05-29 04:55:06,217 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6350, loss: 2.6350 +2025-05-29 04:55:48,870 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:14:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.5366, loss: 2.5366 +2025-05-29 04:56:31,651 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:13:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6097, loss: 2.6097 +2025-05-29 04:57:14,406 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:13:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.6946, loss: 2.6946 +2025-05-29 04:57:57,177 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:12:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6555, loss: 2.6555 +2025-05-29 04:58:40,003 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:11:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.7310, loss: 2.7310 +2025-05-29 04:59:22,659 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:10:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.6496, loss: 2.6496 +2025-05-29 05:00:05,411 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:10:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7503, loss: 2.7503 +2025-05-29 05:00:48,148 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:09:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.6638, loss: 2.6638 +2025-05-29 05:01:30,986 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.5888, loss: 2.5888 +2025-05-29 05:02:13,874 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:07:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7276, loss: 2.7276 +2025-05-29 05:02:56,643 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:07:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.6528, loss: 2.6528 +2025-05-29 05:03:39,199 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:06:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.6785, loss: 2.6785 +2025-05-29 05:04:21,845 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:05:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9919, loss_cls: 2.6030, loss: 2.6030 +2025-05-29 05:05:04,394 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:04:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.5478, loss: 2.5478 +2025-05-29 05:05:47,113 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:04:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.6539, loss: 2.6539 +2025-05-29 05:06:30,002 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:03:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.6887, loss: 2.6887 +2025-05-29 05:07:12,802 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:02:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6553, loss: 2.6553 +2025-05-29 05:07:15,932 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-29 05:08:31,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:08:31,678 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9642 +2025-05-29 05:08:31,680 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8139, top5_acc: 0.9642 +2025-05-29 05:09:35,005 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:02:23, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.3786, loss: 2.3786 +2025-05-29 05:10:17,648 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:01:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6382, loss: 2.6382 +2025-05-29 05:11:00,456 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:00:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.7399, loss: 2.7399 +2025-05-29 05:11:43,410 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:00:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 05:12:26,409 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 4:59:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6460, loss: 2.6460 +2025-05-29 05:13:09,255 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 4:58:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6517, loss: 2.6517 +2025-05-29 05:13:52,042 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:57:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7075, loss: 2.7075 +2025-05-29 05:14:34,919 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:57:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.7130, loss: 2.7130 +2025-05-29 05:15:17,793 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:56:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7282, loss: 2.7282 +2025-05-29 05:16:00,582 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:55:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.6524, loss: 2.6524 +2025-05-29 05:16:43,385 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7457, loss: 2.7457 +2025-05-29 05:17:26,096 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:54:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.6693, loss: 2.6693 +2025-05-29 05:18:08,836 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:53:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7044, loss: 2.7044 +2025-05-29 05:18:51,433 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:52:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5849, loss: 2.5849 +2025-05-29 05:19:34,034 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:51:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5936, loss: 2.5936 +2025-05-29 05:20:16,782 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:51:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.5896, loss: 2.5896 +2025-05-29 05:20:59,584 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:50:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6556, loss: 2.6556 +2025-05-29 05:21:42,376 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:49:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.5709, loss: 2.5709 +2025-05-29 05:22:25,172 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:48:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.7917, loss: 2.7917 +2025-05-29 05:23:07,840 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:48:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6347, loss: 2.6347 +2025-05-29 05:23:50,526 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:47:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6168, loss: 2.6168 +2025-05-29 05:24:33,175 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:46:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.5950, loss: 2.5950 +2025-05-29 05:25:15,831 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:45:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.7356, loss: 2.7356 +2025-05-29 05:25:58,394 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:45:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.7309, loss: 2.7309 +2025-05-29 05:26:40,638 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:44:29, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6567, loss: 2.6567 +2025-05-29 05:26:43,740 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-29 05:35:21,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:35:22,046 - pyskl - INFO - +top1_acc 0.8005 +top5_acc 0.9664 +2025-05-29 05:35:22,049 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8005, top5_acc: 0.9664 +2025-05-29 05:36:25,022 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:44:12, time: 0.630, data_time: 0.204, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.5289, loss: 2.5289 +2025-05-29 05:37:07,683 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:43:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.5532, loss: 2.5532 +2025-05-29 05:37:50,360 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:42:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.5125, loss: 2.5125 +2025-05-29 05:38:33,093 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:41:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6127, loss: 2.6127 +2025-05-29 05:39:16,002 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:41:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.6162, loss: 2.6162 +2025-05-29 05:39:58,757 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:40:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.4980, loss: 2.4980 +2025-05-29 05:40:41,524 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:39:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.5413, loss: 2.5413 +2025-05-29 05:41:24,288 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:38:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.6745, loss: 2.6745 +2025-05-29 05:42:06,748 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:38:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.5804, loss: 2.5804 +2025-05-29 05:42:49,254 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:37:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.5964, loss: 2.5964 +2025-05-29 05:43:31,672 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:36:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6218, loss: 2.6218 +2025-05-29 05:44:14,236 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:35:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.6899, loss: 2.6899 +2025-05-29 05:44:56,703 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:35:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.5499, loss: 2.5499 +2025-05-29 05:45:39,209 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:34:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.7230, loss: 2.7230 +2025-05-29 05:46:21,689 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:33:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5733, loss: 2.5733 +2025-05-29 05:47:04,165 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:32:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5770, loss: 2.5770 +2025-05-29 05:47:46,650 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:32:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6939, loss: 2.6939 +2025-05-29 05:48:29,203 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:31:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5713, loss: 2.5713 +2025-05-29 05:49:11,780 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:30:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.6770, loss: 2.6770 +2025-05-29 05:49:54,467 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:29:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.5033, loss: 2.5033 +2025-05-29 05:50:37,081 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:29:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.6100, loss: 2.6100 +2025-05-29 05:51:19,645 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:28:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5983, loss: 2.5983 +2025-05-29 05:52:02,256 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:27:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6758, loss: 2.6758 +2025-05-29 05:52:44,820 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:26:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.5886, loss: 2.5886 +2025-05-29 05:53:27,649 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:26:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6856, loss: 2.6856 +2025-05-29 05:53:30,696 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-29 05:54:46,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:54:46,097 - pyskl - INFO - +top1_acc 0.8335 +top5_acc 0.9740 +2025-05-29 05:54:46,152 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_51.pth was removed +2025-05-29 05:54:47,188 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-05-29 05:54:47,189 - pyskl - INFO - Best top1_acc is 0.8335 at 56 epoch. +2025-05-29 05:54:47,191 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8335, top5_acc: 0.9740 +2025-05-29 05:55:50,851 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:25:57, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6457, loss: 2.6457 +2025-05-29 05:56:33,463 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:25:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4491, loss: 2.4491 +2025-05-29 05:57:16,144 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.6294, loss: 2.6294 +2025-05-29 05:57:58,837 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:23:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.6085, loss: 2.6085 +2025-05-29 05:58:41,502 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:22:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.5035, loss: 2.5035 +2025-05-29 05:59:24,091 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:22:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.5272, loss: 2.5272 +2025-05-29 06:00:06,757 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:21:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5962, loss: 2.5962 +2025-05-29 06:00:49,458 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:20:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.5197, loss: 2.5197 +2025-05-29 06:01:32,161 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:19:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.4543, loss: 2.4543 +2025-05-29 06:02:14,817 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:19:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5954, loss: 2.5954 +2025-05-29 06:02:57,496 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:18:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5863, loss: 2.5863 +2025-05-29 06:03:40,158 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:17:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6565, loss: 2.6565 +2025-05-29 06:04:22,813 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:16:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7084, loss: 2.7084 +2025-05-29 06:05:05,425 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:16:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9919, loss_cls: 2.7060, loss: 2.7060 +2025-05-29 06:05:48,056 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:15:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5838, loss: 2.5838 +2025-05-29 06:06:30,679 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:14:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6882, loss: 2.6882 +2025-05-29 06:07:13,411 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:14:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 2.6517, loss: 2.6517 +2025-05-29 06:07:56,142 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:13:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5537, loss: 2.5537 +2025-05-29 06:08:38,936 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:12:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6232, loss: 2.6232 +2025-05-29 06:09:21,649 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:11:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5726, loss: 2.5726 +2025-05-29 06:10:04,316 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:11:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.5485, loss: 2.5485 +2025-05-29 06:10:47,024 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:10:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.6537, loss: 2.6537 +2025-05-29 06:11:29,809 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:09:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6506, loss: 2.6506 +2025-05-29 06:12:12,465 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:08:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.5802, loss: 2.5802 +2025-05-29 06:12:55,113 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:08:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.6601, loss: 2.6601 +2025-05-29 06:12:58,198 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-29 06:14:14,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:14:14,150 - pyskl - INFO - +top1_acc 0.8357 +top5_acc 0.9747 +2025-05-29 06:14:14,203 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_56.pth was removed +2025-05-29 06:14:15,208 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2025-05-29 06:14:15,209 - pyskl - INFO - Best top1_acc is 0.8357 at 57 epoch. +2025-05-29 06:14:15,211 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8357, top5_acc: 0.9747 +2025-05-29 06:15:18,348 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:07:44, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.5354, loss: 2.5354 +2025-05-29 06:16:00,870 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:06:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5449, loss: 2.5449 +2025-05-29 06:16:43,767 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:06:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.5359, loss: 2.5359 +2025-05-29 06:17:26,741 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:05:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.6157, loss: 2.6157 +2025-05-29 06:18:09,387 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:04:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.6309, loss: 2.6309 +2025-05-29 06:18:51,918 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:04:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6629, loss: 2.6629 +2025-05-29 06:19:34,435 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:03:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 2.5873, loss: 2.5873 +2025-05-29 06:20:17,005 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:02:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.6500, loss: 2.6500 +2025-05-29 06:20:59,488 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:01:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5112, loss: 2.5112 +2025-05-29 06:21:42,072 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:01:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.5517, loss: 2.5517 +2025-05-29 06:22:24,664 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:00:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.4688, loss: 2.4688 +2025-05-29 06:23:07,296 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 3:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.4371, loss: 2.4371 +2025-05-29 06:23:49,963 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 3:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5657, loss: 2.5657 +2025-05-29 06:24:32,603 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 3:58:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5349, loss: 2.5349 +2025-05-29 06:25:15,189 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:57:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5687, loss: 2.5687 +2025-05-29 06:25:57,824 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:56:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.5889, loss: 2.5889 +2025-05-29 06:26:40,453 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:55:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6691, loss: 2.6691 +2025-05-29 06:27:22,989 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:55:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.6583, loss: 2.6583 +2025-05-29 06:28:05,661 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:54:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9900, loss_cls: 2.7075, loss: 2.7075 +2025-05-29 06:28:48,469 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:53:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5037, loss: 2.5037 +2025-05-29 06:29:31,131 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:52:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6031, loss: 2.6031 +2025-05-29 06:30:13,770 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:52:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7201, loss: 2.7201 +2025-05-29 06:30:56,486 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.5901, loss: 2.5901 +2025-05-29 06:31:39,068 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:50:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.5961, loss: 2.5961 +2025-05-29 06:32:21,762 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:49:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6539, loss: 2.6539 +2025-05-29 06:32:24,843 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-29 06:33:40,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:33:40,511 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9728 +2025-05-29 06:33:40,567 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_57.pth was removed +2025-05-29 06:33:41,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-05-29 06:33:41,645 - pyskl - INFO - Best top1_acc is 0.8362 at 58 epoch. +2025-05-29 06:33:41,647 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8362, top5_acc: 0.9728 +2025-05-29 06:34:45,857 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:49:32, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.5307, loss: 2.5307 +2025-05-29 06:35:28,654 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:48:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4799, loss: 2.4799 +2025-05-29 06:36:11,480 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:48:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.4799, loss: 2.4799 +2025-05-29 06:36:54,106 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:47:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.5373, loss: 2.5373 +2025-05-29 06:37:36,879 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:46:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.6058, loss: 2.6058 +2025-05-29 06:38:19,610 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:45:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.5296, loss: 2.5296 +2025-05-29 06:39:02,343 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:45:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5667, loss: 2.5667 +2025-05-29 06:39:45,118 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:44:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.6992, loss: 2.6992 +2025-05-29 06:40:27,848 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:43:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.6100, loss: 2.6100 +2025-05-29 06:41:10,550 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:42:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.6356, loss: 2.6356 +2025-05-29 06:41:53,320 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:42:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.5018, loss: 2.5018 +2025-05-29 06:42:36,060 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7149, loss: 2.7149 +2025-05-29 06:43:18,590 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:40:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.5248, loss: 2.5248 +2025-05-29 06:44:01,236 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:39:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.5117, loss: 2.5117 +2025-05-29 06:44:43,936 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:39:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.6742, loss: 2.6742 +2025-05-29 06:45:26,649 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:38:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.5692, loss: 2.5692 +2025-05-29 06:46:09,469 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:37:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5627, loss: 2.5627 +2025-05-29 06:46:52,202 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5393, loss: 2.5393 +2025-05-29 06:47:35,084 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:36:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.5528, loss: 2.5528 +2025-05-29 06:48:17,852 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:35:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.6739, loss: 2.6739 +2025-05-29 06:49:00,602 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:34:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5315, loss: 2.5315 +2025-05-29 06:49:43,301 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:33:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.5253, loss: 2.5253 +2025-05-29 06:50:26,109 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:33:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5649, loss: 2.5649 +2025-05-29 06:51:08,914 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:32:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5806, loss: 2.5806 +2025-05-29 06:51:51,783 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:31:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6398, loss: 2.6398 +2025-05-29 06:51:54,870 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-29 06:53:10,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:53:11,025 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9726 +2025-05-29 06:53:11,027 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8285, top5_acc: 0.9726 +2025-05-29 06:54:14,641 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:31:23, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5520, loss: 2.5520 +2025-05-29 06:54:57,327 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:30:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.5698, loss: 2.5698 +2025-05-29 06:55:40,236 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:29:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.5208, loss: 2.5208 +2025-05-29 06:56:22,917 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:29:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5095, loss: 2.5095 +2025-05-29 06:57:05,696 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:28:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9938, loss_cls: 2.5180, loss: 2.5180 +2025-05-29 06:57:48,678 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:27:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.6386, loss: 2.6386 +2025-05-29 06:58:31,277 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:26:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.5567, loss: 2.5567 +2025-05-29 06:59:13,862 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:26:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4831, loss: 2.4831 +2025-05-29 06:59:56,485 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:25:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4840, loss: 2.4840 +2025-05-29 07:00:39,172 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:24:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9900, loss_cls: 2.6223, loss: 2.6223 +2025-05-29 07:01:21,818 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:23:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5057, loss: 2.5057 +2025-05-29 07:02:04,286 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:23:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.4794, loss: 2.4794 +2025-05-29 07:02:46,896 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:22:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5460, loss: 2.5460 +2025-05-29 07:03:29,517 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:21:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6416, loss: 2.6416 +2025-05-29 07:04:12,152 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:20:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.6015, loss: 2.6015 +2025-05-29 07:04:54,779 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:20:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.5234, loss: 2.5234 +2025-05-29 07:05:37,399 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:19:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8282, loss: 2.8282 +2025-05-29 07:06:20,045 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:18:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6969, loss: 2.6969 +2025-05-29 07:07:02,688 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:17:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6495, loss: 2.6495 +2025-05-29 07:07:45,537 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:17:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.5261, loss: 2.5261 +2025-05-29 07:08:28,267 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:16:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6190, loss: 2.6190 +2025-05-29 07:09:11,254 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:15:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.6591, loss: 2.6591 +2025-05-29 07:09:54,120 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6900, loss: 2.6900 +2025-05-29 07:10:36,880 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:14:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.5847, loss: 2.5847 +2025-05-29 07:11:19,641 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:13:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.6676, loss: 2.6676 +2025-05-29 07:11:22,745 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-29 07:19:56,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:19:56,861 - pyskl - INFO - +top1_acc 0.8260 +top5_acc 0.9699 +2025-05-29 07:19:56,863 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8260, top5_acc: 0.9699 +2025-05-29 07:20:59,649 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:13:12, time: 0.628, data_time: 0.202, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4632, loss: 2.4632 +2025-05-29 07:21:42,302 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:12:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.5867, loss: 2.5867 +2025-05-29 07:22:25,078 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:11:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.4312, loss: 2.4312 +2025-05-29 07:23:07,857 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:10:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4173, loss: 2.4173 +2025-05-29 07:23:50,570 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:10:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4985, loss: 2.4985 +2025-05-29 07:24:33,275 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:09:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4576, loss: 2.4576 +2025-05-29 07:25:15,972 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:08:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5366, loss: 2.5366 +2025-05-29 07:25:58,574 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:08:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.4443, loss: 2.4443 +2025-05-29 07:26:41,312 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:07:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5780, loss: 2.5780 +2025-05-29 07:27:24,029 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:06:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 2.4220, loss: 2.4220 +2025-05-29 07:28:06,703 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.5338, loss: 2.5338 +2025-05-29 07:28:49,270 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:05:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5699, loss: 2.5699 +2025-05-29 07:29:31,825 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:04:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9906, loss_cls: 2.6038, loss: 2.6038 +2025-05-29 07:30:14,393 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:03:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.5730, loss: 2.5730 +2025-05-29 07:30:57,030 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:02:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6413, loss: 2.6413 +2025-05-29 07:31:39,541 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:02:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.5667, loss: 2.5667 +2025-05-29 07:32:22,100 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:01:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.6179, loss: 2.6179 +2025-05-29 07:33:04,571 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:00:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5350, loss: 2.5350 +2025-05-29 07:33:47,117 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 2:59:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.5572, loss: 2.5572 +2025-05-29 07:34:29,616 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 2:59:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5179, loss: 2.5179 +2025-05-29 07:35:12,295 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 2:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.5873, loss: 2.5873 +2025-05-29 07:35:54,968 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:57:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6767, loss: 2.6767 +2025-05-29 07:36:37,573 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:56:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5832, loss: 2.5832 +2025-05-29 07:37:20,235 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:56:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 2.4916, loss: 2.4916 +2025-05-29 07:38:02,793 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:55:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.5685, loss: 2.5685 +2025-05-29 07:38:05,801 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-29 07:39:21,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:39:21,557 - pyskl - INFO - +top1_acc 0.8279 +top5_acc 0.9706 +2025-05-29 07:39:21,560 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8279, top5_acc: 0.9706 +2025-05-29 07:40:25,325 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:54:59, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.5152, loss: 2.5152 +2025-05-29 07:41:08,061 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3615, loss: 2.3615 +2025-05-29 07:41:50,804 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:53:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4920, loss: 2.4920 +2025-05-29 07:42:33,419 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:52:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4892, loss: 2.4892 +2025-05-29 07:43:15,950 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:52:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4740, loss: 2.4740 +2025-05-29 07:43:58,363 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:51:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6180, loss: 2.6180 +2025-05-29 07:44:41,023 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:50:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.6163, loss: 2.6163 +2025-05-29 07:45:23,660 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:49:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4831, loss: 2.4831 +2025-05-29 07:46:06,193 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:49:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.4104, loss: 2.4104 +2025-05-29 07:46:48,703 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:48:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.5090, loss: 2.5090 +2025-05-29 07:47:31,295 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:47:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4862, loss: 2.4862 +2025-05-29 07:48:13,913 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:46:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5165, loss: 2.5165 +2025-05-29 07:48:56,652 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:46:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5138, loss: 2.5138 +2025-05-29 07:49:39,343 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:45:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.5640, loss: 2.5640 +2025-05-29 07:50:22,068 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:44:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5474, loss: 2.5474 +2025-05-29 07:51:04,721 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:43:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.6472, loss: 2.6472 +2025-05-29 07:51:47,406 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:43:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.5534, loss: 2.5534 +2025-05-29 07:52:30,045 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:42:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5333, loss: 2.5333 +2025-05-29 07:53:12,687 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:41:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.4422, loss: 2.4422 +2025-05-29 07:53:55,245 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:40:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5187, loss: 2.5187 +2025-05-29 07:54:37,866 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:40:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.4774, loss: 2.4774 +2025-05-29 07:55:20,521 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:39:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6062, loss: 2.6062 +2025-05-29 07:56:03,193 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:38:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6592, loss: 2.6592 +2025-05-29 07:56:45,852 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:37:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4380, loss: 2.4380 +2025-05-29 07:57:28,513 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:37:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.5627, loss: 2.5627 +2025-05-29 07:57:31,617 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-29 07:58:47,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:58:47,145 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9680 +2025-05-29 07:58:47,147 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8336, top5_acc: 0.9680 +2025-05-29 07:59:50,917 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:36:46, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.4654, loss: 2.4654 +2025-05-29 08:00:33,611 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:36:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.4196, loss: 2.4196 +2025-05-29 08:01:16,301 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:35:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4109, loss: 2.4109 +2025-05-29 08:01:59,084 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4539, loss: 2.4539 +2025-05-29 08:02:41,810 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:33:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4939, loss: 2.4939 +2025-05-29 08:03:24,475 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:33:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5373, loss: 2.5373 +2025-05-29 08:04:07,107 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:32:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3746, loss: 2.3746 +2025-05-29 08:04:49,765 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:31:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5210, loss: 2.5210 +2025-05-29 08:05:32,467 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:30:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4911, loss: 2.4911 +2025-05-29 08:06:15,055 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:30:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5449, loss: 2.5449 +2025-05-29 08:06:57,701 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:29:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4293, loss: 2.4293 +2025-05-29 08:07:40,352 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:28:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.5720, loss: 2.5720 +2025-05-29 08:08:22,896 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:27:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5488, loss: 2.5488 +2025-05-29 08:09:05,579 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:27:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5116, loss: 2.5116 +2025-05-29 08:09:48,231 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:26:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.5827, loss: 2.5827 +2025-05-29 08:10:30,900 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:25:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6529, loss: 2.6529 +2025-05-29 08:11:13,566 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:24:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6391, loss: 2.6391 +2025-05-29 08:11:56,239 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:24:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.5321, loss: 2.5321 +2025-05-29 08:12:38,929 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:23:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.5781, loss: 2.5781 +2025-05-29 08:13:21,564 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:22:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.5454, loss: 2.5454 +2025-05-29 08:14:04,300 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:21:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.5471, loss: 2.5471 +2025-05-29 08:14:47,000 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:21:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5544, loss: 2.5544 +2025-05-29 08:15:29,759 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:20:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5230, loss: 2.5230 +2025-05-29 08:16:12,510 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:19:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.5845, loss: 2.5845 +2025-05-29 08:16:54,801 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:18:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.6273, loss: 2.6273 +2025-05-29 08:16:57,844 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-29 08:18:13,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:18:13,459 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9589 +2025-05-29 08:18:13,461 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8051, top5_acc: 0.9589 +2025-05-29 08:19:17,043 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:18:35, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.4681, loss: 2.4681 +2025-05-29 08:19:59,701 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:17:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.3625, loss: 2.3625 +2025-05-29 08:20:42,344 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:17:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5091, loss: 2.5091 +2025-05-29 08:21:25,396 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:16:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.4476, loss: 2.4476 +2025-05-29 08:22:08,201 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:15:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3978, loss: 2.3978 +2025-05-29 08:22:51,092 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:14:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4097, loss: 2.4097 +2025-05-29 08:23:33,790 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:14:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6232, loss: 2.6232 +2025-05-29 08:24:16,528 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4453, loss: 2.4453 +2025-05-29 08:24:59,262 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:12:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4209, loss: 2.4209 +2025-05-29 08:25:41,911 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:11:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4405, loss: 2.4405 +2025-05-29 08:26:24,559 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:11:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4707, loss: 2.4707 +2025-05-29 08:27:07,222 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:10:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4835, loss: 2.4835 +2025-05-29 08:27:49,897 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:09:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.5688, loss: 2.5688 +2025-05-29 08:28:32,598 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:08:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4976, loss: 2.4976 +2025-05-29 08:29:15,300 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:08:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.5512, loss: 2.5512 +2025-05-29 08:29:58,018 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:07:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5658, loss: 2.5658 +2025-05-29 08:30:40,751 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:06:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.5799, loss: 2.5799 +2025-05-29 08:31:23,426 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:05:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5642, loss: 2.5642 +2025-05-29 08:32:06,170 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:05:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.6153, loss: 2.6153 +2025-05-29 08:32:48,835 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:04:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5163, loss: 2.5163 +2025-05-29 08:33:31,489 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5021, loss: 2.5021 +2025-05-29 08:34:14,221 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:03:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.5654, loss: 2.5654 +2025-05-29 08:34:56,908 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:02:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5873, loss: 2.5873 +2025-05-29 08:35:39,822 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:01:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4748, loss: 2.4748 +2025-05-29 08:36:22,517 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:00:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 2.4480, loss: 2.4480 +2025-05-29 08:36:25,597 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-29 08:37:41,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:37:41,520 - pyskl - INFO - +top1_acc 0.8384 +top5_acc 0.9700 +2025-05-29 08:37:41,578 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_58.pth was removed +2025-05-29 08:37:42,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-05-29 08:37:42,655 - pyskl - INFO - Best top1_acc is 0.8384 at 64 epoch. +2025-05-29 08:37:42,658 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8384, top5_acc: 0.9700 +2025-05-29 08:38:46,256 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:00:25, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.2437, loss: 2.2437 +2025-05-29 08:39:28,983 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 1:59:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.4414, loss: 2.4414 +2025-05-29 08:40:11,716 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 1:58:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4424, loss: 2.4424 +2025-05-29 08:40:54,558 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 1:58:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4546, loss: 2.4546 +2025-05-29 08:41:37,349 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:57:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4684, loss: 2.4684 +2025-05-29 08:42:20,146 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:56:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4556, loss: 2.4556 +2025-05-29 08:43:02,721 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:55:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4644, loss: 2.4644 +2025-05-29 08:43:45,455 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:55:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.5551, loss: 2.5551 +2025-05-29 08:44:28,209 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5451, loss: 2.5451 +2025-05-29 08:45:10,855 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:53:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4726, loss: 2.4726 +2025-05-29 08:45:53,706 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:53:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.4531, loss: 2.4531 +2025-05-29 08:46:36,371 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5265, loss: 2.5265 +2025-05-29 08:47:19,087 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:51:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6300, loss: 2.6300 +2025-05-29 08:48:01,790 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:50:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5192, loss: 2.5192 +2025-05-29 08:48:44,428 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:50:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5489, loss: 2.5489 +2025-05-29 08:49:27,098 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:49:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4080, loss: 2.4080 +2025-05-29 08:50:09,726 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:48:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5055, loss: 2.5055 +2025-05-29 08:50:52,404 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:47:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5714, loss: 2.5714 +2025-05-29 08:51:35,028 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:47:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5179, loss: 2.5179 +2025-05-29 08:52:17,654 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:46:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.4993, loss: 2.4993 +2025-05-29 08:53:00,250 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:45:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.5255, loss: 2.5255 +2025-05-29 08:53:43,137 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:44:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.5225, loss: 2.5225 +2025-05-29 08:54:26,058 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:44:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5162, loss: 2.5162 +2025-05-29 08:55:08,997 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:43:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9925, loss_cls: 2.4967, loss: 2.4967 +2025-05-29 08:55:51,730 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:42:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5633, loss: 2.5633 +2025-05-29 08:55:54,831 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-29 09:04:18,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:04:19,020 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9650 +2025-05-29 09:04:19,022 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8096, top5_acc: 0.9650 +2025-05-29 09:05:21,890 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:42:15, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3673, loss: 2.3673 +2025-05-29 09:06:04,535 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:41:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4465, loss: 2.4465 +2025-05-29 09:06:47,158 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:40:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3692, loss: 2.3692 +2025-05-29 09:07:29,816 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:40:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4451, loss: 2.4451 +2025-05-29 09:08:12,518 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:39:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4349, loss: 2.4349 +2025-05-29 09:08:55,146 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.4935, loss: 2.4935 +2025-05-29 09:09:37,826 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:37:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.4026, loss: 2.4026 +2025-05-29 09:10:20,584 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.5576, loss: 2.5576 +2025-05-29 09:11:03,227 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:36:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6117, loss: 2.6117 +2025-05-29 09:11:45,879 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:35:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.4761, loss: 2.4761 +2025-05-29 09:12:28,513 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:34:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3246, loss: 2.3246 +2025-05-29 09:13:11,171 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9950, loss_cls: 2.5226, loss: 2.5226 +2025-05-29 09:13:53,720 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:33:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.4172, loss: 2.4172 +2025-05-29 09:14:36,301 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:32:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5259, loss: 2.5259 +2025-05-29 09:15:18,817 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:31:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4261, loss: 2.4261 +2025-05-29 09:16:01,277 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:31:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4297, loss: 2.4297 +2025-05-29 09:16:43,904 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:30:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.3757, loss: 2.3757 +2025-05-29 09:17:26,469 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:29:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5866, loss: 2.5866 +2025-05-29 09:18:09,118 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:28:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4154, loss: 2.4154 +2025-05-29 09:18:51,568 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:28:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6662, loss: 2.6662 +2025-05-29 09:19:34,060 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:27:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4133, loss: 2.4133 +2025-05-29 09:20:16,689 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:26:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.4555, loss: 2.4555 +2025-05-29 09:20:59,149 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:25:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.4762, loss: 2.4762 +2025-05-29 09:21:41,761 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:25:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4999, loss: 2.4999 +2025-05-29 09:22:24,456 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:24:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9906, loss_cls: 2.5777, loss: 2.5777 +2025-05-29 09:22:27,532 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-29 09:23:43,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:23:43,077 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9586 +2025-05-29 09:23:43,080 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8196, top5_acc: 0.9586 +2025-05-29 09:24:46,263 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:24:02, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.3219, loss: 2.3219 +2025-05-29 09:25:28,866 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:23:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.4477, loss: 2.4477 +2025-05-29 09:26:11,434 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:22:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.4373, loss: 2.4373 +2025-05-29 09:26:54,100 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4146, loss: 2.4146 +2025-05-29 09:27:36,568 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:21:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.3162, loss: 2.3162 +2025-05-29 09:28:19,211 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:20:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4446, loss: 2.4446 +2025-05-29 09:29:01,876 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:19:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3756, loss: 2.3756 +2025-05-29 09:29:44,575 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:18:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3431, loss: 2.3431 +2025-05-29 09:30:27,245 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:18:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5579, loss: 2.5579 +2025-05-29 09:31:09,945 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5139, loss: 2.5139 +2025-05-29 09:31:52,695 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:16:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.4866, loss: 2.4866 +2025-05-29 09:32:35,416 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:15:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.4584, loss: 2.4584 +2025-05-29 09:33:18,107 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.4319, loss: 2.4319 +2025-05-29 09:34:00,767 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.3896, loss: 2.3896 +2025-05-29 09:34:43,421 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:13:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4196, loss: 2.4196 +2025-05-29 09:35:26,027 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:12:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5050, loss: 2.5050 +2025-05-29 09:36:08,640 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:12:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.3381, loss: 2.3381 +2025-05-29 09:36:51,295 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:11:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5654, loss: 2.5654 +2025-05-29 09:37:33,883 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:10:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4813, loss: 2.4813 +2025-05-29 09:38:16,539 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:09:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.4935, loss: 2.4935 +2025-05-29 09:38:59,313 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:09:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.3216, loss: 2.3216 +2025-05-29 09:39:41,991 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:08:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5522, loss: 2.5522 +2025-05-29 09:40:24,700 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:07:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5063, loss: 2.5063 +2025-05-29 09:41:07,568 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:06:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4572, loss: 2.4572 +2025-05-29 09:41:50,439 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:06:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.4999, loss: 2.4999 +2025-05-29 09:41:53,544 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-29 09:43:08,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:43:08,818 - pyskl - INFO - +top1_acc 0.8268 +top5_acc 0.9719 +2025-05-29 09:43:08,821 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8268, top5_acc: 0.9719 +2025-05-29 09:44:12,436 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:05:51, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.4000, loss: 2.4000 +2025-05-29 09:44:55,288 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:05:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.5134, loss: 2.5134 +2025-05-29 09:45:38,078 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:04:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4208, loss: 2.4208 +2025-05-29 09:46:21,049 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:03:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4887, loss: 2.4887 +2025-05-29 09:47:03,702 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.3826, loss: 2.3826 +2025-05-29 09:47:46,320 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:02:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4761, loss: 2.4761 +2025-05-29 09:48:28,864 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:01:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3802, loss: 2.3802 +2025-05-29 09:49:11,429 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:00:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4677, loss: 2.4677 +2025-05-29 09:49:54,054 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 0:59:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.4048, loss: 2.4048 +2025-05-29 09:50:36,645 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 0:59:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.4223, loss: 2.4223 +2025-05-29 09:51:19,224 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 0:58:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.3992, loss: 2.3992 +2025-05-29 09:52:01,771 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:57:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9931, loss_cls: 2.4816, loss: 2.4816 +2025-05-29 09:52:44,372 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:56:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.4962, loss: 2.4962 +2025-05-29 09:53:26,996 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:56:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.4847, loss: 2.4847 +2025-05-29 09:54:09,661 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:55:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.4715, loss: 2.4715 +2025-05-29 09:54:52,361 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:54:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3463, loss: 2.3463 +2025-05-29 09:55:35,084 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:54:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5313, loss: 2.5313 +2025-05-29 09:56:17,768 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:53:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5460, loss: 2.5460 +2025-05-29 09:57:00,539 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:52:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4961, loss: 2.4961 +2025-05-29 09:57:43,269 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:51:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.4303, loss: 2.4303 +2025-05-29 09:58:26,068 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:51:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.5013, loss: 2.5013 +2025-05-29 09:59:08,876 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:50:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4605, loss: 2.4605 +2025-05-29 09:59:51,536 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:49:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4115, loss: 2.4115 +2025-05-29 10:00:34,257 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:48:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.3995, loss: 2.3995 +2025-05-29 10:01:17,030 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:48:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.5165, loss: 2.5165 +2025-05-29 10:01:20,311 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-29 10:02:35,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:02:35,973 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9742 +2025-05-29 10:02:36,028 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_64.pth was removed +2025-05-29 10:02:37,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-05-29 10:02:37,077 - pyskl - INFO - Best top1_acc is 0.8407 at 68 epoch. +2025-05-29 10:02:37,080 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8407, top5_acc: 0.9742 +2025-05-29 10:03:41,141 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:47:41, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 2.3130, loss: 2.3130 +2025-05-29 10:04:24,035 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:46:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.4172, loss: 2.4172 +2025-05-29 10:05:06,884 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:46:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2736, loss: 2.2736 +2025-05-29 10:05:49,690 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:45:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.3598, loss: 2.3598 +2025-05-29 10:06:32,532 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:44:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.3994, loss: 2.3994 +2025-05-29 10:07:15,264 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:44:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.3900, loss: 2.3900 +2025-05-29 10:07:57,880 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:43:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3455, loss: 2.3455 +2025-05-29 10:08:40,456 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:42:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5333, loss: 2.5333 +2025-05-29 10:09:23,145 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:41:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.3751, loss: 2.3751 +2025-05-29 10:10:05,816 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3036, loss: 2.3036 +2025-05-29 10:10:48,494 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:40:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4884, loss: 2.4884 +2025-05-29 10:11:31,071 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:39:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.4268, loss: 2.4268 +2025-05-29 10:12:13,636 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:38:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.4870, loss: 2.4870 +2025-05-29 10:12:56,295 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:38:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4340, loss: 2.4340 +2025-05-29 10:13:38,956 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:37:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3412, loss: 2.3412 +2025-05-29 10:14:21,476 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:36:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4832, loss: 2.4832 +2025-05-29 10:15:04,170 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:35:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4199, loss: 2.4199 +2025-05-29 10:15:46,754 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:35:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.4639, loss: 2.4639 +2025-05-29 10:16:29,307 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:34:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4630, loss: 2.4630 +2025-05-29 10:17:11,853 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:33:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.3775, loss: 2.3775 +2025-05-29 10:17:54,520 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:32:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4657, loss: 2.4657 +2025-05-29 10:18:37,213 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:32:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4635, loss: 2.4635 +2025-05-29 10:19:19,884 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4416, loss: 2.4416 +2025-05-29 10:20:02,832 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:30:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 2.4593, loss: 2.4593 +2025-05-29 10:20:45,565 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:29:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4341, loss: 2.4341 +2025-05-29 10:20:48,717 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-29 10:22:04,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:22:04,118 - pyskl - INFO - +top1_acc 0.8378 +top5_acc 0.9636 +2025-05-29 10:22:04,121 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8378, top5_acc: 0.9636 +2025-05-29 10:23:07,618 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:29:31, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.3847, loss: 2.3847 +2025-05-29 10:23:50,232 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:28:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.4953, loss: 2.4953 +2025-05-29 10:24:32,905 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:28:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9944, loss_cls: 2.3869, loss: 2.3869 +2025-05-29 10:25:15,618 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3442, loss: 2.3442 +2025-05-29 10:25:58,660 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:26:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3798, loss: 2.3798 +2025-05-29 10:26:41,686 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:25:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3879, loss: 2.3879 +2025-05-29 10:27:24,444 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:25:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3977, loss: 2.3977 +2025-05-29 10:28:07,102 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:24:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 2.3724, loss: 2.3724 +2025-05-29 10:28:49,805 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3618, loss: 2.3618 +2025-05-29 10:29:32,498 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:22:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.3103, loss: 2.3103 +2025-05-29 10:30:15,140 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:22:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5134, loss: 2.5134 +2025-05-29 10:30:57,813 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:21:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.3916, loss: 2.3916 +2025-05-29 10:31:40,479 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:20:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5243, loss: 2.5243 +2025-05-29 10:32:23,221 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:19:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.3879, loss: 2.3879 +2025-05-29 10:33:05,964 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:19:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4533, loss: 2.4533 +2025-05-29 10:33:48,650 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:18:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4084, loss: 2.4084 +2025-05-29 10:34:31,316 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:17:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3654, loss: 2.3654 +2025-05-29 10:35:14,041 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:16:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4688, loss: 2.4688 +2025-05-29 10:35:56,720 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:16:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3820, loss: 2.3820 +2025-05-29 10:36:39,400 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:15:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.3955, loss: 2.3955 +2025-05-29 10:37:22,005 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:14:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 2.4837, loss: 2.4837 +2025-05-29 10:38:04,698 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:14:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.5342, loss: 2.5342 +2025-05-29 10:38:47,380 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5450, loss: 2.5450 +2025-05-29 10:39:30,034 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:12:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.3934, loss: 2.3934 +2025-05-29 10:40:12,789 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:11:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 2.4387, loss: 2.4387 +2025-05-29 10:40:15,916 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-29 10:48:41,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:48:41,405 - pyskl - INFO - +top1_acc 0.8388 +top5_acc 0.9756 +2025-05-29 10:48:41,408 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8388, top5_acc: 0.9756 +2025-05-29 10:49:44,414 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:11:21, time: 0.630, data_time: 0.205, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3215, loss: 2.3215 +2025-05-29 10:50:26,816 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:10:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3226, loss: 2.3226 +2025-05-29 10:51:09,435 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:09:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.4460, loss: 2.4460 +2025-05-29 10:51:52,048 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:09:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4118, loss: 2.4118 +2025-05-29 10:52:34,751 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:08:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3772, loss: 2.3772 +2025-05-29 10:53:17,578 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:07:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3382, loss: 2.3382 +2025-05-29 10:54:00,473 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:06:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2715, loss: 2.2715 +2025-05-29 10:54:43,189 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:06:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.4464, loss: 2.4464 +2025-05-29 10:55:25,894 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:05:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4199, loss: 2.4199 +2025-05-29 10:56:08,596 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:04:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.4662, loss: 2.4662 +2025-05-29 10:56:51,244 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:03:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.4870, loss: 2.4870 +2025-05-29 10:57:33,880 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:03:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3492, loss: 2.3492 +2025-05-29 10:58:16,509 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:02:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3185, loss: 2.3185 +2025-05-29 10:58:59,167 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:01:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.3527, loss: 2.3527 +2025-05-29 10:59:41,972 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:01:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3883, loss: 2.3883 +2025-05-29 11:00:24,521 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:00:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4538, loss: 2.4538 +2025-05-29 11:01:07,075 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 23:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4117, loss: 2.4117 +2025-05-29 11:01:49,585 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 23:58:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4117, loss: 2.4117 +2025-05-29 11:02:32,095 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 23:58:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3494, loss: 2.3494 +2025-05-29 11:03:14,672 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:57:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4247, loss: 2.4247 +2025-05-29 11:03:57,238 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:56:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3633, loss: 2.3633 +2025-05-29 11:04:39,688 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:55:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4726, loss: 2.4726 +2025-05-29 11:05:22,223 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:55:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3960, loss: 2.3960 +2025-05-29 11:06:04,765 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:54:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4481, loss: 2.4481 +2025-05-29 11:06:47,297 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:53:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.4986, loss: 2.4986 +2025-05-29 11:06:50,390 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-29 11:08:06,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:08:06,589 - pyskl - INFO - +top1_acc 0.8417 +top5_acc 0.9731 +2025-05-29 11:08:06,648 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_68.pth was removed +2025-05-29 11:08:07,750 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-05-29 11:08:07,751 - pyskl - INFO - Best top1_acc is 0.8417 at 71 epoch. +2025-05-29 11:08:07,754 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8417, top5_acc: 0.9731 +2025-05-29 11:09:11,446 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:53:09, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.3303, loss: 2.3303 +2025-05-29 11:09:54,293 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:52:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.3262, loss: 2.3262 +2025-05-29 11:10:37,149 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:51:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2637, loss: 2.2637 +2025-05-29 11:11:19,925 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:50:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2773, loss: 2.2773 +2025-05-29 11:12:02,804 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:50:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.4594, loss: 2.4594 +2025-05-29 11:12:45,702 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:49:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3907, loss: 2.3907 +2025-05-29 11:13:28,350 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:48:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9956, loss_cls: 2.3045, loss: 2.3045 +2025-05-29 11:14:11,066 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3612, loss: 2.3612 +2025-05-29 11:14:53,802 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.3440, loss: 2.3440 +2025-05-29 11:15:36,570 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:46:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4094, loss: 2.4094 +2025-05-29 11:16:19,300 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:45:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.3369, loss: 2.3369 +2025-05-29 11:17:02,047 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:45:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.5167, loss: 2.5167 +2025-05-29 11:17:44,690 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:44:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.4492, loss: 2.4492 +2025-05-29 11:18:27,453 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:43:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.3986, loss: 2.3986 +2025-05-29 11:19:10,232 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3074, loss: 2.3074 +2025-05-29 11:19:53,099 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:42:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3864, loss: 2.3864 +2025-05-29 11:20:35,832 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.3663, loss: 2.3663 +2025-05-29 11:21:18,546 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:40:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4506, loss: 2.4506 +2025-05-29 11:22:01,316 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2845, loss: 2.2845 +2025-05-29 11:22:44,026 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:39:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5539, loss: 2.5539 +2025-05-29 11:23:26,802 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:38:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.4069, loss: 2.4069 +2025-05-29 11:24:09,625 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:37:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.4218, loss: 2.4218 +2025-05-29 11:24:52,328 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:36:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4966, loss: 2.4966 +2025-05-29 11:25:35,059 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:36:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.3830, loss: 2.3830 +2025-05-29 11:26:17,845 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:35:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3664, loss: 2.3664 +2025-05-29 11:26:20,991 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-29 11:27:37,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:27:37,170 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9688 +2025-05-29 11:27:37,172 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8217, top5_acc: 0.9688 +2025-05-29 11:28:40,618 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:35:01, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3184, loss: 2.3184 +2025-05-29 11:29:23,397 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:34:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2437, loss: 2.2437 +2025-05-29 11:30:06,170 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:33:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2349, loss: 2.2349 +2025-05-29 11:30:48,922 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:32:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3264, loss: 2.3264 +2025-05-29 11:31:31,676 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:32:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3781, loss: 2.3781 +2025-05-29 11:32:14,344 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:31:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3339, loss: 2.3339 +2025-05-29 11:32:57,045 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:30:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.2827, loss: 2.2827 +2025-05-29 11:33:39,612 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:29:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.3529, loss: 2.3529 +2025-05-29 11:34:22,369 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:29:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9956, loss_cls: 2.3587, loss: 2.3587 +2025-05-29 11:35:05,299 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:28:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2680, loss: 2.2680 +2025-05-29 11:35:48,041 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:27:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4255, loss: 2.4255 +2025-05-29 11:36:30,664 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:26:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3932, loss: 2.3932 +2025-05-29 11:37:13,317 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:26:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3165, loss: 2.3165 +2025-05-29 11:37:56,104 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:25:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4639, loss: 2.4639 +2025-05-29 11:38:38,933 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:24:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4706, loss: 2.4706 +2025-05-29 11:39:21,762 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:23:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3236, loss: 2.3236 +2025-05-29 11:40:04,537 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:23:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2957, loss: 2.2957 +2025-05-29 11:40:47,315 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:22:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.3939, loss: 2.3939 +2025-05-29 11:41:30,070 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:21:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.4812, loss: 2.4812 +2025-05-29 11:42:12,881 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:21:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4621, loss: 2.4621 +2025-05-29 11:42:55,627 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:20:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3661, loss: 2.3661 +2025-05-29 11:43:38,355 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:19:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.3472, loss: 2.3472 +2025-05-29 11:44:20,886 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:18:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 2.3460, loss: 2.3460 +2025-05-29 11:45:03,051 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:18:03, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3671, loss: 2.3671 +2025-05-29 11:45:45,540 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:17:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.3903, loss: 2.3903 +2025-05-29 11:45:48,596 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-29 11:47:04,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:47:04,688 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9657 +2025-05-29 11:47:04,691 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8390, top5_acc: 0.9657 +2025-05-29 11:48:08,030 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:16:51, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.2224, loss: 2.2224 +2025-05-29 11:48:50,521 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:16:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2980, loss: 2.2980 +2025-05-29 11:49:33,136 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:15:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2931, loss: 2.2931 +2025-05-29 11:50:15,837 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:14:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2992, loss: 2.2992 +2025-05-29 11:50:58,610 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3077, loss: 2.3077 +2025-05-29 11:51:41,439 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:13:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2459, loss: 2.2459 +2025-05-29 11:52:24,324 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:12:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.3160, loss: 2.3160 +2025-05-29 11:53:06,951 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:11:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3539, loss: 2.3539 +2025-05-29 11:53:49,603 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:10:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3937, loss: 2.3937 +2025-05-29 11:54:32,162 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:10:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9844, loss_cls: 2.3846, loss: 2.3846 +2025-05-29 11:55:14,784 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:09:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.3952, loss: 2.3952 +2025-05-29 11:55:57,412 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:08:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.3811, loss: 2.3811 +2025-05-29 11:56:40,048 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:07:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3707, loss: 2.3707 +2025-05-29 11:57:22,794 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:07:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3965, loss: 2.3965 +2025-05-29 11:58:05,525 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:06:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.2894, loss: 2.2894 +2025-05-29 11:58:48,113 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:05:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.3563, loss: 2.3563 +2025-05-29 11:59:30,785 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:05:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3547, loss: 2.3547 +2025-05-29 12:00:13,475 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:04:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.2963, loss: 2.2963 +2025-05-29 12:00:56,105 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:03:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3578, loss: 2.3578 +2025-05-29 12:01:38,839 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:02:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4346, loss: 2.4346 +2025-05-29 12:02:21,572 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.3547, loss: 2.3547 +2025-05-29 12:03:04,189 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:01:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.3844, loss: 2.3844 +2025-05-29 12:03:46,760 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:00:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.5276, loss: 2.5276 +2025-05-29 12:04:29,520 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 22:59:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.3779, loss: 2.3779 +2025-05-29 12:05:12,260 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 22:59:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.4672, loss: 2.4672 +2025-05-29 12:05:15,295 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-29 12:06:30,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:06:30,971 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9685 +2025-05-29 12:06:30,973 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8217, top5_acc: 0.9685 +2025-05-29 12:07:34,515 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 22:58:41, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.3152, loss: 2.3152 +2025-05-29 12:08:17,272 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:57:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.2092, loss: 2.2092 +2025-05-29 12:08:59,980 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:57:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2502, loss: 2.2502 +2025-05-29 12:09:42,596 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:56:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.3385, loss: 2.3385 +2025-05-29 12:10:25,253 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:55:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.2397, loss: 2.2397 +2025-05-29 12:11:07,948 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:54:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3438, loss: 2.3438 +2025-05-29 12:11:50,569 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:54:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3310, loss: 2.3310 +2025-05-29 12:12:33,186 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:53:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3943, loss: 2.3943 +2025-05-29 12:13:15,831 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:52:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3017, loss: 2.3017 +2025-05-29 12:13:58,480 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:52:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3060, loss: 2.3060 +2025-05-29 12:14:41,072 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:51:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.3051, loss: 2.3051 +2025-05-29 12:15:23,728 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:50:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2907, loss: 2.2907 +2025-05-29 12:16:06,373 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:49:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3024, loss: 2.3024 +2025-05-29 12:16:48,964 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:49:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3517, loss: 2.3517 +2025-05-29 12:17:31,599 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:48:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4006, loss: 2.4006 +2025-05-29 12:18:14,295 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:47:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.4536, loss: 2.4536 +2025-05-29 12:18:56,888 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:46:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2945, loss: 2.2945 +2025-05-29 12:19:39,426 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:46:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.3685, loss: 2.3685 +2025-05-29 12:20:22,080 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:45:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3598, loss: 2.3598 +2025-05-29 12:21:04,716 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:44:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.3089, loss: 2.3089 +2025-05-29 12:21:47,312 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:43:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.3873, loss: 2.3873 +2025-05-29 12:22:29,885 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:43:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.4695, loss: 2.4695 +2025-05-29 12:23:12,436 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:42:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3061, loss: 2.3061 +2025-05-29 12:23:55,005 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:41:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.3095, loss: 2.3095 +2025-05-29 12:24:37,584 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:40:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.3968, loss: 2.3968 +2025-05-29 12:24:40,645 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-29 12:33:27,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:33:27,215 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9742 +2025-05-29 12:33:27,217 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8320, top5_acc: 0.9742 +2025-05-29 12:34:30,361 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:40:29, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.2078, loss: 2.2078 +2025-05-29 12:35:13,000 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:39:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2004, loss: 2.2004 +2025-05-29 12:35:55,696 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:39:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2926, loss: 2.2926 +2025-05-29 12:36:38,369 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:38:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.1928, loss: 2.1928 +2025-05-29 12:37:21,157 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:37:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.3051, loss: 2.3051 +2025-05-29 12:38:03,968 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.3080, loss: 2.3080 +2025-05-29 12:38:46,676 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:36:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.2900, loss: 2.2900 +2025-05-29 12:39:29,509 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:35:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3963, loss: 2.3963 +2025-05-29 12:40:12,218 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.2798, loss: 2.2798 +2025-05-29 12:40:54,864 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:33:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.3656, loss: 2.3656 +2025-05-29 12:41:37,617 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:33:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.2989, loss: 2.2989 +2025-05-29 12:42:20,220 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:32:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.2908, loss: 2.2908 +2025-05-29 12:43:02,969 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:31:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.2828, loss: 2.2828 +2025-05-29 12:43:45,800 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2959, loss: 2.2959 +2025-05-29 12:44:28,516 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:30:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2933, loss: 2.2933 +2025-05-29 12:45:11,263 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:29:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2572, loss: 2.2572 +2025-05-29 12:45:54,100 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:28:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3682, loss: 2.3682 +2025-05-29 12:46:36,851 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:27:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3218, loss: 2.3218 +2025-05-29 12:47:19,453 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:27:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3481, loss: 2.3481 +2025-05-29 12:48:02,025 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:26:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3070, loss: 2.3070 +2025-05-29 12:48:44,668 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:25:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.3149, loss: 2.3149 +2025-05-29 12:49:27,373 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:25:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.3104, loss: 2.3104 +2025-05-29 12:50:10,017 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:24:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.2422, loss: 2.2422 +2025-05-29 12:50:52,612 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:23:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.2744, loss: 2.2744 +2025-05-29 12:51:35,231 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:22:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.1537, loss: 2.1537 +2025-05-29 12:51:38,295 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-29 12:52:54,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:52:54,231 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9756 +2025-05-29 12:52:54,233 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8390, top5_acc: 0.9756 +2025-05-29 12:53:57,795 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:22:19, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2493, loss: 2.2493 +2025-05-29 12:54:40,777 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:21:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2467, loss: 2.2467 +2025-05-29 12:55:23,667 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:20:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2304, loss: 2.2304 +2025-05-29 12:56:06,200 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:20:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2957, loss: 2.2957 +2025-05-29 12:56:48,845 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:19:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1902, loss: 2.1902 +2025-05-29 12:57:31,457 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:18:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.2250, loss: 2.2250 +2025-05-29 12:58:14,343 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:17:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.2633, loss: 2.2633 +2025-05-29 12:58:57,069 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:17:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3652, loss: 2.3652 +2025-05-29 12:59:39,782 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:16:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.2649, loss: 2.2649 +2025-05-29 13:00:22,679 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:15:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4055, loss: 2.4055 +2025-05-29 13:01:05,449 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:14:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2843, loss: 2.2843 +2025-05-29 13:01:48,419 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:14:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.3624, loss: 2.3624 +2025-05-29 13:02:31,188 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:13:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4777, loss: 2.4777 +2025-05-29 13:03:13,937 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:12:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.3062, loss: 2.3062 +2025-05-29 13:03:56,755 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:12:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3063, loss: 2.3063 +2025-05-29 13:04:39,504 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:11:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 2.4447, loss: 2.4447 +2025-05-29 13:05:22,230 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:10:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3747, loss: 2.3747 +2025-05-29 13:06:04,953 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:09:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3800, loss: 2.3800 +2025-05-29 13:06:47,633 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:09:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3114, loss: 2.3114 +2025-05-29 13:07:30,262 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:08:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3245, loss: 2.3245 +2025-05-29 13:08:12,959 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:07:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2258, loss: 2.2258 +2025-05-29 13:08:55,641 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:06:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3461, loss: 2.3461 +2025-05-29 13:09:38,437 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2739, loss: 2.2739 +2025-05-29 13:10:21,147 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:05:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2809, loss: 2.2809 +2025-05-29 13:11:03,804 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:04:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.2553, loss: 2.2553 +2025-05-29 13:11:06,863 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-29 13:12:22,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:12:22,894 - pyskl - INFO - +top1_acc 0.8330 +top5_acc 0.9743 +2025-05-29 13:12:22,897 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8330, top5_acc: 0.9743 +2025-05-29 13:13:26,748 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:04:11, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2327, loss: 2.2327 +2025-05-29 13:14:09,501 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:03:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.2300, loss: 2.2300 +2025-05-29 13:14:52,208 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:02:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1991, loss: 2.1991 +2025-05-29 13:15:35,053 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:01:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.3477, loss: 2.3477 +2025-05-29 13:16:17,953 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:01:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.3054, loss: 2.3054 +2025-05-29 13:17:00,730 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:00:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2367, loss: 2.2367 +2025-05-29 13:17:43,405 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 21:59:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3143, loss: 2.3143 +2025-05-29 13:18:26,125 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 21:59:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9981, loss_cls: 2.1681, loss: 2.1681 +2025-05-29 13:19:08,812 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 21:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2788, loss: 2.2788 +2025-05-29 13:19:51,601 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2405, loss: 2.2405 +2025-05-29 13:20:34,285 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:56:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3359, loss: 2.3359 +2025-05-29 13:21:17,002 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:56:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.1252, loss: 2.1252 +2025-05-29 13:21:59,678 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:55:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1928, loss: 2.1928 +2025-05-29 13:22:42,348 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:54:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3228, loss: 2.3228 +2025-05-29 13:23:25,205 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:53:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2830, loss: 2.2830 +2025-05-29 13:24:07,884 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:53:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2597, loss: 2.2597 +2025-05-29 13:24:50,610 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:52:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2559, loss: 2.2559 +2025-05-29 13:25:33,320 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:51:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3915, loss: 2.3915 +2025-05-29 13:26:16,147 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2430, loss: 2.2430 +2025-05-29 13:26:58,896 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:50:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.1805, loss: 2.1805 +2025-05-29 13:27:41,596 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:49:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3924, loss: 2.3924 +2025-05-29 13:28:24,306 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:48:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2425, loss: 2.2425 +2025-05-29 13:29:06,977 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2475, loss: 2.2475 +2025-05-29 13:29:49,672 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:47:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3804, loss: 2.3804 +2025-05-29 13:30:32,317 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:46:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.4379, loss: 2.4379 +2025-05-29 13:30:35,453 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-29 13:31:51,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:31:51,195 - pyskl - INFO - +top1_acc 0.8280 +top5_acc 0.9688 +2025-05-29 13:31:51,197 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8280, top5_acc: 0.9688 +2025-05-29 13:32:54,892 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:46:02, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2760, loss: 2.2760 +2025-05-29 13:33:37,597 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:45:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.2870, loss: 2.2870 +2025-05-29 13:34:20,152 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:44:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2919, loss: 2.2919 +2025-05-29 13:35:02,773 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:43:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2225, loss: 2.2225 +2025-05-29 13:35:45,452 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:43:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.2312, loss: 2.2312 +2025-05-29 13:36:28,116 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:42:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.4041, loss: 2.4041 +2025-05-29 13:37:10,751 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:41:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2670, loss: 2.2670 +2025-05-29 13:37:53,368 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2229, loss: 2.2229 +2025-05-29 13:38:36,055 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:40:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1421, loss: 2.1421 +2025-05-29 13:39:18,687 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:39:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2759, loss: 2.2759 +2025-05-29 13:40:01,300 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:38:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.2315, loss: 2.2315 +2025-05-29 13:40:43,852 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:37:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3915, loss: 2.3915 +2025-05-29 13:41:26,424 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:37:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.2927, loss: 2.2927 +2025-05-29 13:42:08,943 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:36:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2049, loss: 2.2049 +2025-05-29 13:42:51,494 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:35:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.2809, loss: 2.2809 +2025-05-29 13:43:34,109 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:34:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1971, loss: 2.1971 +2025-05-29 13:44:16,638 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:34:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2805, loss: 2.2805 +2025-05-29 13:44:59,181 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:33:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.3525, loss: 2.3525 +2025-05-29 13:45:41,737 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:32:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2153, loss: 2.2153 +2025-05-29 13:46:24,334 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:32:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1723, loss: 2.1723 +2025-05-29 13:47:06,949 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:31:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2327, loss: 2.2327 +2025-05-29 13:47:49,520 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:30:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.2398, loss: 2.2398 +2025-05-29 13:48:31,994 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:29:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.2395, loss: 2.2395 +2025-05-29 13:49:14,576 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:29:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.3131, loss: 2.3131 +2025-05-29 13:49:57,139 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:28:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3177, loss: 2.3177 +2025-05-29 13:50:00,229 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-29 13:51:15,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:51:15,779 - pyskl - INFO - +top1_acc 0.8322 +top5_acc 0.9720 +2025-05-29 13:51:15,782 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8322, top5_acc: 0.9720 +2025-05-29 13:52:19,741 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:27:51, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1630, loss: 2.1630 +2025-05-29 13:53:02,516 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:27:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.1560, loss: 2.1560 +2025-05-29 13:53:45,361 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:26:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.2052, loss: 2.2052 +2025-05-29 13:54:28,125 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1438, loss: 2.1438 +2025-05-29 13:55:10,932 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:24:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.1671, loss: 2.1671 +2025-05-29 13:55:53,890 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:24:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.2096, loss: 2.2096 +2025-05-29 13:56:36,746 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:23:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2938, loss: 2.2938 +2025-05-29 13:57:19,574 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:22:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.2207, loss: 2.2207 +2025-05-29 13:58:02,336 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:21:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1513, loss: 2.1513 +2025-05-29 13:58:45,042 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:21:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.3089, loss: 2.3089 +2025-05-29 13:59:27,776 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2448, loss: 2.2448 +2025-05-29 14:00:10,372 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:19:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 2.2395, loss: 2.2395 +2025-05-29 14:00:53,092 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:19:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.2763, loss: 2.2763 +2025-05-29 14:01:35,861 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:18:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2770, loss: 2.2770 +2025-05-29 14:02:18,534 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:17:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.3150, loss: 2.3150 +2025-05-29 14:03:01,416 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:16:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2611, loss: 2.2611 +2025-05-29 14:03:44,165 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:16:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.2258, loss: 2.2258 +2025-05-29 14:04:26,885 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:15:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2194, loss: 2.2194 +2025-05-29 14:05:09,569 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:14:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2463, loss: 2.2463 +2025-05-29 14:05:52,326 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.2647, loss: 2.2647 +2025-05-29 14:06:34,988 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:13:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2815, loss: 2.2815 +2025-05-29 14:07:17,651 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:12:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2550, loss: 2.2550 +2025-05-29 14:08:00,291 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:11:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3319, loss: 2.3319 +2025-05-29 14:08:42,972 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:10:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.3193, loss: 2.3193 +2025-05-29 14:09:25,573 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:10:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2556, loss: 2.2556 +2025-05-29 14:09:28,680 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-29 14:17:51,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:17:51,171 - pyskl - INFO - +top1_acc 0.8413 +top5_acc 0.9750 +2025-05-29 14:17:51,174 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8413, top5_acc: 0.9750 +2025-05-29 14:18:53,863 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:09:42, time: 0.627, data_time: 0.202, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0735, loss: 2.0735 +2025-05-29 14:19:36,505 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:08:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1595, loss: 2.1595 +2025-05-29 14:20:19,084 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:08:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1631, loss: 2.1631 +2025-05-29 14:21:01,741 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:07:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1955, loss: 2.1955 +2025-05-29 14:21:44,371 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:06:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2613, loss: 2.2613 +2025-05-29 14:22:27,021 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:06:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2288, loss: 2.2288 +2025-05-29 14:23:09,639 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:05:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.1872, loss: 2.1872 +2025-05-29 14:23:52,152 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:04:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2685, loss: 2.2685 +2025-05-29 14:24:34,839 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:03:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1975, loss: 2.1975 +2025-05-29 14:25:17,551 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:03:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.1589, loss: 2.1589 +2025-05-29 14:26:00,220 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:02:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.1877, loss: 2.1877 +2025-05-29 14:26:42,894 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:01:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2566, loss: 2.2566 +2025-05-29 14:27:25,603 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:00:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2676, loss: 2.2676 +2025-05-29 14:28:08,236 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:00:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.2926, loss: 2.2926 +2025-05-29 14:28:50,958 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 20:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2326, loss: 2.2326 +2025-05-29 14:29:33,705 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 20:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2033, loss: 2.2033 +2025-05-29 14:30:16,380 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:57:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2570, loss: 2.2570 +2025-05-29 14:30:59,215 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:57:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.2832, loss: 2.2832 +2025-05-29 14:31:41,949 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:56:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2712, loss: 2.2712 +2025-05-29 14:32:24,770 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:55:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.2671, loss: 2.2671 +2025-05-29 14:33:07,634 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:54:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.2212, loss: 2.2212 +2025-05-29 14:33:50,269 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:54:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1727, loss: 2.1727 +2025-05-29 14:34:32,937 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:53:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2234, loss: 2.2234 +2025-05-29 14:35:15,605 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.2348, loss: 2.2348 +2025-05-29 14:35:58,241 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:52:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2753, loss: 2.2753 +2025-05-29 14:36:01,329 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-29 14:37:16,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:37:16,513 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9656 +2025-05-29 14:37:16,516 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8365, top5_acc: 0.9656 +2025-05-29 14:38:19,601 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:51:31, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1188, loss: 2.1188 +2025-05-29 14:39:02,235 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:50:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.1209, loss: 2.1209 +2025-05-29 14:39:45,086 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:50:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0347, loss: 2.0347 +2025-05-29 14:40:27,728 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:49:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1572, loss: 2.1572 +2025-05-29 14:41:10,741 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:48:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.2210, loss: 2.2210 +2025-05-29 14:41:53,644 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:47:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2045, loss: 2.2045 +2025-05-29 14:42:36,576 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:47:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2591, loss: 2.2591 +2025-05-29 14:43:19,218 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:46:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.2715, loss: 2.2715 +2025-05-29 14:44:02,001 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:45:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.1758, loss: 2.1758 +2025-05-29 14:44:44,667 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:44:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2967, loss: 2.2967 +2025-05-29 14:45:27,730 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:44:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.2299, loss: 2.2299 +2025-05-29 14:46:10,613 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:43:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.2294, loss: 2.2294 +2025-05-29 14:46:53,378 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.4084, loss: 2.4084 +2025-05-29 14:47:35,835 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:41:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.4372, loss: 2.4372 +2025-05-29 14:48:18,483 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:41:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.1443, loss: 2.1443 +2025-05-29 14:49:01,131 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:40:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.1882, loss: 2.1882 +2025-05-29 14:49:43,898 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:39:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1711, loss: 2.1711 +2025-05-29 14:50:26,827 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:39:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.2301, loss: 2.2301 +2025-05-29 14:51:09,845 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:38:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1576, loss: 2.1576 +2025-05-29 14:51:52,466 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:37:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.2159, loss: 2.2159 +2025-05-29 14:52:35,126 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:36:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1890, loss: 2.1890 +2025-05-29 14:53:17,834 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:36:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.2744, loss: 2.2744 +2025-05-29 14:54:00,514 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:35:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2973, loss: 2.2973 +2025-05-29 14:54:43,261 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:34:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.1073, loss: 2.1073 +2025-05-29 14:55:25,712 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:33:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.1694, loss: 2.1694 +2025-05-29 14:55:28,850 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-29 14:56:45,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:56:45,228 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9766 +2025-05-29 14:56:45,285 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_71.pth was removed +2025-05-29 14:56:46,392 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-05-29 14:56:46,393 - pyskl - INFO - Best top1_acc is 0.8601 at 82 epoch. +2025-05-29 14:56:46,396 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8601, top5_acc: 0.9766 +2025-05-29 14:57:50,555 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:33:24, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1526, loss: 2.1526 +2025-05-29 14:58:33,241 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.1306, loss: 2.1306 +2025-05-29 14:59:15,970 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0425, loss: 2.0425 +2025-05-29 14:59:58,616 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:31:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.1871, loss: 2.1871 +2025-05-29 15:00:41,320 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1363, loss: 2.1363 +2025-05-29 15:01:24,057 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:29:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2014, loss: 2.2014 +2025-05-29 15:02:06,774 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:28:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.3263, loss: 2.3263 +2025-05-29 15:02:49,500 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:28:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1331, loss: 2.1331 +2025-05-29 15:03:32,316 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:27:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2262, loss: 2.2262 +2025-05-29 15:04:14,993 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:26:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3049, loss: 2.3049 +2025-05-29 15:04:57,704 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:26:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.1654, loss: 2.1654 +2025-05-29 15:05:40,540 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:25:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2008, loss: 2.2008 +2025-05-29 15:06:23,308 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:24:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2334, loss: 2.2334 +2025-05-29 15:07:06,083 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:23:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.2749, loss: 2.2749 +2025-05-29 15:07:48,896 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:23:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.0573, loss: 2.0573 +2025-05-29 15:08:31,647 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:22:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1506, loss: 2.1506 +2025-05-29 15:09:14,460 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:21:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.2005, loss: 2.2005 +2025-05-29 15:09:57,365 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:20:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.2385, loss: 2.2385 +2025-05-29 15:10:40,126 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:20:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.2466, loss: 2.2466 +2025-05-29 15:11:22,930 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1567, loss: 2.1567 +2025-05-29 15:12:05,759 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:18:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2634, loss: 2.2634 +2025-05-29 15:12:48,516 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:17:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2380, loss: 2.2380 +2025-05-29 15:13:31,377 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:17:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.1802, loss: 2.1802 +2025-05-29 15:14:14,159 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:16:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1477, loss: 2.1477 +2025-05-29 15:14:56,909 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:15:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.2101, loss: 2.2101 +2025-05-29 15:14:59,989 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-29 15:16:15,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:16:15,861 - pyskl - INFO - +top1_acc 0.8358 +top5_acc 0.9744 +2025-05-29 15:16:15,863 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8358, top5_acc: 0.9744 +2025-05-29 15:17:20,209 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:15:16, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1172, loss: 2.1172 +2025-05-29 15:18:02,977 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:14:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0968, loss: 2.0968 +2025-05-29 15:18:45,725 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:13:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1944, loss: 2.1944 +2025-05-29 15:19:28,459 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:13:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.0967, loss: 2.0967 +2025-05-29 15:20:11,166 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:12:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0452, loss: 2.0452 +2025-05-29 15:20:53,963 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:11:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.2115, loss: 2.2115 +2025-05-29 15:21:36,811 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:10:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.1371, loss: 2.1371 +2025-05-29 15:22:19,842 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:10:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1923, loss: 2.1923 +2025-05-29 15:23:02,670 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:09:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1117, loss: 2.1117 +2025-05-29 15:23:45,630 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.1860, loss: 2.1860 +2025-05-29 15:24:28,550 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:07:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.1451, loss: 2.1451 +2025-05-29 15:25:11,639 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:07:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1390, loss: 2.1390 +2025-05-29 15:25:54,398 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:06:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2416, loss: 2.2416 +2025-05-29 15:26:37,014 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:05:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.2194, loss: 2.2194 +2025-05-29 15:27:19,698 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:05:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1042, loss: 2.1042 +2025-05-29 15:28:02,387 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:04:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1849, loss: 2.1849 +2025-05-29 15:28:45,192 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:03:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1766, loss: 2.1766 +2025-05-29 15:29:27,897 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:02:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.1946, loss: 2.1946 +2025-05-29 15:30:10,686 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:02:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1826, loss: 2.1826 +2025-05-29 15:30:53,588 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:01:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.1488, loss: 2.1488 +2025-05-29 15:31:36,324 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:00:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.2287, loss: 2.2287 +2025-05-29 15:32:19,073 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 19:59:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.2030, loss: 2.2030 +2025-05-29 15:33:01,769 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 19:59:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1699, loss: 2.1699 +2025-05-29 15:33:44,449 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 19:58:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2679, loss: 2.2679 +2025-05-29 15:34:27,163 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:57:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.1863, loss: 2.1863 +2025-05-29 15:34:30,229 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-29 15:35:46,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:35:46,079 - pyskl - INFO - +top1_acc 0.8321 +top5_acc 0.9667 +2025-05-29 15:35:46,082 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8321, top5_acc: 0.9667 +2025-05-29 15:36:50,055 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:57:09, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1825, loss: 2.1825 +2025-05-29 15:37:33,092 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:56:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.0977, loss: 2.0977 +2025-05-29 15:38:16,072 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:55:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1374, loss: 2.1374 +2025-05-29 15:38:58,825 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2240, loss: 2.2240 +2025-05-29 15:39:41,467 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:54:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1518, loss: 2.1518 +2025-05-29 15:40:24,329 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:53:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1176, loss: 2.1176 +2025-05-29 15:41:07,028 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:52:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9950, loss: 1.9950 +2025-05-29 15:41:49,912 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:52:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.1051, loss: 2.1051 +2025-05-29 15:42:32,835 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:51:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.0539, loss: 2.0539 +2025-05-29 15:43:15,499 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:50:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 2.1500, loss: 2.1500 +2025-05-29 15:43:58,208 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:49:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.1259, loss: 2.1259 +2025-05-29 15:44:41,133 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:49:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.1604, loss: 2.1604 +2025-05-29 15:45:23,950 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:48:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0897, loss: 2.0897 +2025-05-29 15:46:06,804 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:47:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2317, loss: 2.2317 +2025-05-29 15:46:49,592 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:46:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.2189, loss: 2.2189 +2025-05-29 15:47:32,291 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:46:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2230, loss: 2.2230 +2025-05-29 15:48:15,092 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:45:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.2047, loss: 2.2047 +2025-05-29 15:48:57,816 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:44:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.2334, loss: 2.2334 +2025-05-29 15:49:40,589 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:43:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1520, loss: 2.1520 +2025-05-29 15:50:23,207 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:43:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.1928, loss: 2.1928 +2025-05-29 15:51:05,872 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:42:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1742, loss: 2.1742 +2025-05-29 15:51:48,502 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:41:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.2410, loss: 2.2410 +2025-05-29 15:52:31,262 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:41:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2412, loss: 2.2412 +2025-05-29 15:53:14,163 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:40:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.2291, loss: 2.2291 +2025-05-29 15:53:56,884 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:39:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.1232, loss: 2.1232 +2025-05-29 15:53:59,936 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-29 16:03:01,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:03:02,001 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9707 +2025-05-29 16:03:02,003 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8539, top5_acc: 0.9707 +2025-05-29 16:04:05,834 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:39:01, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0655, loss: 2.0655 +2025-05-29 16:04:48,485 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:38:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.0700, loss: 2.0700 +2025-05-29 16:05:31,152 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:37:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0717, loss: 2.0717 +2025-05-29 16:06:13,804 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1505, loss: 2.1505 +2025-05-29 16:06:56,440 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:36:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.1971, loss: 2.1971 +2025-05-29 16:07:39,229 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:35:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0501, loss: 2.0501 +2025-05-29 16:08:21,888 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:34:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1016, loss: 2.1016 +2025-05-29 16:09:04,654 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:33:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1313, loss: 2.1313 +2025-05-29 16:09:47,397 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:33:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0699, loss: 2.0699 +2025-05-29 16:10:30,128 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:32:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1308, loss: 2.1308 +2025-05-29 16:11:12,894 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:31:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0055, loss: 2.0055 +2025-05-29 16:11:55,576 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:30:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2172, loss: 2.2172 +2025-05-29 16:12:38,304 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:30:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1843, loss: 2.1843 +2025-05-29 16:13:21,032 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.1977, loss: 2.1977 +2025-05-29 16:14:03,721 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:28:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2511, loss: 2.2511 +2025-05-29 16:14:46,477 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:28:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9894, loss_cls: 2.0826, loss: 2.0826 +2025-05-29 16:15:29,266 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:27:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1601, loss: 2.1601 +2025-05-29 16:16:12,020 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:26:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1399, loss: 2.1399 +2025-05-29 16:16:54,957 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:25:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.0838, loss: 2.0838 +2025-05-29 16:17:37,811 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:25:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.1768, loss: 2.1768 +2025-05-29 16:18:20,480 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:24:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.2336, loss: 2.2336 +2025-05-29 16:19:03,215 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.1306, loss: 2.1306 +2025-05-29 16:19:45,960 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:22:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0871, loss: 2.0871 +2025-05-29 16:20:28,612 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:22:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1835, loss: 2.1835 +2025-05-29 16:21:11,142 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:21:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.1584, loss: 2.1584 +2025-05-29 16:21:14,219 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-29 16:22:29,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:22:29,090 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9751 +2025-05-29 16:22:29,093 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8539, top5_acc: 0.9751 +2025-05-29 16:23:32,862 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:20:52, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.0985, loss: 2.0985 +2025-05-29 16:24:15,548 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:20:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0204, loss: 2.0204 +2025-05-29 16:24:58,307 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:19:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0889, loss: 2.0889 +2025-05-29 16:25:41,053 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0610, loss: 2.0610 +2025-05-29 16:26:23,888 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:17:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.0828, loss: 2.0828 +2025-05-29 16:27:06,678 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:17:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0896, loss: 2.0896 +2025-05-29 16:27:49,296 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:16:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1266, loss: 2.1266 +2025-05-29 16:28:32,105 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:15:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.0698, loss: 2.0698 +2025-05-29 16:29:14,772 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:15:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1228, loss: 2.1228 +2025-05-29 16:29:57,407 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:14:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.0944, loss: 2.0944 +2025-05-29 16:30:39,997 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:13:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.1382, loss: 2.1382 +2025-05-29 16:31:22,682 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:12:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.0950, loss: 2.0950 +2025-05-29 16:32:05,541 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.2453, loss: 2.2453 +2025-05-29 16:32:48,292 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:11:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1426, loss: 2.1426 +2025-05-29 16:33:31,082 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:10:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1075, loss: 2.1075 +2025-05-29 16:34:13,700 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:09:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1341, loss: 2.1341 +2025-05-29 16:34:56,378 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:09:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2131, loss: 2.2131 +2025-05-29 16:35:39,050 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:08:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1835, loss: 2.1835 +2025-05-29 16:36:21,672 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:07:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1419, loss: 2.1419 +2025-05-29 16:37:04,389 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:06:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2150, loss: 2.2150 +2025-05-29 16:37:47,053 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:06:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1803, loss: 2.1803 +2025-05-29 16:38:29,702 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:05:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.1852, loss: 2.1852 +2025-05-29 16:39:12,352 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:04:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0878, loss: 2.0878 +2025-05-29 16:39:54,970 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:04:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.1714, loss: 2.1714 +2025-05-29 16:40:37,597 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:03:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2361, loss: 2.2361 +2025-05-29 16:40:40,694 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-29 16:41:56,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:41:57,027 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9712 +2025-05-29 16:41:57,030 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8429, top5_acc: 0.9712 +2025-05-29 16:43:01,450 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:02:43, time: 0.644, data_time: 0.217, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1750, loss: 2.1750 +2025-05-29 16:43:44,404 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:01:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0706, loss: 2.0706 +2025-05-29 16:44:27,487 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9958, loss: 1.9958 +2025-05-29 16:45:10,249 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:00:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9597, loss: 1.9597 +2025-05-29 16:45:52,995 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 18:59:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9910, loss: 1.9910 +2025-05-29 16:46:35,676 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 18:59:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9679, loss: 1.9679 +2025-05-29 16:47:18,428 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:58:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0235, loss: 2.0235 +2025-05-29 16:48:01,343 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:57:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1263, loss: 2.1263 +2025-05-29 16:48:44,253 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:56:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9902, loss: 1.9902 +2025-05-29 16:49:26,976 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:56:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0785, loss: 2.0785 +2025-05-29 16:50:09,620 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:55:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9843, loss: 1.9843 +2025-05-29 16:50:52,228 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:54:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2097, loss: 2.2097 +2025-05-29 16:51:34,922 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:53:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.2532, loss: 2.2532 +2025-05-29 16:52:17,678 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.1942, loss: 2.1942 +2025-05-29 16:53:00,441 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1281, loss: 2.1281 +2025-05-29 16:53:43,278 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:51:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0650, loss: 2.0650 +2025-05-29 16:54:25,976 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:51:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0864, loss: 2.0864 +2025-05-29 16:55:08,750 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:50:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.0118, loss: 2.0118 +2025-05-29 16:55:51,607 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:49:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.0228, loss: 2.0228 +2025-05-29 16:56:34,285 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:48:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1253, loss: 2.1253 +2025-05-29 16:57:17,123 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:48:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0906, loss: 2.0906 +2025-05-29 16:58:00,027 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:47:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.0665, loss: 2.0665 +2025-05-29 16:58:43,038 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:46:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2413, loss: 2.2413 +2025-05-29 16:59:25,963 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:45:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.0965, loss: 2.0965 +2025-05-29 17:00:08,778 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:45:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.1696, loss: 2.1696 +2025-05-29 17:00:11,872 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-29 17:01:28,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:01:28,415 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9754 +2025-05-29 17:01:28,418 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8542, top5_acc: 0.9754 +2025-05-29 17:02:32,927 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:44:36, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.0164, loss: 2.0164 +2025-05-29 17:03:15,881 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:43:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1432, loss: 2.1432 +2025-05-29 17:03:58,812 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:43:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0907, loss: 2.0907 +2025-05-29 17:04:41,816 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:42:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.0028, loss: 2.0028 +2025-05-29 17:05:24,609 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:41:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0094, loss: 2.0094 +2025-05-29 17:06:07,175 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:40:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.0246, loss: 2.0246 +2025-05-29 17:06:50,003 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0828, loss: 2.0828 +2025-05-29 17:07:32,654 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:39:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.0481, loss: 2.0481 +2025-05-29 17:08:15,532 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:38:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0946, loss: 2.0946 +2025-05-29 17:08:58,365 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0177, loss: 2.0177 +2025-05-29 17:09:41,014 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:37:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0310, loss: 2.0310 +2025-05-29 17:10:23,805 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:36:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.9854, loss: 1.9854 +2025-05-29 17:11:06,418 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:35:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1376, loss: 2.1376 +2025-05-29 17:11:49,183 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:35:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0110, loss: 2.0110 +2025-05-29 17:12:32,152 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:34:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1675, loss: 2.1675 +2025-05-29 17:13:14,906 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:33:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0815, loss: 2.0815 +2025-05-29 17:13:57,504 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:32:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1274, loss: 2.1274 +2025-05-29 17:14:40,200 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:32:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.0564, loss: 2.0564 +2025-05-29 17:15:22,932 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1380, loss: 2.1380 +2025-05-29 17:16:05,582 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:30:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.1363, loss: 2.1363 +2025-05-29 17:16:48,376 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1310, loss: 2.1310 +2025-05-29 17:17:31,016 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:29:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.1701, loss: 2.1701 +2025-05-29 17:18:13,748 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:28:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.0862, loss: 2.0862 +2025-05-29 17:18:56,470 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:27:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.9999, loss: 1.9999 +2025-05-29 17:19:39,135 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:27:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.1219, loss: 2.1219 +2025-05-29 17:19:42,298 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-29 17:20:58,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:20:58,609 - pyskl - INFO - +top1_acc 0.8641 +top5_acc 0.9793 +2025-05-29 17:20:58,665 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_82.pth was removed +2025-05-29 17:20:59,765 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-05-29 17:20:59,766 - pyskl - INFO - Best top1_acc is 0.8641 at 89 epoch. +2025-05-29 17:20:59,769 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8641, top5_acc: 0.9793 +2025-05-29 17:22:04,036 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:26:28, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.9345, loss: 1.9345 +2025-05-29 17:22:46,710 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:25:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0737, loss: 2.0737 +2025-05-29 17:23:29,349 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:25:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.0772, loss: 2.0772 +2025-05-29 17:24:12,017 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:24:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 2.0384, loss: 2.0384 +2025-05-29 17:24:54,892 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:23:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9451, loss: 1.9451 +2025-05-29 17:25:37,614 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:22:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.0176, loss: 2.0176 +2025-05-29 17:26:20,263 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:22:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9694, loss: 1.9694 +2025-05-29 17:27:03,097 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:21:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.1248, loss: 2.1248 +2025-05-29 17:27:45,886 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:20:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9818, loss: 1.9818 +2025-05-29 17:28:28,568 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:19:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1187, loss: 2.1187 +2025-05-29 17:29:11,262 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:19:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1775, loss: 2.1775 +2025-05-29 17:29:53,959 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:18:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1563, loss: 2.1563 +2025-05-29 17:30:36,612 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0597, loss: 2.0597 +2025-05-29 17:31:19,325 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:16:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0319, loss: 2.0319 +2025-05-29 17:32:02,034 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:16:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.0712, loss: 2.0712 +2025-05-29 17:32:44,673 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:15:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9981, loss_cls: 2.1332, loss: 2.1332 +2025-05-29 17:33:27,367 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:14:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.0610, loss: 2.0610 +2025-05-29 17:34:10,039 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.0549, loss: 2.0549 +2025-05-29 17:34:52,706 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:13:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1044, loss: 2.1044 +2025-05-29 17:35:35,371 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:12:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.1136, loss: 2.1136 +2025-05-29 17:36:18,147 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:11:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0856, loss: 2.0856 +2025-05-29 17:37:00,871 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:11:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0843, loss: 2.0843 +2025-05-29 17:37:43,525 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:10:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.1153, loss: 2.1153 +2025-05-29 17:38:26,201 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.0784, loss: 2.0784 +2025-05-29 17:39:08,820 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:08:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1022, loss: 2.1022 +2025-05-29 17:39:11,982 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-29 17:47:34,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:47:34,142 - pyskl - INFO - +top1_acc 0.8427 +top5_acc 0.9734 +2025-05-29 17:47:34,144 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8427, top5_acc: 0.9734 +2025-05-29 17:48:37,499 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:08:18, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.9952, loss: 1.9952 +2025-05-29 17:49:20,154 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9037, loss: 1.9037 +2025-05-29 17:50:02,844 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:06:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0262, loss: 2.0262 +2025-05-29 17:50:45,494 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:06:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9843, loss: 1.9843 +2025-05-29 17:51:28,217 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:05:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0212, loss: 2.0212 +2025-05-29 17:52:10,968 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:04:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0414, loss: 2.0414 +2025-05-29 17:52:53,746 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:03:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.0392, loss: 2.0392 +2025-05-29 17:53:36,616 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:03:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.9327, loss: 1.9327 +2025-05-29 17:54:19,408 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:02:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9296, loss: 1.9296 +2025-05-29 17:55:02,184 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9722, loss: 1.9722 +2025-05-29 17:55:45,009 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:00:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.0159, loss: 2.0159 +2025-05-29 17:56:27,762 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:00:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0636, loss: 2.0636 +2025-05-29 17:57:10,404 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 17:59:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0702, loss: 2.0702 +2025-05-29 17:57:53,110 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 17:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 2.0551, loss: 2.0551 +2025-05-29 17:58:35,772 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:58:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0733, loss: 2.0733 +2025-05-29 17:59:18,448 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:57:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1534, loss: 2.1534 +2025-05-29 18:00:01,021 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:56:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1609, loss: 2.1609 +2025-05-29 18:00:43,647 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:55:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.0326, loss: 2.0326 +2025-05-29 18:01:26,293 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:55:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0614, loss: 2.0614 +2025-05-29 18:02:08,835 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:54:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.0420, loss: 2.0420 +2025-05-29 18:02:51,469 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:53:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 2.0853, loss: 2.0853 +2025-05-29 18:03:34,055 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:52:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.0722, loss: 2.0722 +2025-05-29 18:04:16,560 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:52:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1133, loss: 2.1133 +2025-05-29 18:04:59,110 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:51:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.0182, loss: 2.0182 +2025-05-29 18:05:41,816 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:50:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0217, loss: 2.0217 +2025-05-29 18:05:44,853 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-29 18:07:00,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:07:00,272 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9808 +2025-05-29 18:07:00,274 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8590, top5_acc: 0.9808 +2025-05-29 18:08:03,224 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:50:08, time: 0.629, data_time: 0.205, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 1.9741, loss: 1.9741 +2025-05-29 18:08:45,646 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:49:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.9029, loss: 1.9029 +2025-05-29 18:09:28,176 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:48:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9716, loss: 1.9716 +2025-05-29 18:10:10,620 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:47:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.0469, loss: 2.0469 +2025-05-29 18:10:53,188 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:47:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0451, loss: 2.0451 +2025-05-29 18:11:35,809 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:46:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0124, loss: 2.0124 +2025-05-29 18:12:18,733 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:45:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0479, loss: 2.0479 +2025-05-29 18:13:01,444 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:45:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8991, loss: 1.8991 +2025-05-29 18:13:44,127 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.0859, loss: 2.0859 +2025-05-29 18:14:26,900 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:43:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0087, loss: 2.0087 +2025-05-29 18:15:09,582 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.0928, loss: 2.0928 +2025-05-29 18:15:52,289 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:42:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1266, loss: 2.1266 +2025-05-29 18:16:34,956 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1537, loss: 2.1537 +2025-05-29 18:17:17,646 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:40:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9894, loss: 1.9894 +2025-05-29 18:18:00,405 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.1374, loss: 2.1374 +2025-05-29 18:18:42,966 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:39:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0239, loss: 2.0239 +2025-05-29 18:19:25,497 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:38:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.0589, loss: 2.0589 +2025-05-29 18:20:08,064 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:37:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0523, loss: 2.0523 +2025-05-29 18:20:50,510 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:36:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0442, loss: 2.0442 +2025-05-29 18:21:33,230 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:36:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9988, loss_cls: 1.9728, loss: 1.9728 +2025-05-29 18:22:15,997 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:35:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0791, loss: 2.0791 +2025-05-29 18:22:58,425 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:34:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9975, loss_cls: 2.1264, loss: 2.1264 +2025-05-29 18:23:41,145 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.0503, loss: 2.0503 +2025-05-29 18:24:23,758 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:33:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.0392, loss: 2.0392 +2025-05-29 18:25:06,438 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:32:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.0373, loss: 2.0373 +2025-05-29 18:25:09,511 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-29 18:26:24,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:26:24,927 - pyskl - INFO - +top1_acc 0.8584 +top5_acc 0.9768 +2025-05-29 18:26:24,929 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8584, top5_acc: 0.9768 +2025-05-29 18:27:28,553 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:31:58, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9321, loss: 1.9321 +2025-05-29 18:28:11,136 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:31:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.9375, loss: 1.9375 +2025-05-29 18:28:53,625 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:30:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8969, loss: 1.8969 +2025-05-29 18:29:36,200 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:29:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.0378, loss: 2.0378 +2025-05-29 18:30:18,894 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0952, loss: 2.0952 +2025-05-29 18:31:01,744 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:28:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8649, loss: 1.8649 +2025-05-29 18:31:44,481 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:27:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0065, loss: 2.0065 +2025-05-29 18:32:27,320 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 2.0361, loss: 2.0361 +2025-05-29 18:33:09,973 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:26:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.0514, loss: 2.0514 +2025-05-29 18:33:52,745 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:25:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.9316, loss: 1.9316 +2025-05-29 18:34:35,497 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:24:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 1.9822, loss: 1.9822 +2025-05-29 18:35:18,021 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:23:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0728, loss: 2.0728 +2025-05-29 18:36:00,665 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:23:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.0250, loss: 2.0250 +2025-05-29 18:36:43,238 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:22:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0533, loss: 2.0533 +2025-05-29 18:37:25,845 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:21:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.0218, loss: 2.0218 +2025-05-29 18:38:08,409 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:20:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0159, loss: 2.0159 +2025-05-29 18:38:51,004 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:20:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 2.0209, loss: 2.0209 +2025-05-29 18:39:33,543 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:19:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9743, loss: 1.9743 +2025-05-29 18:40:16,077 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:18:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.0166, loss: 2.0166 +2025-05-29 18:40:58,602 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:18:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0196, loss: 2.0196 +2025-05-29 18:41:41,084 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:17:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.9998, loss: 1.9998 +2025-05-29 18:42:23,612 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:16:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0497, loss: 2.0497 +2025-05-29 18:43:06,140 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:15:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.0894, loss: 2.0894 +2025-05-29 18:43:48,676 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:15:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0416, loss: 2.0416 +2025-05-29 18:44:31,190 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:14:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0267, loss: 2.0267 +2025-05-29 18:44:34,279 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-29 18:45:49,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:45:49,630 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9741 +2025-05-29 18:45:49,633 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8405, top5_acc: 0.9741 +2025-05-29 18:46:53,646 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:13:47, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.9586, loss: 1.9586 +2025-05-29 18:47:36,201 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:13:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.8138, loss: 1.8138 +2025-05-29 18:48:18,816 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:12:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9574, loss: 1.9574 +2025-05-29 18:49:01,536 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:11:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.8951, loss: 1.8951 +2025-05-29 18:49:44,245 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:10:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9773, loss: 1.9773 +2025-05-29 18:50:27,078 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:10:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.9723, loss: 1.9723 +2025-05-29 18:51:09,756 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:09:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.0146, loss: 2.0146 +2025-05-29 18:51:52,415 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:08:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0430, loss: 2.0430 +2025-05-29 18:52:35,001 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:07:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1157, loss: 2.1157 +2025-05-29 18:53:17,729 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:07:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.9416, loss: 1.9416 +2025-05-29 18:54:00,429 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:06:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.0297, loss: 2.0297 +2025-05-29 18:54:43,048 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:05:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9177, loss: 1.9177 +2025-05-29 18:55:25,691 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:05:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9799, loss: 1.9799 +2025-05-29 18:56:08,377 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:04:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9482, loss: 1.9482 +2025-05-29 18:56:50,970 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:03:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0198, loss: 2.0198 +2025-05-29 18:57:33,616 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:02:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 1.9677, loss: 1.9677 +2025-05-29 18:58:16,179 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:02:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0274, loss: 2.0274 +2025-05-29 18:58:58,762 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:01:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.0304, loss: 2.0304 +2025-05-29 18:59:41,358 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:00:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0522, loss: 2.0522 +2025-05-29 19:00:23,945 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 16:59:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.0013, loss: 2.0013 +2025-05-29 19:01:06,506 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 16:59:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.9651, loss: 1.9651 +2025-05-29 19:01:49,008 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:58:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0331, loss: 2.0331 +2025-05-29 19:02:31,614 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:57:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1205, loss: 2.1205 +2025-05-29 19:03:14,226 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:56:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0323, loss: 2.0323 +2025-05-29 19:03:56,809 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:56:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.9627, loss: 1.9627 +2025-05-29 19:03:59,920 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-29 19:05:15,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:05:15,478 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9801 +2025-05-29 19:05:15,537 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_89.pth was removed +2025-05-29 19:05:16,603 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-05-29 19:05:16,604 - pyskl - INFO - Best top1_acc is 0.8664 at 94 epoch. +2025-05-29 19:05:16,606 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8664, top5_acc: 0.9801 +2025-05-29 19:06:20,918 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:55:37, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9147, loss: 1.9147 +2025-05-29 19:07:03,633 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:54:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.8761, loss: 1.8761 +2025-05-29 19:07:46,221 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:54:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9020, loss: 1.9020 +2025-05-29 19:08:28,748 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:53:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9095, loss: 1.9095 +2025-05-29 19:09:11,397 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:52:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9807, loss: 1.9807 +2025-05-29 19:09:54,182 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:51:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9623, loss: 1.9623 +2025-05-29 19:10:37,072 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9446, loss: 1.9446 +2025-05-29 19:11:20,013 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9220, loss: 1.9220 +2025-05-29 19:12:02,950 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:49:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 19:12:45,832 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:49:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.0140, loss: 2.0140 +2025-05-29 19:13:28,773 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.0078, loss: 2.0078 +2025-05-29 19:14:11,477 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:47:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9898, loss: 1.9898 +2025-05-29 19:14:54,149 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:46:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.0826, loss: 2.0826 +2025-05-29 19:15:36,774 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:46:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.9850, loss: 1.9850 +2025-05-29 19:16:19,597 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:45:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9757, loss: 1.9757 +2025-05-29 19:17:02,383 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:44:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.9949, loss: 1.9949 +2025-05-29 19:17:45,223 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:43:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0214, loss: 2.0214 +2025-05-29 19:18:27,970 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:43:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9308, loss: 1.9308 +2025-05-29 19:19:10,768 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:42:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0238, loss: 2.0238 +2025-05-29 19:19:53,445 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:41:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.0056, loss: 2.0056 +2025-05-29 19:20:36,303 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:41:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9869, loss_cls: 2.0456, loss: 2.0456 +2025-05-29 19:21:19,424 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:40:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9632, loss: 1.9632 +2025-05-29 19:22:02,221 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:39:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.0022, loss: 2.0022 +2025-05-29 19:22:44,989 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:38:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 2.0083, loss: 2.0083 +2025-05-29 19:23:27,645 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:38:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0694, loss: 2.0694 +2025-05-29 19:23:30,776 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-29 19:31:57,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:31:58,030 - pyskl - INFO - +top1_acc 0.8564 +top5_acc 0.9766 +2025-05-29 19:31:58,033 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8564, top5_acc: 0.9766 +2025-05-29 19:33:01,014 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:37:29, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9314, loss: 1.9314 +2025-05-29 19:33:43,647 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:36:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8394, loss: 1.8394 +2025-05-29 19:34:26,384 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:36:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9311, loss: 1.9311 +2025-05-29 19:35:09,058 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:35:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.9797, loss: 1.9797 +2025-05-29 19:35:51,757 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:34:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8776, loss: 1.8776 +2025-05-29 19:36:34,479 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:33:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8175, loss: 1.8175 +2025-05-29 19:37:17,237 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:33:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8251, loss: 1.8251 +2025-05-29 19:37:59,989 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:32:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9324, loss: 1.9324 +2025-05-29 19:38:42,725 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:31:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.9191, loss: 1.9191 +2025-05-29 19:39:25,508 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9919, loss_cls: 1.9565, loss: 1.9565 +2025-05-29 19:40:08,277 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:30:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.8985, loss: 1.8985 +2025-05-29 19:40:51,200 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:29:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.9768, loss: 1.9768 +2025-05-29 19:41:33,903 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:28:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.9345, loss: 1.9345 +2025-05-29 19:42:16,762 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:27:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9607, loss: 1.9607 +2025-05-29 19:42:59,478 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:27:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.0234, loss: 2.0234 +2025-05-29 19:43:42,314 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:26:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.0587, loss: 2.0587 +2025-05-29 19:44:25,072 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:25:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9384, loss: 1.9384 +2025-05-29 19:45:08,006 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:25:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0189, loss: 2.0189 +2025-05-29 19:45:50,777 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:24:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0159, loss: 2.0159 +2025-05-29 19:46:33,586 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:23:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9313, loss: 1.9313 +2025-05-29 19:47:16,273 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:22:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 1.8594, loss: 1.8594 +2025-05-29 19:47:59,041 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:22:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.9765, loss: 1.9765 +2025-05-29 19:48:41,846 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:21:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0251, loss: 2.0251 +2025-05-29 19:49:24,648 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:20:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0719, loss: 2.0719 +2025-05-29 19:50:07,361 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:19:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9268, loss: 1.9268 +2025-05-29 19:50:10,432 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-29 19:51:25,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:51:25,773 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9757 +2025-05-29 19:51:25,776 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8633, top5_acc: 0.9757 +2025-05-29 19:52:29,417 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:19:20, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 19:53:12,040 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:18:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8925, loss: 1.8925 +2025-05-29 19:53:54,592 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:17:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.8575, loss: 1.8575 +2025-05-29 19:54:37,191 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:17:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8214, loss: 1.8214 +2025-05-29 19:55:19,713 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:16:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.7944, loss: 1.7944 +2025-05-29 19:56:02,321 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:15:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.7908, loss: 1.7908 +2025-05-29 19:56:44,968 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:14:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8691, loss: 1.8691 +2025-05-29 19:57:27,589 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:14:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8842, loss: 1.8842 +2025-05-29 19:58:10,346 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:13:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9336, loss: 1.9336 +2025-05-29 19:58:53,180 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:12:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8623, loss: 1.8623 +2025-05-29 19:59:36,079 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:12:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9470, loss: 1.9470 +2025-05-29 20:00:18,805 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:11:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8988, loss: 1.8988 +2025-05-29 20:01:01,501 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:10:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.9669, loss: 1.9669 +2025-05-29 20:01:44,206 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:09:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9585, loss: 1.9585 +2025-05-29 20:02:26,830 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:09:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.9311, loss: 1.9311 +2025-05-29 20:03:09,542 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:08:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9450, loss: 1.9450 +2025-05-29 20:03:52,260 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:07:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.9678, loss: 1.9678 +2025-05-29 20:04:35,073 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:06:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9925, loss: 1.9925 +2025-05-29 20:05:17,868 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0358, loss: 2.0358 +2025-05-29 20:06:00,594 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:05:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9290, loss: 1.9290 +2025-05-29 20:06:43,429 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:04:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8688, loss: 1.8688 +2025-05-29 20:07:26,226 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:03:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9390, loss: 1.9390 +2025-05-29 20:08:09,083 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8385, loss: 1.8385 +2025-05-29 20:08:51,941 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:02:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0427, loss: 2.0427 +2025-05-29 20:09:34,773 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8261, loss: 1.8261 +2025-05-29 20:09:37,886 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-29 20:10:53,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:10:53,628 - pyskl - INFO - +top1_acc 0.8596 +top5_acc 0.9774 +2025-05-29 20:10:53,630 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8596, top5_acc: 0.9774 +2025-05-29 20:11:56,887 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:01:11, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.9071, loss: 1.9071 +2025-05-29 20:12:39,565 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:00:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8715, loss: 1.8715 +2025-05-29 20:13:22,376 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 15:59:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8854, loss: 1.8854 +2025-05-29 20:14:05,084 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 15:59:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9217, loss: 1.9217 +2025-05-29 20:14:47,720 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:58:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8603, loss: 1.8603 +2025-05-29 20:15:30,428 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:57:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9433, loss: 1.9433 +2025-05-29 20:16:13,105 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:56:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9442, loss: 1.9442 +2025-05-29 20:16:55,829 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:56:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9933, loss: 1.9933 +2025-05-29 20:17:38,585 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.8681, loss: 1.8681 +2025-05-29 20:18:21,346 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:54:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.9127, loss: 1.9127 +2025-05-29 20:19:03,969 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:53:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0189, loss: 2.0189 +2025-05-29 20:19:46,557 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:53:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9267, loss: 1.9267 +2025-05-29 20:20:29,269 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:52:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9507, loss: 1.9507 +2025-05-29 20:21:11,989 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:51:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9067, loss: 1.9067 +2025-05-29 20:21:54,793 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8271, loss: 1.8271 +2025-05-29 20:22:37,421 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:50:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7842, loss: 1.7842 +2025-05-29 20:23:20,092 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:49:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 1.9555, loss: 1.9555 +2025-05-29 20:24:02,819 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:48:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.9009, loss: 1.9009 +2025-05-29 20:24:45,537 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:48:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.8887, loss: 1.8887 +2025-05-29 20:25:28,296 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:47:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0507, loss: 2.0507 +2025-05-29 20:26:10,956 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:46:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0179, loss: 2.0179 +2025-05-29 20:26:53,683 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:45:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9114, loss: 1.9114 +2025-05-29 20:27:36,427 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:45:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9270, loss: 1.9270 +2025-05-29 20:28:19,076 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:44:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 20:29:01,801 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:43:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9434, loss: 1.9434 +2025-05-29 20:29:04,867 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-29 20:30:20,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:30:20,174 - pyskl - INFO - +top1_acc 0.8472 +top5_acc 0.9696 +2025-05-29 20:30:20,177 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8472, top5_acc: 0.9696 +2025-05-29 20:31:23,222 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:43:02, time: 0.630, data_time: 0.204, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9517, loss: 1.9517 +2025-05-29 20:32:06,025 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:42:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7466, loss: 1.7466 +2025-05-29 20:32:48,705 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:41:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8918, loss: 1.8918 +2025-05-29 20:33:31,433 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:40:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.8088, loss: 1.8088 +2025-05-29 20:34:14,315 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.9182, loss: 1.9182 +2025-05-29 20:34:57,035 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:39:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.8415, loss: 1.8415 +2025-05-29 20:35:39,854 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8596, loss: 1.8596 +2025-05-29 20:36:22,626 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:37:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8819, loss: 1.8819 +2025-05-29 20:37:05,369 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:37:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8355, loss: 1.8355 +2025-05-29 20:37:48,434 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:36:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8214, loss: 1.8214 +2025-05-29 20:38:31,545 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:35:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.9160, loss: 1.9160 +2025-05-29 20:39:14,338 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:35:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9266, loss: 1.9266 +2025-05-29 20:39:57,259 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:34:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9024, loss: 1.9024 +2025-05-29 20:40:39,892 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:33:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9320, loss: 1.9320 +2025-05-29 20:41:22,509 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:32:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8837, loss: 1.8837 +2025-05-29 20:42:05,310 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:32:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.9161, loss: 1.9161 +2025-05-29 20:42:48,016 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8894, loss: 1.8894 +2025-05-29 20:43:30,732 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:30:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9057, loss: 1.9057 +2025-05-29 20:44:13,434 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:29:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9252, loss: 1.9252 +2025-05-29 20:44:56,114 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:29:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9232, loss: 1.9232 +2025-05-29 20:45:38,755 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:28:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9662, loss: 1.9662 +2025-05-29 20:46:21,388 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:27:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9082, loss: 1.9082 +2025-05-29 20:47:03,997 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:26:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.8776, loss: 1.8776 +2025-05-29 20:47:46,596 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:26:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9191, loss: 1.9191 +2025-05-29 20:48:29,257 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:25:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.8603, loss: 1.8603 +2025-05-29 20:48:32,313 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-29 20:49:47,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:49:47,851 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9773 +2025-05-29 20:49:47,903 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_94.pth was removed +2025-05-29 20:49:49,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-29 20:49:49,010 - pyskl - INFO - Best top1_acc is 0.8667 at 99 epoch. +2025-05-29 20:49:49,012 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8667, top5_acc: 0.9773 +2025-05-29 20:50:52,205 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:24:53, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7864, loss: 1.7864 +2025-05-29 20:51:34,796 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:24:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.7957, loss: 1.7957 +2025-05-29 20:52:17,400 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:23:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8679, loss: 1.8679 +2025-05-29 20:52:59,978 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:22:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.8058, loss: 1.8058 +2025-05-29 20:53:42,672 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:21:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8525, loss: 1.8525 +2025-05-29 20:54:25,443 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:21:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7948, loss: 1.7948 +2025-05-29 20:55:08,226 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:20:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8027, loss: 1.8027 +2025-05-29 20:55:50,903 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:19:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8365, loss: 1.8365 +2025-05-29 20:56:33,480 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:19:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.8645, loss: 1.8645 +2025-05-29 20:57:16,189 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:18:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.8555, loss: 1.8555 +2025-05-29 20:57:58,985 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:17:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9139, loss: 1.9139 +2025-05-29 20:58:42,050 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:16:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.8192, loss: 1.8192 +2025-05-29 20:59:24,660 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:16:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8514, loss: 1.8514 +2025-05-29 21:00:07,287 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:15:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7929, loss: 1.7929 +2025-05-29 21:00:50,031 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:14:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.8570, loss: 1.8570 +2025-05-29 21:01:32,699 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:13:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.8673, loss: 1.8673 +2025-05-29 21:02:15,406 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:13:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.9478, loss: 1.9478 +2025-05-29 21:02:58,085 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:12:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9795, loss: 1.9795 +2025-05-29 21:03:40,729 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:11:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.9507, loss: 1.9507 +2025-05-29 21:04:23,392 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:11:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8574, loss: 1.8574 +2025-05-29 21:05:06,144 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:10:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8864, loss: 1.8864 +2025-05-29 21:05:48,866 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:09:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8965, loss: 1.8965 +2025-05-29 21:06:31,605 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:08:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9180, loss: 1.9180 +2025-05-29 21:07:14,345 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:08:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9290, loss: 1.9290 +2025-05-29 21:07:56,978 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:07:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.8795, loss: 1.8795 +2025-05-29 21:08:00,091 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-29 21:16:32,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:16:32,795 - pyskl - INFO - +top1_acc 0.8563 +top5_acc 0.9790 +2025-05-29 21:16:32,798 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8563, top5_acc: 0.9790 +2025-05-29 21:17:35,976 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:06:44, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7766, loss: 1.7766 +2025-05-29 21:18:18,580 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:06:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7486, loss: 1.7486 +2025-05-29 21:19:01,179 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:05:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.8303, loss: 1.8303 +2025-05-29 21:19:43,903 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:04:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8021, loss: 1.8021 +2025-05-29 21:20:26,539 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:03:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 21:21:09,233 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:03:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8563, loss: 1.8563 +2025-05-29 21:21:51,838 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:02:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8613, loss: 1.8613 +2025-05-29 21:22:34,534 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:01:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8730, loss: 1.8730 +2025-05-29 21:23:17,285 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:00:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8614, loss: 1.8614 +2025-05-29 21:23:59,912 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:00:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8784, loss: 1.8784 +2025-05-29 21:24:42,656 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 14:59:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.8081, loss: 1.8081 +2025-05-29 21:25:25,539 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:58:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8143, loss: 1.8143 +2025-05-29 21:26:08,288 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:57:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8949, loss: 1.8949 +2025-05-29 21:26:51,053 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:57:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8393, loss: 1.8393 +2025-05-29 21:27:33,950 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:56:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8179, loss: 1.8179 +2025-05-29 21:28:16,652 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:55:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8403, loss: 1.8403 +2025-05-29 21:28:59,418 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:55:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8458, loss: 1.8458 +2025-05-29 21:29:42,060 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:54:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.8259, loss: 1.8259 +2025-05-29 21:30:24,726 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:53:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.8250, loss: 1.8250 +2025-05-29 21:31:07,490 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:52:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8433, loss: 1.8433 +2025-05-29 21:31:50,269 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:52:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8337, loss: 1.8337 +2025-05-29 21:32:32,981 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:51:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8656, loss: 1.8656 +2025-05-29 21:33:15,734 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:50:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.9369, loss: 1.9369 +2025-05-29 21:33:58,475 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:49:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.9632, loss: 1.9632 +2025-05-29 21:34:41,188 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:49:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8811, loss: 1.8811 +2025-05-29 21:34:44,287 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-29 21:35:59,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:35:59,866 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9781 +2025-05-29 21:35:59,869 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8606, top5_acc: 0.9781 +2025-05-29 21:37:02,427 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:48:34, time: 0.626, data_time: 0.200, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8656, loss: 1.8656 +2025-05-29 21:37:45,008 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:47:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8075, loss: 1.8075 +2025-05-29 21:38:27,601 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:47:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.7556, loss: 1.7556 +2025-05-29 21:39:10,177 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:46:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.7962, loss: 1.7962 +2025-05-29 21:39:52,646 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:45:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6968, loss: 1.6968 +2025-05-29 21:40:35,190 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:44:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7630, loss: 1.7630 +2025-05-29 21:41:17,785 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:44:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6954, loss: 1.6954 +2025-05-29 21:42:00,453 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:43:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7625, loss: 1.7625 +2025-05-29 21:42:43,024 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:42:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8306, loss: 1.8306 +2025-05-29 21:43:25,823 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:41:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7735, loss: 1.7735 +2025-05-29 21:44:08,472 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:41:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.8517, loss: 1.8517 +2025-05-29 21:44:51,241 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:40:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.8782, loss: 1.8782 +2025-05-29 21:45:33,945 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:39:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7297, loss: 1.7297 +2025-05-29 21:46:16,603 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:39:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.7845, loss: 1.7845 +2025-05-29 21:46:59,244 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:38:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7965, loss: 1.7965 +2025-05-29 21:47:41,762 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:37:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.8822, loss: 1.8822 +2025-05-29 21:48:24,318 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:36:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9447, loss: 1.9447 +2025-05-29 21:49:06,877 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:36:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8420, loss: 1.8420 +2025-05-29 21:49:49,390 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:35:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8083, loss: 1.8083 +2025-05-29 21:50:32,090 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:34:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7417, loss: 1.7417 +2025-05-29 21:51:14,610 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:33:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7984, loss: 1.7984 +2025-05-29 21:51:57,221 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:33:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9011, loss: 1.9011 +2025-05-29 21:52:39,825 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:32:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9106, loss: 1.9106 +2025-05-29 21:53:22,445 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:31:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8854, loss: 1.8854 +2025-05-29 21:54:05,093 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:31:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8844, loss: 1.8844 +2025-05-29 21:54:08,110 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-29 21:55:23,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:55:23,423 - pyskl - INFO - +top1_acc 0.8554 +top5_acc 0.9703 +2025-05-29 21:55:23,426 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8554, top5_acc: 0.9703 +2025-05-29 21:56:26,705 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:30:24, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 21:57:09,313 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:29:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7718, loss: 1.7718 +2025-05-29 21:57:52,065 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:28:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7513, loss: 1.7513 +2025-05-29 21:58:34,828 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:28:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.8221, loss: 1.8221 +2025-05-29 21:59:17,521 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:27:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8393, loss: 1.8393 +2025-05-29 22:00:00,236 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:26:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7239, loss: 1.7239 +2025-05-29 22:00:42,927 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:26:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8280, loss: 1.8280 +2025-05-29 22:01:25,788 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:25:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7792, loss: 1.7792 +2025-05-29 22:02:08,351 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:24:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7348, loss: 1.7348 +2025-05-29 22:02:51,136 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:23:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.8103, loss: 1.8103 +2025-05-29 22:03:33,862 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:23:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7880, loss: 1.7880 +2025-05-29 22:04:16,722 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:22:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7607, loss: 1.7607 +2025-05-29 22:04:59,671 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.8934, loss: 1.8934 +2025-05-29 22:05:42,355 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:20:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7996, loss: 1.7996 +2025-05-29 22:06:25,011 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7821, loss: 1.7821 +2025-05-29 22:07:07,648 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:19:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7262, loss: 1.7262 +2025-05-29 22:07:50,305 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:18:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7214, loss: 1.7214 +2025-05-29 22:08:32,917 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:17:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7752, loss: 1.7752 +2025-05-29 22:09:15,549 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:17:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.8331, loss: 1.8331 +2025-05-29 22:09:58,151 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:16:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7159, loss: 1.7159 +2025-05-29 22:10:40,921 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:15:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7970, loss: 1.7970 +2025-05-29 22:11:23,564 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:15:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.8717, loss: 1.8717 +2025-05-29 22:12:06,250 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:14:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.8096, loss: 1.8096 +2025-05-29 22:12:48,845 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:13:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8615, loss: 1.8615 +2025-05-29 22:13:31,497 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:12:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8604, loss: 1.8604 +2025-05-29 22:13:34,556 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-29 22:14:50,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:14:50,433 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9778 +2025-05-29 22:14:50,484 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_99.pth was removed +2025-05-29 22:14:51,501 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-05-29 22:14:51,502 - pyskl - INFO - Best top1_acc is 0.8681 at 103 epoch. +2025-05-29 22:14:51,504 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8681, top5_acc: 0.9778 +2025-05-29 22:15:54,889 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:12:14, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6594, loss: 1.6594 +2025-05-29 22:16:37,573 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:11:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7431, loss: 1.7431 +2025-05-29 22:17:20,272 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:10:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.6954, loss: 1.6954 +2025-05-29 22:18:02,872 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:10:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7387, loss: 1.7387 +2025-05-29 22:18:45,525 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:09:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7510, loss: 1.7510 +2025-05-29 22:19:28,141 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:08:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7577, loss: 1.7577 +2025-05-29 22:20:10,801 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:07:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7903, loss: 1.7903 +2025-05-29 22:20:53,437 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:07:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7983, loss: 1.7983 +2025-05-29 22:21:36,188 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:06:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7930, loss: 1.7930 +2025-05-29 22:22:19,018 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:05:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.7430, loss: 1.7430 +2025-05-29 22:23:01,803 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:04:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7791, loss: 1.7791 +2025-05-29 22:23:44,597 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7082, loss: 1.7082 +2025-05-29 22:24:27,230 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:03:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7637, loss: 1.7637 +2025-05-29 22:25:09,867 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:02:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7020, loss: 1.7020 +2025-05-29 22:25:52,521 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:02:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8223, loss: 1.8223 +2025-05-29 22:26:35,292 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:01:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8698, loss: 1.8698 +2025-05-29 22:27:18,051 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:00:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.9466, loss: 1.9466 +2025-05-29 22:28:00,756 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 13:59:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.8202, loss: 1.8202 +2025-05-29 22:28:43,460 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 13:59:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8362, loss: 1.8362 +2025-05-29 22:29:26,126 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:58:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7878, loss: 1.7878 +2025-05-29 22:30:08,792 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:57:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.7877, loss: 1.7877 +2025-05-29 22:30:51,453 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:56:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7552, loss: 1.7552 +2025-05-29 22:31:34,186 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:56:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7063, loss: 1.7063 +2025-05-29 22:32:16,846 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:55:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8384, loss: 1.8384 +2025-05-29 22:32:59,525 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:54:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.8141, loss: 1.8141 +2025-05-29 22:33:02,649 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-29 22:34:18,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:34:18,298 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9769 +2025-05-29 22:34:18,301 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8635, top5_acc: 0.9769 +2025-05-29 22:35:21,745 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:54:05, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7823, loss: 1.7823 +2025-05-29 22:36:04,300 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:53:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7323, loss: 1.7323 +2025-05-29 22:36:46,938 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:52:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7316, loss: 1.7316 +2025-05-29 22:37:29,444 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:51:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7094, loss: 1.7094 +2025-05-29 22:38:11,965 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:51:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2025-05-29 22:38:54,662 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:50:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7356, loss: 1.7356 +2025-05-29 22:39:37,284 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:49:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6885, loss: 1.6885 +2025-05-29 22:40:19,980 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:48:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6793, loss: 1.6793 +2025-05-29 22:41:02,629 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:48:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7800, loss: 1.7800 +2025-05-29 22:41:45,260 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:47:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7483, loss: 1.7483 +2025-05-29 22:42:28,135 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:46:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7272, loss: 1.7272 +2025-05-29 22:43:10,864 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:46:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8729, loss: 1.8729 +2025-05-29 22:43:53,649 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:45:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8117, loss: 1.8117 +2025-05-29 22:44:36,475 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:44:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7626, loss: 1.7626 +2025-05-29 22:45:19,344 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:43:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8687, loss: 1.8687 +2025-05-29 22:46:02,311 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:43:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.8305, loss: 1.8305 +2025-05-29 22:46:45,012 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:42:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8294, loss: 1.8294 +2025-05-29 22:47:27,651 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:41:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8425, loss: 1.8425 +2025-05-29 22:48:10,214 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:40:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7578, loss: 1.7578 +2025-05-29 22:48:52,778 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:40:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.8247, loss: 1.8247 +2025-05-29 22:49:35,462 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:39:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7280, loss: 1.7280 +2025-05-29 22:50:17,925 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:38:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7747, loss: 1.7747 +2025-05-29 22:51:00,593 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:38:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.7983, loss: 1.7983 +2025-05-29 22:51:43,199 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:37:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8364, loss: 1.8364 +2025-05-29 22:52:25,779 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7928, loss: 1.7928 +2025-05-29 22:52:28,837 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-29 23:01:42,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:01:42,292 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9741 +2025-05-29 23:01:42,295 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8510, top5_acc: 0.9741 +2025-05-29 23:02:46,533 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:35:56, time: 0.642, data_time: 0.215, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.6540, loss: 1.6540 +2025-05-29 23:03:29,428 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:35:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6458, loss: 1.6458 +2025-05-29 23:04:12,377 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:34:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6104, loss: 1.6104 +2025-05-29 23:04:55,141 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:33:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7443, loss: 1.7443 +2025-05-29 23:05:37,830 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:33:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7156, loss: 1.7156 +2025-05-29 23:06:20,409 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:32:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7672, loss: 1.7672 +2025-05-29 23:07:02,998 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:31:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7173, loss: 1.7173 +2025-05-29 23:07:45,705 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:30:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7231, loss: 1.7231 +2025-05-29 23:08:28,450 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:30:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7620, loss: 1.7620 +2025-05-29 23:09:11,231 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:29:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6788, loss: 1.6788 +2025-05-29 23:09:54,115 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:28:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6932, loss: 1.6932 +2025-05-29 23:10:36,802 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:27:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7190, loss: 1.7190 +2025-05-29 23:11:19,520 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:27:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7624, loss: 1.7624 +2025-05-29 23:12:02,236 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:26:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7404, loss: 1.7404 +2025-05-29 23:12:45,084 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:25:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7338, loss: 1.7338 +2025-05-29 23:13:27,925 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:25:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7512, loss: 1.7512 +2025-05-29 23:14:10,821 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:24:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7333, loss: 1.7333 +2025-05-29 23:14:53,624 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:23:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7581, loss: 1.7581 +2025-05-29 23:15:36,405 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7599, loss: 1.7599 +2025-05-29 23:16:19,281 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:22:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.7770, loss: 1.7770 +2025-05-29 23:17:02,115 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:21:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7665, loss: 1.7665 +2025-05-29 23:17:44,882 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:20:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 1.8021, loss: 1.8021 +2025-05-29 23:18:27,893 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:19:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.8045, loss: 1.8045 +2025-05-29 23:19:10,859 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:19:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.7878, loss: 1.7878 +2025-05-29 23:19:53,826 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:18:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8177, loss: 1.8177 +2025-05-29 23:19:56,939 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-29 23:21:12,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:21:12,805 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9779 +2025-05-29 23:21:12,807 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8630, top5_acc: 0.9779 +2025-05-29 23:22:15,475 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:17:48, time: 0.627, data_time: 0.201, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7595, loss: 1.7595 +2025-05-29 23:22:58,121 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:17:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.6987, loss: 1.6987 +2025-05-29 23:23:40,726 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:16:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6651, loss: 1.6651 +2025-05-29 23:24:23,365 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:15:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5858, loss: 1.5858 +2025-05-29 23:25:06,041 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:14:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.6782, loss: 1.6782 +2025-05-29 23:25:48,616 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:14:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7424, loss: 1.7424 +2025-05-29 23:26:31,028 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:13:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6894, loss: 1.6894 +2025-05-29 23:27:13,648 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:12:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6931, loss: 1.6931 +2025-05-29 23:27:55,997 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:11:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7417, loss: 1.7417 +2025-05-29 23:28:38,543 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:11:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6478, loss: 1.6478 +2025-05-29 23:29:21,179 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:10:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5714, loss: 1.5714 +2025-05-29 23:30:03,758 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:09:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.7022, loss: 1.7022 +2025-05-29 23:30:46,272 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:09:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7521, loss: 1.7521 +2025-05-29 23:31:28,933 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:08:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7137, loss: 1.7137 +2025-05-29 23:32:11,589 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7077, loss: 1.7077 +2025-05-29 23:32:54,322 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:06:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7190, loss: 1.7190 +2025-05-29 23:33:37,124 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:06:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7258, loss: 1.7258 +2025-05-29 23:34:20,001 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:05:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7762, loss: 1.7762 +2025-05-29 23:35:02,790 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:04:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6792, loss: 1.6792 +2025-05-29 23:35:45,275 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:03:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7479, loss: 1.7479 +2025-05-29 23:36:28,118 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:03:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7153, loss: 1.7153 +2025-05-29 23:37:10,697 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:02:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7070, loss: 1.7070 +2025-05-29 23:37:53,336 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:01:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6582, loss: 1.6582 +2025-05-29 23:38:36,028 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:01:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6840, loss: 1.6840 +2025-05-29 23:39:18,754 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:00:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7238, loss: 1.7238 +2025-05-29 23:39:21,868 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-29 23:40:37,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:40:37,494 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9803 +2025-05-29 23:40:37,552 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_103.pth was removed +2025-05-29 23:40:38,619 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-05-29 23:40:38,620 - pyskl - INFO - Best top1_acc is 0.8724 at 107 epoch. +2025-05-29 23:40:38,623 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8724, top5_acc: 0.9803 +2025-05-29 23:41:41,879 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 12:59:38, time: 0.633, data_time: 0.208, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7010, loss: 1.7010 +2025-05-29 23:42:24,135 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:58:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6721, loss: 1.6721 +2025-05-29 23:43:06,837 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:58:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7202, loss: 1.7202 +2025-05-29 23:43:49,619 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:57:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6629, loss: 1.6629 +2025-05-29 23:44:32,330 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:56:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7572, loss: 1.7572 +2025-05-29 23:45:14,943 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:55:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6016, loss: 1.6016 +2025-05-29 23:45:57,594 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:55:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7245, loss: 1.7245 +2025-05-29 23:46:40,267 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:54:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6214, loss: 1.6214 +2025-05-29 23:47:22,952 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:53:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6381, loss: 1.6381 +2025-05-29 23:48:05,611 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:53:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7102, loss: 1.7102 +2025-05-29 23:48:48,401 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:52:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7000, loss: 1.7000 +2025-05-29 23:49:31,256 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7032, loss: 1.7032 +2025-05-29 23:50:14,201 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:50:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7477, loss: 1.7477 +2025-05-29 23:50:56,997 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:50:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.7273, loss: 1.7273 +2025-05-29 23:51:39,600 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:49:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.7071, loss: 1.7071 +2025-05-29 23:52:22,221 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:48:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7265, loss: 1.7265 +2025-05-29 23:53:04,855 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:47:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.7290, loss: 1.7290 +2025-05-29 23:53:47,448 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:47:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6070, loss: 1.6070 +2025-05-29 23:54:30,071 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:46:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5999, loss: 1.5999 +2025-05-29 23:55:12,643 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:45:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7635, loss: 1.7635 +2025-05-29 23:55:55,245 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:45:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7278, loss: 1.7278 +2025-05-29 23:56:37,885 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:44:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7007, loss: 1.7007 +2025-05-29 23:57:20,472 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:43:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6972, loss: 1.6972 +2025-05-29 23:58:03,108 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:42:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6970, loss: 1.6970 +2025-05-29 23:58:45,723 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:42:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7937, loss: 1.7937 +2025-05-29 23:58:48,762 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-30 00:00:04,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:00:04,219 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9779 +2025-05-30 00:00:04,221 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8628, top5_acc: 0.9779 +2025-05-30 00:01:07,802 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:41:28, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5976, loss: 1.5976 +2025-05-30 00:01:50,567 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:40:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4960, loss: 1.4960 +2025-05-30 00:02:33,232 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:40:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6044, loss: 1.6044 +2025-05-30 00:03:15,791 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:39:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6439, loss: 1.6439 +2025-05-30 00:03:58,441 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6085, loss: 1.6085 +2025-05-30 00:04:41,179 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:37:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6110, loss: 1.6110 +2025-05-30 00:05:23,888 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:37:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5716, loss: 1.5716 +2025-05-30 00:06:06,502 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:36:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5997, loss: 1.5997 +2025-05-30 00:06:49,183 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:35:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6801, loss: 1.6801 +2025-05-30 00:07:31,860 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:34:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6888, loss: 1.6888 +2025-05-30 00:08:14,466 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:34:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6537, loss: 1.6537 +2025-05-30 00:08:57,422 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:33:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6351, loss: 1.6351 +2025-05-30 00:09:40,170 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:32:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.6470, loss: 1.6470 +2025-05-30 00:10:22,807 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:32:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 00:11:05,427 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:31:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7206, loss: 1.7206 +2025-05-30 00:11:48,060 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:30:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7001, loss: 1.7001 +2025-05-30 00:12:30,700 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:29:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7203, loss: 1.7203 +2025-05-30 00:13:13,438 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:29:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6915, loss: 1.6915 +2025-05-30 00:13:56,154 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7845, loss: 1.7845 +2025-05-30 00:14:38,831 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:27:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6207, loss: 1.6207 +2025-05-30 00:15:21,461 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:26:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6672, loss: 1.6672 +2025-05-30 00:16:04,099 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:26:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.7453, loss: 1.7453 +2025-05-30 00:16:46,868 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:25:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7498, loss: 1.7498 +2025-05-30 00:17:29,527 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:24:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6972, loss: 1.6972 +2025-05-30 00:18:12,239 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:23:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7362, loss: 1.7362 +2025-05-30 00:18:15,313 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-30 00:19:30,765 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:19:30,835 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9812 +2025-05-30 00:19:30,888 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_107.pth was removed +2025-05-30 00:19:31,892 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-05-30 00:19:31,893 - pyskl - INFO - Best top1_acc is 0.8790 at 109 epoch. +2025-05-30 00:19:31,896 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8790, top5_acc: 0.9812 +2025-05-30 00:20:35,242 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:23:19, time: 0.633, data_time: 0.208, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6582, loss: 1.6582 +2025-05-30 00:21:17,805 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:22:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6567, loss: 1.6567 +2025-05-30 00:22:00,235 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:21:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5657, loss: 1.5657 +2025-05-30 00:22:42,737 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:21:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5620, loss: 1.5620 +2025-05-30 00:23:25,271 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:20:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-05-30 00:24:07,870 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:19:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.6346, loss: 1.6346 +2025-05-30 00:24:50,435 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:18:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6660, loss: 1.6660 +2025-05-30 00:25:33,008 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:18:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5959, loss: 1.5959 +2025-05-30 00:26:15,633 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:17:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 00:26:58,401 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:16:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6216, loss: 1.6216 +2025-05-30 00:27:41,052 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:16:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5078, loss: 1.5078 +2025-05-30 00:28:23,856 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:15:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6433, loss: 1.6433 +2025-05-30 00:29:06,799 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:14:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5282, loss: 1.5282 +2025-05-30 00:29:49,741 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:13:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6305, loss: 1.6305 +2025-05-30 00:30:32,530 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:13:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6404, loss: 1.6404 +2025-05-30 00:31:15,135 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:12:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7430, loss: 1.7430 +2025-05-30 00:31:57,627 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:11:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5584, loss: 1.5584 +2025-05-30 00:32:40,189 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:10:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6335, loss: 1.6335 +2025-05-30 00:33:22,853 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:10:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6634, loss: 1.6634 +2025-05-30 00:34:05,512 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:09:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6458, loss: 1.6458 +2025-05-30 00:34:48,199 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:08:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6588, loss: 1.6588 +2025-05-30 00:35:30,851 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:08:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6373, loss: 1.6373 +2025-05-30 00:36:13,508 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:07:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6337, loss: 1.6337 +2025-05-30 00:36:56,107 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:06:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6444, loss: 1.6444 +2025-05-30 00:37:38,815 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:05:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6238, loss: 1.6238 +2025-05-30 00:37:41,874 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-30 00:46:46,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:46:46,533 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9775 +2025-05-30 00:46:46,536 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8687, top5_acc: 0.9775 +2025-05-30 00:47:49,635 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:05:09, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6054, loss: 1.6054 +2025-05-30 00:48:32,426 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:04:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5276, loss: 1.5276 +2025-05-30 00:49:15,101 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:03:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6192, loss: 1.6192 +2025-05-30 00:49:57,704 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:02:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6187, loss: 1.6187 +2025-05-30 00:50:40,457 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:02:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5564, loss: 1.5564 +2025-05-30 00:51:23,084 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:01:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4983, loss: 1.4983 +2025-05-30 00:52:05,685 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:00:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5376, loss: 1.5376 +2025-05-30 00:52:48,508 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5675, loss: 1.5675 +2025-05-30 00:53:31,496 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 11:59:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-05-30 00:54:14,378 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:58:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6432, loss: 1.6432 +2025-05-30 00:54:57,256 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:57:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6164, loss: 1.6164 +2025-05-30 00:55:40,016 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:57:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6837, loss: 1.6837 +2025-05-30 00:56:22,705 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:56:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5328, loss: 1.5328 +2025-05-30 00:57:05,432 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:55:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-05-30 00:57:48,138 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:54:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5518, loss: 1.5518 +2025-05-30 00:58:30,798 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5804, loss: 1.5804 +2025-05-30 00:59:13,549 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:53:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6851, loss: 1.6851 +2025-05-30 00:59:56,242 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:52:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-05-30 01:00:38,961 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5778, loss: 1.5778 +2025-05-30 01:01:21,667 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6217, loss: 1.6217 +2025-05-30 01:02:04,372 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:50:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6747, loss: 1.6747 +2025-05-30 01:02:47,065 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:49:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6057, loss: 1.6057 +2025-05-30 01:03:29,743 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6695, loss: 1.6695 +2025-05-30 01:04:12,435 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:48:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7152, loss: 1.7152 +2025-05-30 01:04:55,059 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:47:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.6580, loss: 1.6580 +2025-05-30 01:04:58,154 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-30 01:06:13,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:06:13,503 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9774 +2025-05-30 01:06:13,505 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8733, top5_acc: 0.9774 +2025-05-30 01:07:17,060 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:47:01, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5781, loss: 1.5781 +2025-05-30 01:07:59,994 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:46:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6017, loss: 1.6017 +2025-05-30 01:08:42,642 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:45:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6326, loss: 1.6326 +2025-05-30 01:09:25,317 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:44:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4925, loss: 1.4925 +2025-05-30 01:10:07,924 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:44:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6069, loss: 1.6069 +2025-05-30 01:10:50,569 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:43:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5967, loss: 1.5967 +2025-05-30 01:11:33,201 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:42:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.5669, loss: 1.5669 +2025-05-30 01:12:16,123 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:41:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5683, loss: 1.5683 +2025-05-30 01:12:58,788 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:41:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5461, loss: 1.5461 +2025-05-30 01:13:41,590 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:40:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5548, loss: 1.5548 +2025-05-30 01:14:24,365 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:39:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.6722, loss: 1.6722 +2025-05-30 01:15:06,986 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:39:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6766, loss: 1.6766 +2025-05-30 01:15:49,624 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:38:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5352, loss: 1.5352 +2025-05-30 01:16:32,344 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:37:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5694, loss: 1.5694 +2025-05-30 01:17:15,007 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-05-30 01:17:57,679 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:36:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6245, loss: 1.6245 +2025-05-30 01:18:40,291 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:35:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6331, loss: 1.6331 +2025-05-30 01:19:23,028 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:34:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6259, loss: 1.6259 +2025-05-30 01:20:05,741 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:33:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5799, loss: 1.5799 +2025-05-30 01:20:48,467 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:33:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5155, loss: 1.5155 +2025-05-30 01:21:31,196 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:32:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5904, loss: 1.5904 +2025-05-30 01:22:13,916 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:31:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5778, loss: 1.5778 +2025-05-30 01:22:56,609 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:30:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6673, loss: 1.6673 +2025-05-30 01:23:39,396 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6092, loss: 1.6092 +2025-05-30 01:24:22,146 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:29:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6060, loss: 1.6060 +2025-05-30 01:24:25,226 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-30 01:25:40,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:25:40,675 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9818 +2025-05-30 01:25:40,677 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8786, top5_acc: 0.9818 +2025-05-30 01:26:43,986 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:28:52, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4575, loss: 1.4575 +2025-05-30 01:27:26,857 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:28:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-05-30 01:28:09,717 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:27:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5444, loss: 1.5444 +2025-05-30 01:28:52,568 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:26:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4998, loss: 1.4998 +2025-05-30 01:29:35,352 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:25:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5475, loss: 1.5475 +2025-05-30 01:30:18,069 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:25:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5010, loss: 1.5010 +2025-05-30 01:31:00,768 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:24:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5179, loss: 1.5179 +2025-05-30 01:31:43,461 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5840, loss: 1.5840 +2025-05-30 01:32:26,194 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:23:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.5522, loss: 1.5522 +2025-05-30 01:33:08,900 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:22:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6541, loss: 1.6541 +2025-05-30 01:33:51,567 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:21:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.5895, loss: 1.5895 +2025-05-30 01:34:34,317 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:20:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6525, loss: 1.6525 +2025-05-30 01:35:16,965 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:20:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6524, loss: 1.6524 +2025-05-30 01:35:59,665 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:19:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5084, loss: 1.5084 +2025-05-30 01:36:42,339 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4822, loss: 1.4822 +2025-05-30 01:37:25,015 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:17:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5567, loss: 1.5567 +2025-05-30 01:38:07,785 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:17:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6191, loss: 1.6191 +2025-05-30 01:38:50,472 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:16:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 01:39:33,268 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:15:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6684, loss: 1.6684 +2025-05-30 01:40:16,032 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:15:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6222, loss: 1.6222 +2025-05-30 01:40:58,655 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:14:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5479, loss: 1.5479 +2025-05-30 01:41:41,382 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:13:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6823, loss: 1.6823 +2025-05-30 01:42:24,158 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5572, loss: 1.5572 +2025-05-30 01:43:06,799 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:12:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6459, loss: 1.6459 +2025-05-30 01:43:49,398 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:11:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5311, loss: 1.5311 +2025-05-30 01:43:52,440 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-30 01:45:07,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:45:08,014 - pyskl - INFO - +top1_acc 0.8792 +top5_acc 0.9807 +2025-05-30 01:45:08,070 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_109.pth was removed +2025-05-30 01:45:09,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-30 01:45:09,149 - pyskl - INFO - Best top1_acc is 0.8792 at 113 epoch. +2025-05-30 01:45:09,152 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8792, top5_acc: 0.9807 +2025-05-30 01:46:12,680 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:10:43, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5192, loss: 1.5192 +2025-05-30 01:46:55,338 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:09:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5238, loss: 1.5238 +2025-05-30 01:47:38,048 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:09:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4864, loss: 1.4864 +2025-05-30 01:48:20,647 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:08:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4999, loss: 1.4999 +2025-05-30 01:49:03,285 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:07:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-05-30 01:49:45,976 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:07:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5189, loss: 1.5189 +2025-05-30 01:50:28,657 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:06:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5713, loss: 1.5713 +2025-05-30 01:51:11,297 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:05:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5173, loss: 1.5173 +2025-05-30 01:51:53,912 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:04:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.5427, loss: 1.5427 +2025-05-30 01:52:36,612 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:04:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.5268, loss: 1.5268 +2025-05-30 01:53:19,237 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:03:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5442, loss: 1.5442 +2025-05-30 01:54:01,909 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:02:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5848, loss: 1.5848 +2025-05-30 01:54:44,672 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:01:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.6271, loss: 1.6271 +2025-05-30 01:55:27,377 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:01:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5385, loss: 1.5385 +2025-05-30 01:56:10,035 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:00:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5615, loss: 1.5615 +2025-05-30 01:56:52,724 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 10:59:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5171, loss: 1.5171 +2025-05-30 01:57:35,400 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:59:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6017, loss: 1.6017 +2025-05-30 01:58:18,109 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:58:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5143, loss: 1.5143 +2025-05-30 01:59:00,779 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:57:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5875, loss: 1.5875 +2025-05-30 01:59:43,497 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:56:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6210, loss: 1.6210 +2025-05-30 02:00:26,157 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:56:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5418, loss: 1.5418 +2025-05-30 02:01:08,827 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:55:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.5764, loss: 1.5764 +2025-05-30 02:01:51,520 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:54:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.6147, loss: 1.6147 +2025-05-30 02:02:34,106 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:53:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6017, loss: 1.6017 +2025-05-30 02:03:16,688 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:53:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-05-30 02:03:19,802 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-30 02:04:35,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:04:35,417 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9816 +2025-05-30 02:04:35,475 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_113.pth was removed +2025-05-30 02:04:36,553 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-05-30 02:04:36,554 - pyskl - INFO - Best top1_acc is 0.8820 at 114 epoch. +2025-05-30 02:04:36,557 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8820, top5_acc: 0.9816 +2025-05-30 02:05:40,170 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:52:34, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4868, loss: 1.4868 +2025-05-30 02:06:22,976 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:51:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4799, loss: 1.4799 +2025-05-30 02:07:05,708 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:51:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4953, loss: 1.4953 +2025-05-30 02:07:48,513 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5208, loss: 1.5208 +2025-05-30 02:08:31,269 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:49:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5689, loss: 1.5689 +2025-05-30 02:09:14,081 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:48:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5518, loss: 1.5518 +2025-05-30 02:09:56,841 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:48:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5442, loss: 1.5442 +2025-05-30 02:10:39,620 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:47:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4536, loss: 1.4536 +2025-05-30 02:11:22,453 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:46:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4454, loss: 1.4454 +2025-05-30 02:12:04,962 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:46:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5444, loss: 1.5444 +2025-05-30 02:12:47,866 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:45:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-05-30 02:13:30,808 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:44:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5492, loss: 1.5492 +2025-05-30 02:14:13,501 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:43:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5073, loss: 1.5073 +2025-05-30 02:14:56,399 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:43:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4746, loss: 1.4746 +2025-05-30 02:15:39,247 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:42:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4427, loss: 1.4427 +2025-05-30 02:16:22,166 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:41:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5810, loss: 1.5810 +2025-05-30 02:17:04,872 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:40:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-05-30 02:17:47,496 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:40:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5028, loss: 1.5028 +2025-05-30 02:18:30,109 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:39:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5054, loss: 1.5054 +2025-05-30 02:19:12,751 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:38:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5417, loss: 1.5417 +2025-05-30 02:19:55,365 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:38:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4420, loss: 1.4420 +2025-05-30 02:20:38,073 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:37:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4906, loss: 1.4906 +2025-05-30 02:21:20,643 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:36:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5784, loss: 1.5784 +2025-05-30 02:22:03,288 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:35:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5488, loss: 1.5488 +2025-05-30 02:22:45,925 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:35:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5476, loss: 1.5476 +2025-05-30 02:22:49,012 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-30 02:31:52,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:31:52,460 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9783 +2025-05-30 02:31:52,463 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8714, top5_acc: 0.9783 +2025-05-30 02:32:55,415 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:34:25, time: 0.629, data_time: 0.205, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4836, loss: 1.4836 +2025-05-30 02:33:37,981 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:33:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4717, loss: 1.4717 +2025-05-30 02:34:20,594 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:32:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4474, loss: 1.4474 +2025-05-30 02:35:03,165 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:32:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5226, loss: 1.5226 +2025-05-30 02:35:45,700 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:31:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4475, loss: 1.4475 +2025-05-30 02:36:28,126 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:30:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4557, loss: 1.4557 +2025-05-30 02:37:10,694 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:30:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5006, loss: 1.5006 +2025-05-30 02:37:53,345 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-05-30 02:38:35,999 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:28:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-05-30 02:39:18,717 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:27:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4533, loss: 1.4533 +2025-05-30 02:40:01,460 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:27:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4582, loss: 1.4582 +2025-05-30 02:40:44,176 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:26:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-05-30 02:41:26,892 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:25:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4286, loss: 1.4286 +2025-05-30 02:42:09,633 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:24:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-30 02:42:52,349 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:24:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.5273, loss: 1.5273 +2025-05-30 02:43:35,049 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:23:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6309, loss: 1.6309 +2025-05-30 02:44:17,811 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:22:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5337, loss: 1.5337 +2025-05-30 02:45:00,553 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:22:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4133, loss: 1.4133 +2025-05-30 02:45:43,341 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:21:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4868, loss: 1.4868 +2025-05-30 02:46:26,149 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:20:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5726, loss: 1.5726 +2025-05-30 02:47:08,922 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:19:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4832, loss: 1.4832 +2025-05-30 02:47:51,569 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:19:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4873, loss: 1.4873 +2025-05-30 02:48:34,276 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:18:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-30 02:49:16,997 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4491, loss: 1.4491 +2025-05-30 02:49:59,756 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:16:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4427, loss: 1.4427 +2025-05-30 02:50:02,861 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-30 02:51:18,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:51:18,513 - pyskl - INFO - +top1_acc 0.8848 +top5_acc 0.9827 +2025-05-30 02:51:18,564 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_114.pth was removed +2025-05-30 02:51:19,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-05-30 02:51:19,579 - pyskl - INFO - Best top1_acc is 0.8848 at 116 epoch. +2025-05-30 02:51:19,581 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8848, top5_acc: 0.9827 +2025-05-30 02:52:22,774 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:16:15, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4178, loss: 1.4178 +2025-05-30 02:53:05,533 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:15:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-30 02:53:48,285 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:14:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3475, loss: 1.3475 +2025-05-30 02:54:30,938 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:14:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-05-30 02:55:13,598 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:13:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3606, loss: 1.3606 +2025-05-30 02:55:56,256 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:12:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4909, loss: 1.4909 +2025-05-30 02:56:39,009 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5097, loss: 1.5097 +2025-05-30 02:57:21,621 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:11:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4619, loss: 1.4619 +2025-05-30 02:58:04,248 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:10:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4605, loss: 1.4605 +2025-05-30 02:58:46,921 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:09:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4750, loss: 1.4750 +2025-05-30 02:59:29,513 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:08:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4657, loss: 1.4657 +2025-05-30 03:00:12,118 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:08:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4119, loss: 1.4119 +2025-05-30 03:00:54,625 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:07:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5092, loss: 1.5092 +2025-05-30 03:01:37,426 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:06:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4723, loss: 1.4723 +2025-05-30 03:02:20,302 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:06:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-30 03:03:02,750 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:05:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-30 03:03:45,382 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:04:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4262, loss: 1.4262 +2025-05-30 03:04:27,828 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:03:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3924, loss: 1.3924 +2025-05-30 03:05:10,426 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:03:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4778, loss: 1.4778 +2025-05-30 03:05:53,132 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4792, loss: 1.4792 +2025-05-30 03:06:35,747 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:01:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4329, loss: 1.4329 +2025-05-30 03:07:18,441 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:00:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-05-30 03:08:01,116 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:00:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5412, loss: 1.5412 +2025-05-30 03:08:44,005 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 9:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5066, loss: 1.5066 +2025-05-30 03:09:26,922 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:58:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4746, loss: 1.4746 +2025-05-30 03:09:30,045 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-30 03:10:45,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:10:45,545 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9830 +2025-05-30 03:10:45,548 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8826, top5_acc: 0.9830 +2025-05-30 03:11:49,428 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:58:06, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3993, loss: 1.3993 +2025-05-30 03:12:32,215 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:57:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-05-30 03:13:14,993 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:56:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-05-30 03:13:57,721 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4716, loss: 1.4716 +2025-05-30 03:14:40,437 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:55:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-05-30 03:15:23,151 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:54:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 +2025-05-30 03:16:05,817 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:53:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3644, loss: 1.3644 +2025-05-30 03:16:48,533 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:53:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3850, loss: 1.3850 +2025-05-30 03:17:31,225 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4896, loss: 1.4896 +2025-05-30 03:18:13,994 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:51:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-05-30 03:18:56,640 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:50:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3764, loss: 1.3764 +2025-05-30 03:19:39,508 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:50:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4628, loss: 1.4628 +2025-05-30 03:20:22,133 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:49:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4524, loss: 1.4524 +2025-05-30 03:21:04,792 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:48:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4197, loss: 1.4197 +2025-05-30 03:21:47,368 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:47:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-05-30 03:22:30,044 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:47:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4619, loss: 1.4619 +2025-05-30 03:23:12,554 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:46:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3618, loss: 1.3618 +2025-05-30 03:23:55,196 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:45:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3816, loss: 1.3816 +2025-05-30 03:24:37,916 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:45:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4093, loss: 1.4093 +2025-05-30 03:25:20,683 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3824, loss: 1.3824 +2025-05-30 03:26:03,395 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:43:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4596, loss: 1.4596 +2025-05-30 03:26:46,149 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4663, loss: 1.4663 +2025-05-30 03:27:28,882 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:42:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4850, loss: 1.4850 +2025-05-30 03:28:11,555 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:41:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4560, loss: 1.4560 +2025-05-30 03:28:54,235 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:40:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3971, loss: 1.3971 +2025-05-30 03:28:57,303 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-30 03:30:12,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:30:12,876 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9820 +2025-05-30 03:30:12,931 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_116.pth was removed +2025-05-30 03:30:13,996 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-30 03:30:13,997 - pyskl - INFO - Best top1_acc is 0.8912 at 118 epoch. +2025-05-30 03:30:14,000 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8912, top5_acc: 0.9820 +2025-05-30 03:31:18,086 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:39:58, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3931, loss: 1.3931 +2025-05-30 03:32:00,841 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:39:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-05-30 03:32:43,402 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:38:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4144, loss: 1.4144 +2025-05-30 03:33:26,031 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:37:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3453, loss: 1.3453 +2025-05-30 03:34:08,604 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:37:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3899, loss: 1.3899 +2025-05-30 03:34:51,282 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:36:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-05-30 03:35:33,877 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:35:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3590, loss: 1.3590 +2025-05-30 03:36:16,667 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:34:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3749, loss: 1.3749 +2025-05-30 03:36:59,380 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:34:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3925, loss: 1.3925 +2025-05-30 03:37:42,160 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:33:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4061, loss: 1.4061 +2025-05-30 03:38:24,782 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:32:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-05-30 03:39:07,544 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:31:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3888, loss: 1.3888 +2025-05-30 03:39:50,249 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:31:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4343, loss: 1.4343 +2025-05-30 03:40:33,035 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:30:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3703, loss: 1.3703 +2025-05-30 03:41:15,605 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:29:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3938, loss: 1.3938 +2025-05-30 03:41:58,357 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:29:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3880, loss: 1.3880 +2025-05-30 03:42:41,633 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:28:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3455, loss: 1.3455 +2025-05-30 03:43:24,500 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:27:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-30 03:44:07,179 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:26:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3465, loss: 1.3465 +2025-05-30 03:44:49,918 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:26:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4148, loss: 1.4148 +2025-05-30 03:45:32,691 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:25:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3778, loss: 1.3778 +2025-05-30 03:46:15,570 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:24:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-30 03:46:58,357 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:23:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4468, loss: 1.4468 +2025-05-30 03:47:40,943 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:23:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-05-30 03:48:23,552 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:22:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4803, loss: 1.4803 +2025-05-30 03:48:26,633 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-30 03:49:42,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:49:42,296 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9817 +2025-05-30 03:49:42,299 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8768, top5_acc: 0.9817 +2025-05-30 03:50:45,819 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:21:49, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4338, loss: 1.4338 +2025-05-30 03:51:28,592 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:21:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3205, loss: 1.3205 +2025-05-30 03:52:11,243 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:20:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3739, loss: 1.3739 +2025-05-30 03:52:53,897 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:19:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3994, loss: 1.3994 +2025-05-30 03:53:36,592 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:18:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3718, loss: 1.3718 +2025-05-30 03:54:19,176 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:18:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-05-30 03:55:01,882 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:17:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3775, loss: 1.3775 +2025-05-30 03:55:44,659 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:16:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3206, loss: 1.3206 +2025-05-30 03:56:27,386 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:16:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3440, loss: 1.3440 +2025-05-30 03:57:10,072 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:15:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-05-30 03:57:52,617 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:14:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4316, loss: 1.4316 +2025-05-30 03:58:35,269 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:13:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4271, loss: 1.4271 +2025-05-30 03:59:17,811 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:13:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4155, loss: 1.4155 +2025-05-30 04:00:00,446 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:12:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3815, loss: 1.3815 +2025-05-30 04:00:43,072 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:11:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3844, loss: 1.3844 +2025-05-30 04:01:25,675 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:10:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3496, loss: 1.3496 +2025-05-30 04:02:08,386 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:10:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4532, loss: 1.4532 +2025-05-30 04:02:50,910 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:09:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3398, loss: 1.3398 +2025-05-30 04:03:33,488 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:08:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-05-30 04:04:16,052 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:08:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3750, loss: 1.3750 +2025-05-30 04:04:58,727 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:07:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4107, loss: 1.4107 +2025-05-30 04:05:41,311 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:06:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4337, loss: 1.4337 +2025-05-30 04:06:23,934 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:05:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4394, loss: 1.4394 +2025-05-30 04:07:06,532 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:05:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4076, loss: 1.4076 +2025-05-30 04:07:49,098 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:04:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3970, loss: 1.3970 +2025-05-30 04:07:52,141 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-30 04:16:40,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:16:40,640 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9821 +2025-05-30 04:16:40,642 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8900, top5_acc: 0.9821 +2025-05-30 04:17:43,513 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:03:39, time: 0.629, data_time: 0.203, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3293, loss: 1.3293 +2025-05-30 04:18:26,109 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:02:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-05-30 04:19:08,771 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:02:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-05-30 04:19:51,384 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:01:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2760, loss: 1.2760 +2025-05-30 04:20:34,173 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:00:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-05-30 04:21:16,913 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:00:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4036, loss: 1.4036 +2025-05-30 04:21:59,568 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-05-30 04:22:42,154 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:58:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-05-30 04:23:24,836 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:57:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-05-30 04:24:07,512 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:57:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-05-30 04:24:50,283 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:56:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3444, loss: 1.3444 +2025-05-30 04:25:33,012 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:55:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3313, loss: 1.3313 +2025-05-30 04:26:15,608 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:54:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3523, loss: 1.3523 +2025-05-30 04:26:58,328 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:54:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3631, loss: 1.3631 +2025-05-30 04:27:41,067 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:53:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3766, loss: 1.3766 +2025-05-30 04:28:23,834 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:52:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-05-30 04:29:06,664 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:52:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-05-30 04:29:49,667 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:51:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3989, loss: 1.3989 +2025-05-30 04:30:32,690 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:50:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3707, loss: 1.3707 +2025-05-30 04:31:15,428 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:49:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4048, loss: 1.4048 +2025-05-30 04:31:58,152 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:49:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3560, loss: 1.3560 +2025-05-30 04:32:40,925 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:48:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3341, loss: 1.3341 +2025-05-30 04:33:23,593 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:47:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3509, loss: 1.3509 +2025-05-30 04:34:06,250 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:46:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-05-30 04:34:48,955 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:46:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3331, loss: 1.3331 +2025-05-30 04:34:52,042 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-30 04:36:07,640 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:36:07,710 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9817 +2025-05-30 04:36:07,713 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8840, top5_acc: 0.9817 +2025-05-30 04:37:10,941 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:45:31, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-05-30 04:37:53,636 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:44:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3478, loss: 1.3478 +2025-05-30 04:38:36,434 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:44:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-05-30 04:39:19,173 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3051, loss: 1.3051 +2025-05-30 04:40:01,852 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:42:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3367, loss: 1.3367 +2025-05-30 04:40:44,365 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:41:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3156, loss: 1.3156 +2025-05-30 04:41:26,805 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:41:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3013, loss: 1.3013 +2025-05-30 04:42:09,312 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:40:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-05-30 04:42:51,801 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:39:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 +2025-05-30 04:43:34,238 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:38:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2813, loss: 1.2813 +2025-05-30 04:44:16,806 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:38:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3419, loss: 1.3419 +2025-05-30 04:44:59,261 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:37:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2626, loss: 1.2626 +2025-05-30 04:45:42,037 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:36:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3522, loss: 1.3522 +2025-05-30 04:46:24,801 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:36:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3635, loss: 1.3635 +2025-05-30 04:47:07,461 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:35:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3447, loss: 1.3447 +2025-05-30 04:47:50,020 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:34:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3348, loss: 1.3348 +2025-05-30 04:48:32,559 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:33:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3997, loss: 1.3997 +2025-05-30 04:49:15,201 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:33:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3371, loss: 1.3371 +2025-05-30 04:49:57,801 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:32:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3102, loss: 1.3102 +2025-05-30 04:50:40,478 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:31:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3253, loss: 1.3253 +2025-05-30 04:51:23,145 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:30:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3406, loss: 1.3406 +2025-05-30 04:52:05,822 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:30:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3230, loss: 1.3230 +2025-05-30 04:52:48,604 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:29:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3178, loss: 1.3178 +2025-05-30 04:53:31,382 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:28:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-05-30 04:54:14,068 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3971, loss: 1.3971 +2025-05-30 04:54:17,141 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-30 04:55:32,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:55:32,709 - pyskl - INFO - +top1_acc 0.8907 +top5_acc 0.9821 +2025-05-30 04:55:32,711 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8907, top5_acc: 0.9821 +2025-05-30 04:56:36,283 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:27:21, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2495, loss: 1.2495 +2025-05-30 04:57:18,964 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3080, loss: 1.3080 +2025-05-30 04:58:01,616 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3292, loss: 1.3292 +2025-05-30 04:58:44,296 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2749, loss: 1.2749 +2025-05-30 04:59:26,914 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:24:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3321, loss: 1.3321 +2025-05-30 05:00:09,551 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:23:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-05-30 05:00:52,219 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:23:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2851, loss: 1.2851 +2025-05-30 05:01:34,817 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:22:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-05-30 05:02:17,450 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:21:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-05-30 05:03:00,106 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:20:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2724, loss: 1.2724 +2025-05-30 05:03:42,761 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:20:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-05-30 05:04:25,326 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:19:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-05-30 05:05:07,823 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:18:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2882, loss: 1.2882 +2025-05-30 05:05:50,352 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:17:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2884, loss: 1.2884 +2025-05-30 05:06:32,943 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:17:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3581, loss: 1.3581 +2025-05-30 05:07:15,488 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:16:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3428, loss: 1.3428 +2025-05-30 05:07:58,228 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:15:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3109, loss: 1.3109 +2025-05-30 05:08:40,843 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:15:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3061, loss: 1.3061 +2025-05-30 05:09:23,458 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:14:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3303, loss: 1.3303 +2025-05-30 05:10:05,991 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:13:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2866, loss: 1.2866 +2025-05-30 05:10:48,617 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:12:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2738, loss: 1.2738 +2025-05-30 05:11:31,188 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:12:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2544, loss: 1.2544 +2025-05-30 05:12:13,984 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:11:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2979, loss: 1.2979 +2025-05-30 05:12:56,590 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:10:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3185, loss: 1.3185 +2025-05-30 05:13:39,145 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:09:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3299, loss: 1.3299 +2025-05-30 05:13:42,252 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-30 05:14:57,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:14:57,972 - pyskl - INFO - +top1_acc 0.8887 +top5_acc 0.9820 +2025-05-30 05:14:57,975 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8887, top5_acc: 0.9820 +2025-05-30 05:16:01,395 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:09:12, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-05-30 05:16:44,013 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:08:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2819, loss: 1.2819 +2025-05-30 05:17:26,620 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:07:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2558, loss: 1.2558 +2025-05-30 05:18:09,219 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:07:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2174, loss: 1.2174 +2025-05-30 05:18:51,756 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:06:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-05-30 05:19:34,349 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:05:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2423, loss: 1.2423 +2025-05-30 05:20:16,999 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:04:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2307, loss: 1.2307 +2025-05-30 05:20:59,656 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:04:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2875, loss: 1.2875 +2025-05-30 05:21:42,301 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:03:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2779, loss: 1.2779 +2025-05-30 05:22:24,859 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:02:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2775, loss: 1.2775 +2025-05-30 05:23:07,465 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:01:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-05-30 05:23:50,100 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:01:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2996, loss: 1.2996 +2025-05-30 05:24:33,209 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:00:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2965, loss: 1.2965 +2025-05-30 05:25:16,047 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 7:59:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3263, loss: 1.3263 +2025-05-30 05:25:58,753 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:59:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-05-30 05:26:41,463 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2735, loss: 1.2735 +2025-05-30 05:27:24,182 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:57:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-05-30 05:28:06,848 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:56:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3231, loss: 1.3231 +2025-05-30 05:28:49,579 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:56:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-05-30 05:29:32,189 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:55:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3258, loss: 1.3258 +2025-05-30 05:30:14,729 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:54:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2865, loss: 1.2865 +2025-05-30 05:30:57,253 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:53:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3186, loss: 1.3186 +2025-05-30 05:31:39,818 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:53:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2856, loss: 1.2856 +2025-05-30 05:32:22,472 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:52:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3163, loss: 1.3163 +2025-05-30 05:33:05,163 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:51:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2561, loss: 1.2561 +2025-05-30 05:33:08,303 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-30 05:34:23,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:34:24,032 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9830 +2025-05-30 05:34:24,086 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_118.pth was removed +2025-05-30 05:34:25,121 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-30 05:34:25,122 - pyskl - INFO - Best top1_acc is 0.8928 at 124 epoch. +2025-05-30 05:34:25,125 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8928, top5_acc: 0.9830 +2025-05-30 05:35:28,205 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:51:03, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3076, loss: 1.3076 +2025-05-30 05:36:10,905 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:50:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2603, loss: 1.2603 +2025-05-30 05:36:53,467 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:49:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-05-30 05:37:36,165 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:48:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2767, loss: 1.2767 +2025-05-30 05:38:18,833 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:48:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-05-30 05:39:01,594 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:47:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3015, loss: 1.3015 +2025-05-30 05:39:44,376 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:46:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2625, loss: 1.2625 +2025-05-30 05:40:27,072 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:45:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2830, loss: 1.2830 +2025-05-30 05:41:09,857 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:45:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3527, loss: 1.3527 +2025-05-30 05:41:52,604 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:44:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-05-30 05:42:35,385 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:43:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2414, loss: 1.2414 +2025-05-30 05:43:18,058 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:43:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-05-30 05:44:00,606 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:42:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2375, loss: 1.2375 +2025-05-30 05:44:43,202 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:41:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2900, loss: 1.2900 +2025-05-30 05:45:25,763 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3062, loss: 1.3062 +2025-05-30 05:46:08,353 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 +2025-05-30 05:46:50,974 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:39:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2883, loss: 1.2883 +2025-05-30 05:47:33,548 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:38:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2537, loss: 1.2537 +2025-05-30 05:48:16,353 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:37:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3054, loss: 1.3054 +2025-05-30 05:48:59,132 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:37:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-05-30 05:49:41,848 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:36:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2597, loss: 1.2597 +2025-05-30 05:50:24,595 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:35:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3040, loss: 1.3040 +2025-05-30 05:51:07,341 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:35:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2840, loss: 1.2840 +2025-05-30 05:51:50,156 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:34:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-05-30 05:52:32,893 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:33:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-05-30 05:52:35,949 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-30 06:01:31,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:01:31,410 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9823 +2025-05-30 06:01:31,412 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8928, top5_acc: 0.9823 +2025-05-30 06:02:34,950 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:32:54, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2486, loss: 1.2486 +2025-05-30 06:03:17,650 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:32:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2073, loss: 1.2073 +2025-05-30 06:04:00,351 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:31:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2447, loss: 1.2447 +2025-05-30 06:04:43,083 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:30:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2244, loss: 1.2244 +2025-05-30 06:05:25,784 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:30:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2603, loss: 1.2603 +2025-05-30 06:06:08,487 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:29:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2936, loss: 1.2936 +2025-05-30 06:06:51,139 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:28:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2406, loss: 1.2406 +2025-05-30 06:07:33,772 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:27:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2659, loss: 1.2659 +2025-05-30 06:08:16,546 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:27:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2665, loss: 1.2665 +2025-05-30 06:08:59,189 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:26:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2402, loss: 1.2402 +2025-05-30 06:09:41,874 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:25:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2208, loss: 1.2208 +2025-05-30 06:10:24,510 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:24:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2833, loss: 1.2833 +2025-05-30 06:11:07,196 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:24:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-30 06:11:49,945 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:23:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2694, loss: 1.2694 +2025-05-30 06:12:32,721 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:22:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2700, loss: 1.2700 +2025-05-30 06:13:15,493 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:22:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1900, loss: 1.1900 +2025-05-30 06:13:58,308 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2283, loss: 1.2283 +2025-05-30 06:14:41,091 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2318, loss: 1.2318 +2025-05-30 06:15:23,865 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:19:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2455, loss: 1.2455 +2025-05-30 06:16:06,664 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:19:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2125, loss: 1.2125 +2025-05-30 06:16:49,543 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:18:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2794, loss: 1.2794 +2025-05-30 06:17:32,505 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:17:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 +2025-05-30 06:18:15,426 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:16:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2412, loss: 1.2412 +2025-05-30 06:18:58,341 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:16:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-05-30 06:19:41,204 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:15:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-30 06:19:44,322 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-30 06:20:59,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:20:59,913 - pyskl - INFO - +top1_acc 0.8985 +top5_acc 0.9836 +2025-05-30 06:20:59,972 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_124.pth was removed +2025-05-30 06:21:01,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-30 06:21:01,066 - pyskl - INFO - Best top1_acc is 0.8985 at 126 epoch. +2025-05-30 06:21:01,069 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8985, top5_acc: 0.9836 +2025-05-30 06:22:04,507 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:14:46, time: 0.634, data_time: 0.209, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-05-30 06:22:47,049 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:14:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2142, loss: 1.2142 +2025-05-30 06:23:29,607 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:13:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1983, loss: 1.1983 +2025-05-30 06:24:12,234 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:12:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-05-30 06:24:54,821 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:11:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2020, loss: 1.2020 +2025-05-30 06:25:37,445 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:11:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 +2025-05-30 06:26:20,090 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:10:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-05-30 06:27:02,541 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:09:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1812, loss: 1.1812 +2025-05-30 06:27:45,077 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:08:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1657, loss: 1.1657 +2025-05-30 06:28:27,584 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:08:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2694, loss: 1.2694 +2025-05-30 06:29:10,264 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:07:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-05-30 06:29:52,940 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:06:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1976, loss: 1.1976 +2025-05-30 06:30:35,500 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:06:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-05-30 06:31:17,958 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:05:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-05-30 06:32:00,404 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:04:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2628, loss: 1.2628 +2025-05-30 06:32:42,782 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:03:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-05-30 06:33:25,304 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:03:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1839, loss: 1.1839 +2025-05-30 06:34:07,839 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:02:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2161, loss: 1.2161 +2025-05-30 06:34:50,462 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1857, loss: 1.1857 +2025-05-30 06:35:33,111 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:00:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2638, loss: 1.2638 +2025-05-30 06:36:15,708 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:00:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3131, loss: 1.3131 +2025-05-30 06:36:58,267 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 6:59:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2625, loss: 1.2625 +2025-05-30 06:37:40,844 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:58:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-05-30 06:38:23,410 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:58:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2382, loss: 1.2382 +2025-05-30 06:39:05,957 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:57:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 +2025-05-30 06:39:09,109 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-30 06:40:24,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:40:24,794 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9834 +2025-05-30 06:40:24,796 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8980, top5_acc: 0.9834 +2025-05-30 06:41:28,213 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:56:36, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1705, loss: 1.1705 +2025-05-30 06:42:10,851 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:55:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2053, loss: 1.2053 +2025-05-30 06:42:53,464 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2058, loss: 1.2058 +2025-05-30 06:43:36,115 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:54:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1923, loss: 1.1923 +2025-05-30 06:44:18,796 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:53:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2115, loss: 1.2115 +2025-05-30 06:45:01,412 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:52:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2189, loss: 1.2189 +2025-05-30 06:45:44,097 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:52:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-05-30 06:46:26,760 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:51:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1651, loss: 1.1651 +2025-05-30 06:47:09,521 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:50:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2118, loss: 1.2118 +2025-05-30 06:47:52,160 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:50:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1991, loss: 1.1991 +2025-05-30 06:48:34,850 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:49:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2184, loss: 1.2184 +2025-05-30 06:49:17,553 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:48:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1792, loss: 1.1792 +2025-05-30 06:50:00,204 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:47:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1438, loss: 1.1438 +2025-05-30 06:50:42,827 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:47:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1616, loss: 1.1616 +2025-05-30 06:51:25,441 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:46:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1922, loss: 1.1922 +2025-05-30 06:52:08,005 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:45:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2312, loss: 1.2312 +2025-05-30 06:52:50,525 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:44:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1853, loss: 1.1853 +2025-05-30 06:53:33,177 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:44:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1968, loss: 1.1968 +2025-05-30 06:54:15,748 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:43:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1930, loss: 1.1930 +2025-05-30 06:54:58,415 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:42:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1976, loss: 1.1976 +2025-05-30 06:55:40,954 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:42:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2448, loss: 1.2448 +2025-05-30 06:56:23,653 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:41:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1935, loss: 1.1935 +2025-05-30 06:57:06,333 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:40:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1794, loss: 1.1794 +2025-05-30 06:57:49,046 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2081, loss: 1.2081 +2025-05-30 06:58:31,800 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:39:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1563, loss: 1.1563 +2025-05-30 06:58:34,916 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-30 06:59:50,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:59:50,554 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9836 +2025-05-30 06:59:50,556 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8983, top5_acc: 0.9836 +2025-05-30 07:00:54,379 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:38:27, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1881, loss: 1.1881 +2025-05-30 07:01:37,105 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:37:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1641, loss: 1.1641 +2025-05-30 07:02:19,837 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:37:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1885, loss: 1.1885 +2025-05-30 07:03:02,524 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:36:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1841, loss: 1.1841 +2025-05-30 07:03:45,212 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:35:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1593, loss: 1.1593 +2025-05-30 07:04:27,925 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:34:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1896, loss: 1.1896 +2025-05-30 07:05:10,584 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1478, loss: 1.1478 +2025-05-30 07:05:53,181 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:33:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1696, loss: 1.1696 +2025-05-30 07:06:35,874 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1949, loss: 1.1949 +2025-05-30 07:07:18,649 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:31:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1516, loss: 1.1516 +2025-05-30 07:08:01,489 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:31:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1795, loss: 1.1795 +2025-05-30 07:08:44,157 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:30:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-30 07:09:26,947 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-05-30 07:10:09,632 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:29:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1777, loss: 1.1777 +2025-05-30 07:10:52,334 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:28:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1642, loss: 1.1642 +2025-05-30 07:11:34,904 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:27:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-05-30 07:12:17,504 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:26:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-30 07:13:00,028 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:26:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1499, loss: 1.1499 +2025-05-30 07:13:42,712 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1789, loss: 1.1789 +2025-05-30 07:14:25,283 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:24:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-30 07:15:07,868 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:23:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1705, loss: 1.1705 +2025-05-30 07:15:50,365 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:23:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1656, loss: 1.1656 +2025-05-30 07:16:32,921 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:22:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-05-30 07:17:15,456 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:21:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2099, loss: 1.2099 +2025-05-30 07:17:58,082 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:21:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-05-30 07:18:01,257 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-30 07:19:16,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:19:16,700 - pyskl - INFO - +top1_acc 0.9019 +top5_acc 0.9851 +2025-05-30 07:19:16,758 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_126.pth was removed +2025-05-30 07:19:17,986 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-30 07:19:17,987 - pyskl - INFO - Best top1_acc is 0.9019 at 129 epoch. +2025-05-30 07:19:17,990 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9019, top5_acc: 0.9851 +2025-05-30 07:20:21,617 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:20:18, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-05-30 07:21:04,293 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:19:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-05-30 07:21:46,981 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:18:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1500, loss: 1.1500 +2025-05-30 07:22:29,684 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:18:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1717, loss: 1.1717 +2025-05-30 07:23:12,398 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:17:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-05-30 07:23:55,048 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:16:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1805, loss: 1.1805 +2025-05-30 07:24:37,683 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:15:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1650, loss: 1.1650 +2025-05-30 07:25:20,318 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:15:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1664, loss: 1.1664 +2025-05-30 07:26:02,953 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:14:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1512, loss: 1.1512 +2025-05-30 07:26:45,641 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1347, loss: 1.1347 +2025-05-30 07:27:28,385 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:13:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1869, loss: 1.1869 +2025-05-30 07:28:11,146 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:12:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1679, loss: 1.1679 +2025-05-30 07:28:53,921 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:11:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-05-30 07:29:36,592 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:10:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2000, loss: 1.2000 +2025-05-30 07:30:19,258 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:10:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1898, loss: 1.1898 +2025-05-30 07:31:01,969 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1619, loss: 1.1619 +2025-05-30 07:31:44,644 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:08:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1745, loss: 1.1745 +2025-05-30 07:32:27,296 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:07:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1855, loss: 1.1855 +2025-05-30 07:33:10,034 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:07:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1583, loss: 1.1583 +2025-05-30 07:33:52,668 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:06:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1357, loss: 1.1357 +2025-05-30 07:34:35,589 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:05:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1450, loss: 1.1450 +2025-05-30 07:35:18,230 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:05:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1416, loss: 1.1416 +2025-05-30 07:36:00,968 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:04:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-05-30 07:36:43,671 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:03:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1714, loss: 1.1714 +2025-05-30 07:37:26,381 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:02:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1360, loss: 1.1360 +2025-05-30 07:37:29,436 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-30 07:45:53,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:45:53,862 - pyskl - INFO - +top1_acc 0.9016 +top5_acc 0.9860 +2025-05-30 07:45:53,865 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9016, top5_acc: 0.9860 +2025-05-30 07:46:58,009 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:02:10, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1307, loss: 1.1307 +2025-05-30 07:47:40,809 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:01:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-30 07:48:23,575 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:00:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1721, loss: 1.1721 +2025-05-30 07:49:06,402 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 5:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1564, loss: 1.1564 +2025-05-30 07:49:49,158 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:59:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1911, loss: 1.1911 +2025-05-30 07:50:31,834 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:58:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1366, loss: 1.1366 +2025-05-30 07:51:14,630 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:57:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1498, loss: 1.1498 +2025-05-30 07:51:57,319 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:57:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1381, loss: 1.1381 +2025-05-30 07:52:40,017 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:56:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-30 07:53:22,686 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:55:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1679, loss: 1.1679 +2025-05-30 07:54:05,478 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:54:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1623, loss: 1.1623 +2025-05-30 07:54:48,218 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:54:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1690, loss: 1.1690 +2025-05-30 07:55:30,946 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:53:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1239, loss: 1.1239 +2025-05-30 07:56:13,652 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:52:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1711, loss: 1.1711 +2025-05-30 07:56:56,270 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:52:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-05-30 07:57:38,927 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:51:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1582, loss: 1.1582 +2025-05-30 07:58:21,579 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:50:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1298, loss: 1.1298 +2025-05-30 07:59:04,179 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:49:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1543, loss: 1.1543 +2025-05-30 07:59:46,880 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:49:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-05-30 08:00:29,626 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:48:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1759, loss: 1.1759 +2025-05-30 08:01:12,252 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:47:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1710, loss: 1.1710 +2025-05-30 08:01:54,884 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:46:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1440, loss: 1.1440 +2025-05-30 08:02:37,527 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:46:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1482, loss: 1.1482 +2025-05-30 08:03:20,120 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:45:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-30 08:04:02,752 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:44:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1453, loss: 1.1453 +2025-05-30 08:04:05,781 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-30 08:05:21,214 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:05:21,285 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9856 +2025-05-30 08:05:21,337 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_129.pth was removed +2025-05-30 08:05:22,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-05-30 08:05:22,365 - pyskl - INFO - Best top1_acc is 0.9020 at 131 epoch. +2025-05-30 08:05:22,367 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9020, top5_acc: 0.9856 +2025-05-30 08:06:25,592 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:44:01, time: 0.632, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 +2025-05-30 08:07:08,121 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:43:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-30 08:07:50,673 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:42:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-30 08:08:33,293 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:41:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 +2025-05-30 08:09:15,935 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:41:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1107, loss: 1.1107 +2025-05-30 08:09:58,545 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:40:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1445, loss: 1.1445 +2025-05-30 08:10:41,166 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:39:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1559, loss: 1.1559 +2025-05-30 08:11:23,869 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:38:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1532, loss: 1.1532 +2025-05-30 08:12:06,568 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:38:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1367, loss: 1.1367 +2025-05-30 08:12:49,318 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:37:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-05-30 08:13:32,004 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:36:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 +2025-05-30 08:14:14,633 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:36:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 08:14:57,331 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:35:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1463, loss: 1.1463 +2025-05-30 08:15:40,078 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1260, loss: 1.1260 +2025-05-30 08:16:22,809 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:33:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-05-30 08:17:05,572 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:33:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1243, loss: 1.1243 +2025-05-30 08:17:48,350 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:32:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-05-30 08:18:31,057 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:31:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1772, loss: 1.1772 +2025-05-30 08:19:13,664 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:30:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1398, loss: 1.1398 +2025-05-30 08:19:56,131 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:30:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-05-30 08:20:38,877 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:29:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1375, loss: 1.1375 +2025-05-30 08:21:21,548 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:28:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1441, loss: 1.1441 +2025-05-30 08:22:04,150 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:28:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1487, loss: 1.1487 +2025-05-30 08:22:46,715 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:27:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-30 08:23:29,276 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:26:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1755, loss: 1.1755 +2025-05-30 08:23:32,416 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-30 08:24:48,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:24:48,527 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9850 +2025-05-30 08:24:48,588 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_131.pth was removed +2025-05-30 08:24:49,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-30 08:24:49,690 - pyskl - INFO - Best top1_acc is 0.9043 at 132 epoch. +2025-05-30 08:24:49,692 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9043, top5_acc: 0.9850 +2025-05-30 08:25:53,816 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:25:52, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-30 08:26:36,445 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1035, loss: 1.1035 +2025-05-30 08:27:19,072 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:24:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-05-30 08:28:01,648 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:23:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1421, loss: 1.1421 +2025-05-30 08:28:44,278 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:22:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 08:29:26,899 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:22:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0946, loss: 1.0946 +2025-05-30 08:30:09,535 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:21:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1206, loss: 1.1206 +2025-05-30 08:30:52,179 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:20:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1265, loss: 1.1265 +2025-05-30 08:31:34,791 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:20:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-30 08:32:17,490 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:19:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-05-30 08:33:00,173 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:18:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1432, loss: 1.1432 +2025-05-30 08:33:42,835 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:17:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-30 08:34:25,500 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:17:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0890, loss: 1.0890 +2025-05-30 08:35:08,139 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:16:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1288, loss: 1.1288 +2025-05-30 08:35:50,850 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:15:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-30 08:36:33,445 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:14:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1170, loss: 1.1170 +2025-05-30 08:37:15,634 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:14:15, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 +2025-05-30 08:37:58,189 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:13:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1033, loss: 1.1033 +2025-05-30 08:38:40,925 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:12:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1324, loss: 1.1324 +2025-05-30 08:39:23,782 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:12:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1269, loss: 1.1269 +2025-05-30 08:40:06,537 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:11:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1379, loss: 1.1379 +2025-05-30 08:40:49,120 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:10:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1155, loss: 1.1155 +2025-05-30 08:41:31,665 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:09:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1454, loss: 1.1454 +2025-05-30 08:42:14,292 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:09:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1554, loss: 1.1554 +2025-05-30 08:42:56,911 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:08:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1124, loss: 1.1124 +2025-05-30 08:42:59,987 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-30 08:44:15,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:44:15,447 - pyskl - INFO - +top1_acc 0.9034 +top5_acc 0.9851 +2025-05-30 08:44:15,450 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9034, top5_acc: 0.9851 +2025-05-30 08:45:18,813 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:07:43, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 +2025-05-30 08:46:01,582 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1230, loss: 1.1230 +2025-05-30 08:46:44,320 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:06:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-30 08:47:27,341 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:05:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1347, loss: 1.1347 +2025-05-30 08:48:10,407 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:04:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-30 08:48:53,392 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:04:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-05-30 08:49:35,970 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:03:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0935, loss: 1.0935 +2025-05-30 08:50:18,717 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:02:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-05-30 08:51:01,415 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:01:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0820, loss: 1.0820 +2025-05-30 08:51:44,133 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:01:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-05-30 08:52:26,809 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:00:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-30 08:53:09,448 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 4:59:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1029, loss: 1.1029 +2025-05-30 08:53:52,158 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:59:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-30 08:54:34,867 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:58:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1430, loss: 1.1430 +2025-05-30 08:55:17,672 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-05-30 08:56:00,359 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:56:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1518, loss: 1.1518 +2025-05-30 08:56:42,973 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:56:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1400, loss: 1.1400 +2025-05-30 08:57:25,558 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:55:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1279, loss: 1.1279 +2025-05-30 08:58:08,196 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:54:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-05-30 08:58:50,868 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:53:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 +2025-05-30 08:59:33,693 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:53:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 +2025-05-30 09:00:16,420 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:52:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0850, loss: 1.0850 +2025-05-30 09:00:59,112 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:51:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 09:01:41,736 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:51:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1325, loss: 1.1325 +2025-05-30 09:02:24,420 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:50:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1659, loss: 1.1659 +2025-05-30 09:02:27,517 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-30 09:03:42,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:03:43,062 - pyskl - INFO - +top1_acc 0.9071 +top5_acc 0.9848 +2025-05-30 09:03:43,118 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_132.pth was removed +2025-05-30 09:03:44,363 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-30 09:03:44,364 - pyskl - INFO - Best top1_acc is 0.9071 at 134 epoch. +2025-05-30 09:03:44,366 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9071, top5_acc: 0.9848 +2025-05-30 09:04:48,001 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:49:35, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0786, loss: 1.0786 +2025-05-30 09:05:30,654 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:48:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1241, loss: 1.1241 +2025-05-30 09:06:13,402 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:48:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1330, loss: 1.1330 +2025-05-30 09:06:56,137 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:47:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-30 09:07:38,916 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0957, loss: 1.0957 +2025-05-30 09:08:21,717 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:45:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1339, loss: 1.1339 +2025-05-30 09:09:04,483 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:45:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-30 09:09:47,196 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:44:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-30 09:10:29,924 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:43:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-05-30 09:11:12,651 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:43:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-05-30 09:11:55,345 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:42:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 09:12:38,007 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:41:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1450, loss: 1.1450 +2025-05-30 09:13:20,717 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:40:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 09:14:03,516 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:40:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-30 09:14:46,404 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:39:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-30 09:15:29,154 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:38:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-05-30 09:16:11,861 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:37:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 09:16:54,556 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:37:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1277, loss: 1.1277 +2025-05-30 09:17:37,202 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:36:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0664, loss: 1.0664 +2025-05-30 09:18:19,876 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:35:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-30 09:19:02,642 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:35:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-30 09:19:45,345 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:34:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-30 09:20:28,007 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:33:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1355, loss: 1.1355 +2025-05-30 09:21:10,610 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:32:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0652, loss: 1.0652 +2025-05-30 09:21:53,339 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:32:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0902, loss: 1.0902 +2025-05-30 09:21:56,463 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-30 09:30:23,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:30:23,365 - pyskl - INFO - +top1_acc 0.9080 +top5_acc 0.9851 +2025-05-30 09:30:23,422 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_134.pth was removed +2025-05-30 09:30:24,490 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-30 09:30:24,490 - pyskl - INFO - Best top1_acc is 0.9080 at 135 epoch. +2025-05-30 09:30:24,493 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9080, top5_acc: 0.9851 +2025-05-30 09:31:27,881 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:31:26, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1214, loss: 1.1214 +2025-05-30 09:32:10,628 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:30:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-05-30 09:32:53,424 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:29:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1209, loss: 1.1209 +2025-05-30 09:33:36,086 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:29:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 09:34:18,531 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:28:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-30 09:35:01,093 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:27:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-30 09:35:43,696 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:27:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1060, loss: 1.1060 +2025-05-30 09:36:26,252 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:26:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 +2025-05-30 09:37:08,719 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:25:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-30 09:37:51,289 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:24:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1081, loss: 1.1081 +2025-05-30 09:38:34,263 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:24:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0952, loss: 1.0952 +2025-05-30 09:39:17,272 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:23:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-30 09:39:59,980 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:22:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0967, loss: 1.0967 +2025-05-30 09:40:42,757 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:22:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1068, loss: 1.1068 +2025-05-30 09:41:25,544 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-05-30 09:42:08,331 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0771, loss: 1.0771 +2025-05-30 09:42:51,000 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:19:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0837, loss: 1.0837 +2025-05-30 09:43:33,702 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-05-30 09:44:16,469 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:18:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1302, loss: 1.1302 +2025-05-30 09:44:59,072 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-30 09:45:41,799 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:16:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 09:46:24,536 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:16:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1007, loss: 1.1007 +2025-05-30 09:47:07,288 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:15:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-30 09:47:49,978 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:14:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-05-30 09:48:32,671 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-05-30 09:48:35,759 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-30 09:49:51,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:49:51,400 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9857 +2025-05-30 09:49:51,403 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9070, top5_acc: 0.9857 +2025-05-30 09:50:54,885 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:13:17, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-30 09:51:37,589 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:12:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0868, loss: 1.0868 +2025-05-30 09:52:20,232 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:11:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0976, loss: 1.0976 +2025-05-30 09:53:02,894 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:11:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0677, loss: 1.0677 +2025-05-30 09:53:45,566 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:10:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0979, loss: 1.0979 +2025-05-30 09:54:28,221 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:09:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-30 09:55:11,057 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:08:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 09:55:53,749 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:08:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 09:56:36,477 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:07:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-05-30 09:57:19,158 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:06:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-05-30 09:58:01,982 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:06:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-30 09:58:44,745 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:05:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0274, loss: 1.0274 +2025-05-30 09:59:27,455 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:04:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 +2025-05-30 10:00:10,245 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:03:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0737, loss: 1.0737 +2025-05-30 10:00:53,065 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:03:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0811, loss: 1.0811 +2025-05-30 10:01:35,774 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:02:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-30 10:02:18,421 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-30 10:03:01,111 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:00:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-30 10:03:43,718 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:00:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-30 10:04:26,339 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:59:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0789, loss: 1.0789 +2025-05-30 10:05:09,014 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0842, loss: 1.0842 +2025-05-30 10:05:51,749 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:58:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1083, loss: 1.1083 +2025-05-30 10:06:34,365 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:57:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0843, loss: 1.0843 +2025-05-30 10:07:17,048 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:56:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-30 10:07:59,673 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:55:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-30 10:08:02,790 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-30 10:09:18,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:09:18,426 - pyskl - INFO - +top1_acc 0.8997 +top5_acc 0.9853 +2025-05-30 10:09:18,428 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8997, top5_acc: 0.9853 +2025-05-30 10:10:21,762 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:55:08, time: 0.633, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-30 10:11:04,687 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:54:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-30 10:11:47,484 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:53:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0747, loss: 1.0747 +2025-05-30 10:12:30,227 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:52:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1027, loss: 1.1027 +2025-05-30 10:13:12,945 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:52:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-30 10:13:55,728 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:51:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0550, loss: 1.0550 +2025-05-30 10:14:38,480 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:50:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0708, loss: 1.0708 +2025-05-30 10:15:21,283 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:50:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-30 10:16:04,223 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:49:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-30 10:16:47,049 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:48:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0720, loss: 1.0720 +2025-05-30 10:17:29,820 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:47:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-05-30 10:18:12,532 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:47:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-30 10:18:55,309 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:46:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0950, loss: 1.0950 +2025-05-30 10:19:38,110 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:45:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0692, loss: 1.0692 +2025-05-30 10:20:20,982 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:44:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-30 10:21:03,808 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:44:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0429, loss: 1.0429 +2025-05-30 10:21:46,611 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:43:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1300, loss: 1.1300 +2025-05-30 10:22:29,364 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:42:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-05-30 10:23:12,188 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:42:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0793, loss: 1.0793 +2025-05-30 10:23:55,078 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:41:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-30 10:24:38,005 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:40:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 10:25:20,903 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:39:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-05-30 10:26:03,688 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:39:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0425, loss: 1.0425 +2025-05-30 10:26:46,481 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:38:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-30 10:27:29,329 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:37:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-05-30 10:27:32,456 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-30 10:28:47,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:28:48,064 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9856 +2025-05-30 10:28:48,067 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9070, top5_acc: 0.9856 +2025-05-30 10:29:51,097 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:37:00, time: 0.630, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1083, loss: 1.1083 +2025-05-30 10:30:33,845 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:36:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-30 10:31:16,671 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:35:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0776, loss: 1.0776 +2025-05-30 10:31:59,488 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:34:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0180, loss: 1.0180 +2025-05-30 10:32:42,229 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-30 10:33:24,881 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:33:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-30 10:34:07,513 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:32:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 10:34:50,174 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0697, loss: 1.0697 +2025-05-30 10:35:32,813 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:31:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-05-30 10:36:15,544 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:30:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 +2025-05-30 10:36:58,220 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:29:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-05-30 10:37:40,941 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:29:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0804, loss: 1.0804 +2025-05-30 10:38:23,660 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:28:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 10:39:06,522 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:27:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0685, loss: 1.0685 +2025-05-30 10:39:49,345 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:26:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-05-30 10:40:32,063 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:26:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0807, loss: 1.0807 +2025-05-30 10:41:14,693 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:25:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-30 10:41:57,308 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:24:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0710, loss: 1.0710 +2025-05-30 10:42:39,933 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:23:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-30 10:43:22,542 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:23:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 +2025-05-30 10:44:05,141 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:22:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-30 10:44:47,885 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:21:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-05-30 10:45:30,652 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:21:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1109, loss: 1.1109 +2025-05-30 10:46:13,358 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:20:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-05-30 10:46:55,998 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:19:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-30 10:46:59,117 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-30 10:48:14,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:48:14,730 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9858 +2025-05-30 10:48:14,733 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9076, top5_acc: 0.9858 +2025-05-30 10:49:18,160 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:18:51, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-05-30 10:50:00,844 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:18:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-30 10:50:43,548 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:17:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0401, loss: 1.0401 +2025-05-30 10:51:26,366 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:16:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-05-30 10:52:09,259 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:15:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-30 10:52:52,148 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:15:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0626, loss: 1.0626 +2025-05-30 10:53:34,881 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:14:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0665, loss: 1.0665 +2025-05-30 10:54:17,765 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:13:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0722, loss: 1.0722 +2025-05-30 10:55:00,640 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:13:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0347, loss: 1.0347 +2025-05-30 10:55:43,469 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:12:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0672, loss: 1.0672 +2025-05-30 10:56:26,314 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:11:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0749, loss: 1.0749 +2025-05-30 10:57:08,854 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:10:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-05-30 10:57:51,771 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:10:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0579, loss: 1.0579 +2025-05-30 10:58:34,669 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:09:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0552, loss: 1.0552 +2025-05-30 10:59:17,573 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:08:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0732, loss: 1.0732 +2025-05-30 11:00:00,341 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:07:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-30 11:00:43,133 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:07:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 +2025-05-30 11:01:25,817 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:06:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-30 11:02:08,482 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:05:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-30 11:02:51,114 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:05:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-30 11:03:33,844 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-30 11:04:16,549 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:03:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 11:04:59,485 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:02:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0559, loss: 1.0559 +2025-05-30 11:05:42,258 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:02:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0862, loss: 1.0862 +2025-05-30 11:06:24,835 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:01:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0676, loss: 1.0676 +2025-05-30 11:06:27,937 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-30 11:14:45,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:14:45,152 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9860 +2025-05-30 11:14:45,205 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_135.pth was removed +2025-05-30 11:14:46,228 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-05-30 11:14:46,229 - pyskl - INFO - Best top1_acc is 0.9090 at 140 epoch. +2025-05-30 11:14:46,231 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9090, top5_acc: 0.9860 +2025-05-30 11:15:49,916 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:00:43, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0474, loss: 1.0474 +2025-05-30 11:16:32,690 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 2:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-30 11:17:15,409 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:59:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0781, loss: 1.0781 +2025-05-30 11:17:58,026 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:58:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-05-30 11:18:40,595 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:57:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-30 11:19:23,110 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:57:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-30 11:20:05,732 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:56:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-05-30 11:20:48,286 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:55:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-30 11:21:30,798 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:54:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0621, loss: 1.0621 +2025-05-30 11:22:13,286 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:54:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0381, loss: 1.0381 +2025-05-30 11:22:55,673 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:53:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2025-05-30 11:23:38,125 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:52:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-30 11:24:20,890 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:52:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-05-30 11:25:03,694 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:51:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1057, loss: 1.1057 +2025-05-30 11:25:46,472 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:50:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0403, loss: 1.0403 +2025-05-30 11:26:29,109 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:49:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0500, loss: 1.0500 +2025-05-30 11:27:11,877 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:49:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-05-30 11:27:54,556 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:48:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-05-30 11:28:37,216 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:47:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-30 11:29:19,888 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:46:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-05-30 11:30:02,581 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:46:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 11:30:45,269 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:45:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0652, loss: 1.0652 +2025-05-30 11:31:27,948 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:44:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-30 11:32:10,669 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:44:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0602, loss: 1.0602 +2025-05-30 11:32:53,321 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:43:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-30 11:32:56,494 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-30 11:34:12,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:34:12,369 - pyskl - INFO - +top1_acc 0.9096 +top5_acc 0.9854 +2025-05-30 11:34:12,429 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_140.pth was removed +2025-05-30 11:34:13,490 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-30 11:34:13,491 - pyskl - INFO - Best top1_acc is 0.9096 at 141 epoch. +2025-05-30 11:34:13,494 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9096, top5_acc: 0.9854 +2025-05-30 11:35:17,485 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:42:34, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-05-30 11:36:00,094 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:41:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-30 11:36:42,808 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0237, loss: 1.0237 +2025-05-30 11:37:25,559 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:40:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0203, loss: 1.0203 +2025-05-30 11:38:08,313 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:39:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-05-30 11:38:51,104 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2025-05-30 11:39:33,837 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:38:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-05-30 11:40:16,590 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:37:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0670, loss: 1.0670 +2025-05-30 11:40:59,220 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:36:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-30 11:41:41,844 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:36:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-30 11:42:24,477 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:35:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-05-30 11:43:07,109 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:34:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0583, loss: 1.0583 +2025-05-30 11:43:49,845 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:33:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0201, loss: 1.0201 +2025-05-30 11:44:32,581 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:33:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0467, loss: 1.0467 +2025-05-30 11:45:15,281 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:32:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-30 11:45:58,093 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:31:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-05-30 11:46:40,756 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:30:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0532, loss: 1.0532 +2025-05-30 11:47:23,524 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-05-30 11:48:06,227 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:29:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-05-30 11:48:48,909 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:28:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0741, loss: 1.0741 +2025-05-30 11:49:31,531 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:28:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-30 11:50:14,017 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:27:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-30 11:50:56,552 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:26:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2025-05-30 11:51:39,557 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:25:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-05-30 11:52:22,250 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0603, loss: 1.0603 +2025-05-30 11:52:25,318 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-30 11:53:40,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:53:40,668 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9863 +2025-05-30 11:53:40,722 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_141.pth was removed +2025-05-30 11:53:41,729 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-30 11:53:41,730 - pyskl - INFO - Best top1_acc is 0.9099 at 142 epoch. +2025-05-30 11:53:41,732 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9099, top5_acc: 0.9863 +2025-05-30 11:54:45,384 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:24:25, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-30 11:55:28,102 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:23:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-05-30 11:56:10,861 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1152, loss: 1.1152 +2025-05-30 11:56:53,525 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:22:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-05-30 11:57:36,262 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:21:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0183, loss: 1.0183 +2025-05-30 11:58:18,968 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:20:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0437, loss: 1.0437 +2025-05-30 11:59:01,837 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:20:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-30 11:59:44,617 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:19:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-30 12:00:27,454 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:18:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0749, loss: 1.0749 +2025-05-30 12:01:10,178 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:17:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-30 12:01:52,968 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:17:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0546, loss: 1.0546 +2025-05-30 12:02:35,506 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:16:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-05-30 12:03:18,166 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:15:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2025-05-30 12:04:00,963 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-05-30 12:04:43,667 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:14:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0390, loss: 1.0390 +2025-05-30 12:05:26,264 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:13:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0862, loss: 1.0862 +2025-05-30 12:06:09,035 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-05-30 12:06:51,539 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0365, loss: 1.0365 +2025-05-30 12:07:34,147 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:11:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-30 12:08:16,948 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:10:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2025-05-30 12:08:59,658 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:09:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0511, loss: 1.0511 +2025-05-30 12:09:42,433 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:09:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0664, loss: 1.0664 +2025-05-30 12:10:25,071 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:08:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-30 12:11:07,866 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:07:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-05-30 12:11:50,558 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0861, loss: 1.0861 +2025-05-30 12:11:53,679 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-30 12:13:09,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:13:09,165 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9862 +2025-05-30 12:13:09,167 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9098, top5_acc: 0.9862 +2025-05-30 12:14:13,012 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:06:17, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-05-30 12:14:55,625 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:05:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0541, loss: 1.0541 +2025-05-30 12:15:38,334 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:04:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0517, loss: 1.0517 +2025-05-30 12:16:21,104 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-30 12:17:04,030 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-05-30 12:17:46,772 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:02:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0663, loss: 1.0663 +2025-05-30 12:18:29,574 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:01:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-05-30 12:19:12,324 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:01:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-05-30 12:19:55,054 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0620, loss: 1.0620 +2025-05-30 12:20:37,913 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:59:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-30 12:21:20,728 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0285, loss: 1.0285 +2025-05-30 12:22:03,578 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:58:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0660, loss: 1.0660 +2025-05-30 12:22:46,441 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:57:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-30 12:23:29,278 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:56:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-30 12:24:12,093 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-30 12:24:55,044 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-30 12:25:37,900 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0343, loss: 1.0343 +2025-05-30 12:26:20,732 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:53:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-30 12:27:03,497 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0562, loss: 1.0562 +2025-05-30 12:27:46,295 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0637, loss: 1.0637 +2025-05-30 12:28:29,070 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:51:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-30 12:29:11,788 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-30 12:29:54,497 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0874, loss: 1.0874 +2025-05-30 12:30:37,265 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:49:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-05-30 12:31:19,877 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:48:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-05-30 12:31:22,921 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-30 12:32:38,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:32:38,349 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9858 +2025-05-30 12:32:38,403 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_142.pth was removed +2025-05-30 12:32:39,424 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2025-05-30 12:32:39,425 - pyskl - INFO - Best top1_acc is 0.9104 at 144 epoch. +2025-05-30 12:32:39,428 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9104, top5_acc: 0.9858 +2025-05-30 12:33:43,006 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:08, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-30 12:34:25,688 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-30 12:35:08,282 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:46:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-05-30 12:35:50,934 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:45:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0164, loss: 1.0164 +2025-05-30 12:36:33,565 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0491, loss: 1.0491 +2025-05-30 12:37:16,198 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2025-05-30 12:37:58,832 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:43:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0517, loss: 1.0517 +2025-05-30 12:38:41,398 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2025-05-30 12:39:23,976 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-05-30 12:40:06,568 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:41:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-30 12:40:49,161 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-30 12:41:31,788 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-30 12:42:14,540 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-05-30 12:42:57,328 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:38:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9946, loss: 0.9946 +2025-05-30 12:43:40,009 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:37:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0290, loss: 1.0290 +2025-05-30 12:44:22,710 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-05-30 12:45:05,385 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2025-05-30 12:45:48,080 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:35:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-05-30 12:46:30,666 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0543, loss: 1.0543 +2025-05-30 12:47:13,250 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-05-30 12:47:55,851 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:33:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0104, loss: 1.0104 +2025-05-30 12:48:38,418 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:32:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-30 12:49:21,084 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-30 12:50:03,734 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-30 12:50:46,369 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:30:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-05-30 12:50:49,394 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-30 12:59:30,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:59:31,003 - pyskl - INFO - +top1_acc 0.9107 +top5_acc 0.9866 +2025-05-30 12:59:31,060 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_144.pth was removed +2025-05-30 12:59:32,134 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-30 12:59:32,135 - pyskl - INFO - Best top1_acc is 0.9107 at 145 epoch. +2025-05-30 12:59:32,138 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9107, top5_acc: 0.9866 +2025-05-30 13:00:36,147 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:29:59, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-30 13:01:18,713 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-05-30 13:02:01,232 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-30 13:02:43,755 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:27:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0603, loss: 1.0603 +2025-05-30 13:03:26,344 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0275, loss: 1.0275 +2025-05-30 13:04:08,789 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-05-30 13:04:51,297 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:25:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0350, loss: 1.0350 +2025-05-30 13:05:33,813 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:24:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0466, loss: 1.0466 +2025-05-30 13:06:16,287 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-30 13:06:58,818 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-30 13:07:41,349 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:22:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-30 13:08:23,822 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-30 13:09:06,473 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-05-30 13:09:49,110 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-30 13:10:31,904 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:19:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-30 13:11:14,896 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0375, loss: 1.0375 +2025-05-30 13:11:57,602 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0377, loss: 1.0377 +2025-05-30 13:12:40,305 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-05-30 13:13:22,888 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:16:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2025-05-30 13:14:05,536 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-05-30 13:14:48,225 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2025-05-30 13:15:30,754 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:14:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0406, loss: 1.0406 +2025-05-30 13:16:13,356 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-30 13:16:55,964 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-30 13:17:38,562 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-05-30 13:17:41,602 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-30 13:18:56,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:18:57,007 - pyskl - INFO - +top1_acc 0.9102 +top5_acc 0.9873 +2025-05-30 13:18:57,009 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9102, top5_acc: 0.9873 +2025-05-30 13:20:00,936 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:11:51, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-05-30 13:20:43,574 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-30 13:21:26,316 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0299, loss: 1.0299 +2025-05-30 13:22:09,055 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-30 13:22:51,810 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:08:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0581, loss: 1.0581 +2025-05-30 13:23:34,473 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0241, loss: 1.0241 +2025-05-30 13:24:17,191 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-05-30 13:24:59,875 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:06:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-30 13:25:42,607 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0441, loss: 1.0441 +2025-05-30 13:26:25,386 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-30 13:27:08,132 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9865, loss: 0.9865 +2025-05-30 13:27:50,853 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:03:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-30 13:28:33,703 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0551, loss: 1.0551 +2025-05-30 13:29:16,683 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-30 13:29:59,486 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0237, loss: 1.0237 +2025-05-30 13:30:42,170 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:00:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-30 13:31:24,836 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-05-30 13:32:07,456 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-30 13:32:50,056 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:58:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0427, loss: 1.0427 +2025-05-30 13:33:32,444 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-05-30 13:34:15,074 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2025-05-30 13:34:57,416 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:38, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-05-30 13:35:40,027 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:55:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-30 13:36:22,584 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-30 13:37:05,181 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-05-30 13:37:08,212 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-30 13:38:24,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:38:24,399 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9867 +2025-05-30 13:38:24,402 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9091, top5_acc: 0.9867 +2025-05-30 13:39:28,584 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:42, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-30 13:40:11,207 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:52:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-30 13:40:53,759 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-30 13:41:36,239 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-30 13:42:18,965 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:50:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0283, loss: 1.0283 +2025-05-30 13:43:01,786 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0501, loss: 1.0501 +2025-05-30 13:43:44,646 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0454, loss: 1.0454 +2025-05-30 13:44:27,337 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-30 13:45:10,068 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:47:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-05-30 13:45:52,926 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0402, loss: 1.0402 +2025-05-30 13:46:35,753 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-05-30 13:47:18,526 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0100, loss: 1.0100 +2025-05-30 13:48:01,349 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2025-05-30 13:48:44,123 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-05-30 13:49:26,876 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-30 13:50:09,679 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-30 13:50:52,369 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0329, loss: 1.0329 +2025-05-30 13:51:35,055 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0527, loss: 1.0527 +2025-05-30 13:52:17,733 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0511, loss: 1.0511 +2025-05-30 13:53:00,476 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:39:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-30 13:53:43,256 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-30 13:54:26,019 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-30 13:55:08,827 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0590, loss: 1.0590 +2025-05-30 13:55:51,544 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0271, loss: 1.0271 +2025-05-30 13:56:34,436 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-30 13:56:37,548 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-30 13:57:53,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:57:53,465 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9859 +2025-05-30 13:57:53,467 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9091, top5_acc: 0.9859 +2025-05-30 13:58:57,504 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:33, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0409, loss: 1.0409 +2025-05-30 13:59:40,147 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-30 14:00:22,829 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0191, loss: 1.0191 +2025-05-30 14:01:05,511 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-05-30 14:01:48,160 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-30 14:02:30,845 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2025-05-30 14:03:13,609 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0764, loss: 1.0764 +2025-05-30 14:03:56,319 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0475, loss: 1.0475 +2025-05-30 14:04:38,960 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-30 14:05:21,658 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0496, loss: 1.0496 +2025-05-30 14:06:04,296 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-30 14:06:46,952 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-30 14:07:29,636 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 14:08:12,328 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-05-30 14:08:55,071 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-05-30 14:09:37,827 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0514, loss: 1.0514 +2025-05-30 14:10:20,520 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:23:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0028, loss: 1.0028 +2025-05-30 14:11:03,201 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0410, loss: 1.0410 +2025-05-30 14:11:45,972 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2025-05-30 14:12:28,705 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0706, loss: 1.0706 +2025-05-30 14:13:11,445 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0196, loss: 1.0196 +2025-05-30 14:13:54,124 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-05-30 14:14:36,746 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0419, loss: 1.0419 +2025-05-30 14:15:19,533 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0109, loss: 1.0109 +2025-05-30 14:16:02,319 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0574, loss: 1.0574 +2025-05-30 14:16:05,389 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-30 14:17:21,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:17:21,303 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9872 +2025-05-30 14:17:21,355 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_145.pth was removed +2025-05-30 14:17:22,406 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-05-30 14:17:22,407 - pyskl - INFO - Best top1_acc is 0.9113 at 149 epoch. +2025-05-30 14:17:22,410 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9113, top5_acc: 0.9872 +2025-05-30 14:18:26,428 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:25, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0083, loss: 1.0083 +2025-05-30 14:19:09,148 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-30 14:19:51,846 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-30 14:20:34,540 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-05-30 14:21:17,250 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-30 14:21:59,912 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0411, loss: 1.0411 +2025-05-30 14:22:42,634 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-05-30 14:23:25,335 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-05-30 14:24:08,014 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0388, loss: 1.0388 +2025-05-30 14:24:50,656 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-30 14:25:33,308 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0450, loss: 1.0450 +2025-05-30 14:26:15,964 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-05-30 14:26:58,652 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-30 14:27:41,404 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0354, loss: 1.0354 +2025-05-30 14:28:24,294 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-30 14:29:07,395 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0888, loss: 1.0888 +2025-05-30 14:29:50,308 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-05-30 14:30:33,111 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-05-30 14:31:15,894 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0718, loss: 1.0718 +2025-05-30 14:31:58,701 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2025-05-30 14:32:41,465 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0605, loss: 1.0605 +2025-05-30 14:33:24,181 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-30 14:34:06,945 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0685, loss: 1.0685 +2025-05-30 14:34:49,613 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2025-05-30 14:35:32,382 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-05-30 14:35:35,473 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-30 14:36:51,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:36:51,269 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9868 +2025-05-30 14:36:51,271 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9108, top5_acc: 0.9868 +2025-05-30 14:36:59,470 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-30 14:46:17,501 - pyskl - INFO - Testing results of the last checkpoint +2025-05-30 14:46:17,501 - pyskl - INFO - top1_acc: 0.9168 +2025-05-30 14:46:17,501 - pyskl - INFO - top5_acc: 0.9884 +2025-05-30 14:46:17,502 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/jm/best_top1_acc_epoch_149.pth +2025-05-30 14:55:36,361 - pyskl - INFO - Testing results of the best checkpoint +2025-05-30 14:55:36,362 - pyskl - INFO - top1_acc: 0.9162 +2025-05-30 14:55:36,362 - pyskl - INFO - top5_acc: 0.9882 diff --git a/ntu60_xsub/jm/best_pred.pkl b/ntu60_xsub/jm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..7d3c73db53661c8d657f7ddc1590397313b12a3e --- /dev/null +++ b/ntu60_xsub/jm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1a152be11c644911f57dd06616c5acfd5fbb0899e50c6c920a7eccb9292ec07 +size 6640036 diff --git a/ntu60_xsub/jm/best_top1_acc_epoch_150.pth b/ntu60_xsub/jm/best_top1_acc_epoch_150.pth new file mode 100644 index 0000000000000000000000000000000000000000..609ed180d6f68b5363acf9a3c563b3f2f24222b1 --- /dev/null +++ b/ntu60_xsub/jm/best_top1_acc_epoch_150.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db4e025568ea7fc085d73bc0d436445a688369994a9488c748bbc4b493162ee3 +size 16147483 diff --git a/ntu60_xsub/k_1/20250513_145433.log b/ntu60_xsub/k_1/20250513_145433.log new file mode 100644 index 0000000000000000000000000000000000000000..df81c3c569ce2e3fbf4da5fac13f833724cbbe4d --- /dev/null +++ b/ntu60_xsub/k_1/20250513_145433.log @@ -0,0 +1,4977 @@ +2025-05-13 14:54:33,425 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3090 +CUDA_HOME: /usr/local +NVCC: Cuda compilation tools, release 11.5, V11.5.50 +GCC: gcc (GCC) 9.4.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.10.0 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-13 14:54:34,302 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/k' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/k', + interval_epoch=10, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-13 14:54:34,302 - pyskl - INFO - Set random seed to 1052880961, deterministic: False +2025-05-13 14:54:45,446 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-13 14:54:51,664 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-13 14:54:51,690 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k +2025-05-13 14:54:51,690 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-13 14:54:51,690 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-13 14:54:51,691 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k by HardDiskBackend. +2025-05-13 14:56:01,656 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 3 days, 1:01:54, time: 0.700, data_time: 0.268, memory: 10835, top1_acc: 0.0281, top5_acc: 0.1469, loss_cls: 10.1295, loss: 10.1295 +2025-05-13 14:56:42,366 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 9:44:54, time: 0.407, data_time: 0.000, memory: 10835, top1_acc: 0.0381, top5_acc: 0.1900, loss_cls: 8.9067, loss: 8.9067 +2025-05-13 14:57:23,505 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:47:43, time: 0.411, data_time: 0.000, memory: 10835, top1_acc: 0.0550, top5_acc: 0.2531, loss_cls: 8.5959, loss: 8.5959 +2025-05-13 14:58:05,128 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:26:23, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.0694, top5_acc: 0.2800, loss_cls: 8.4466, loss: 8.4466 +2025-05-13 14:58:46,465 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 0:57:42, time: 0.413, data_time: 0.000, memory: 10835, top1_acc: 0.0744, top5_acc: 0.2800, loss_cls: 8.3180, loss: 8.3180 +2025-05-13 14:59:28,060 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:01:03, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.0781, top5_acc: 0.2963, loss_cls: 8.2784, loss: 8.2784 +2025-05-13 15:00:09,865 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:22:16, time: 0.418, data_time: 0.000, memory: 10835, top1_acc: 0.0981, top5_acc: 0.3550, loss_cls: 8.1493, loss: 8.1493 +2025-05-13 15:00:51,653 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 22:52:52, time: 0.418, data_time: 0.000, memory: 10835, top1_acc: 0.1206, top5_acc: 0.3837, loss_cls: 7.9867, loss: 7.9867 +2025-05-13 15:01:33,467 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 22:30:02, time: 0.418, data_time: 0.000, memory: 10835, top1_acc: 0.1450, top5_acc: 0.4531, loss_cls: 7.8041, loss: 7.8041 +2025-05-13 15:02:15,040 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:10:07, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.1456, top5_acc: 0.4731, loss_cls: 7.7462, loss: 7.7462 +2025-05-13 15:02:56,450 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 21:52:46, time: 0.414, data_time: 0.000, memory: 10835, top1_acc: 0.1631, top5_acc: 0.5219, loss_cls: 7.6152, loss: 7.6152 +2025-05-13 15:03:37,952 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 21:38:40, time: 0.415, data_time: 0.000, memory: 10835, top1_acc: 0.1556, top5_acc: 0.5400, loss_cls: 7.4371, loss: 7.4371 +2025-05-13 15:04:19,869 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 21:28:38, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.1613, top5_acc: 0.5413, loss_cls: 7.5219, loss: 7.5219 +2025-05-13 15:05:01,776 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 21:19:53, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.1844, top5_acc: 0.5725, loss_cls: 7.4041, loss: 7.4041 +2025-05-13 15:05:43,680 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 21:12:12, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.1706, top5_acc: 0.5663, loss_cls: 7.3591, loss: 7.3591 +2025-05-13 15:06:24,073 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 20:59:30, time: 0.404, data_time: 0.000, memory: 10835, top1_acc: 0.1963, top5_acc: 0.6112, loss_cls: 7.1726, loss: 7.1726 +2025-05-13 15:07:04,043 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 20:46:39, time: 0.400, data_time: 0.000, memory: 10835, top1_acc: 0.2106, top5_acc: 0.6262, loss_cls: 7.1312, loss: 7.1312 +2025-05-13 15:07:44,197 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 20:35:48, time: 0.402, data_time: 0.000, memory: 10835, top1_acc: 0.2081, top5_acc: 0.5981, loss_cls: 7.2160, loss: 7.2160 +2025-05-13 15:08:25,580 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 20:30:04, time: 0.414, data_time: 0.000, memory: 10835, top1_acc: 0.2200, top5_acc: 0.6375, loss_cls: 7.0219, loss: 7.0219 +2025-05-13 15:09:07,511 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 20:26:31, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.2487, top5_acc: 0.6556, loss_cls: 6.9421, loss: 6.9421 +2025-05-13 15:09:49,436 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 20:23:15, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.2556, top5_acc: 0.6625, loss_cls: 6.9282, loss: 6.9282 +2025-05-13 15:10:31,478 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 20:20:32, time: 0.420, data_time: 0.000, memory: 10835, top1_acc: 0.2681, top5_acc: 0.6869, loss_cls: 6.8458, loss: 6.8458 +2025-05-13 15:11:13,110 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 20:16:53, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.2844, top5_acc: 0.7250, loss_cls: 6.6889, loss: 6.6889 +2025-05-13 15:11:53,442 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 20:10:06, time: 0.403, data_time: 0.000, memory: 10835, top1_acc: 0.2869, top5_acc: 0.7306, loss_cls: 6.6442, loss: 6.6442 +2025-05-13 15:12:33,521 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 20:03:11, time: 0.401, data_time: 0.000, memory: 10835, top1_acc: 0.2769, top5_acc: 0.7238, loss_cls: 6.7319, loss: 6.7319 +2025-05-13 15:12:36,807 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-13 15:13:48,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 15:13:48,433 - pyskl - INFO - +top1_acc 0.3270 +top5_acc 0.7593 +2025-05-13 15:13:49,724 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-13 15:13:49,725 - pyskl - INFO - Best top1_acc is 0.3270 at 1 epoch. +2025-05-13 15:13:49,727 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.3270, top5_acc: 0.7593 +2025-05-13 15:14:56,667 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 20:54:45, time: 0.669, data_time: 0.261, memory: 10835, top1_acc: 0.3056, top5_acc: 0.7306, loss_cls: 6.5736, loss: 6.5736 +2025-05-13 15:15:37,005 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 20:47:11, time: 0.403, data_time: 0.000, memory: 10835, top1_acc: 0.3206, top5_acc: 0.7575, loss_cls: 6.5247, loss: 6.5247 +2025-05-13 15:16:17,654 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 20:40:49, time: 0.406, data_time: 0.000, memory: 10835, top1_acc: 0.3219, top5_acc: 0.7681, loss_cls: 6.3724, loss: 6.3724 +2025-05-13 15:16:59,533 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 20:37:27, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.3319, top5_acc: 0.7800, loss_cls: 6.3502, loss: 6.3502 +2025-05-13 15:17:40,649 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 20:32:42, time: 0.411, data_time: 0.000, memory: 10835, top1_acc: 0.3356, top5_acc: 0.7681, loss_cls: 6.4042, loss: 6.4042 +2025-05-13 15:18:21,898 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 20:28:28, time: 0.412, data_time: 0.000, memory: 10835, top1_acc: 0.3469, top5_acc: 0.7950, loss_cls: 6.2140, loss: 6.2140 +2025-05-13 15:19:03,255 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 20:24:40, time: 0.414, data_time: 0.000, memory: 10835, top1_acc: 0.3837, top5_acc: 0.8056, loss_cls: 6.1764, loss: 6.1764 +2025-05-13 15:19:44,892 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 20:21:34, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.3775, top5_acc: 0.8187, loss_cls: 6.1268, loss: 6.1268 +2025-05-13 15:20:27,765 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 20:20:53, time: 0.429, data_time: 0.001, memory: 10835, top1_acc: 0.3994, top5_acc: 0.8325, loss_cls: 6.0784, loss: 6.0784 +2025-05-13 15:21:08,972 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 20:17:14, time: 0.412, data_time: 0.000, memory: 10835, top1_acc: 0.4031, top5_acc: 0.8494, loss_cls: 5.9731, loss: 5.9731 +2025-05-13 15:21:50,389 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 20:14:07, time: 0.414, data_time: 0.000, memory: 10835, top1_acc: 0.4269, top5_acc: 0.8444, loss_cls: 5.8814, loss: 5.8814 +2025-05-13 15:22:32,211 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 20:11:49, time: 0.418, data_time: 0.000, memory: 10835, top1_acc: 0.4325, top5_acc: 0.8500, loss_cls: 5.7611, loss: 5.7611 +2025-05-13 15:23:12,888 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 20:07:43, time: 0.407, data_time: 0.000, memory: 10835, top1_acc: 0.4294, top5_acc: 0.8369, loss_cls: 5.7614, loss: 5.7614 +2025-05-13 15:23:53,649 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 20:03:56, time: 0.408, data_time: 0.000, memory: 10835, top1_acc: 0.4719, top5_acc: 0.8644, loss_cls: 5.7307, loss: 5.7307 +2025-05-13 15:24:34,354 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 20:00:14, time: 0.407, data_time: 0.000, memory: 10835, top1_acc: 0.4587, top5_acc: 0.8638, loss_cls: 5.6541, loss: 5.6541 +2025-05-13 15:25:15,885 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 19:57:54, time: 0.415, data_time: 0.000, memory: 10835, top1_acc: 0.4694, top5_acc: 0.8619, loss_cls: 5.6123, loss: 5.6123 +2025-05-13 15:25:56,809 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 19:54:46, time: 0.409, data_time: 0.000, memory: 10835, top1_acc: 0.4863, top5_acc: 0.8781, loss_cls: 5.4716, loss: 5.4716 +2025-05-13 15:26:38,544 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 19:52:55, time: 0.417, data_time: 0.000, memory: 10835, top1_acc: 0.4913, top5_acc: 0.8644, loss_cls: 5.5310, loss: 5.5310 +2025-05-13 15:27:19,693 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 19:50:17, time: 0.411, data_time: 0.000, memory: 10835, top1_acc: 0.4956, top5_acc: 0.8781, loss_cls: 5.5689, loss: 5.5689 +2025-05-13 15:28:00,353 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 19:47:05, time: 0.407, data_time: 0.000, memory: 10835, top1_acc: 0.4831, top5_acc: 0.8712, loss_cls: 5.5228, loss: 5.5228 +2025-05-13 15:28:41,661 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 19:44:51, time: 0.413, data_time: 0.000, memory: 10835, top1_acc: 0.5250, top5_acc: 0.8838, loss_cls: 5.3852, loss: 5.3852 +2025-05-13 15:29:23,332 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 19:43:09, time: 0.417, data_time: 0.000, memory: 10835, top1_acc: 0.5344, top5_acc: 0.8931, loss_cls: 5.3203, loss: 5.3203 +2025-05-13 15:30:05,213 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 19:41:47, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.5456, top5_acc: 0.8812, loss_cls: 5.3087, loss: 5.3087 +2025-05-13 15:30:47,260 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 19:40:38, time: 0.420, data_time: 0.000, memory: 10835, top1_acc: 0.5281, top5_acc: 0.8788, loss_cls: 5.3168, loss: 5.3168 +2025-05-13 15:31:28,887 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 19:39:00, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.5419, top5_acc: 0.8950, loss_cls: 5.1741, loss: 5.1741 +2025-05-13 15:31:32,255 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-13 15:32:44,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 15:32:44,689 - pyskl - INFO - +top1_acc 0.5064 +top5_acc 0.8784 +2025-05-13 15:32:44,759 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_1.pth was removed +2025-05-13 15:32:46,050 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-13 15:32:46,051 - pyskl - INFO - Best top1_acc is 0.5064 at 2 epoch. +2025-05-13 15:32:46,054 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5064, top5_acc: 0.8784 +2025-05-13 15:33:53,808 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 20:05:52, time: 0.677, data_time: 0.266, memory: 10835, top1_acc: 0.5763, top5_acc: 0.8975, loss_cls: 5.1387, loss: 5.1387 +2025-05-13 15:34:35,084 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 20:03:19, time: 0.413, data_time: 0.000, memory: 10835, top1_acc: 0.5544, top5_acc: 0.8950, loss_cls: 5.1016, loss: 5.1016 +2025-05-13 15:35:15,224 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 19:59:32, time: 0.401, data_time: 0.000, memory: 10835, top1_acc: 0.5550, top5_acc: 0.9081, loss_cls: 5.1358, loss: 5.1358 +2025-05-13 15:35:54,977 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 19:55:25, time: 0.398, data_time: 0.000, memory: 10835, top1_acc: 0.5763, top5_acc: 0.9175, loss_cls: 5.0556, loss: 5.0556 +2025-05-13 15:36:34,970 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 19:51:42, time: 0.400, data_time: 0.000, memory: 10835, top1_acc: 0.5881, top5_acc: 0.8994, loss_cls: 5.1664, loss: 5.1664 +2025-05-13 15:37:16,337 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 19:49:36, time: 0.414, data_time: 0.000, memory: 10835, top1_acc: 0.5919, top5_acc: 0.9025, loss_cls: 4.9828, loss: 4.9828 +2025-05-13 15:37:57,904 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 19:47:45, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.5863, top5_acc: 0.9137, loss_cls: 4.9097, loss: 4.9097 +2025-05-13 15:38:39,505 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 19:46:00, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.5869, top5_acc: 0.9019, loss_cls: 4.9715, loss: 4.9715 +2025-05-13 15:39:20,266 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 19:43:24, time: 0.408, data_time: 0.000, memory: 10835, top1_acc: 0.5938, top5_acc: 0.9113, loss_cls: 4.9736, loss: 4.9736 +2025-05-13 15:40:01,658 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 19:41:30, time: 0.414, data_time: 0.000, memory: 10835, top1_acc: 0.5994, top5_acc: 0.9106, loss_cls: 4.9207, loss: 4.9207 +2025-05-13 15:40:42,696 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 19:39:18, time: 0.410, data_time: 0.000, memory: 10835, top1_acc: 0.6312, top5_acc: 0.9163, loss_cls: 4.7543, loss: 4.7543 +2025-05-13 15:41:22,850 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 19:36:16, time: 0.402, data_time: 0.000, memory: 10835, top1_acc: 0.6188, top5_acc: 0.9137, loss_cls: 4.8161, loss: 4.8161 +2025-05-13 15:42:03,908 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 19:34:11, time: 0.411, data_time: 0.000, memory: 10835, top1_acc: 0.6069, top5_acc: 0.9237, loss_cls: 4.7924, loss: 4.7924 +2025-05-13 15:42:44,360 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 19:31:34, time: 0.405, data_time: 0.000, memory: 10835, top1_acc: 0.6119, top5_acc: 0.9113, loss_cls: 4.8012, loss: 4.8012 +2025-05-13 15:43:25,089 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 19:29:16, time: 0.407, data_time: 0.000, memory: 10835, top1_acc: 0.6100, top5_acc: 0.9187, loss_cls: 4.6601, loss: 4.6601 +2025-05-13 15:44:06,465 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 19:27:38, time: 0.414, data_time: 0.000, memory: 10835, top1_acc: 0.6531, top5_acc: 0.9263, loss_cls: 4.6107, loss: 4.6107 +2025-05-13 15:44:48,324 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 19:26:27, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.6150, top5_acc: 0.9275, loss_cls: 4.6887, loss: 4.6887 +2025-05-13 15:45:29,924 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 19:25:04, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.6369, top5_acc: 0.9237, loss_cls: 4.6124, loss: 4.6124 +2025-05-13 15:46:11,512 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 19:23:41, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.6419, top5_acc: 0.9294, loss_cls: 4.5660, loss: 4.5660 +2025-05-13 15:46:52,604 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 19:21:53, time: 0.411, data_time: 0.000, memory: 10835, top1_acc: 0.6744, top5_acc: 0.9225, loss_cls: 4.5587, loss: 4.5587 +2025-05-13 15:47:34,672 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 19:20:57, time: 0.421, data_time: 0.000, memory: 10835, top1_acc: 0.6294, top5_acc: 0.9244, loss_cls: 4.7622, loss: 4.7622 +2025-05-13 15:48:16,427 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 19:19:46, time: 0.418, data_time: 0.000, memory: 10835, top1_acc: 0.6425, top5_acc: 0.9256, loss_cls: 4.6398, loss: 4.6398 +2025-05-13 15:48:57,464 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 19:18:00, time: 0.410, data_time: 0.000, memory: 10835, top1_acc: 0.6613, top5_acc: 0.9456, loss_cls: 4.4671, loss: 4.4671 +2025-05-13 15:49:39,404 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 19:17:00, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.6431, top5_acc: 0.9306, loss_cls: 4.5615, loss: 4.5615 +2025-05-13 15:50:20,565 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 19:15:22, time: 0.412, data_time: 0.000, memory: 10835, top1_acc: 0.6650, top5_acc: 0.9344, loss_cls: 4.4339, loss: 4.4339 +2025-05-13 15:50:23,667 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-13 15:51:35,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 15:51:35,164 - pyskl - INFO - +top1_acc 0.5448 +top5_acc 0.8738 +2025-05-13 15:51:35,270 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_2.pth was removed +2025-05-13 15:51:37,265 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-13 15:51:37,266 - pyskl - INFO - Best top1_acc is 0.5448 at 3 epoch. +2025-05-13 15:51:37,269 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5448, top5_acc: 0.8738 +2025-05-13 15:52:46,967 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 19:34:41, time: 0.697, data_time: 0.274, memory: 10835, top1_acc: 0.6425, top5_acc: 0.9287, loss_cls: 4.5688, loss: 4.5688 +2025-05-13 15:53:28,826 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 19:33:23, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.6500, top5_acc: 0.9425, loss_cls: 4.5338, loss: 4.5338 +2025-05-13 15:54:09,360 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 19:31:03, time: 0.405, data_time: 0.000, memory: 10835, top1_acc: 0.6488, top5_acc: 0.9313, loss_cls: 4.5839, loss: 4.5839 +2025-05-13 15:54:50,180 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 19:29:00, time: 0.408, data_time: 0.000, memory: 10835, top1_acc: 0.6663, top5_acc: 0.9431, loss_cls: 4.4457, loss: 4.4457 +2025-05-13 15:55:31,651 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 19:27:28, time: 0.415, data_time: 0.000, memory: 10835, top1_acc: 0.6500, top5_acc: 0.9313, loss_cls: 4.5947, loss: 4.5947 +2025-05-13 15:56:13,203 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 19:26:02, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.6637, top5_acc: 0.9344, loss_cls: 4.3727, loss: 4.3727 +2025-05-13 15:56:54,107 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 19:24:07, time: 0.409, data_time: 0.000, memory: 10835, top1_acc: 0.6556, top5_acc: 0.9406, loss_cls: 4.4726, loss: 4.4726 +2025-05-13 15:57:34,647 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 19:21:58, time: 0.405, data_time: 0.000, memory: 10835, top1_acc: 0.6613, top5_acc: 0.9431, loss_cls: 4.4199, loss: 4.4199 +2025-05-13 15:58:15,490 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 19:20:04, time: 0.408, data_time: 0.000, memory: 10835, top1_acc: 0.6594, top5_acc: 0.9325, loss_cls: 4.3758, loss: 4.3758 +2025-05-13 15:58:56,664 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 19:18:27, time: 0.412, data_time: 0.000, memory: 10835, top1_acc: 0.6825, top5_acc: 0.9369, loss_cls: 4.3739, loss: 4.3739 +2025-05-13 15:59:36,772 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 19:16:05, time: 0.401, data_time: 0.000, memory: 10835, top1_acc: 0.6731, top5_acc: 0.9325, loss_cls: 4.4604, loss: 4.4604 +2025-05-13 16:00:17,398 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 19:14:07, time: 0.406, data_time: 0.000, memory: 10835, top1_acc: 0.7006, top5_acc: 0.9444, loss_cls: 4.3580, loss: 4.3580 +2025-05-13 16:00:58,136 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 19:12:16, time: 0.407, data_time: 0.000, memory: 10835, top1_acc: 0.7044, top5_acc: 0.9406, loss_cls: 4.3192, loss: 4.3192 +2025-05-13 16:01:38,120 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 19:09:56, time: 0.400, data_time: 0.000, memory: 10835, top1_acc: 0.6687, top5_acc: 0.9381, loss_cls: 4.3427, loss: 4.3427 +2025-05-13 16:02:20,025 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 19:08:55, time: 0.419, data_time: 0.000, memory: 10835, top1_acc: 0.6613, top5_acc: 0.9263, loss_cls: 4.3832, loss: 4.3832 +2025-05-13 16:03:01,694 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 19:07:46, time: 0.417, data_time: 0.000, memory: 10835, top1_acc: 0.6737, top5_acc: 0.9425, loss_cls: 4.3222, loss: 4.3222 +2025-05-13 16:03:42,296 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 19:05:55, time: 0.406, data_time: 0.000, memory: 10835, top1_acc: 0.7044, top5_acc: 0.9463, loss_cls: 4.2658, loss: 4.2658 +2025-05-13 16:04:23,633 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 19:04:34, time: 0.413, data_time: 0.000, memory: 10835, top1_acc: 0.7044, top5_acc: 0.9387, loss_cls: 4.2475, loss: 4.2475 +2025-05-13 16:05:05,441 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 19:03:32, time: 0.418, data_time: 0.000, memory: 10835, top1_acc: 0.7013, top5_acc: 0.9487, loss_cls: 4.1695, loss: 4.1695 +2025-05-13 16:05:47,077 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 19:02:25, time: 0.416, data_time: 0.000, memory: 10835, top1_acc: 0.6900, top5_acc: 0.9463, loss_cls: 4.1742, loss: 4.1742 +2025-05-13 16:06:28,296 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 19:01:02, time: 0.412, data_time: 0.000, memory: 10835, top1_acc: 0.6956, top5_acc: 0.9425, loss_cls: 4.2445, loss: 4.2445 +2025-05-13 16:07:09,595 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 18:59:42, time: 0.413, data_time: 0.000, memory: 10835, top1_acc: 0.6937, top5_acc: 0.9394, loss_cls: 4.2425, loss: 4.2425 +2025-05-13 16:07:50,301 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 18:58:02, time: 0.407, data_time: 0.000, memory: 10835, top1_acc: 0.7044, top5_acc: 0.9481, loss_cls: 4.0782, loss: 4.0782 +2025-05-13 16:08:32,030 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 18:57:00, time: 0.417, data_time: 0.000, memory: 10835, top1_acc: 0.6856, top5_acc: 0.9419, loss_cls: 4.2716, loss: 4.2716 +2025-05-13 16:09:14,072 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 18:56:10, time: 0.420, data_time: 0.000, memory: 10835, top1_acc: 0.7000, top5_acc: 0.9444, loss_cls: 4.2080, loss: 4.2080 +2025-05-13 16:09:17,212 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-13 16:10:30,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 16:10:30,143 - pyskl - INFO - +top1_acc 0.6996 +top5_acc 0.9396 +2025-05-13 16:10:30,229 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_3.pth was removed +2025-05-13 16:10:31,915 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-13 16:10:31,915 - pyskl - INFO - Best top1_acc is 0.6996 at 4 epoch. +2025-05-13 16:10:31,918 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6996, top5_acc: 0.9396 +2025-05-13 16:11:41,137 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 19:10:08, time: 0.692, data_time: 0.273, memory: 10837, top1_acc: 0.6994, top5_acc: 0.9544, loss_cls: 4.1535, loss: 4.1535 +2025-05-13 16:12:22,167 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 19:08:34, time: 0.410, data_time: 0.000, memory: 10837, top1_acc: 0.7050, top5_acc: 0.9463, loss_cls: 4.1747, loss: 4.1747 +2025-05-13 16:13:03,436 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 19:07:08, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 4.1581, loss: 4.1581 +2025-05-13 16:13:45,075 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 19:05:57, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 4.1973, loss: 4.1973 +2025-05-13 16:14:26,589 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 19:04:42, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7013, top5_acc: 0.9425, loss_cls: 4.2394, loss: 4.2394 +2025-05-13 16:15:08,077 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 19:03:27, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7119, top5_acc: 0.9450, loss_cls: 3.9822, loss: 3.9822 +2025-05-13 16:15:49,166 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 19:01:58, time: 0.411, data_time: 0.000, memory: 10837, top1_acc: 0.7156, top5_acc: 0.9463, loss_cls: 4.0784, loss: 4.0784 +2025-05-13 16:16:31,036 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 19:00:57, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7087, top5_acc: 0.9506, loss_cls: 4.0022, loss: 4.0022 +2025-05-13 16:17:11,173 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 18:58:59, time: 0.401, data_time: 0.000, memory: 10837, top1_acc: 0.7188, top5_acc: 0.9556, loss_cls: 3.9608, loss: 3.9608 +2025-05-13 16:17:52,093 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 18:57:27, time: 0.409, data_time: 0.000, memory: 10837, top1_acc: 0.7000, top5_acc: 0.9487, loss_cls: 4.0834, loss: 4.0834 +2025-05-13 16:18:32,995 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 18:55:56, time: 0.409, data_time: 0.000, memory: 10837, top1_acc: 0.7144, top5_acc: 0.9531, loss_cls: 4.0083, loss: 4.0083 +2025-05-13 16:19:12,881 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 18:53:53, time: 0.399, data_time: 0.000, memory: 10837, top1_acc: 0.7150, top5_acc: 0.9475, loss_cls: 4.1431, loss: 4.1431 +2025-05-13 16:19:53,218 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 18:52:06, time: 0.403, data_time: 0.000, memory: 10837, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 4.0758, loss: 4.0758 +2025-05-13 16:20:35,216 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 18:51:13, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.6969, top5_acc: 0.9463, loss_cls: 4.1448, loss: 4.1448 +2025-05-13 16:21:15,541 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 18:49:27, time: 0.403, data_time: 0.000, memory: 10837, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 3.9852, loss: 3.9852 +2025-05-13 16:21:56,365 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 18:47:59, time: 0.408, data_time: 0.000, memory: 10837, top1_acc: 0.7169, top5_acc: 0.9550, loss_cls: 4.0268, loss: 4.0268 +2025-05-13 16:22:39,481 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 18:47:42, time: 0.431, data_time: 0.000, memory: 10837, top1_acc: 0.7306, top5_acc: 0.9456, loss_cls: 4.0375, loss: 4.0375 +2025-05-13 16:23:21,248 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 18:46:43, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7169, top5_acc: 0.9556, loss_cls: 4.1110, loss: 4.1110 +2025-05-13 16:24:02,829 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 18:45:38, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7181, top5_acc: 0.9631, loss_cls: 4.1039, loss: 4.1039 +2025-05-13 16:24:44,307 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 18:44:31, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 4.0391, loss: 4.0391 +2025-05-13 16:25:27,234 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 18:44:08, time: 0.429, data_time: 0.000, memory: 10837, top1_acc: 0.7075, top5_acc: 0.9406, loss_cls: 4.1324, loss: 4.1324 +2025-05-13 16:26:07,741 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 18:42:33, time: 0.405, data_time: 0.000, memory: 10837, top1_acc: 0.7256, top5_acc: 0.9544, loss_cls: 4.0416, loss: 4.0416 +2025-05-13 16:26:50,079 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 18:41:52, time: 0.423, data_time: 0.000, memory: 10837, top1_acc: 0.7356, top5_acc: 0.9550, loss_cls: 3.9598, loss: 3.9598 +2025-05-13 16:27:30,495 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 18:40:16, time: 0.404, data_time: 0.000, memory: 10837, top1_acc: 0.7538, top5_acc: 0.9600, loss_cls: 3.8024, loss: 3.8024 +2025-05-13 16:28:10,580 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 18:38:30, time: 0.401, data_time: 0.000, memory: 10837, top1_acc: 0.7069, top5_acc: 0.9406, loss_cls: 4.1331, loss: 4.1331 +2025-05-13 16:28:13,617 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-13 16:29:26,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 16:29:26,810 - pyskl - INFO - +top1_acc 0.7477 +top5_acc 0.9549 +2025-05-13 16:29:26,885 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_4.pth was removed +2025-05-13 16:29:28,228 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-13 16:29:28,228 - pyskl - INFO - Best top1_acc is 0.7477 at 5 epoch. +2025-05-13 16:29:28,231 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7477, top5_acc: 0.9549 +2025-05-13 16:30:38,090 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 18:49:46, time: 0.699, data_time: 0.273, memory: 10837, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 3.8520, loss: 3.8520 +2025-05-13 16:31:20,896 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 18:49:14, time: 0.428, data_time: 0.000, memory: 10837, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 3.9181, loss: 3.9181 +2025-05-13 16:32:03,284 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 18:48:30, time: 0.424, data_time: 0.000, memory: 10837, top1_acc: 0.7406, top5_acc: 0.9575, loss_cls: 3.9415, loss: 3.9415 +2025-05-13 16:32:45,599 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 18:47:44, time: 0.423, data_time: 0.000, memory: 10837, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 3.9801, loss: 3.9801 +2025-05-13 16:33:27,015 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 18:46:33, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.7181, top5_acc: 0.9625, loss_cls: 3.8744, loss: 3.8744 +2025-05-13 16:34:08,428 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 18:45:22, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.7331, top5_acc: 0.9587, loss_cls: 3.8489, loss: 3.8489 +2025-05-13 16:34:50,302 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 18:44:24, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7350, top5_acc: 0.9587, loss_cls: 3.9340, loss: 3.9340 +2025-05-13 16:35:31,744 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 18:43:15, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.7400, top5_acc: 0.9563, loss_cls: 3.8389, loss: 3.8389 +2025-05-13 16:36:13,753 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 18:42:22, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 3.9249, loss: 3.9249 +2025-05-13 16:36:54,551 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 18:40:56, time: 0.408, data_time: 0.000, memory: 10837, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 4.0062, loss: 4.0062 +2025-05-13 16:37:35,604 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 18:39:38, time: 0.411, data_time: 0.000, memory: 10837, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 3.8044, loss: 3.8044 +2025-05-13 16:38:17,421 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 18:38:40, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 3.8401, loss: 3.8401 +2025-05-13 16:38:58,320 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 18:37:19, time: 0.409, data_time: 0.000, memory: 10837, top1_acc: 0.7225, top5_acc: 0.9506, loss_cls: 4.0074, loss: 4.0074 +2025-05-13 16:39:39,361 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 18:36:01, time: 0.410, data_time: 0.000, memory: 10837, top1_acc: 0.7481, top5_acc: 0.9606, loss_cls: 3.8639, loss: 3.8639 +2025-05-13 16:40:21,113 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 18:35:03, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7319, top5_acc: 0.9575, loss_cls: 3.9759, loss: 3.9759 +2025-05-13 16:41:02,626 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 18:33:59, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 3.9063, loss: 3.9063 +2025-05-13 16:41:43,660 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 18:32:43, time: 0.410, data_time: 0.000, memory: 10837, top1_acc: 0.7356, top5_acc: 0.9563, loss_cls: 3.8764, loss: 3.8764 +2025-05-13 16:42:25,845 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 18:31:56, time: 0.422, data_time: 0.000, memory: 10837, top1_acc: 0.7238, top5_acc: 0.9513, loss_cls: 3.9924, loss: 3.9924 +2025-05-13 16:43:07,916 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 18:31:07, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7250, top5_acc: 0.9531, loss_cls: 3.9778, loss: 3.9778 +2025-05-13 16:43:49,888 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 18:30:15, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 3.7859, loss: 3.7859 +2025-05-13 16:44:32,001 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 18:29:27, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 3.8764, loss: 3.8764 +2025-05-13 16:45:12,753 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 18:28:06, time: 0.408, data_time: 0.000, memory: 10837, top1_acc: 0.7344, top5_acc: 0.9606, loss_cls: 3.8989, loss: 3.8989 +2025-05-13 16:45:54,092 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 18:27:00, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7306, top5_acc: 0.9594, loss_cls: 3.9083, loss: 3.9083 +2025-05-13 16:46:35,820 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 18:26:03, time: 0.417, data_time: 0.000, memory: 10837, top1_acc: 0.7425, top5_acc: 0.9569, loss_cls: 3.8191, loss: 3.8191 +2025-05-13 16:47:17,005 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 18:24:53, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7206, top5_acc: 0.9525, loss_cls: 3.9872, loss: 3.9872 +2025-05-13 16:47:19,971 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-13 16:48:32,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 16:48:32,426 - pyskl - INFO - +top1_acc 0.7335 +top5_acc 0.9500 +2025-05-13 16:48:32,429 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7335, top5_acc: 0.9500 +2025-05-13 16:49:44,107 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 18:34:48, time: 0.717, data_time: 0.298, memory: 10837, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 3.6336, loss: 3.6336 +2025-05-13 16:50:25,457 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 18:33:38, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 3.9153, loss: 3.9153 +2025-05-13 16:51:06,257 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 18:32:16, time: 0.408, data_time: 0.000, memory: 10837, top1_acc: 0.7394, top5_acc: 0.9613, loss_cls: 3.8560, loss: 3.8560 +2025-05-13 16:51:47,950 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 18:31:15, time: 0.417, data_time: 0.000, memory: 10837, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.7317, loss: 3.7317 +2025-05-13 16:52:29,782 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 18:30:18, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 3.8290, loss: 3.8290 +2025-05-13 16:53:11,817 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 18:29:26, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 3.8675, loss: 3.8675 +2025-05-13 16:53:53,292 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 18:28:21, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 3.7612, loss: 3.7612 +2025-05-13 16:54:33,717 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 18:26:52, time: 0.404, data_time: 0.000, memory: 10837, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 3.8091, loss: 3.8091 +2025-05-13 16:55:14,926 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 18:25:42, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 3.8783, loss: 3.8783 +2025-05-13 16:55:56,214 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 18:24:34, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7588, top5_acc: 0.9637, loss_cls: 3.7558, loss: 3.7558 +2025-05-13 16:56:37,341 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 18:23:22, time: 0.411, data_time: 0.000, memory: 10837, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 3.7557, loss: 3.7557 +2025-05-13 16:57:18,498 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 18:22:12, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7494, top5_acc: 0.9600, loss_cls: 3.8370, loss: 3.8370 +2025-05-13 16:58:00,119 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 18:21:12, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7475, top5_acc: 0.9675, loss_cls: 3.7790, loss: 3.7790 +2025-05-13 16:58:42,116 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 18:20:21, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 3.8330, loss: 3.8330 +2025-05-13 16:59:24,038 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 18:19:28, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 3.7599, loss: 3.7599 +2025-05-13 17:00:05,824 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 18:18:32, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 3.7692, loss: 3.7692 +2025-05-13 17:00:47,686 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 18:17:39, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.7535, loss: 3.7535 +2025-05-13 17:01:29,670 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 18:16:47, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7675, top5_acc: 0.9675, loss_cls: 3.6428, loss: 3.6428 +2025-05-13 17:02:11,992 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 18:16:04, time: 0.423, data_time: 0.000, memory: 10837, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 3.9687, loss: 3.9687 +2025-05-13 17:02:53,573 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 18:15:04, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7475, top5_acc: 0.9625, loss_cls: 3.7317, loss: 3.7317 +2025-05-13 17:03:35,673 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 18:14:16, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7469, top5_acc: 0.9650, loss_cls: 3.7169, loss: 3.7169 +2025-05-13 17:04:17,673 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 18:13:25, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.7587, loss: 3.7587 +2025-05-13 17:04:59,477 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 18:12:31, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.7426, loss: 3.7426 +2025-05-13 17:05:41,602 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 18:11:44, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7544, top5_acc: 0.9606, loss_cls: 3.7529, loss: 3.7529 +2025-05-13 17:06:22,578 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 18:10:32, time: 0.410, data_time: 0.000, memory: 10837, top1_acc: 0.7500, top5_acc: 0.9656, loss_cls: 3.6960, loss: 3.6960 +2025-05-13 17:06:26,090 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-13 17:07:39,060 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 17:07:39,130 - pyskl - INFO - +top1_acc 0.7481 +top5_acc 0.9514 +2025-05-13 17:07:39,203 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_5.pth was removed +2025-05-13 17:07:40,540 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-13 17:07:40,541 - pyskl - INFO - Best top1_acc is 0.7481 at 7 epoch. +2025-05-13 17:07:40,544 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7481, top5_acc: 0.9514 +2025-05-13 17:08:50,638 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 18:18:19, time: 0.701, data_time: 0.279, memory: 10837, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 3.6775, loss: 3.6775 +2025-05-13 17:09:31,730 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 18:17:08, time: 0.411, data_time: 0.000, memory: 10837, top1_acc: 0.7531, top5_acc: 0.9681, loss_cls: 3.7135, loss: 3.7135 +2025-05-13 17:10:12,517 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 18:15:51, time: 0.408, data_time: 0.000, memory: 10837, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.6226, loss: 3.6226 +2025-05-13 17:10:54,184 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 18:14:52, time: 0.417, data_time: 0.000, memory: 10837, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 3.7300, loss: 3.7300 +2025-05-13 17:11:35,255 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 18:13:41, time: 0.411, data_time: 0.000, memory: 10837, top1_acc: 0.7619, top5_acc: 0.9688, loss_cls: 3.6747, loss: 3.6747 +2025-05-13 17:12:16,668 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 18:12:38, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 3.7710, loss: 3.7710 +2025-05-13 17:12:58,084 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 18:11:34, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 3.6406, loss: 3.6406 +2025-05-13 17:13:39,245 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 18:10:26, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7569, top5_acc: 0.9637, loss_cls: 3.7437, loss: 3.7437 +2025-05-13 17:14:21,115 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 18:09:32, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 3.7716, loss: 3.7716 +2025-05-13 17:15:02,348 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 18:08:26, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7719, top5_acc: 0.9675, loss_cls: 3.7306, loss: 3.7306 +2025-05-13 17:15:43,914 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 18:07:27, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 3.7458, loss: 3.7458 +2025-05-13 17:16:25,519 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 18:06:28, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 3.8604, loss: 3.8604 +2025-05-13 17:17:06,553 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 18:05:19, time: 0.410, data_time: 0.000, memory: 10837, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.6596, loss: 3.6596 +2025-05-13 17:17:48,455 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 18:04:27, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7619, top5_acc: 0.9663, loss_cls: 3.7698, loss: 3.7698 +2025-05-13 17:18:30,608 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 18:03:39, time: 0.422, data_time: 0.000, memory: 10837, top1_acc: 0.7806, top5_acc: 0.9750, loss_cls: 3.6655, loss: 3.6655 +2025-05-13 17:19:13,587 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 18:03:07, time: 0.430, data_time: 0.000, memory: 10837, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 3.7859, loss: 3.7859 +2025-05-13 17:19:56,151 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 18:02:27, time: 0.426, data_time: 0.000, memory: 10837, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.6407, loss: 3.6407 +2025-05-13 17:20:38,565 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 18:01:44, time: 0.424, data_time: 0.000, memory: 10837, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.5937, loss: 3.5937 +2025-05-13 17:21:20,627 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 18:00:55, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.6400, loss: 3.6400 +2025-05-13 17:22:03,435 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 18:00:19, time: 0.428, data_time: 0.001, memory: 10837, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 3.7119, loss: 3.7119 +2025-05-13 17:22:44,728 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 17:59:16, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 3.7154, loss: 3.7154 +2025-05-13 17:23:26,605 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 17:58:23, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 3.5199, loss: 3.5199 +2025-05-13 17:24:08,489 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 17:57:31, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 3.7281, loss: 3.7281 +2025-05-13 17:24:50,096 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 17:56:34, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.6196, loss: 3.6196 +2025-05-13 17:25:31,618 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 17:55:36, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 3.7953, loss: 3.7953 +2025-05-13 17:25:34,891 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-13 17:26:48,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 17:26:48,522 - pyskl - INFO - +top1_acc 0.7408 +top5_acc 0.9490 +2025-05-13 17:26:48,525 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7408, top5_acc: 0.9490 +2025-05-13 17:27:57,224 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 18:01:50, time: 0.687, data_time: 0.269, memory: 10837, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.5154, loss: 3.5154 +2025-05-13 17:28:38,976 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 18:00:54, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.5842, loss: 3.5842 +2025-05-13 17:29:21,344 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 18:00:08, time: 0.424, data_time: 0.000, memory: 10837, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4700, loss: 3.4700 +2025-05-13 17:30:02,957 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 17:59:10, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.5644, loss: 3.5644 +2025-05-13 17:30:44,480 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 17:58:10, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.5940, loss: 3.5940 +2025-05-13 17:31:26,345 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 17:57:16, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 3.6625, loss: 3.6625 +2025-05-13 17:32:08,428 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 17:56:26, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 3.6484, loss: 3.6484 +2025-05-13 17:32:49,859 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 17:55:25, time: 0.414, data_time: 0.001, memory: 10837, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 3.6301, loss: 3.6301 +2025-05-13 17:33:30,653 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 17:54:14, time: 0.408, data_time: 0.000, memory: 10837, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.5695, loss: 3.5695 +2025-05-13 17:34:11,985 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 17:53:11, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.5001, loss: 3.5001 +2025-05-13 17:34:53,858 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 17:52:19, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.6048, loss: 3.6048 +2025-05-13 17:35:35,149 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 17:51:16, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 3.5196, loss: 3.5196 +2025-05-13 17:36:16,240 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 17:50:10, time: 0.411, data_time: 0.000, memory: 10837, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 3.5150, loss: 3.5150 +2025-05-13 17:36:56,940 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 17:48:58, time: 0.407, data_time: 0.000, memory: 10837, top1_acc: 0.7575, top5_acc: 0.9675, loss_cls: 3.6898, loss: 3.6898 +2025-05-13 17:37:38,294 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 17:47:58, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.4901, loss: 3.4901 +2025-05-13 17:38:20,298 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 17:47:08, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7581, top5_acc: 0.9656, loss_cls: 3.6748, loss: 3.6748 +2025-05-13 17:39:02,459 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 17:46:20, time: 0.422, data_time: 0.000, memory: 10837, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 3.6822, loss: 3.6822 +2025-05-13 17:39:44,756 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 17:45:35, time: 0.423, data_time: 0.000, memory: 10837, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 3.6187, loss: 3.6187 +2025-05-13 17:40:25,917 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 17:44:32, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.6504, loss: 3.6504 +2025-05-13 17:41:08,517 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 17:43:51, time: 0.426, data_time: 0.000, memory: 10837, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 3.6273, loss: 3.6273 +2025-05-13 17:41:50,634 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 17:43:03, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7612, top5_acc: 0.9700, loss_cls: 3.6268, loss: 3.6268 +2025-05-13 17:42:33,722 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 17:42:31, time: 0.431, data_time: 0.000, memory: 10837, top1_acc: 0.7581, top5_acc: 0.9625, loss_cls: 3.7314, loss: 3.7314 +2025-05-13 17:43:15,556 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 17:41:39, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7775, top5_acc: 0.9694, loss_cls: 3.6390, loss: 3.6390 +2025-05-13 17:43:58,172 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 17:40:59, time: 0.426, data_time: 0.000, memory: 10837, top1_acc: 0.7688, top5_acc: 0.9706, loss_cls: 3.5938, loss: 3.5938 +2025-05-13 17:44:40,242 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 17:40:10, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 3.4035, loss: 3.4035 +2025-05-13 17:44:43,444 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-13 17:45:56,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 17:45:56,146 - pyskl - INFO - +top1_acc 0.7491 +top5_acc 0.9533 +2025-05-13 17:45:56,233 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_7.pth was removed +2025-05-13 17:45:57,697 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-13 17:45:57,698 - pyskl - INFO - Best top1_acc is 0.7491 at 9 epoch. +2025-05-13 17:45:57,700 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7491, top5_acc: 0.9533 +2025-05-13 17:47:06,004 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 17:45:29, time: 0.683, data_time: 0.274, memory: 10837, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.4640, loss: 3.4640 +2025-05-13 17:47:49,659 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 17:45:03, time: 0.437, data_time: 0.000, memory: 10837, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 3.5324, loss: 3.5324 +2025-05-13 17:48:30,899 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 17:44:00, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.6137, loss: 3.6137 +2025-05-13 17:49:12,583 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 17:43:04, time: 0.417, data_time: 0.000, memory: 10837, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.6124, loss: 3.6124 +2025-05-13 17:49:54,313 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 17:42:09, time: 0.417, data_time: 0.000, memory: 10837, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.5526, loss: 3.5526 +2025-05-13 17:50:36,418 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 17:41:20, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7944, top5_acc: 0.9800, loss_cls: 3.5005, loss: 3.5005 +2025-05-13 17:51:18,132 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 17:40:24, time: 0.417, data_time: 0.000, memory: 10837, top1_acc: 0.8106, top5_acc: 0.9806, loss_cls: 3.4316, loss: 3.4316 +2025-05-13 17:51:59,964 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 17:39:31, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.4268, loss: 3.4268 +2025-05-13 17:52:41,741 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 17:38:37, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.5543, loss: 3.5543 +2025-05-13 17:53:23,531 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 17:37:43, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.5557, loss: 3.5557 +2025-05-13 17:54:03,807 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 17:36:27, time: 0.403, data_time: 0.000, memory: 10837, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.4855, loss: 3.4855 +2025-05-13 17:54:45,188 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 17:35:28, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 3.4888, loss: 3.4888 +2025-05-13 17:55:27,076 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 17:34:36, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.5798, loss: 3.5798 +2025-05-13 17:56:08,693 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 17:33:40, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.4626, loss: 3.4626 +2025-05-13 17:56:50,230 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 17:32:43, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 3.5138, loss: 3.5138 +2025-05-13 17:57:32,065 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 17:31:51, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.4989, loss: 3.4989 +2025-05-13 17:58:14,008 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 17:31:00, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.6633, loss: 3.6633 +2025-05-13 17:58:55,908 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 17:30:09, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.5570, loss: 3.5570 +2025-05-13 17:59:37,137 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 17:29:08, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.4758, loss: 3.4758 +2025-05-13 18:00:19,074 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 17:28:18, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 3.4842, loss: 3.4842 +2025-05-13 18:01:01,185 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 17:27:30, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 3.4808, loss: 3.4808 +2025-05-13 18:01:42,944 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 17:26:37, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 3.6056, loss: 3.6056 +2025-05-13 18:02:24,901 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 17:25:47, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.4326, loss: 3.4326 +2025-05-13 18:03:06,737 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 17:24:55, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 3.3976, loss: 3.3976 +2025-05-13 18:03:48,541 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 17:24:03, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.5278, loss: 3.5278 +2025-05-13 18:03:52,025 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-13 18:05:05,536 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 18:05:05,629 - pyskl - INFO - +top1_acc 0.7346 +top5_acc 0.9376 +2025-05-13 18:05:05,632 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7346, top5_acc: 0.9376 +2025-05-13 18:06:13,359 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 17:28:35, time: 0.677, data_time: 0.262, memory: 10837, top1_acc: 0.7975, top5_acc: 0.9756, loss_cls: 3.5245, loss: 3.5245 +2025-05-13 18:06:55,322 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 17:27:44, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7887, top5_acc: 0.9756, loss_cls: 3.4540, loss: 3.4540 +2025-05-13 18:07:36,743 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 17:26:45, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.4334, loss: 3.4334 +2025-05-13 18:08:18,684 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 17:25:54, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.4073, loss: 3.4073 +2025-05-13 18:08:59,292 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 17:24:45, time: 0.406, data_time: 0.000, memory: 10837, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.5534, loss: 3.5534 +2025-05-13 18:09:41,253 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 17:23:54, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.4168, loss: 3.4168 +2025-05-13 18:10:23,032 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 17:23:01, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.4235, loss: 3.4235 +2025-05-13 18:11:04,840 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 17:22:08, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.4534, loss: 3.4534 +2025-05-13 18:11:46,257 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 17:21:11, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.4778, loss: 3.4778 +2025-05-13 18:12:27,463 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 17:20:10, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.3807, loss: 3.3807 +2025-05-13 18:13:09,007 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 17:19:14, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.3802, loss: 3.3802 +2025-05-13 18:13:50,832 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 17:18:22, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7681, top5_acc: 0.9681, loss_cls: 3.5177, loss: 3.5177 +2025-05-13 18:14:32,870 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 17:17:33, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 3.4267, loss: 3.4267 +2025-05-13 18:15:15,224 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 17:16:48, time: 0.424, data_time: 0.000, memory: 10837, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.3757, loss: 3.3757 +2025-05-13 18:15:56,989 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 17:15:56, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.8075, top5_acc: 0.9781, loss_cls: 3.4075, loss: 3.4075 +2025-05-13 18:16:38,936 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 17:15:06, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.3463, loss: 3.3463 +2025-05-13 18:17:20,720 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 17:14:14, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.4754, loss: 3.4754 +2025-05-13 18:18:02,688 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 17:13:24, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.4915, loss: 3.4915 +2025-05-13 18:18:44,783 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 17:12:36, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.4833, loss: 3.4833 +2025-05-13 18:19:26,733 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 17:11:46, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.4814, loss: 3.4814 +2025-05-13 18:20:08,576 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 17:10:55, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.4471, loss: 3.4471 +2025-05-13 18:20:49,977 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 17:09:58, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.4413, loss: 3.4413 +2025-05-13 18:21:31,453 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 17:09:03, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.3883, loss: 3.3883 +2025-05-13 18:22:13,093 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 17:08:09, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.3457, loss: 3.3457 +2025-05-13 18:22:54,752 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 17:07:16, time: 0.417, data_time: 0.000, memory: 10837, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.4481, loss: 3.4481 +2025-05-13 18:22:57,922 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-13 18:24:10,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 18:24:10,384 - pyskl - INFO - +top1_acc 0.7790 +top5_acc 0.9640 +2025-05-13 18:24:10,449 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_9.pth was removed +2025-05-13 18:24:11,728 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-13 18:24:11,729 - pyskl - INFO - Best top1_acc is 0.7790 at 11 epoch. +2025-05-13 18:24:11,732 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7790, top5_acc: 0.9640 +2025-05-13 18:25:19,946 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 17:11:22, time: 0.682, data_time: 0.261, memory: 10837, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.3542, loss: 3.3542 +2025-05-13 18:26:01,449 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 17:10:26, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.3039, loss: 3.3039 +2025-05-13 18:26:42,828 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 17:09:29, time: 0.414, data_time: 0.000, memory: 10837, top1_acc: 0.8044, top5_acc: 0.9750, loss_cls: 3.4165, loss: 3.4165 +2025-05-13 18:27:24,451 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 17:08:34, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.4625, loss: 3.4625 +2025-05-13 18:28:06,704 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 17:07:48, time: 0.423, data_time: 0.000, memory: 10837, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.3286, loss: 3.3286 +2025-05-13 18:28:48,603 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 17:06:57, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.4088, loss: 3.4088 +2025-05-13 18:29:30,552 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 17:06:07, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.1727, loss: 3.1727 +2025-05-13 18:30:12,426 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 17:05:16, time: 0.419, data_time: 0.000, memory: 10837, top1_acc: 0.7956, top5_acc: 0.9750, loss_cls: 3.4422, loss: 3.4422 +2025-05-13 18:30:53,907 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 17:04:20, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.3510, loss: 3.3510 +2025-05-13 18:31:34,637 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 17:03:15, time: 0.407, data_time: 0.000, memory: 10837, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.2884, loss: 3.2884 +2025-05-13 18:32:15,889 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 17:02:17, time: 0.413, data_time: 0.000, memory: 10837, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.4716, loss: 3.4716 +2025-05-13 18:32:57,060 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:01:18, time: 0.412, data_time: 0.000, memory: 10837, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 3.3575, loss: 3.3575 +2025-05-13 18:33:38,908 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:00:27, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.4186, loss: 3.4186 +2025-05-13 18:34:20,925 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 16:59:38, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.4343, loss: 3.4343 +2025-05-13 18:35:03,245 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 16:58:53, time: 0.423, data_time: 0.000, memory: 10837, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.4137, loss: 3.4137 +2025-05-13 18:35:45,265 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 16:58:04, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.3710, loss: 3.3710 +2025-05-13 18:36:26,840 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 16:57:10, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.4128, loss: 3.4128 +2025-05-13 18:37:09,188 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 16:56:26, time: 0.423, data_time: 0.000, memory: 10837, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.3577, loss: 3.3577 +2025-05-13 18:37:51,000 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 16:55:35, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 3.4377, loss: 3.4377 +2025-05-13 18:38:33,112 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 16:54:47, time: 0.421, data_time: 0.000, memory: 10837, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.3612, loss: 3.3612 +2025-05-13 18:39:15,076 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 16:53:58, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 3.5386, loss: 3.5386 +2025-05-13 18:39:56,585 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 16:53:04, time: 0.415, data_time: 0.000, memory: 10837, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.3887, loss: 3.3887 +2025-05-13 18:40:38,207 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 16:52:11, time: 0.416, data_time: 0.000, memory: 10837, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.3212, loss: 3.3212 +2025-05-13 18:41:19,983 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 16:51:20, time: 0.418, data_time: 0.000, memory: 10837, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.3053, loss: 3.3053 +2025-05-13 18:42:01,961 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 16:50:31, time: 0.420, data_time: 0.000, memory: 10837, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.3335, loss: 3.3335 +2025-05-13 18:42:05,163 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-13 18:43:16,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 18:43:16,810 - pyskl - INFO - +top1_acc 0.7297 +top5_acc 0.9547 +2025-05-13 18:43:16,813 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7297, top5_acc: 0.9547 +2025-05-13 18:44:25,235 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 16:54:13, time: 0.684, data_time: 0.268, memory: 10838, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.2949, loss: 3.2949 +2025-05-13 18:45:06,485 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 16:53:15, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.4311, loss: 3.4311 +2025-05-13 18:45:48,582 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 16:52:27, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.3277, loss: 3.3277 +2025-05-13 18:46:30,474 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 16:51:37, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.2053, loss: 3.2053 +2025-05-13 18:47:12,829 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 16:50:52, time: 0.424, data_time: 0.000, memory: 10838, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.3245, loss: 3.3245 +2025-05-13 18:47:54,760 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 16:50:02, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 3.3750, loss: 3.3750 +2025-05-13 18:48:36,460 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 16:49:09, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.4295, loss: 3.4295 +2025-05-13 18:49:18,389 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 16:48:19, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.3403, loss: 3.3403 +2025-05-13 18:50:00,269 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 16:47:29, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.4112, loss: 3.4112 +2025-05-13 18:50:42,500 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 16:46:43, time: 0.422, data_time: 0.000, memory: 10838, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.3731, loss: 3.3731 +2025-05-13 18:51:24,275 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 16:45:51, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.3212, loss: 3.3212 +2025-05-13 18:52:05,831 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 16:44:57, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.2343, loss: 3.2343 +2025-05-13 18:52:47,580 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 16:44:06, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.3012, loss: 3.3012 +2025-05-13 18:53:27,498 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 16:42:54, time: 0.399, data_time: 0.000, memory: 10838, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.2696, loss: 3.2696 +2025-05-13 18:54:07,248 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 16:41:41, time: 0.397, data_time: 0.000, memory: 10838, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.4180, loss: 3.4180 +2025-05-13 18:54:47,874 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 16:40:38, time: 0.406, data_time: 0.000, memory: 10838, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2494, loss: 3.2494 +2025-05-13 18:55:29,713 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 16:39:48, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.3353, loss: 3.3353 +2025-05-13 18:56:11,559 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 16:38:58, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.2988, loss: 3.2988 +2025-05-13 18:56:53,048 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 16:38:04, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.2429, loss: 3.2429 +2025-05-13 18:57:34,981 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 16:37:15, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.2968, loss: 3.2968 +2025-05-13 18:58:16,868 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 16:36:25, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.2455, loss: 3.2455 +2025-05-13 18:58:58,058 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 16:35:29, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.3226, loss: 3.3226 +2025-05-13 18:59:39,188 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 16:34:31, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.2061, loss: 3.2061 +2025-05-13 19:00:20,833 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 16:33:39, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.2774, loss: 3.2774 +2025-05-13 19:01:02,518 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 16:32:48, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.3221, loss: 3.3221 +2025-05-13 19:01:05,702 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-13 19:02:19,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 19:02:19,540 - pyskl - INFO - +top1_acc 0.7867 +top5_acc 0.9631 +2025-05-13 19:02:19,630 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_11.pth was removed +2025-05-13 19:02:21,301 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-13 19:02:21,301 - pyskl - INFO - Best top1_acc is 0.7867 at 13 epoch. +2025-05-13 19:02:21,305 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7867, top5_acc: 0.9631 +2025-05-13 19:03:30,649 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 16:36:18, time: 0.693, data_time: 0.274, memory: 10838, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.2800, loss: 3.2800 +2025-05-13 19:04:11,887 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 16:35:21, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.3076, loss: 3.3076 +2025-05-13 19:04:54,000 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 16:34:34, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.3168, loss: 3.3168 +2025-05-13 19:05:36,105 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 16:33:46, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.2131, loss: 3.2131 +2025-05-13 19:06:18,011 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 16:32:57, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 3.1640, loss: 3.1640 +2025-05-13 19:07:00,100 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 16:32:09, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3306, loss: 3.3306 +2025-05-13 19:07:41,959 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 16:31:19, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3303, loss: 3.3303 +2025-05-13 19:08:23,957 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 16:30:30, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.1927, loss: 3.1927 +2025-05-13 19:09:05,820 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 16:29:40, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.4092, loss: 3.4092 +2025-05-13 19:09:47,182 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 16:28:45, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.3289, loss: 3.3289 +2025-05-13 19:10:29,223 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 16:27:58, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.3359, loss: 3.3359 +2025-05-13 19:11:10,670 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 16:27:04, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.1710, loss: 3.1710 +2025-05-13 19:11:52,118 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 16:26:10, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.4677, loss: 3.4677 +2025-05-13 19:12:33,032 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 16:25:11, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.4531, loss: 3.4531 +2025-05-13 19:13:14,688 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 16:24:19, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.1698, loss: 3.1698 +2025-05-13 19:13:56,253 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 16:23:27, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3045, loss: 3.3045 +2025-05-13 19:14:38,152 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 16:22:38, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 3.1657, loss: 3.1657 +2025-05-13 19:15:19,881 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 16:21:47, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.2083, loss: 3.2083 +2025-05-13 19:16:01,636 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 16:20:56, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.2883, loss: 3.2883 +2025-05-13 19:16:43,483 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 16:20:07, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2967, loss: 3.2967 +2025-05-13 19:17:25,387 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 16:19:18, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.2423, loss: 3.2423 +2025-05-13 19:18:06,522 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 16:18:22, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.2567, loss: 3.2567 +2025-05-13 19:18:48,404 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 16:17:33, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 3.2426, loss: 3.2426 +2025-05-13 19:19:30,236 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 16:16:43, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.2888, loss: 3.2888 +2025-05-13 19:20:11,018 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 16:15:44, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.2755, loss: 3.2755 +2025-05-13 19:20:14,090 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-13 19:21:27,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 19:21:27,130 - pyskl - INFO - +top1_acc 0.7694 +top5_acc 0.9549 +2025-05-13 19:21:27,133 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7694, top5_acc: 0.9549 +2025-05-13 19:22:37,196 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 16:19:01, time: 0.701, data_time: 0.281, memory: 10838, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2586, loss: 3.2586 +2025-05-13 19:23:18,413 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 16:18:05, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.2227, loss: 3.2227 +2025-05-13 19:23:59,634 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 16:17:09, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.1255, loss: 3.1255 +2025-05-13 19:24:41,510 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 16:16:19, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.1007, loss: 3.1007 +2025-05-13 19:25:23,586 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 16:15:32, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.2045, loss: 3.2045 +2025-05-13 19:26:05,097 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 16:14:39, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2289, loss: 3.2289 +2025-05-13 19:26:46,454 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 16:13:45, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1643, loss: 3.1643 +2025-05-13 19:27:28,487 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 16:12:57, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3020, loss: 3.3020 +2025-05-13 19:28:10,368 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 16:12:08, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.2493, loss: 3.2493 +2025-05-13 19:28:52,305 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 16:11:19, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.2415, loss: 3.2415 +2025-05-13 19:29:33,264 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 16:10:21, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8087, top5_acc: 0.9788, loss_cls: 3.3117, loss: 3.3117 +2025-05-13 19:30:14,873 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 16:09:30, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0915, loss: 3.0915 +2025-05-13 19:30:56,397 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 16:08:38, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.3167, loss: 3.3167 +2025-05-13 19:31:37,348 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 16:07:40, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8163, top5_acc: 0.9800, loss_cls: 3.2600, loss: 3.2600 +2025-05-13 19:32:18,905 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 16:06:48, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.1881, loss: 3.1881 +2025-05-13 19:33:01,041 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 16:06:02, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.2554, loss: 3.2554 +2025-05-13 19:33:43,005 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 16:05:14, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.0949, loss: 3.0949 +2025-05-13 19:34:25,072 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:04:27, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.4150, loss: 3.4150 +2025-05-13 19:35:06,869 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:03:37, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.2470, loss: 3.2470 +2025-05-13 19:35:47,528 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:02:37, time: 0.407, data_time: 0.000, memory: 10838, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.3269, loss: 3.3269 +2025-05-13 19:36:28,734 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:01:42, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.2800, loss: 3.2800 +2025-05-13 19:37:10,164 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:00:50, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.2830, loss: 3.2830 +2025-05-13 19:37:52,008 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:00:01, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.2905, loss: 3.2905 +2025-05-13 19:38:33,964 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 15:59:13, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 3.0828, loss: 3.0828 +2025-05-13 19:39:15,757 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 15:58:24, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8125, top5_acc: 0.9812, loss_cls: 3.2802, loss: 3.2802 +2025-05-13 19:39:18,961 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-13 19:40:30,133 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 19:40:30,227 - pyskl - INFO - +top1_acc 0.7900 +top5_acc 0.9633 +2025-05-13 19:40:30,328 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_13.pth was removed +2025-05-13 19:40:31,973 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-05-13 19:40:31,974 - pyskl - INFO - Best top1_acc is 0.7900 at 15 epoch. +2025-05-13 19:40:31,977 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7900, top5_acc: 0.9633 +2025-05-13 19:41:39,511 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:01:00, time: 0.675, data_time: 0.270, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1353, loss: 3.1353 +2025-05-13 19:42:19,835 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 15:59:57, time: 0.403, data_time: 0.000, memory: 10838, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.2385, loss: 3.2385 +2025-05-13 19:43:01,666 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 15:59:08, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 3.2819, loss: 3.2819 +2025-05-13 19:43:43,710 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 15:58:20, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.2252, loss: 3.2252 +2025-05-13 19:44:25,574 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 15:57:31, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.2246, loss: 3.2246 +2025-05-13 19:45:07,412 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 15:56:42, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.2085, loss: 3.2085 +2025-05-13 19:45:48,464 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 15:55:46, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.2451, loss: 3.2451 +2025-05-13 19:46:30,318 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 15:54:57, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.2098, loss: 3.2098 +2025-05-13 19:47:11,762 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 15:54:05, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.1439, loss: 3.1439 +2025-05-13 19:47:53,327 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 15:53:13, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.2252, loss: 3.2252 +2025-05-13 19:48:35,419 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 15:52:27, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1662, loss: 3.1662 +2025-05-13 19:49:17,160 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 15:51:37, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.1991, loss: 3.1991 +2025-05-13 19:49:58,552 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 15:50:44, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.1934, loss: 3.1934 +2025-05-13 19:50:39,883 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 15:49:51, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.2157, loss: 3.2157 +2025-05-13 19:51:21,547 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 15:49:00, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.1875, loss: 3.1875 +2025-05-13 19:52:03,671 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 15:48:14, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.1735, loss: 3.1735 +2025-05-13 19:52:45,611 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 15:47:26, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.1590, loss: 3.1590 +2025-05-13 19:53:27,160 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 15:46:35, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.2610, loss: 3.2610 +2025-05-13 19:54:08,940 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 15:45:46, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.3021, loss: 3.3021 +2025-05-13 19:54:49,748 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 15:44:49, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.3705, loss: 3.3705 +2025-05-13 19:55:31,428 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 15:43:59, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.3298, loss: 3.3298 +2025-05-13 19:56:12,599 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 15:43:05, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.2217, loss: 3.2217 +2025-05-13 19:56:54,403 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 15:42:16, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.2501, loss: 3.2501 +2025-05-13 19:57:36,261 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 15:41:28, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1837, loss: 3.1837 +2025-05-13 19:58:18,108 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 15:40:39, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8081, top5_acc: 0.9775, loss_cls: 3.2525, loss: 3.2525 +2025-05-13 19:58:21,553 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-13 19:59:34,093 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 19:59:34,188 - pyskl - INFO - +top1_acc 0.8069 +top5_acc 0.9680 +2025-05-13 19:59:34,270 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_15.pth was removed +2025-05-13 19:59:35,746 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-13 19:59:35,746 - pyskl - INFO - Best top1_acc is 0.8069 at 16 epoch. +2025-05-13 19:59:35,749 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.8069, top5_acc: 0.9680 +2025-05-13 20:00:44,445 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 15:43:11, time: 0.687, data_time: 0.267, memory: 10838, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.2620, loss: 3.2620 +2025-05-13 20:01:26,281 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 15:42:22, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.1529, loss: 3.1529 +2025-05-13 20:02:07,598 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 15:41:29, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1296, loss: 3.1296 +2025-05-13 20:02:48,924 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 15:40:36, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.9877, loss: 2.9877 +2025-05-13 20:03:30,931 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 15:39:49, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.1289, loss: 3.1289 +2025-05-13 20:04:12,677 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 15:38:59, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.2667, loss: 3.2667 +2025-05-13 20:04:54,237 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 15:38:08, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.1209, loss: 3.1209 +2025-05-13 20:05:35,972 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 15:37:19, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.1432, loss: 3.1432 +2025-05-13 20:06:17,435 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 15:36:27, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.1853, loss: 3.1853 +2025-05-13 20:06:58,909 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 15:35:35, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.2491, loss: 3.2491 +2025-05-13 20:07:40,520 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 15:34:45, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.2281, loss: 3.2281 +2025-05-13 20:08:22,130 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 15:33:55, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 3.1767, loss: 3.1767 +2025-05-13 20:09:03,621 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 15:33:03, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.1235, loss: 3.1235 +2025-05-13 20:09:45,283 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 15:32:14, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.1933, loss: 3.1933 +2025-05-13 20:10:27,169 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 15:31:26, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.3474, loss: 3.3474 +2025-05-13 20:11:08,601 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 15:30:34, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.2285, loss: 3.2285 +2025-05-13 20:11:50,730 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 15:29:48, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.1808, loss: 3.1808 +2025-05-13 20:12:31,787 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 15:28:53, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.1171, loss: 3.1171 +2025-05-13 20:13:13,376 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 15:28:03, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.1854, loss: 3.1854 +2025-05-13 20:13:54,341 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 15:27:08, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.2445, loss: 3.2445 +2025-05-13 20:14:34,689 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 15:26:08, time: 0.403, data_time: 0.000, memory: 10838, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.2184, loss: 3.2184 +2025-05-13 20:15:16,412 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 15:25:19, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.2134, loss: 3.2134 +2025-05-13 20:15:57,456 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 15:24:25, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.2717, loss: 3.2717 +2025-05-13 20:16:37,634 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 15:23:24, time: 0.402, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.1108, loss: 3.1108 +2025-05-13 20:17:18,936 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 15:22:32, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.2693, loss: 3.2693 +2025-05-13 20:17:22,116 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-13 20:18:33,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 20:18:33,610 - pyskl - INFO - +top1_acc 0.7779 +top5_acc 0.9643 +2025-05-13 20:18:33,612 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7779, top5_acc: 0.9643 +2025-05-13 20:19:42,949 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 15:24:56, time: 0.693, data_time: 0.275, memory: 10838, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 3.1815, loss: 3.1815 +2025-05-13 20:20:24,956 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 15:24:09, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.1412, loss: 3.1412 +2025-05-13 20:21:06,464 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 15:23:18, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.2568, loss: 3.2568 +2025-05-13 20:21:47,027 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 15:22:19, time: 0.406, data_time: 0.000, memory: 10838, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.0967, loss: 3.0967 +2025-05-13 20:22:28,352 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 15:21:27, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0577, loss: 3.0577 +2025-05-13 20:23:09,665 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 15:20:35, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.1476, loss: 3.1476 +2025-05-13 20:23:51,483 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 15:19:46, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.1832, loss: 3.1832 +2025-05-13 20:24:33,576 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 15:19:00, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1004, loss: 3.1004 +2025-05-13 20:25:15,681 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 15:18:14, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.2408, loss: 3.2408 +2025-05-13 20:25:57,375 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 15:17:25, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 3.1150, loss: 3.1150 +2025-05-13 20:26:38,369 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 15:16:30, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.1109, loss: 3.1109 +2025-05-13 20:27:19,804 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 15:15:39, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.1030, loss: 3.1030 +2025-05-13 20:28:01,372 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 15:14:49, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.1889, loss: 3.1889 +2025-05-13 20:28:43,317 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 15:14:02, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.2142, loss: 3.2142 +2025-05-13 20:29:24,524 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 15:13:09, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.1545, loss: 3.1545 +2025-05-13 20:30:06,547 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 15:12:23, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.1265, loss: 3.1265 +2025-05-13 20:30:48,476 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 15:11:36, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 3.1251, loss: 3.1251 +2025-05-13 20:31:29,807 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 15:10:44, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8113, top5_acc: 0.9788, loss_cls: 3.2751, loss: 3.2751 +2025-05-13 20:32:11,582 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 15:09:56, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1025, loss: 3.1025 +2025-05-13 20:32:53,171 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 15:09:06, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9812, loss_cls: 3.2361, loss: 3.2361 +2025-05-13 20:33:34,923 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 15:08:17, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 3.2806, loss: 3.2806 +2025-05-13 20:34:16,852 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 15:07:30, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.1986, loss: 3.1986 +2025-05-13 20:34:57,971 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 15:06:37, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1083, loss: 3.1083 +2025-05-13 20:35:39,902 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 15:05:50, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.2210, loss: 3.2210 +2025-05-13 20:36:21,676 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:05:02, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0699, loss: 3.0699 +2025-05-13 20:36:24,859 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-13 20:37:36,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 20:37:36,099 - pyskl - INFO - +top1_acc 0.8162 +top5_acc 0.9688 +2025-05-13 20:37:36,176 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_16.pth was removed +2025-05-13 20:37:38,123 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-13 20:37:38,123 - pyskl - INFO - Best top1_acc is 0.8162 at 18 epoch. +2025-05-13 20:37:38,128 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.8162, top5_acc: 0.9688 +2025-05-13 20:38:47,196 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 15:07:13, time: 0.691, data_time: 0.280, memory: 10838, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.2384, loss: 3.2384 +2025-05-13 20:39:28,339 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:06:19, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.1463, loss: 3.1463 +2025-05-13 20:40:09,140 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:05:24, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.1313, loss: 3.1313 +2025-05-13 20:40:50,747 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:04:34, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.1427, loss: 3.1427 +2025-05-13 20:41:32,580 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:03:46, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.1199, loss: 3.1199 +2025-05-13 20:42:14,258 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:02:57, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.1234, loss: 3.1234 +2025-05-13 20:42:56,253 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:02:10, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.0838, loss: 3.0838 +2025-05-13 20:43:38,778 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:01:27, time: 0.425, data_time: 0.000, memory: 10838, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.1913, loss: 3.1913 +2025-05-13 20:44:20,685 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:00:40, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 3.0034, loss: 3.0034 +2025-05-13 20:45:02,465 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 14:59:52, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.0371, loss: 3.0371 +2025-05-13 20:45:43,768 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 14:59:00, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.1317, loss: 3.1317 +2025-05-13 20:46:24,394 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 14:58:04, time: 0.406, data_time: 0.000, memory: 10838, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.0842, loss: 3.0842 +2025-05-13 20:47:05,921 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 14:57:14, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.1381, loss: 3.1381 +2025-05-13 20:47:46,892 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 14:56:20, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.1149, loss: 3.1149 +2025-05-13 20:48:28,525 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 14:55:31, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.1944, loss: 3.1944 +2025-05-13 20:49:11,209 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 14:54:49, time: 0.427, data_time: 0.000, memory: 10838, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1982, loss: 3.1982 +2025-05-13 20:49:53,031 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 14:54:02, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.0628, loss: 3.0628 +2025-05-13 20:50:34,561 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 14:53:12, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.1389, loss: 3.1389 +2025-05-13 20:51:16,540 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 14:52:25, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1925, loss: 3.1925 +2025-05-13 20:51:57,689 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 14:51:33, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.1078, loss: 3.1078 +2025-05-13 20:52:39,408 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 14:50:45, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1726, loss: 3.1726 +2025-05-13 20:53:21,293 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 14:49:58, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.1566, loss: 3.1566 +2025-05-13 20:54:02,932 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 14:49:09, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.1328, loss: 3.1328 +2025-05-13 20:54:44,717 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 14:48:21, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.0954, loss: 3.0954 +2025-05-13 20:55:26,145 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 14:47:31, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.1964, loss: 3.1964 +2025-05-13 20:55:29,422 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-13 20:56:41,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 20:56:41,997 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9707 +2025-05-13 20:56:42,000 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8148, top5_acc: 0.9707 +2025-05-13 20:57:50,091 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 14:49:24, time: 0.681, data_time: 0.264, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1081, loss: 3.1081 +2025-05-13 20:58:31,909 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 14:48:36, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1914, loss: 3.1914 +2025-05-13 20:59:13,788 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 14:47:48, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.1362, loss: 3.1362 +2025-05-13 20:59:55,826 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 14:47:02, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8213, top5_acc: 0.9869, loss_cls: 3.1512, loss: 3.1512 +2025-05-13 21:00:37,586 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 14:46:14, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.0569, loss: 3.0569 +2025-05-13 21:01:18,365 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 14:45:19, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9731, loss: 2.9731 +2025-05-13 21:01:59,581 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 14:44:27, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.1277, loss: 3.1277 +2025-05-13 21:02:41,444 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 14:43:40, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.1230, loss: 3.1230 +2025-05-13 21:03:23,341 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 14:42:53, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.1158, loss: 3.1158 +2025-05-13 21:04:05,213 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 14:42:05, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 3.2334, loss: 3.2334 +2025-05-13 21:04:47,107 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 14:41:18, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.1150, loss: 3.1150 +2025-05-13 21:05:28,414 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 14:40:27, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.0163, loss: 3.0163 +2025-05-13 21:06:09,515 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 14:39:35, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.1488, loss: 3.1488 +2025-05-13 21:06:51,424 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 14:38:48, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.0624, loss: 3.0624 +2025-05-13 21:07:32,959 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 14:37:59, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0376, loss: 3.0376 +2025-05-13 21:08:14,741 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 14:37:11, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1043, loss: 3.1043 +2025-05-13 21:08:56,499 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 14:36:23, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.2109, loss: 3.2109 +2025-05-13 21:09:38,032 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 14:35:34, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.1937, loss: 3.1937 +2025-05-13 21:10:19,464 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 14:34:44, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.1792, loss: 3.1792 +2025-05-13 21:11:01,408 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 14:33:57, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.1404, loss: 3.1404 +2025-05-13 21:11:42,359 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 14:33:04, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.0898, loss: 3.0898 +2025-05-13 21:12:23,981 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 14:32:16, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.1040, loss: 3.1040 +2025-05-13 21:13:05,898 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 14:31:29, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.0626, loss: 3.0626 +2025-05-13 21:13:47,484 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 14:30:40, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.1199, loss: 3.1199 +2025-05-13 21:14:28,620 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 14:29:48, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.0773, loss: 3.0773 +2025-05-13 21:14:31,815 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-13 21:15:43,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 21:15:44,084 - pyskl - INFO - +top1_acc 0.8035 +top5_acc 0.9697 +2025-05-13 21:15:44,087 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.8035, top5_acc: 0.9697 +2025-05-13 21:16:52,960 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 14:31:38, time: 0.689, data_time: 0.276, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.9452, loss: 2.9452 +2025-05-13 21:17:33,841 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 14:30:44, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 3.1133, loss: 3.1133 +2025-05-13 21:18:15,602 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 14:29:56, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 3.1242, loss: 3.1242 +2025-05-13 21:18:57,308 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 14:29:08, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1393, loss: 3.1393 +2025-05-13 21:19:38,025 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 14:28:13, time: 0.407, data_time: 0.000, memory: 10838, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.0465, loss: 3.0465 +2025-05-13 21:20:19,462 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 14:27:23, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 2.9577, loss: 2.9577 +2025-05-13 21:21:00,881 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 14:26:33, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.1159, loss: 3.1159 +2025-05-13 21:21:42,620 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 14:25:45, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.0511, loss: 3.0511 +2025-05-13 21:22:24,497 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 14:24:58, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0250, loss: 3.0250 +2025-05-13 21:23:06,097 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 14:24:10, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1015, loss: 3.1015 +2025-05-13 21:23:47,672 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 14:23:21, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9831, loss_cls: 3.0781, loss: 3.0781 +2025-05-13 21:24:29,748 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 14:22:35, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8413, top5_acc: 0.9856, loss_cls: 3.1408, loss: 3.1408 +2025-05-13 21:25:11,445 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 14:21:47, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.0058, loss: 3.0058 +2025-05-13 21:25:53,301 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 14:21:00, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1108, loss: 3.1108 +2025-05-13 21:26:35,301 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 14:20:14, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.1727, loss: 3.1727 +2025-05-13 21:27:17,202 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 14:19:27, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 3.1847, loss: 3.1847 +2025-05-13 21:27:58,476 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 14:18:37, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.0855, loss: 3.0855 +2025-05-13 21:28:39,308 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 14:17:43, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1166, loss: 3.1166 +2025-05-13 21:29:20,323 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 14:16:51, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.1222, loss: 3.1222 +2025-05-13 21:30:01,997 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 14:16:03, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.0818, loss: 3.0818 +2025-05-13 21:30:43,569 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 14:15:15, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.0758, loss: 3.0758 +2025-05-13 21:31:24,513 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 14:14:22, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.1511, loss: 3.1511 +2025-05-13 21:32:05,862 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 14:13:32, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.2339, loss: 3.2339 +2025-05-13 21:32:47,634 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 14:12:45, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1451, loss: 3.1451 +2025-05-13 21:33:29,292 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 14:11:57, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9064, loss: 2.9064 +2025-05-13 21:33:32,726 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-13 21:34:45,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 21:34:45,150 - pyskl - INFO - +top1_acc 0.7969 +top5_acc 0.9641 +2025-05-13 21:34:45,153 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7969, top5_acc: 0.9641 +2025-05-13 21:35:52,433 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 14:13:28, time: 0.673, data_time: 0.255, memory: 10838, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.1017, loss: 3.1017 +2025-05-13 21:36:33,807 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 14:12:38, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0605, loss: 3.0605 +2025-05-13 21:37:15,530 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 14:11:50, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0370, loss: 3.0370 +2025-05-13 21:37:57,091 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 14:11:01, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9970, loss: 2.9970 +2025-05-13 21:38:38,584 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 14:10:12, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1424, loss: 3.1424 +2025-05-13 21:39:20,313 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 14:09:25, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.1281, loss: 3.1281 +2025-05-13 21:40:01,372 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 14:08:33, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.0308, loss: 3.0308 +2025-05-13 21:40:42,052 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 14:07:39, time: 0.407, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.0451, loss: 3.0451 +2025-05-13 21:41:23,308 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:06:48, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 3.1641, loss: 3.1641 +2025-05-13 21:42:04,129 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:05:55, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.0884, loss: 3.0884 +2025-05-13 21:42:45,213 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:05:04, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0251, loss: 3.0251 +2025-05-13 21:43:27,057 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:04:17, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1092, loss: 3.1092 +2025-05-13 21:44:09,032 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:03:31, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 2.9974, loss: 2.9974 +2025-05-13 21:44:51,008 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:02:45, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.0278, loss: 3.0278 +2025-05-13 21:45:32,298 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:01:55, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.1215, loss: 3.1215 +2025-05-13 21:46:13,708 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:01:06, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0701, loss: 3.0701 +2025-05-13 21:46:54,648 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:00:14, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1505, loss: 3.1505 +2025-05-13 21:47:35,912 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 13:59:24, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.1079, loss: 3.1079 +2025-05-13 21:48:17,632 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 13:58:36, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 3.1215, loss: 3.1215 +2025-05-13 21:48:58,178 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 13:57:42, time: 0.405, data_time: 0.000, memory: 10838, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.0789, loss: 3.0789 +2025-05-13 21:49:38,808 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 13:56:48, time: 0.406, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.0940, loss: 3.0940 +2025-05-13 21:50:19,910 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 13:55:57, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.0809, loss: 3.0809 +2025-05-13 21:51:01,077 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 13:55:07, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.0501, loss: 3.0501 +2025-05-13 21:51:42,024 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 13:54:15, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8281, top5_acc: 0.9831, loss_cls: 3.0841, loss: 3.0841 +2025-05-13 21:52:23,540 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 13:53:27, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.0648, loss: 3.0648 +2025-05-13 21:52:27,006 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-13 21:53:39,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 21:53:39,677 - pyskl - INFO - +top1_acc 0.8115 +top5_acc 0.9692 +2025-05-13 21:53:39,680 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8115, top5_acc: 0.9692 +2025-05-13 21:54:46,348 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 13:54:47, time: 0.667, data_time: 0.260, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0631, loss: 3.0631 +2025-05-13 21:55:26,867 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 13:53:52, time: 0.405, data_time: 0.000, memory: 10838, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.9637, loss: 2.9637 +2025-05-13 21:56:07,555 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 13:52:59, time: 0.407, data_time: 0.000, memory: 10838, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 3.0389, loss: 3.0389 +2025-05-13 21:56:48,888 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 13:52:09, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.0808, loss: 3.0808 +2025-05-13 21:57:30,721 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 13:51:23, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.0163, loss: 3.0163 +2025-05-13 21:58:12,780 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 13:50:37, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1143, loss: 3.1143 +2025-05-13 21:58:54,620 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 13:49:51, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9844, loss_cls: 2.9947, loss: 2.9947 +2025-05-13 21:59:36,618 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 13:49:05, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.1087, loss: 3.1087 +2025-05-13 22:00:18,213 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 13:48:17, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.0174, loss: 3.0174 +2025-05-13 22:00:59,901 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 13:47:29, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.0580, loss: 3.0580 +2025-05-13 22:01:41,519 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 13:46:42, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.0452, loss: 3.0452 +2025-05-13 22:02:23,376 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 13:45:55, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 3.1318, loss: 3.1318 +2025-05-13 22:03:04,236 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 13:45:03, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.0874, loss: 3.0874 +2025-05-13 22:03:45,696 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 13:44:14, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.1935, loss: 3.1935 +2025-05-13 22:04:26,145 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 13:43:20, time: 0.404, data_time: 0.000, memory: 10838, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.0744, loss: 3.0744 +2025-05-13 22:05:07,464 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 13:42:31, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.1303, loss: 3.1303 +2025-05-13 22:05:48,525 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 13:41:40, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 3.0342, loss: 3.0342 +2025-05-13 22:06:28,550 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 13:40:43, time: 0.400, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1432, loss: 3.1432 +2025-05-13 22:07:09,528 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 13:39:52, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.1039, loss: 3.1039 +2025-05-13 22:07:51,164 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 13:39:05, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.1766, loss: 3.1766 +2025-05-13 22:08:33,008 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 13:38:18, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0448, loss: 3.0448 +2025-05-13 22:09:14,658 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 13:37:31, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.0022, loss: 3.0022 +2025-05-13 22:09:56,039 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 13:36:42, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.0901, loss: 3.0901 +2025-05-13 22:10:37,852 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 13:35:56, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.1210, loss: 3.1210 +2025-05-13 22:11:19,533 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 13:35:09, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.9811, loss: 2.9811 +2025-05-13 22:11:22,673 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-13 22:12:34,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 22:12:34,762 - pyskl - INFO - +top1_acc 0.8159 +top5_acc 0.9714 +2025-05-13 22:12:34,765 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8159, top5_acc: 0.9714 +2025-05-13 22:13:42,620 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 13:36:29, time: 0.678, data_time: 0.259, memory: 10838, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0074, loss: 3.0074 +2025-05-13 22:14:24,354 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 13:35:42, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.9309, loss: 2.9309 +2025-05-13 22:15:05,797 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 13:34:53, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.9562, loss: 2.9562 +2025-05-13 22:15:47,538 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 13:34:06, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.9679, loss: 2.9679 +2025-05-13 22:16:29,592 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 13:33:21, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.0221, loss: 3.0221 +2025-05-13 22:17:11,532 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 13:32:35, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.0493, loss: 3.0493 +2025-05-13 22:17:53,216 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 13:31:48, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0697, loss: 3.0697 +2025-05-13 22:18:35,308 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 13:31:03, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.9389, loss: 2.9389 +2025-05-13 22:19:17,348 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 13:30:18, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.0940, loss: 3.0940 +2025-05-13 22:19:59,338 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 13:29:32, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 3.0136, loss: 3.0136 +2025-05-13 22:20:41,011 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 13:28:45, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.0079, loss: 3.0079 +2025-05-13 22:21:22,195 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 13:27:55, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 3.0267, loss: 3.0267 +2025-05-13 22:22:03,656 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 13:27:07, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9957, loss: 2.9957 +2025-05-13 22:22:45,349 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 13:26:20, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.0629, loss: 3.0629 +2025-05-13 22:23:27,613 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 13:25:36, time: 0.423, data_time: 0.000, memory: 10838, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1718, loss: 3.1718 +2025-05-13 22:24:08,458 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 13:24:44, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.0076, loss: 3.0076 +2025-05-13 22:24:50,417 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 13:23:59, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.1419, loss: 3.1419 +2025-05-13 22:25:31,156 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 13:23:06, time: 0.407, data_time: 0.000, memory: 10838, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.0667, loss: 3.0667 +2025-05-13 22:26:12,078 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 13:22:15, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.0810, loss: 3.0810 +2025-05-13 22:26:53,556 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 13:21:27, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.1108, loss: 3.1108 +2025-05-13 22:27:35,534 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 13:20:42, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.0904, loss: 3.0904 +2025-05-13 22:28:17,036 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 13:19:54, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0912, loss: 3.0912 +2025-05-13 22:28:58,907 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 13:19:08, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 3.0477, loss: 3.0477 +2025-05-13 22:29:40,470 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 13:18:20, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.0696, loss: 3.0696 +2025-05-13 22:30:22,449 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 13:17:35, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.0587, loss: 3.0587 +2025-05-13 22:30:25,885 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-13 22:31:38,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 22:31:38,827 - pyskl - INFO - +top1_acc 0.7832 +top5_acc 0.9619 +2025-05-13 22:31:38,830 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7832, top5_acc: 0.9619 +2025-05-13 22:32:45,976 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 13:18:46, time: 0.671, data_time: 0.269, memory: 10838, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 2.9298, loss: 2.9298 +2025-05-13 22:33:26,555 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 13:17:53, time: 0.406, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.9826, loss: 2.9826 +2025-05-13 22:34:08,485 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 13:17:07, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 2.9742, loss: 2.9742 +2025-05-13 22:34:50,228 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 13:16:20, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8743, loss: 2.8743 +2025-05-13 22:35:32,372 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 13:15:36, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.0604, loss: 3.0604 +2025-05-13 22:36:14,177 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 13:14:49, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 2.9667, loss: 2.9667 +2025-05-13 22:36:54,948 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 13:13:57, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9087, loss: 2.9087 +2025-05-13 22:37:36,730 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 13:13:11, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 2.9218, loss: 2.9218 +2025-05-13 22:38:18,497 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 13:12:24, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.9852, loss: 2.9852 +2025-05-13 22:39:00,013 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 13:11:37, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.1376, loss: 3.1376 +2025-05-13 22:39:42,311 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 13:10:53, time: 0.423, data_time: 0.000, memory: 10838, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.2335, loss: 3.2335 +2025-05-13 22:40:23,968 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 13:10:06, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.9719, loss: 2.9719 +2025-05-13 22:41:05,771 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 13:09:19, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.0689, loss: 3.0689 +2025-05-13 22:41:46,695 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 13:08:29, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.0508, loss: 3.0508 +2025-05-13 22:42:27,953 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 13:07:40, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.1152, loss: 3.1152 +2025-05-13 22:43:09,452 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:06:52, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8250, top5_acc: 0.9819, loss_cls: 3.1315, loss: 3.1315 +2025-05-13 22:43:50,398 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:06:01, time: 0.409, data_time: 0.000, memory: 10838, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 2.9817, loss: 2.9817 +2025-05-13 22:44:32,329 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:05:16, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.9913, loss: 2.9913 +2025-05-13 22:45:14,385 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:04:31, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1216, loss: 3.1216 +2025-05-13 22:45:56,225 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:03:45, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 3.0067, loss: 3.0067 +2025-05-13 22:46:37,997 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:02:58, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1010, loss: 3.1010 +2025-05-13 22:47:19,189 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:02:09, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9582, loss: 2.9582 +2025-05-13 22:48:00,500 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:01:21, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1014, loss: 3.1014 +2025-05-13 22:48:42,431 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:00:35, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.0246, loss: 3.0246 +2025-05-13 22:49:23,982 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 12:59:48, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0981, loss: 3.0981 +2025-05-13 22:49:27,071 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-13 22:50:39,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 22:50:39,888 - pyskl - INFO - +top1_acc 0.7998 +top5_acc 0.9694 +2025-05-13 22:50:39,892 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7998, top5_acc: 0.9694 +2025-05-13 22:51:48,701 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:01:01, time: 0.688, data_time: 0.269, memory: 10838, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9494, loss: 2.9494 +2025-05-13 22:52:30,777 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:00:16, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.9488, loss: 2.9488 +2025-05-13 22:53:12,615 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 12:59:30, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9213, loss: 2.9213 +2025-05-13 22:53:54,308 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 12:58:43, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0034, loss: 3.0034 +2025-05-13 22:54:36,157 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 12:57:57, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9606, loss: 2.9606 +2025-05-13 22:55:18,095 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 12:57:12, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0345, loss: 3.0345 +2025-05-13 22:56:00,215 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 12:56:27, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.0621, loss: 3.0621 +2025-05-13 22:56:41,676 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 12:55:39, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.9499, loss: 2.9499 +2025-05-13 22:57:23,631 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 12:54:54, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.9925, loss: 2.9925 +2025-05-13 22:58:05,650 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 12:54:08, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0609, loss: 3.0609 +2025-05-13 22:58:47,697 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 12:53:23, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.9831, loss: 2.9831 +2025-05-13 22:59:30,031 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 12:52:40, time: 0.423, data_time: 0.000, memory: 10838, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.1608, loss: 3.1608 +2025-05-13 23:00:11,755 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 12:51:53, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9984, loss: 2.9984 +2025-05-13 23:00:52,947 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 12:51:04, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.0788, loss: 3.0788 +2025-05-13 23:01:33,736 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 12:50:13, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 3.0777, loss: 3.0777 +2025-05-13 23:02:15,463 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 12:49:27, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.9485, loss: 2.9485 +2025-05-13 23:02:57,438 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 12:48:41, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0479, loss: 3.0479 +2025-05-13 23:03:39,005 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 12:47:54, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.0206, loss: 3.0206 +2025-05-13 23:04:20,026 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 12:47:04, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.9730, loss: 2.9730 +2025-05-13 23:05:01,765 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 12:46:18, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.0706, loss: 3.0706 +2025-05-13 23:05:43,061 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 12:45:29, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9196, loss: 2.9196 +2025-05-13 23:06:23,450 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 12:44:37, time: 0.404, data_time: 0.000, memory: 10838, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.9285, loss: 2.9285 +2025-05-13 23:07:04,695 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 12:43:48, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0388, loss: 3.0388 +2025-05-13 23:07:46,344 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 12:43:01, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.0787, loss: 3.0787 +2025-05-13 23:08:27,808 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 12:42:14, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9745, loss: 2.9745 +2025-05-13 23:08:30,919 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-13 23:09:44,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 23:09:44,303 - pyskl - INFO - +top1_acc 0.8123 +top5_acc 0.9718 +2025-05-13 23:09:44,307 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.8123, top5_acc: 0.9718 +2025-05-13 23:10:52,285 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 12:43:18, time: 0.680, data_time: 0.261, memory: 10838, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.9684, loss: 2.9684 +2025-05-13 23:11:33,795 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 12:42:30, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 3.0107, loss: 3.0107 +2025-05-13 23:12:15,780 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 12:41:45, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9908, loss: 2.9908 +2025-05-13 23:12:57,400 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 12:40:58, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0071, loss: 3.0071 +2025-05-13 23:13:39,165 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 12:40:12, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.0229, loss: 3.0229 +2025-05-13 23:14:21,232 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 12:39:27, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.9201, loss: 2.9201 +2025-05-13 23:15:03,060 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 12:38:41, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9506, loss: 2.9506 +2025-05-13 23:15:44,852 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 12:37:55, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.0646, loss: 3.0646 +2025-05-13 23:16:26,405 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 12:37:07, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.8485, loss: 2.8485 +2025-05-13 23:17:08,045 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 12:36:21, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.0690, loss: 3.0690 +2025-05-13 23:17:49,740 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 12:35:34, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.9216, loss: 2.9216 +2025-05-13 23:18:31,030 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 12:34:46, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9232, loss: 2.9232 +2025-05-13 23:19:11,992 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 12:33:56, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.0862, loss: 3.0862 +2025-05-13 23:19:52,829 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 12:33:05, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 3.0640, loss: 3.0640 +2025-05-13 23:20:34,333 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 12:32:18, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.0884, loss: 3.0884 +2025-05-13 23:21:16,212 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 12:31:32, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.1142, loss: 3.1142 +2025-05-13 23:21:58,090 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 12:30:47, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.0333, loss: 3.0333 +2025-05-13 23:22:39,589 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 12:30:00, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0819, loss: 3.0819 +2025-05-13 23:23:21,352 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 12:29:14, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.0458, loss: 3.0458 +2025-05-13 23:24:02,874 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 12:28:26, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.0066, loss: 3.0066 +2025-05-13 23:24:44,115 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 12:27:38, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9631, loss: 2.9631 +2025-05-13 23:25:25,547 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 12:26:50, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 2.9767, loss: 2.9767 +2025-05-13 23:26:07,432 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 12:26:05, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.0041, loss: 3.0041 +2025-05-13 23:26:49,461 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 12:25:20, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.9688, loss: 2.9688 +2025-05-13 23:27:31,357 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 12:24:35, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1076, loss: 3.1076 +2025-05-13 23:27:34,806 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-13 23:28:47,784 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 23:28:47,882 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9674 +2025-05-13 23:28:47,885 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7938, top5_acc: 0.9674 +2025-05-13 23:29:57,179 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 12:25:40, time: 0.693, data_time: 0.274, memory: 10838, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.8424, loss: 2.8424 +2025-05-13 23:30:39,276 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 12:24:55, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8798, loss: 2.8798 +2025-05-13 23:31:21,139 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 12:24:09, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 3.0241, loss: 3.0241 +2025-05-13 23:32:03,029 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 12:23:24, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.9656, loss: 2.9656 +2025-05-13 23:32:44,968 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 12:22:38, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.0056, loss: 3.0056 +2025-05-13 23:33:26,563 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 12:21:52, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8575, top5_acc: 0.9888, loss_cls: 2.8501, loss: 2.8501 +2025-05-13 23:34:08,335 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 12:21:05, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0402, loss: 3.0402 +2025-05-13 23:34:49,936 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 12:20:19, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 2.9483, loss: 2.9483 +2025-05-13 23:35:32,170 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 12:19:35, time: 0.422, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.9951, loss: 2.9951 +2025-05-13 23:36:14,165 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 12:18:50, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0027, loss: 3.0027 +2025-05-13 23:36:56,385 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 12:18:06, time: 0.422, data_time: 0.000, memory: 10838, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.9783, loss: 2.9783 +2025-05-13 23:37:38,205 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 12:17:20, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.9212, loss: 2.9212 +2025-05-13 23:38:20,269 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 12:16:35, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 2.9271, loss: 2.9271 +2025-05-13 23:39:01,409 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 12:15:46, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 2.9124, loss: 2.9124 +2025-05-13 23:39:42,384 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 12:14:57, time: 0.410, data_time: 0.000, memory: 10838, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 2.9449, loss: 2.9449 +2025-05-13 23:40:22,806 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 12:14:05, time: 0.404, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0230, loss: 3.0230 +2025-05-13 23:41:04,820 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 12:13:20, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 3.0248, loss: 3.0248 +2025-05-13 23:41:46,624 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 12:12:34, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.9258, loss: 2.9258 +2025-05-13 23:42:28,555 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 12:11:49, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9667, loss: 2.9667 +2025-05-13 23:43:09,120 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 12:10:58, time: 0.406, data_time: 0.000, memory: 10838, top1_acc: 0.8331, top5_acc: 0.9819, loss_cls: 3.0472, loss: 3.0472 +2025-05-13 23:43:50,733 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 12:10:11, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.0442, loss: 3.0442 +2025-05-13 23:44:30,723 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:09:17, time: 0.400, data_time: 0.000, memory: 10838, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 3.0218, loss: 3.0218 +2025-05-13 23:45:12,469 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:08:32, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8344, loss: 2.8344 +2025-05-13 23:45:54,053 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:07:45, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.0024, loss: 3.0024 +2025-05-13 23:46:36,008 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:07:00, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 2.9361, loss: 2.9361 +2025-05-13 23:46:39,522 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-13 23:47:52,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-13 23:47:52,179 - pyskl - INFO - +top1_acc 0.8267 +top5_acc 0.9742 +2025-05-13 23:47:52,234 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_18.pth was removed +2025-05-13 23:47:53,571 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-05-13 23:47:53,572 - pyskl - INFO - Best top1_acc is 0.8267 at 28 epoch. +2025-05-13 23:47:53,575 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8267, top5_acc: 0.9742 +2025-05-13 23:49:02,846 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:08:00, time: 0.693, data_time: 0.271, memory: 10838, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8254, loss: 2.8254 +2025-05-13 23:49:44,370 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:07:13, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.9363, loss: 2.9363 +2025-05-13 23:50:25,431 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:06:24, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.9505, loss: 2.9505 +2025-05-13 23:51:06,139 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:05:33, time: 0.407, data_time: 0.000, memory: 10838, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.8635, loss: 2.8635 +2025-05-13 23:51:47,864 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:04:47, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8693, loss: 2.8693 +2025-05-13 23:52:29,891 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:04:02, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0394, loss: 3.0394 +2025-05-13 23:53:11,817 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:03:17, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9698, loss: 2.9698 +2025-05-13 23:53:53,533 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:02:31, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 2.9755, loss: 2.9755 +2025-05-13 23:54:34,970 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:01:44, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.9599, loss: 2.9599 +2025-05-13 23:55:17,050 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:00:59, time: 0.421, data_time: 0.000, memory: 10838, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1106, loss: 3.1106 +2025-05-13 23:55:58,960 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:00:14, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9001, loss: 2.9001 +2025-05-13 23:56:40,901 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 11:59:29, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.0208, loss: 3.0208 +2025-05-13 23:57:23,092 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 11:58:45, time: 0.422, data_time: 0.000, memory: 10838, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.9826, loss: 2.9826 +2025-05-13 23:58:04,604 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 11:57:58, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0162, loss: 3.0162 +2025-05-13 23:58:45,823 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 11:57:09, time: 0.412, data_time: 0.000, memory: 10838, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.9373, loss: 2.9373 +2025-05-13 23:59:27,788 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 11:56:24, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.9356, loss: 2.9356 +2025-05-14 00:00:09,134 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 11:55:37, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.0226, loss: 3.0226 +2025-05-14 00:00:51,009 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 11:54:51, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0565, loss: 3.0565 +2025-05-14 00:01:32,685 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 11:54:05, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9031, loss: 2.9031 +2025-05-14 00:02:14,536 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 11:53:20, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9177, loss: 2.9177 +2025-05-14 00:02:56,056 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 11:52:33, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 3.0588, loss: 3.0588 +2025-05-14 00:03:37,992 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 11:51:48, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.9484, loss: 2.9484 +2025-05-14 00:04:19,944 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 11:51:03, time: 0.420, data_time: 0.000, memory: 10838, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.0868, loss: 3.0868 +2025-05-14 00:05:01,834 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 11:50:18, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9456, loss: 2.9456 +2025-05-14 00:05:43,593 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 11:49:32, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.1634, loss: 3.1634 +2025-05-14 00:05:46,830 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-14 00:06:59,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 00:06:59,921 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9703 +2025-05-14 00:06:59,924 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8179, top5_acc: 0.9703 +2025-05-14 00:08:09,021 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 11:50:27, time: 0.691, data_time: 0.285, memory: 10838, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.9049, loss: 2.9049 +2025-05-14 00:08:50,543 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 11:49:40, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8775, loss: 2.8775 +2025-05-14 00:09:32,051 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 11:48:53, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.0177, loss: 3.0177 +2025-05-14 00:10:13,531 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 11:48:06, time: 0.415, data_time: 0.000, memory: 10838, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8918, loss: 2.8918 +2025-05-14 00:10:55,361 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 11:47:20, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.9939, loss: 2.9939 +2025-05-14 00:11:37,123 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 11:46:34, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.0093, loss: 3.0093 +2025-05-14 00:12:18,809 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 11:45:48, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.8879, loss: 2.8879 +2025-05-14 00:13:00,749 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 11:45:03, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8456, top5_acc: 0.9862, loss_cls: 2.9513, loss: 2.9513 +2025-05-14 00:13:42,632 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 11:44:18, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.8585, loss: 2.8585 +2025-05-14 00:14:23,890 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 11:43:30, time: 0.413, data_time: 0.000, memory: 10838, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.9211, loss: 2.9211 +2025-05-14 00:15:04,046 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 11:42:38, time: 0.402, data_time: 0.000, memory: 10838, top1_acc: 0.8500, top5_acc: 0.9869, loss_cls: 2.8602, loss: 2.8602 +2025-05-14 00:15:44,845 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 11:41:48, time: 0.408, data_time: 0.000, memory: 10838, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9707, loss: 2.9707 +2025-05-14 00:16:26,621 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 11:41:02, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.9902, loss: 2.9902 +2025-05-14 00:17:08,008 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 11:40:15, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 3.0031, loss: 3.0031 +2025-05-14 00:17:49,403 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 11:39:28, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 3.0230, loss: 3.0230 +2025-05-14 00:18:31,213 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 11:38:42, time: 0.418, data_time: 0.000, memory: 10838, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.9312, loss: 2.9312 +2025-05-14 00:19:12,854 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 11:37:56, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0560, loss: 3.0560 +2025-05-14 00:19:54,455 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 11:37:10, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.1029, loss: 3.1029 +2025-05-14 00:20:36,057 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 11:36:23, time: 0.416, data_time: 0.000, memory: 10838, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 3.0579, loss: 3.0579 +2025-05-14 00:21:17,760 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 11:35:37, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.9979, loss: 2.9979 +2025-05-14 00:21:58,430 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 11:34:47, time: 0.407, data_time: 0.000, memory: 10838, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 2.9904, loss: 2.9904 +2025-05-14 00:22:39,817 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 11:34:00, time: 0.414, data_time: 0.000, memory: 10838, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.0228, loss: 3.0228 +2025-05-14 00:23:21,700 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 11:33:15, time: 0.419, data_time: 0.000, memory: 10838, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.8576, loss: 2.8576 +2025-05-14 00:24:02,786 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 11:32:27, time: 0.411, data_time: 0.000, memory: 10838, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0191, loss: 3.0191 +2025-05-14 00:24:44,501 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 11:31:41, time: 0.417, data_time: 0.000, memory: 10838, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9598, loss: 2.9598 +2025-05-14 00:24:47,734 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-14 00:26:00,583 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 00:26:00,679 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9709 +2025-05-14 00:26:00,682 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8168, top5_acc: 0.9709 +2025-05-14 00:27:08,961 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 11:32:28, time: 0.683, data_time: 0.269, memory: 10839, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9461, loss: 2.9461 +2025-05-14 00:27:50,848 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 11:31:43, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.9414, loss: 2.9414 +2025-05-14 00:28:31,993 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 11:30:55, time: 0.411, data_time: 0.000, memory: 10839, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.9329, loss: 2.9329 +2025-05-14 00:29:13,629 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 11:30:09, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.8788, loss: 2.8788 +2025-05-14 00:29:55,276 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 11:29:22, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.8159, loss: 2.8159 +2025-05-14 00:30:37,280 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 11:28:38, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.9003, loss: 2.9003 +2025-05-14 00:31:19,268 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 11:27:53, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8962, loss: 2.8962 +2025-05-14 00:32:01,391 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 11:27:09, time: 0.421, data_time: 0.000, memory: 10839, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8878, loss: 2.8878 +2025-05-14 00:32:43,290 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 11:26:24, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9016, loss: 2.9016 +2025-05-14 00:33:25,129 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 11:25:38, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9110, loss: 2.9110 +2025-05-14 00:34:05,811 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 11:24:48, time: 0.407, data_time: 0.000, memory: 10839, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 2.9736, loss: 2.9736 +2025-05-14 00:34:48,047 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 11:24:04, time: 0.422, data_time: 0.000, memory: 10839, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.8800, loss: 2.8800 +2025-05-14 00:35:29,917 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 11:23:19, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.9052, loss: 2.9052 +2025-05-14 00:36:11,208 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 11:22:32, time: 0.413, data_time: 0.000, memory: 10839, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 2.8864, loss: 2.8864 +2025-05-14 00:36:53,297 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 11:21:47, time: 0.421, data_time: 0.000, memory: 10839, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.0779, loss: 3.0779 +2025-05-14 00:37:35,077 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 11:21:02, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.0068, loss: 3.0068 +2025-05-14 00:38:16,825 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 11:20:16, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9428, loss: 2.9428 +2025-05-14 00:38:58,451 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 11:19:30, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.9580, loss: 2.9580 +2025-05-14 00:39:40,149 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 11:18:44, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 2.9939, loss: 2.9939 +2025-05-14 00:40:21,900 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 11:17:59, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0623, loss: 3.0623 +2025-05-14 00:41:03,618 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 11:17:13, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9585, loss: 2.9585 +2025-05-14 00:41:45,220 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 11:16:27, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8068, loss: 2.8068 +2025-05-14 00:42:26,946 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 11:15:41, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.8990, loss: 2.8990 +2025-05-14 00:43:08,928 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 11:14:56, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.0236, loss: 3.0236 +2025-05-14 00:43:49,718 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 11:14:07, time: 0.408, data_time: 0.000, memory: 10839, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 2.9456, loss: 2.9456 +2025-05-14 00:43:52,857 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-14 00:45:05,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 00:45:05,778 - pyskl - INFO - +top1_acc 0.7972 +top5_acc 0.9672 +2025-05-14 00:45:05,782 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7972, top5_acc: 0.9672 +2025-05-14 00:46:14,620 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 11:14:53, time: 0.688, data_time: 0.276, memory: 10839, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.9672, loss: 2.9672 +2025-05-14 00:46:55,399 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 11:14:04, time: 0.408, data_time: 0.000, memory: 10839, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 2.9748, loss: 2.9748 +2025-05-14 00:47:37,181 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 11:13:18, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8088, loss: 2.8088 +2025-05-14 00:48:18,717 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 11:12:32, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.9363, loss: 2.9363 +2025-05-14 00:49:00,573 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:11:46, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.8607, loss: 2.8607 +2025-05-14 00:49:42,805 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:11:03, time: 0.422, data_time: 0.000, memory: 10839, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 2.9753, loss: 2.9753 +2025-05-14 00:50:24,730 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:10:18, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.9941, loss: 2.9941 +2025-05-14 00:51:06,608 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:09:33, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.0254, loss: 3.0254 +2025-05-14 00:51:48,365 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:08:47, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7710, loss: 2.7710 +2025-05-14 00:52:30,256 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:08:02, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9208, loss: 2.9208 +2025-05-14 00:53:11,733 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:07:15, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0249, loss: 3.0249 +2025-05-14 00:53:53,375 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:06:29, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 2.9962, loss: 2.9962 +2025-05-14 00:54:35,542 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:05:45, time: 0.422, data_time: 0.000, memory: 10839, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.9173, loss: 2.9173 +2025-05-14 00:55:17,062 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:04:59, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8755, loss: 2.8755 +2025-05-14 00:55:58,601 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:04:12, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9605, loss: 2.9605 +2025-05-14 00:56:40,289 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:03:27, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.0884, loss: 3.0884 +2025-05-14 00:57:22,119 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:02:41, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.0215, loss: 3.0215 +2025-05-14 00:58:03,829 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:01:56, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9362, loss: 2.9362 +2025-05-14 00:58:45,705 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:01:11, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.9587, loss: 2.9587 +2025-05-14 00:59:27,080 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:00:24, time: 0.414, data_time: 0.000, memory: 10839, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.0081, loss: 3.0081 +2025-05-14 01:00:08,948 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 10:59:39, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0924, loss: 3.0924 +2025-05-14 01:00:50,757 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 10:58:53, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 2.8926, loss: 2.8926 +2025-05-14 01:01:32,632 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 10:58:08, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.7978, loss: 2.7978 +2025-05-14 01:02:14,593 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 10:57:24, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9423, loss: 2.9423 +2025-05-14 01:02:55,818 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 10:56:36, time: 0.412, data_time: 0.000, memory: 10839, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8967, loss: 2.8967 +2025-05-14 01:02:58,946 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-14 01:04:12,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 01:04:12,314 - pyskl - INFO - +top1_acc 0.8216 +top5_acc 0.9771 +2025-05-14 01:04:12,317 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8216, top5_acc: 0.9771 +2025-05-14 01:05:19,395 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 10:57:12, time: 0.671, data_time: 0.260, memory: 10839, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.8851, loss: 2.8851 +2025-05-14 01:06:00,772 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 10:56:25, time: 0.414, data_time: 0.000, memory: 10839, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.9337, loss: 2.9337 +2025-05-14 01:06:42,222 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 10:55:39, time: 0.414, data_time: 0.000, memory: 10839, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.8947, loss: 2.8947 +2025-05-14 01:07:24,000 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 10:54:53, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.9117, loss: 2.9117 +2025-05-14 01:08:06,085 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 10:54:09, time: 0.421, data_time: 0.000, memory: 10839, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8519, loss: 2.8519 +2025-05-14 01:08:48,005 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 10:53:24, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 2.9734, loss: 2.9734 +2025-05-14 01:09:30,125 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 10:52:40, time: 0.421, data_time: 0.000, memory: 10839, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9205, loss: 2.9205 +2025-05-14 01:10:10,371 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 10:51:49, time: 0.402, data_time: 0.000, memory: 10839, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8132, loss: 2.8132 +2025-05-14 01:10:50,598 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 10:50:58, time: 0.402, data_time: 0.000, memory: 10839, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.8883, loss: 2.8883 +2025-05-14 01:11:31,961 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 10:50:11, time: 0.414, data_time: 0.000, memory: 10839, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.8987, loss: 2.8987 +2025-05-14 01:12:13,784 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 10:49:26, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9096, loss: 2.9096 +2025-05-14 01:12:55,504 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 10:48:40, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.9862, loss: 2.9862 +2025-05-14 01:13:37,276 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 10:47:55, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.9514, loss: 2.9514 +2025-05-14 01:14:19,303 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 10:47:10, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.8411, loss: 2.8411 +2025-05-14 01:15:01,473 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 10:46:26, time: 0.422, data_time: 0.000, memory: 10839, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9212, loss: 2.9212 +2025-05-14 01:15:43,163 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 10:45:41, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8606, top5_acc: 0.9731, loss_cls: 2.9886, loss: 2.9886 +2025-05-14 01:16:24,721 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 10:44:54, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 2.8492, loss: 2.8492 +2025-05-14 01:17:06,533 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 10:44:09, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0056, loss: 3.0056 +2025-05-14 01:17:48,381 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 10:43:24, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 2.8035, loss: 2.8035 +2025-05-14 01:18:30,690 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 10:42:41, time: 0.423, data_time: 0.000, memory: 10839, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.8272, loss: 2.8272 +2025-05-14 01:19:12,176 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 10:41:55, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9028, loss: 2.9028 +2025-05-14 01:19:54,325 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 10:41:11, time: 0.421, data_time: 0.000, memory: 10839, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9680, loss: 2.9680 +2025-05-14 01:20:36,461 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 10:40:27, time: 0.421, data_time: 0.000, memory: 10839, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.1080, loss: 3.1080 +2025-05-14 01:21:18,313 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 10:39:42, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8977, loss: 2.8977 +2025-05-14 01:22:00,104 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 10:38:56, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.8777, loss: 2.8777 +2025-05-14 01:22:03,283 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-14 01:23:16,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 01:23:16,253 - pyskl - INFO - +top1_acc 0.8140 +top5_acc 0.9704 +2025-05-14 01:23:16,258 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8140, top5_acc: 0.9704 +2025-05-14 01:24:23,481 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 10:39:30, time: 0.672, data_time: 0.258, memory: 10839, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.9538, loss: 2.9538 +2025-05-14 01:25:05,730 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 10:38:46, time: 0.422, data_time: 0.000, memory: 10839, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.9206, loss: 2.9206 +2025-05-14 01:25:47,756 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 10:38:01, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8731, loss: 2.8731 +2025-05-14 01:26:29,568 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 10:37:16, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.9240, loss: 2.9240 +2025-05-14 01:27:11,219 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 10:36:30, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.9100, loss: 2.9100 +2025-05-14 01:27:52,709 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 10:35:44, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.9227, loss: 2.9227 +2025-05-14 01:28:34,972 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 10:35:00, time: 0.423, data_time: 0.000, memory: 10839, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.9239, loss: 2.9239 +2025-05-14 01:29:16,146 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 10:34:13, time: 0.412, data_time: 0.000, memory: 10839, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.7877, loss: 2.7877 +2025-05-14 01:29:57,702 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 10:33:27, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 2.9915, loss: 2.9915 +2025-05-14 01:30:38,294 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 10:32:37, time: 0.406, data_time: 0.000, memory: 10839, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.8753, loss: 2.8753 +2025-05-14 01:31:19,303 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 10:31:49, time: 0.410, data_time: 0.000, memory: 10839, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8503, loss: 2.8503 +2025-05-14 01:32:00,483 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 10:31:02, time: 0.412, data_time: 0.000, memory: 10839, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9052, loss: 2.9052 +2025-05-14 01:32:41,578 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 10:30:14, time: 0.411, data_time: 0.000, memory: 10839, top1_acc: 0.8394, top5_acc: 0.9856, loss_cls: 2.9404, loss: 2.9404 +2025-05-14 01:33:23,608 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 10:29:30, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 2.9475, loss: 2.9475 +2025-05-14 01:34:05,371 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 10:28:45, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.8427, loss: 2.8427 +2025-05-14 01:34:47,344 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 10:28:00, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8952, loss: 2.8952 +2025-05-14 01:35:28,634 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 10:27:13, time: 0.413, data_time: 0.000, memory: 10839, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.9439, loss: 2.9439 +2025-05-14 01:36:08,875 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 10:26:23, time: 0.402, data_time: 0.000, memory: 10839, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.9647, loss: 2.9647 +2025-05-14 01:36:49,601 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 10:25:34, time: 0.407, data_time: 0.000, memory: 10839, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.8482, loss: 2.8482 +2025-05-14 01:37:31,288 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 10:24:48, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9259, loss: 2.9259 +2025-05-14 01:38:12,988 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 10:24:03, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9887, loss: 2.9887 +2025-05-14 01:38:54,764 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 10:23:18, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 2.8917, loss: 2.8917 +2025-05-14 01:39:36,944 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 10:22:34, time: 0.422, data_time: 0.000, memory: 10839, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 2.9907, loss: 2.9907 +2025-05-14 01:40:18,876 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 10:21:49, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8291, loss: 2.8291 +2025-05-14 01:41:00,768 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 10:21:05, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9500, loss: 2.9500 +2025-05-14 01:41:03,928 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-14 01:42:15,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 01:42:15,992 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9712 +2025-05-14 01:42:16,035 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_28.pth was removed +2025-05-14 01:42:17,401 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2025-05-14 01:42:17,401 - pyskl - INFO - Best top1_acc is 0.8320 at 34 epoch. +2025-05-14 01:42:17,404 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8320, top5_acc: 0.9712 +2025-05-14 01:43:26,485 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 10:21:41, time: 0.691, data_time: 0.273, memory: 10839, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.7743, loss: 2.7743 +2025-05-14 01:44:08,301 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 10:20:56, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9445, loss: 2.9445 +2025-05-14 01:44:49,786 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 10:20:10, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.7811, loss: 2.7811 +2025-05-14 01:45:31,964 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 10:19:26, time: 0.422, data_time: 0.000, memory: 10839, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9121, loss: 2.9121 +2025-05-14 01:46:13,928 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 10:18:41, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 2.9000, loss: 2.9000 +2025-05-14 01:46:55,424 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 10:17:55, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 2.9222, loss: 2.9222 +2025-05-14 01:47:36,246 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 10:17:07, time: 0.408, data_time: 0.000, memory: 10839, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9132, loss: 2.9132 +2025-05-14 01:48:16,810 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 10:16:18, time: 0.406, data_time: 0.000, memory: 10839, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.8218, loss: 2.8218 +2025-05-14 01:48:57,837 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 10:15:30, time: 0.410, data_time: 0.000, memory: 10839, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.8098, loss: 2.8098 +2025-05-14 01:49:39,498 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 10:14:44, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.9275, loss: 2.9275 +2025-05-14 01:50:20,667 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 10:13:57, time: 0.412, data_time: 0.000, memory: 10839, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.9279, loss: 2.9279 +2025-05-14 01:51:01,898 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:13:10, time: 0.412, data_time: 0.000, memory: 10839, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.8779, loss: 2.8779 +2025-05-14 01:51:42,323 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:12:20, time: 0.404, data_time: 0.000, memory: 10839, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.9590, loss: 2.9590 +2025-05-14 01:52:22,817 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:11:31, time: 0.405, data_time: 0.000, memory: 10839, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9070, loss: 2.9070 +2025-05-14 01:53:03,784 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:10:43, time: 0.410, data_time: 0.000, memory: 10839, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 2.9673, loss: 2.9673 +2025-05-14 01:53:45,341 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:09:57, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.9010, loss: 2.9010 +2025-05-14 01:54:27,065 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:09:12, time: 0.417, data_time: 0.000, memory: 10839, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.8831, loss: 2.8831 +2025-05-14 01:55:08,336 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:08:25, time: 0.413, data_time: 0.000, memory: 10839, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.8941, loss: 2.8941 +2025-05-14 01:55:49,829 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:07:39, time: 0.415, data_time: 0.000, memory: 10839, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.8790, loss: 2.8790 +2025-05-14 01:56:31,434 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:06:53, time: 0.416, data_time: 0.000, memory: 10839, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8319, loss: 2.8319 +2025-05-14 01:57:13,264 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:06:09, time: 0.418, data_time: 0.000, memory: 10839, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9308, loss: 2.9308 +2025-05-14 01:57:55,223 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:05:24, time: 0.420, data_time: 0.000, memory: 10839, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9663, loss: 2.9663 +2025-05-14 01:58:37,100 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:04:39, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.9053, loss: 2.9053 +2025-05-14 01:59:18,965 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:03:55, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9242, loss: 2.9242 +2025-05-14 02:00:00,830 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:03:10, time: 0.419, data_time: 0.000, memory: 10839, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.9236, loss: 2.9236 +2025-05-14 02:00:03,994 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-14 02:01:17,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 02:01:17,176 - pyskl - INFO - +top1_acc 0.8282 +top5_acc 0.9730 +2025-05-14 02:01:17,178 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8282, top5_acc: 0.9730 +2025-05-14 02:02:26,063 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:03:43, time: 0.689, data_time: 0.278, memory: 10840, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.8242, loss: 2.8242 +2025-05-14 02:03:07,452 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:02:56, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.7813, loss: 2.7813 +2025-05-14 02:03:48,876 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:02:10, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9925, loss_cls: 2.8610, loss: 2.8610 +2025-05-14 02:04:30,620 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:01:25, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9030, loss: 2.9030 +2025-05-14 02:05:12,334 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:00:40, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 2.8987, loss: 2.8987 +2025-05-14 02:05:54,176 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 9:59:55, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.7963, loss: 2.7963 +2025-05-14 02:06:36,004 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 9:59:10, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8846, loss: 2.8846 +2025-05-14 02:07:16,800 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 9:58:21, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9516, loss: 2.9516 +2025-05-14 02:07:57,904 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 9:57:34, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.8863, loss: 2.8863 +2025-05-14 02:08:39,278 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 9:56:48, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8059, loss: 2.8059 +2025-05-14 02:09:19,796 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 9:55:59, time: 0.405, data_time: 0.000, memory: 10840, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8325, loss: 2.8325 +2025-05-14 02:10:00,393 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 9:55:10, time: 0.406, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.9681, loss: 2.9681 +2025-05-14 02:10:42,244 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 9:54:25, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8154, loss: 2.8154 +2025-05-14 02:11:23,759 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 9:53:39, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.9538, loss: 2.9538 +2025-05-14 02:12:04,875 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 9:52:52, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.8664, loss: 2.8664 +2025-05-14 02:12:46,040 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 9:52:05, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 2.9519, loss: 2.9519 +2025-05-14 02:13:26,781 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 9:51:17, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.9374, loss: 2.9374 +2025-05-14 02:14:08,252 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 9:50:31, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8550, top5_acc: 0.9731, loss_cls: 2.9241, loss: 2.9241 +2025-05-14 02:14:49,991 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 9:49:46, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.9114, loss: 2.9114 +2025-05-14 02:15:30,814 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 9:48:58, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.8386, loss: 2.8386 +2025-05-14 02:16:12,252 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 9:48:12, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7941, loss: 2.7941 +2025-05-14 02:16:54,212 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 9:47:27, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.8481, loss: 2.8481 +2025-05-14 02:17:35,642 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 9:46:41, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8389, loss: 2.8389 +2025-05-14 02:18:16,893 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 9:45:55, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.7537, loss: 2.7537 +2025-05-14 02:18:58,445 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 9:45:09, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.8886, loss: 2.8886 +2025-05-14 02:19:01,804 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-14 02:20:14,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 02:20:14,545 - pyskl - INFO - +top1_acc 0.8287 +top5_acc 0.9726 +2025-05-14 02:20:14,548 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8287, top5_acc: 0.9726 +2025-05-14 02:21:23,636 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 9:45:40, time: 0.691, data_time: 0.272, memory: 10840, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8318, loss: 2.8318 +2025-05-14 02:22:05,126 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 9:44:54, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.7154, loss: 2.7154 +2025-05-14 02:22:45,195 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 9:44:03, time: 0.401, data_time: 0.000, memory: 10840, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.9605, loss: 2.9605 +2025-05-14 02:23:27,148 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 9:43:19, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9000, loss: 2.9000 +2025-05-14 02:24:09,336 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 9:42:35, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8575, loss: 2.8575 +2025-05-14 02:24:50,530 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 9:41:48, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.7942, loss: 2.7942 +2025-05-14 02:25:31,536 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 9:41:01, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8253, loss: 2.8253 +2025-05-14 02:26:13,456 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 9:40:16, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.8951, loss: 2.8951 +2025-05-14 02:26:55,172 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 9:39:31, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8379, loss: 2.8379 +2025-05-14 02:27:37,022 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 9:38:47, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9032, loss: 2.9032 +2025-05-14 02:28:17,841 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 9:37:59, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 2.9357, loss: 2.9357 +2025-05-14 02:28:58,089 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 9:37:09, time: 0.402, data_time: 0.000, memory: 10840, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9080, loss: 2.9080 +2025-05-14 02:29:39,752 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 9:36:24, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8842, loss: 2.8842 +2025-05-14 02:30:21,521 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 9:35:39, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8761, loss: 2.8761 +2025-05-14 02:31:03,430 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 9:34:54, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 2.9177, loss: 2.9177 +2025-05-14 02:31:44,655 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 9:34:08, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 3.0064, loss: 3.0064 +2025-05-14 02:32:25,955 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 9:33:21, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9989, loss: 2.9989 +2025-05-14 02:33:06,980 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 9:32:34, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8501, loss: 2.8501 +2025-05-14 02:33:49,100 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 9:31:50, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8603, loss: 2.8603 +2025-05-14 02:34:31,054 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 9:31:06, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 2.9025, loss: 2.9025 +2025-05-14 02:35:13,043 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 9:30:22, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.0670, loss: 3.0670 +2025-05-14 02:35:55,041 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 9:29:37, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.9375, loss: 2.9375 +2025-05-14 02:36:36,879 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 9:28:53, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.8034, loss: 2.8034 +2025-05-14 02:37:18,398 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 9:28:07, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9381, loss: 2.9381 +2025-05-14 02:38:00,088 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 9:27:22, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.8339, loss: 2.8339 +2025-05-14 02:38:03,290 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-14 02:39:14,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 02:39:14,586 - pyskl - INFO - +top1_acc 0.8261 +top5_acc 0.9727 +2025-05-14 02:39:14,588 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8261, top5_acc: 0.9727 +2025-05-14 02:40:23,089 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 9:27:48, time: 0.685, data_time: 0.271, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7728, loss: 2.7728 +2025-05-14 02:41:05,209 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 9:27:04, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.8312, loss: 2.8312 +2025-05-14 02:41:46,724 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 9:26:19, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.8376, loss: 2.8376 +2025-05-14 02:42:28,627 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 9:25:34, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9050, loss: 2.9050 +2025-05-14 02:43:09,838 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 9:24:48, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8154, loss: 2.8154 +2025-05-14 02:43:51,708 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 9:24:03, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.8326, loss: 2.8326 +2025-05-14 02:44:33,161 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 9:23:17, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 3.0030, loss: 3.0030 +2025-05-14 02:45:14,705 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 9:22:31, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9195, loss: 2.9195 +2025-05-14 02:45:56,440 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 9:21:46, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8251, loss: 2.8251 +2025-05-14 02:46:38,336 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 9:21:02, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.8531, loss: 2.8531 +2025-05-14 02:47:20,024 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 9:20:17, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8894, loss: 2.8894 +2025-05-14 02:48:01,391 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 9:19:31, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.9319, loss: 2.9319 +2025-05-14 02:48:42,700 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 9:18:44, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.9242, loss: 2.9242 +2025-05-14 02:49:24,628 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 9:18:00, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.8327, loss: 2.8327 +2025-05-14 02:50:05,606 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 9:17:13, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.8558, loss: 2.8558 +2025-05-14 02:50:47,345 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 9:16:28, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.8287, loss: 2.8287 +2025-05-14 02:51:29,050 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 9:15:43, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.8773, loss: 2.8773 +2025-05-14 02:52:11,144 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 9:14:59, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.9327, loss: 2.9327 +2025-05-14 02:52:52,675 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 9:14:13, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 2.9439, loss: 2.9439 +2025-05-14 02:53:33,958 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:13:27, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7929, loss: 2.7929 +2025-05-14 02:54:15,762 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:12:42, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.8954, loss: 2.8954 +2025-05-14 02:54:57,632 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:11:58, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.8223, loss: 2.8223 +2025-05-14 02:55:39,549 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:11:14, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.8943, loss: 2.8943 +2025-05-14 02:56:21,396 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:10:29, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7391, loss: 2.7391 +2025-05-14 02:57:02,179 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:09:41, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8950, loss: 2.8950 +2025-05-14 02:57:05,320 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-14 02:58:18,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 02:58:18,809 - pyskl - INFO - +top1_acc 0.8234 +top5_acc 0.9717 +2025-05-14 02:58:18,812 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8234, top5_acc: 0.9717 +2025-05-14 02:59:27,486 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:10:06, time: 0.687, data_time: 0.273, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7287, loss: 2.7287 +2025-05-14 03:00:09,532 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:09:22, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8821, loss: 2.8821 +2025-05-14 03:00:50,702 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:08:35, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.9136, loss: 2.9136 +2025-05-14 03:01:32,849 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:07:51, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.9319, loss: 2.9319 +2025-05-14 03:02:14,720 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:07:07, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8030, loss: 2.8030 +2025-05-14 03:02:56,446 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:06:22, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.9704, loss: 2.9704 +2025-05-14 03:03:38,179 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:05:37, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9110, loss: 2.9110 +2025-05-14 03:04:19,960 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:04:52, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8839, loss: 2.8839 +2025-05-14 03:05:01,636 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:04:07, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 2.8399, loss: 2.8399 +2025-05-14 03:05:42,892 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:03:20, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.7979, loss: 2.7979 +2025-05-14 03:06:23,992 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:02:34, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9762, loss_cls: 2.8023, loss: 2.8023 +2025-05-14 03:07:04,280 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:01:45, time: 0.403, data_time: 0.000, memory: 10840, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.8749, loss: 2.8749 +2025-05-14 03:07:45,512 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:00:58, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8467, loss: 2.8467 +2025-05-14 03:08:26,931 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:00:12, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9121, loss: 2.9121 +2025-05-14 03:09:08,477 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 8:59:27, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.7880, loss: 2.7880 +2025-05-14 03:09:50,417 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 8:58:43, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8026, loss: 2.8026 +2025-05-14 03:10:32,514 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 8:57:59, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8610, loss: 2.8610 +2025-05-14 03:11:14,969 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 8:57:16, time: 0.425, data_time: 0.000, memory: 10840, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.9305, loss: 2.9305 +2025-05-14 03:11:56,921 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 8:56:32, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.7693, loss: 2.7693 +2025-05-14 03:12:38,749 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 8:55:47, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.7758, loss: 2.7758 +2025-05-14 03:13:19,964 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 8:55:01, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 2.9445, loss: 2.9445 +2025-05-14 03:14:01,549 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 8:54:16, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 2.8401, loss: 2.8401 +2025-05-14 03:14:42,946 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 8:53:30, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8493, loss: 2.8493 +2025-05-14 03:15:23,824 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 8:52:43, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.7546, loss: 2.7546 +2025-05-14 03:16:04,930 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 8:51:56, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7702, loss: 2.7702 +2025-05-14 03:16:08,292 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-14 03:17:21,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 03:17:21,555 - pyskl - INFO - +top1_acc 0.8177 +top5_acc 0.9724 +2025-05-14 03:17:21,558 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8177, top5_acc: 0.9724 +2025-05-14 03:18:28,774 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 8:52:14, time: 0.672, data_time: 0.253, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.7647, loss: 2.7647 +2025-05-14 03:19:10,664 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 8:51:29, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.7997, loss: 2.7997 +2025-05-14 03:19:52,662 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 8:50:45, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.6871, loss: 2.6871 +2025-05-14 03:20:34,297 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 8:50:00, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.8874, loss: 2.8874 +2025-05-14 03:21:15,876 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 8:49:15, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.8122, loss: 2.8122 +2025-05-14 03:21:57,584 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 8:48:30, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.8698, loss: 2.8698 +2025-05-14 03:22:39,299 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 8:47:45, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9900, loss_cls: 2.7805, loss: 2.7805 +2025-05-14 03:23:21,100 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 8:47:00, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7753, loss: 2.7753 +2025-05-14 03:24:02,640 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 8:46:15, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.8594, loss: 2.8594 +2025-05-14 03:24:44,330 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 8:45:30, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 2.9941, loss: 2.9941 +2025-05-14 03:25:26,048 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 8:44:45, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7640, loss: 2.7640 +2025-05-14 03:26:07,071 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 8:43:58, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8221, loss: 2.8221 +2025-05-14 03:26:48,673 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 8:43:13, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.7074, loss: 2.7074 +2025-05-14 03:27:30,605 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 8:42:29, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9339, loss: 2.9339 +2025-05-14 03:28:11,872 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 8:41:43, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7878, loss: 2.7878 +2025-05-14 03:28:53,340 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 8:40:57, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.8103, loss: 2.8103 +2025-05-14 03:29:34,549 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 8:40:11, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.9088, loss: 2.9088 +2025-05-14 03:30:16,806 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 8:39:27, time: 0.423, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9198, loss: 2.9198 +2025-05-14 03:30:58,488 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 8:38:43, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8020, loss: 2.8020 +2025-05-14 03:31:40,306 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 8:37:58, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8310, loss: 2.8310 +2025-05-14 03:32:21,623 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 8:37:12, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.8202, loss: 2.8202 +2025-05-14 03:33:03,395 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 8:36:27, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.8018, loss: 2.8018 +2025-05-14 03:33:44,649 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 8:35:41, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8549, loss: 2.8549 +2025-05-14 03:34:26,040 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 8:34:56, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.9400, loss: 2.9400 +2025-05-14 03:35:07,656 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 8:34:11, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.9433, loss: 2.9433 +2025-05-14 03:35:10,869 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-14 03:36:24,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 03:36:24,175 - pyskl - INFO - +top1_acc 0.8291 +top5_acc 0.9734 +2025-05-14 03:36:24,178 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8291, top5_acc: 0.9734 +2025-05-14 03:37:32,881 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 8:34:30, time: 0.687, data_time: 0.272, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7814, loss: 2.7814 +2025-05-14 03:38:14,989 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 8:33:47, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.8579, loss: 2.8579 +2025-05-14 03:38:57,125 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 8:33:03, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7902, loss: 2.7902 +2025-05-14 03:39:38,877 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 8:32:18, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.9138, loss: 2.9138 +2025-05-14 03:40:20,726 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 8:31:34, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.9291, loss: 2.9291 +2025-05-14 03:41:02,413 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 8:30:49, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8755, loss: 2.8755 +2025-05-14 03:41:44,288 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 8:30:04, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.7555, loss: 2.7555 +2025-05-14 03:42:26,208 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 8:29:20, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7959, loss: 2.7959 +2025-05-14 03:43:07,982 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 8:28:35, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.8282, loss: 2.8282 +2025-05-14 03:43:49,886 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 8:27:51, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8879, loss: 2.8879 +2025-05-14 03:44:31,663 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 8:27:06, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8257, loss: 2.8257 +2025-05-14 03:45:12,696 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 8:26:20, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.7844, loss: 2.7844 +2025-05-14 03:45:53,896 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 8:25:34, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7054, loss: 2.7054 +2025-05-14 03:46:35,518 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 8:24:48, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9894, loss_cls: 2.7778, loss: 2.7778 +2025-05-14 03:47:16,744 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 8:24:02, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.8892, loss: 2.8892 +2025-05-14 03:47:58,205 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 8:23:17, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8250, loss: 2.8250 +2025-05-14 03:48:40,140 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 8:22:33, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9023, loss: 2.9023 +2025-05-14 03:49:21,864 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 8:21:48, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7809, loss: 2.7809 +2025-05-14 03:50:03,786 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 8:21:04, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.8445, loss: 2.8445 +2025-05-14 03:50:45,573 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 8:20:19, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7744, loss: 2.7744 +2025-05-14 03:51:27,289 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 8:19:34, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.9097, loss: 2.9097 +2025-05-14 03:52:08,956 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 8:18:50, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8010, loss: 2.8010 +2025-05-14 03:52:50,412 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 8:18:04, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8196, loss: 2.8196 +2025-05-14 03:53:32,119 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 8:17:19, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8522, loss: 2.8522 +2025-05-14 03:54:13,575 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 8:16:34, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9209, loss: 2.9209 +2025-05-14 03:54:16,756 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-14 03:55:28,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 03:55:28,237 - pyskl - INFO - +top1_acc 0.8211 +top5_acc 0.9734 +2025-05-14 03:55:28,240 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8211, top5_acc: 0.9734 +2025-05-14 03:56:37,516 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 8:16:53, time: 0.693, data_time: 0.272, memory: 10840, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.8450, loss: 2.8450 +2025-05-14 03:57:19,445 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 8:16:09, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.7633, loss: 2.7633 +2025-05-14 03:58:01,394 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:15:25, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.7585, loss: 2.7585 +2025-05-14 03:58:43,197 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:14:40, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7094, loss: 2.7094 +2025-05-14 03:59:24,967 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:13:55, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7478, loss: 2.7478 +2025-05-14 04:00:06,965 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:13:11, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7624, loss: 2.7624 +2025-05-14 04:00:48,896 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:12:27, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.7204, loss: 2.7204 +2025-05-14 04:01:30,562 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:11:42, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9931, loss_cls: 2.7550, loss: 2.7550 +2025-05-14 04:02:12,523 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:10:58, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.8196, loss: 2.8196 +2025-05-14 04:02:54,246 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:10:13, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7491, loss: 2.7491 +2025-05-14 04:03:35,936 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:09:29, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.8073, loss: 2.8073 +2025-05-14 04:04:17,575 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:08:44, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.8249, loss: 2.8249 +2025-05-14 04:04:59,392 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:07:59, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 2.9203, loss: 2.9203 +2025-05-14 04:05:40,839 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:07:14, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8304, loss: 2.8304 +2025-05-14 04:06:22,894 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:06:30, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8686, loss: 2.8686 +2025-05-14 04:07:04,747 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:05:46, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.7872, loss: 2.7872 +2025-05-14 04:07:46,564 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:05:01, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.8006, loss: 2.8006 +2025-05-14 04:08:28,401 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:04:17, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.7683, loss: 2.7683 +2025-05-14 04:09:09,902 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:03:31, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.9264, loss: 2.9264 +2025-05-14 04:09:51,985 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:02:48, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9762, loss_cls: 2.8955, loss: 2.8955 +2025-05-14 04:10:33,509 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:02:02, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 2.8818, loss: 2.8818 +2025-05-14 04:11:14,308 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:01:15, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.9177, loss: 2.9177 +2025-05-14 04:11:55,458 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:00:29, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8228, loss: 2.8228 +2025-05-14 04:12:36,513 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 7:59:43, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.8093, loss: 2.8093 +2025-05-14 04:13:16,971 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 7:58:55, time: 0.405, data_time: 0.000, memory: 10840, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.9826, loss: 2.9826 +2025-05-14 04:13:20,016 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-14 04:14:32,984 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 04:14:33,082 - pyskl - INFO - +top1_acc 0.8014 +top5_acc 0.9692 +2025-05-14 04:14:33,085 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8014, top5_acc: 0.9692 +2025-05-14 04:15:42,324 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 7:59:12, time: 0.692, data_time: 0.275, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8307, loss: 2.8307 +2025-05-14 04:16:24,095 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 7:58:27, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.8501, loss: 2.8501 +2025-05-14 04:17:05,666 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 7:57:42, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.8196, loss: 2.8196 +2025-05-14 04:17:47,759 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 7:56:58, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8117, loss: 2.8117 +2025-05-14 04:18:29,487 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 7:56:14, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.7561, loss: 2.7561 +2025-05-14 04:19:10,676 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 7:55:28, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7996, loss: 2.7996 +2025-05-14 04:19:51,894 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 7:54:42, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8486, loss: 2.8486 +2025-05-14 04:20:33,267 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 7:53:56, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8087, loss: 2.8087 +2025-05-14 04:21:14,808 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 7:53:11, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8559, loss: 2.8559 +2025-05-14 04:21:56,416 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 7:52:26, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6976, loss: 2.6976 +2025-05-14 04:22:38,140 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 7:51:41, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.8351, loss: 2.8351 +2025-05-14 04:23:19,984 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 7:50:57, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.8588, loss: 2.8588 +2025-05-14 04:24:01,874 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 7:50:13, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 2.7618, loss: 2.7618 +2025-05-14 04:24:43,773 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 7:49:29, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8065, loss: 2.8065 +2025-05-14 04:25:25,855 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 7:48:45, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8456, top5_acc: 0.9862, loss_cls: 2.8371, loss: 2.8371 +2025-05-14 04:26:07,889 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 7:48:01, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9788, loss_cls: 2.7072, loss: 2.7072 +2025-05-14 04:26:49,649 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 7:47:16, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.6966, loss: 2.6966 +2025-05-14 04:27:31,733 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 7:46:33, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.7245, loss: 2.7245 +2025-05-14 04:28:13,753 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 7:45:49, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.7558, loss: 2.7558 +2025-05-14 04:28:55,856 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 7:45:05, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.9080, loss: 2.9080 +2025-05-14 04:29:37,623 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 7:44:21, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9186, loss: 2.9186 +2025-05-14 04:30:18,345 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 7:43:34, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.8600, loss: 2.8600 +2025-05-14 04:30:58,606 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 7:42:45, time: 0.403, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.8215, loss: 2.8215 +2025-05-14 04:31:40,410 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 7:42:01, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.8873, loss: 2.8873 +2025-05-14 04:32:21,848 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 7:41:16, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8384, loss: 2.8384 +2025-05-14 04:32:25,377 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-14 04:33:37,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 04:33:37,210 - pyskl - INFO - +top1_acc 0.8385 +top5_acc 0.9756 +2025-05-14 04:33:37,233 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_34.pth was removed +2025-05-14 04:33:39,096 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-05-14 04:33:39,097 - pyskl - INFO - Best top1_acc is 0.8385 at 43 epoch. +2025-05-14 04:33:39,100 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8385, top5_acc: 0.9756 +2025-05-14 04:34:49,654 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 7:41:34, time: 0.705, data_time: 0.285, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.6778, loss: 2.6778 +2025-05-14 04:35:31,567 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 7:40:50, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.7130, loss: 2.7130 +2025-05-14 04:36:13,425 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 7:40:05, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7842, loss: 2.7842 +2025-05-14 04:36:54,043 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 7:39:18, time: 0.406, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.7862, loss: 2.7862 +2025-05-14 04:37:35,800 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 7:38:33, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7327, loss: 2.7327 +2025-05-14 04:38:17,363 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 7:37:48, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8018, loss: 2.8018 +2025-05-14 04:38:59,175 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 7:37:04, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.7723, loss: 2.7723 +2025-05-14 04:39:40,939 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 7:36:19, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7767, loss: 2.7767 +2025-05-14 04:40:21,382 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 7:35:32, time: 0.404, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.7693, loss: 2.7693 +2025-05-14 04:41:02,058 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 7:34:44, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 2.8910, loss: 2.8910 +2025-05-14 04:41:43,178 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 7:33:58, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.8062, loss: 2.8062 +2025-05-14 04:42:25,109 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 7:33:14, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9204, loss: 2.9204 +2025-05-14 04:43:07,015 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 7:32:30, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7509, loss: 2.7509 +2025-05-14 04:43:48,767 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 7:31:46, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7986, loss: 2.7986 +2025-05-14 04:44:30,173 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 7:31:00, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.7923, loss: 2.7923 +2025-05-14 04:45:11,997 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 7:30:16, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7661, loss: 2.7661 +2025-05-14 04:45:53,472 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 7:29:31, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8075, loss: 2.8075 +2025-05-14 04:46:35,466 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 7:28:47, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8005, loss: 2.8005 +2025-05-14 04:47:17,596 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 7:28:03, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.8247, loss: 2.8247 +2025-05-14 04:47:58,688 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 7:27:17, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.7521, loss: 2.7521 +2025-05-14 04:48:40,565 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 7:26:33, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7876, loss: 2.7876 +2025-05-14 04:49:22,049 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 7:25:48, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.8740, loss: 2.8740 +2025-05-14 04:50:03,832 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 7:25:04, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.7308, loss: 2.7308 +2025-05-14 04:50:45,499 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 7:24:19, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8029, loss: 2.8029 +2025-05-14 04:51:27,445 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 7:23:35, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7555, loss: 2.7555 +2025-05-14 04:51:30,615 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-14 04:52:43,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 04:52:43,627 - pyskl - INFO - +top1_acc 0.8038 +top5_acc 0.9649 +2025-05-14 04:52:43,630 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8038, top5_acc: 0.9649 +2025-05-14 04:53:52,860 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 7:23:48, time: 0.692, data_time: 0.278, memory: 10840, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.7218, loss: 2.7218 +2025-05-14 04:54:34,547 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 7:23:03, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7371, loss: 2.7371 +2025-05-14 04:55:16,265 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 7:22:19, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7685, loss: 2.7685 +2025-05-14 04:55:58,187 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 7:21:34, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.7388, loss: 2.7388 +2025-05-14 04:56:39,699 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 7:20:49, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.7614, loss: 2.7614 +2025-05-14 04:57:21,565 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 7:20:05, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 2.8171, loss: 2.8171 +2025-05-14 04:58:03,374 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 7:19:21, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7633, loss: 2.7633 +2025-05-14 04:58:45,301 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 7:18:37, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8048, loss: 2.8048 +2025-05-14 04:59:27,258 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 7:17:53, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6240, loss: 2.6240 +2025-05-14 05:00:09,076 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:17:08, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7166, loss: 2.7166 +2025-05-14 05:00:50,752 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:16:24, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.7478, loss: 2.7478 +2025-05-14 05:01:32,120 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:15:38, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8173, loss: 2.8173 +2025-05-14 05:02:14,388 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:14:55, time: 0.423, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 2.7673, loss: 2.7673 +2025-05-14 05:02:56,112 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:14:10, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8051, loss: 2.8051 +2025-05-14 05:03:37,828 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:13:26, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8225, loss: 2.8225 +2025-05-14 05:04:19,739 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:12:42, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.7174, loss: 2.7174 +2025-05-14 05:05:01,558 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:11:58, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.7392, loss: 2.7392 +2025-05-14 05:05:43,152 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:11:13, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.8253, loss: 2.8253 +2025-05-14 05:06:25,149 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:10:29, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7865, loss: 2.7865 +2025-05-14 05:07:06,656 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:09:44, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7978, loss: 2.7978 +2025-05-14 05:07:48,772 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:09:00, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.7400, loss: 2.7400 +2025-05-14 05:08:30,465 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:08:16, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7702, loss: 2.7702 +2025-05-14 05:09:11,649 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:07:30, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.9350, loss: 2.9350 +2025-05-14 05:09:53,640 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:06:46, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7630, loss: 2.7630 +2025-05-14 05:10:35,214 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:06:01, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9110, loss: 2.9110 +2025-05-14 05:10:38,663 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-14 05:11:51,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 05:11:51,812 - pyskl - INFO - +top1_acc 0.8326 +top5_acc 0.9740 +2025-05-14 05:11:51,815 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8326, top5_acc: 0.9740 +2025-05-14 05:13:00,230 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:06:11, time: 0.684, data_time: 0.266, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7543, loss: 2.7543 +2025-05-14 05:13:41,960 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:05:26, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.7189, loss: 2.7189 +2025-05-14 05:14:23,666 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:04:41, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.7798, loss: 2.7798 +2025-05-14 05:15:05,382 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:03:57, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7870, loss: 2.7870 +2025-05-14 05:15:46,970 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:03:12, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.7363, loss: 2.7363 +2025-05-14 05:16:28,644 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:02:27, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.7622, loss: 2.7622 +2025-05-14 05:17:09,805 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:01:42, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 2.7941, loss: 2.7941 +2025-05-14 05:17:51,571 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:00:57, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7515, loss: 2.7515 +2025-05-14 05:18:33,115 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:00:12, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7607, loss: 2.7607 +2025-05-14 05:19:15,380 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 6:59:29, time: 0.423, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.7805, loss: 2.7805 +2025-05-14 05:19:56,812 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 6:58:44, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8500, top5_acc: 0.9862, loss_cls: 2.7513, loss: 2.7513 +2025-05-14 05:20:38,842 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 6:58:00, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 2.8538, loss: 2.8538 +2025-05-14 05:21:20,284 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 6:57:15, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7327, loss: 2.7327 +2025-05-14 05:22:02,124 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 6:56:31, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.7872, loss: 2.7872 +2025-05-14 05:22:43,700 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 6:55:46, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.6199, loss: 2.6199 +2025-05-14 05:23:25,493 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 6:55:02, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.7735, loss: 2.7735 +2025-05-14 05:24:07,341 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 6:54:17, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.8813, loss: 2.8813 +2025-05-14 05:24:49,301 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 6:53:33, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.7437, loss: 2.7437 +2025-05-14 05:25:30,976 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 6:52:49, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8101, loss: 2.8101 +2025-05-14 05:26:13,189 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 6:52:06, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7212, loss: 2.7212 +2025-05-14 05:26:55,088 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 6:51:21, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6810, loss: 2.6810 +2025-05-14 05:27:36,971 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 6:50:37, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.7410, loss: 2.7410 +2025-05-14 05:28:18,367 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 6:49:52, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.7946, loss: 2.7946 +2025-05-14 05:29:00,257 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 6:49:08, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.7270, loss: 2.7270 +2025-05-14 05:29:42,204 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 6:48:24, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.7340, loss: 2.7340 +2025-05-14 05:29:45,878 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-14 05:30:58,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 05:30:58,947 - pyskl - INFO - +top1_acc 0.8195 +top5_acc 0.9746 +2025-05-14 05:30:58,950 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8195, top5_acc: 0.9746 +2025-05-14 05:32:07,296 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 6:48:32, time: 0.683, data_time: 0.267, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6677, loss: 2.6677 +2025-05-14 05:32:48,229 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 6:47:45, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7153, loss: 2.7153 +2025-05-14 05:33:29,881 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 6:47:01, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.6559, loss: 2.6559 +2025-05-14 05:34:10,694 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 6:46:14, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.8048, loss: 2.8048 +2025-05-14 05:34:51,738 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 6:45:28, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.6646, loss: 2.6646 +2025-05-14 05:35:32,214 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 6:44:41, time: 0.405, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7255, loss: 2.7255 +2025-05-14 05:36:13,917 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 6:43:56, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7271, loss: 2.7271 +2025-05-14 05:36:55,367 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 6:43:11, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.8382, loss: 2.8382 +2025-05-14 05:37:36,964 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 6:42:27, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8157, loss: 2.8157 +2025-05-14 05:38:18,789 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 6:41:42, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.7100, loss: 2.7100 +2025-05-14 05:39:00,988 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 6:40:59, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7992, loss: 2.7992 +2025-05-14 05:39:42,872 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 6:40:15, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7344, loss: 2.7344 +2025-05-14 05:40:24,172 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 6:39:30, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.6186, loss: 2.6186 +2025-05-14 05:41:05,964 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 6:38:45, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.7408, loss: 2.7408 +2025-05-14 05:41:46,864 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 6:37:59, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8320, loss: 2.8320 +2025-05-14 05:42:28,816 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 6:37:15, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7565, loss: 2.7565 +2025-05-14 05:43:10,432 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 6:36:31, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.7729, loss: 2.7729 +2025-05-14 05:43:51,887 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 6:35:46, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.6784, loss: 2.6784 +2025-05-14 05:44:33,412 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 6:35:01, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7496, loss: 2.7496 +2025-05-14 05:45:15,482 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 6:34:17, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7631, loss: 2.7631 +2025-05-14 05:45:57,444 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 6:33:33, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7487, loss: 2.7487 +2025-05-14 05:46:38,102 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 6:32:46, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.7238, loss: 2.7238 +2025-05-14 05:47:20,103 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 6:32:03, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8246, loss: 2.8246 +2025-05-14 05:48:01,949 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 6:31:19, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.8313, loss: 2.8313 +2025-05-14 05:48:43,496 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 6:30:34, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7308, loss: 2.7308 +2025-05-14 05:48:46,668 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-14 05:49:59,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 05:49:59,554 - pyskl - INFO - +top1_acc 0.7997 +top5_acc 0.9669 +2025-05-14 05:49:59,557 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.7997, top5_acc: 0.9669 +2025-05-14 05:51:08,845 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 6:30:42, time: 0.693, data_time: 0.275, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9931, loss_cls: 2.7093, loss: 2.7093 +2025-05-14 05:51:50,701 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 6:29:58, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.8322, loss: 2.8322 +2025-05-14 05:52:32,731 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 6:29:14, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7031, loss: 2.7031 +2025-05-14 05:53:14,295 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 6:28:29, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6510, loss: 2.6510 +2025-05-14 05:53:55,777 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 6:27:44, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6783, loss: 2.6783 +2025-05-14 05:54:37,741 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 6:27:00, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7223, loss: 2.7223 +2025-05-14 05:55:19,608 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 6:26:16, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.7849, loss: 2.7849 +2025-05-14 05:56:01,529 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 6:25:32, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6653, loss: 2.6653 +2025-05-14 05:56:42,880 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 6:24:47, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.8214, loss: 2.8214 +2025-05-14 05:57:23,872 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 6:24:01, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.6844, loss: 2.6844 +2025-05-14 05:58:05,317 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 6:23:16, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.7345, loss: 2.7345 +2025-05-14 05:58:47,180 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 6:22:32, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.7221, loss: 2.7221 +2025-05-14 05:59:28,888 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 6:21:47, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.7885, loss: 2.7885 +2025-05-14 06:00:10,608 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 6:21:03, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.7726, loss: 2.7726 +2025-05-14 06:00:52,172 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 6:20:18, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.7726, loss: 2.7726 +2025-05-14 06:01:33,216 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 6:19:33, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7292, loss: 2.7292 +2025-05-14 06:02:14,666 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:18:48, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7814, loss: 2.7814 +2025-05-14 06:02:56,665 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:18:04, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7424, loss: 2.7424 +2025-05-14 06:03:38,420 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:17:20, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7881, loss: 2.7881 +2025-05-14 06:04:20,473 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:16:36, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6709, loss: 2.6709 +2025-05-14 06:05:02,433 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:15:52, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 2.7373, loss: 2.7373 +2025-05-14 06:05:44,568 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:15:09, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6813, loss: 2.6813 +2025-05-14 06:06:26,267 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:14:24, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7509, loss: 2.7509 +2025-05-14 06:07:07,692 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:13:39, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.8887, loss: 2.8887 +2025-05-14 06:07:48,872 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:12:54, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7303, loss: 2.7303 +2025-05-14 06:07:52,078 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-14 06:09:03,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 06:09:03,752 - pyskl - INFO - +top1_acc 0.8252 +top5_acc 0.9660 +2025-05-14 06:09:03,756 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8252, top5_acc: 0.9660 +2025-05-14 06:10:11,365 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:12:56, time: 0.676, data_time: 0.258, memory: 10840, top1_acc: 0.8919, top5_acc: 0.9806, loss_cls: 2.6711, loss: 2.6711 +2025-05-14 06:10:51,609 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:12:09, time: 0.402, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6628, loss: 2.6628 +2025-05-14 06:11:32,746 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:11:23, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6462, loss: 2.6462 +2025-05-14 06:12:14,483 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:10:39, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.7298, loss: 2.7298 +2025-05-14 06:12:56,311 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:09:55, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.6746, loss: 2.6746 +2025-05-14 06:13:38,253 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:09:11, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9894, loss_cls: 2.7077, loss: 2.7077 +2025-05-14 06:14:20,005 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:08:27, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.7155, loss: 2.7155 +2025-05-14 06:15:01,868 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:07:43, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7140, loss: 2.7140 +2025-05-14 06:15:44,066 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:06:59, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.7674, loss: 2.7674 +2025-05-14 06:16:25,948 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:06:15, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6717, loss: 2.6717 +2025-05-14 06:17:08,028 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:05:32, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.7124, loss: 2.7124 +2025-05-14 06:17:49,897 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:04:48, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.7363, loss: 2.7363 +2025-05-14 06:18:31,664 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:04:03, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.7251, loss: 2.7251 +2025-05-14 06:19:12,571 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:03:17, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.7005, loss: 2.7005 +2025-05-14 06:19:53,202 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:02:31, time: 0.406, data_time: 0.000, memory: 10840, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.7644, loss: 2.7644 +2025-05-14 06:20:33,796 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:01:44, time: 0.406, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.7940, loss: 2.7940 +2025-05-14 06:21:15,213 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:00:59, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 2.8963, loss: 2.8963 +2025-05-14 06:21:57,113 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:00:15, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.8083, loss: 2.8083 +2025-05-14 06:22:39,001 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 5:59:31, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.7950, loss: 2.7950 +2025-05-14 06:23:20,731 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 5:58:47, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7796, loss: 2.7796 +2025-05-14 06:24:02,573 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 5:58:03, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7406, loss: 2.7406 +2025-05-14 06:24:44,619 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 5:57:19, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.7405, loss: 2.7405 +2025-05-14 06:25:26,987 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 5:56:36, time: 0.424, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.6930, loss: 2.6930 +2025-05-14 06:26:08,771 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 5:55:52, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.7964, loss: 2.7964 +2025-05-14 06:26:50,693 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 5:55:08, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7837, loss: 2.7837 +2025-05-14 06:26:53,803 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-14 06:28:05,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 06:28:05,428 - pyskl - INFO - +top1_acc 0.7870 +top5_acc 0.9641 +2025-05-14 06:28:05,431 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7870, top5_acc: 0.9641 +2025-05-14 06:29:13,995 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 5:55:12, time: 0.686, data_time: 0.276, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6775, loss: 2.6775 +2025-05-14 06:29:55,760 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 5:54:27, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6116, loss: 2.6116 +2025-05-14 06:30:37,245 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 5:53:43, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6965, loss: 2.6965 +2025-05-14 06:31:19,048 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 5:52:58, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8264, loss: 2.8264 +2025-05-14 06:32:00,826 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 5:52:14, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.7194, loss: 2.7194 +2025-05-14 06:32:42,576 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 5:51:30, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.7382, loss: 2.7382 +2025-05-14 06:33:24,548 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 5:50:46, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.7466, loss: 2.7466 +2025-05-14 06:34:06,008 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 5:50:01, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7207, loss: 2.7207 +2025-05-14 06:34:46,759 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 5:49:15, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.6680, loss: 2.6680 +2025-05-14 06:35:28,609 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 5:48:31, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.7061, loss: 2.7061 +2025-05-14 06:36:10,557 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 5:47:47, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6858, loss: 2.6858 +2025-05-14 06:36:52,540 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 5:47:04, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7724, loss: 2.7724 +2025-05-14 06:37:34,557 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 5:46:20, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6570, loss: 2.6570 +2025-05-14 06:38:16,497 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 5:45:36, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.7477, loss: 2.7477 +2025-05-14 06:38:58,613 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 5:44:53, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8050, loss: 2.8050 +2025-05-14 06:39:40,256 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 5:44:08, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.7661, loss: 2.7661 +2025-05-14 06:40:21,820 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 5:43:24, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.7316, loss: 2.7316 +2025-05-14 06:41:03,936 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 5:42:40, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.6118, loss: 2.6118 +2025-05-14 06:41:45,848 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 5:41:56, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7566, loss: 2.7566 +2025-05-14 06:42:27,718 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 5:41:12, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7611, loss: 2.7611 +2025-05-14 06:43:09,930 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 5:40:29, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.6879, loss: 2.6879 +2025-05-14 06:43:51,729 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 5:39:45, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6859, loss: 2.6859 +2025-05-14 06:44:33,800 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 5:39:01, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6891, loss: 2.6891 +2025-05-14 06:45:15,417 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 5:38:17, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.7835, loss: 2.7835 +2025-05-14 06:45:57,214 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 5:37:33, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7380, loss: 2.7380 +2025-05-14 06:46:00,419 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-14 06:47:13,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 06:47:13,462 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9752 +2025-05-14 06:47:13,555 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_43.pth was removed +2025-05-14 06:47:15,144 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-05-14 06:47:15,144 - pyskl - INFO - Best top1_acc is 0.8407 at 50 epoch. +2025-05-14 06:47:15,147 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8407, top5_acc: 0.9752 +2025-05-14 06:48:23,933 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 5:37:35, time: 0.688, data_time: 0.266, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.7042, loss: 2.7042 +2025-05-14 06:49:05,765 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 5:36:51, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.6153, loss: 2.6153 +2025-05-14 06:49:47,471 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 5:36:07, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6638, loss: 2.6638 +2025-05-14 06:50:29,457 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 5:35:23, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.6072, loss: 2.6072 +2025-05-14 06:51:11,504 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 5:34:39, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.5418, loss: 2.5418 +2025-05-14 06:51:53,221 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 5:33:55, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6423, loss: 2.6423 +2025-05-14 06:52:35,392 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 5:33:12, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7764, loss: 2.7764 +2025-05-14 06:53:17,051 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 5:32:27, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7475, loss: 2.7475 +2025-05-14 06:53:58,135 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 5:31:42, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.5866, loss: 2.5866 +2025-05-14 06:54:39,513 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 5:30:57, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5538, loss: 2.5538 +2025-05-14 06:55:21,351 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 5:30:13, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6932, loss: 2.6932 +2025-05-14 06:56:02,988 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 5:29:28, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7644, loss: 2.7644 +2025-05-14 06:56:44,437 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 5:28:44, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.7008, loss: 2.7008 +2025-05-14 06:57:26,455 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 5:28:00, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.7368, loss: 2.7368 +2025-05-14 06:58:07,497 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 5:27:14, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6751, loss: 2.6751 +2025-05-14 06:58:48,358 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 5:26:28, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6950, loss: 2.6950 +2025-05-14 06:59:29,397 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 5:25:43, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.7824, loss: 2.7824 +2025-05-14 07:00:11,108 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 5:24:59, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7356, loss: 2.7356 +2025-05-14 07:00:52,905 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 5:24:15, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.7007, loss: 2.7007 +2025-05-14 07:01:34,586 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 5:23:30, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7264, loss: 2.7264 +2025-05-14 07:02:16,470 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 5:22:46, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8516, loss: 2.8516 +2025-05-14 07:02:58,829 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 5:22:03, time: 0.424, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.7559, loss: 2.7559 +2025-05-14 07:03:40,829 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 5:21:20, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6982, loss: 2.6982 +2025-05-14 07:04:22,322 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:20:35, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.7421, loss: 2.7421 +2025-05-14 07:05:03,920 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:19:51, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9912, loss_cls: 2.7294, loss: 2.7294 +2025-05-14 07:05:07,084 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-14 07:06:19,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 07:06:19,268 - pyskl - INFO - +top1_acc 0.8159 +top5_acc 0.9730 +2025-05-14 07:06:19,272 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8159, top5_acc: 0.9730 +2025-05-14 07:07:26,536 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:19:48, time: 0.673, data_time: 0.256, memory: 10840, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.6741, loss: 2.6741 +2025-05-14 07:08:08,194 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:19:04, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5928, loss: 2.5928 +2025-05-14 07:08:49,640 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:18:19, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6718, loss: 2.6718 +2025-05-14 07:09:31,324 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:17:35, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5979, loss: 2.5979 +2025-05-14 07:10:13,376 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:16:51, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 2.6388, loss: 2.6388 +2025-05-14 07:10:54,309 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:16:06, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.5798, loss: 2.5798 +2025-05-14 07:11:35,877 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:15:21, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6681, loss: 2.6681 +2025-05-14 07:12:17,852 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:14:37, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7368, loss: 2.7368 +2025-05-14 07:12:59,813 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:13:54, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7768, loss: 2.7768 +2025-05-14 07:13:41,633 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:13:10, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7189, loss: 2.7189 +2025-05-14 07:14:22,769 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:12:24, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.5950, loss: 2.5950 +2025-05-14 07:15:03,918 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:11:39, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.6012, loss: 2.6012 +2025-05-14 07:15:45,153 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:10:54, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6824, loss: 2.6824 +2025-05-14 07:16:26,892 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:10:10, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.6953, loss: 2.6953 +2025-05-14 07:17:08,756 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:09:26, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.5775, loss: 2.5775 +2025-05-14 07:17:50,385 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:08:42, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.7656, loss: 2.7656 +2025-05-14 07:18:32,398 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:07:58, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.6851, loss: 2.6851 +2025-05-14 07:19:13,936 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:07:13, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7869, loss: 2.7869 +2025-05-14 07:19:55,754 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:06:29, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.6990, loss: 2.6990 +2025-05-14 07:20:37,700 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:05:46, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7050, loss: 2.7050 +2025-05-14 07:21:19,594 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:05:02, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.6190, loss: 2.6190 +2025-05-14 07:22:00,824 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:04:17, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6858, loss: 2.6858 +2025-05-14 07:22:42,395 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:03:32, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6459, loss: 2.6459 +2025-05-14 07:23:24,312 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:02:49, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.6376, loss: 2.6376 +2025-05-14 07:24:05,897 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:02:04, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.7788, loss: 2.7788 +2025-05-14 07:24:09,064 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-14 07:25:22,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 07:25:22,093 - pyskl - INFO - +top1_acc 0.8418 +top5_acc 0.9739 +2025-05-14 07:25:22,165 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_50.pth was removed +2025-05-14 07:25:23,527 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-14 07:25:23,528 - pyskl - INFO - Best top1_acc is 0.8418 at 52 epoch. +2025-05-14 07:25:23,531 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8418, top5_acc: 0.9739 +2025-05-14 07:26:33,380 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:02:06, time: 0.698, data_time: 0.278, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7226, loss: 2.7226 +2025-05-14 07:27:15,652 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:01:22, time: 0.423, data_time: 0.000, memory: 10840, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5750, loss: 2.5750 +2025-05-14 07:27:57,560 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:00:39, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5953, loss: 2.5953 +2025-05-14 07:28:39,632 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 4:59:55, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.5968, loss: 2.5968 +2025-05-14 07:29:21,809 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 4:59:12, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6930, loss: 2.6930 +2025-05-14 07:30:03,836 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 4:58:28, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.6836, loss: 2.6836 +2025-05-14 07:30:45,697 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 4:57:44, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6321, loss: 2.6321 +2025-05-14 07:31:27,414 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 4:57:00, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.6816, loss: 2.6816 +2025-05-14 07:32:08,838 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 4:56:15, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7679, loss: 2.7679 +2025-05-14 07:32:50,643 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 4:55:31, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6886, loss: 2.6886 +2025-05-14 07:33:32,048 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 4:54:47, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.7118, loss: 2.7118 +2025-05-14 07:34:14,027 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 4:54:03, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6156, loss: 2.6156 +2025-05-14 07:34:55,983 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 4:53:19, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.7983, loss: 2.7983 +2025-05-14 07:35:37,657 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 4:52:35, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.7414, loss: 2.7414 +2025-05-14 07:36:17,889 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 4:51:48, time: 0.402, data_time: 0.000, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.7414, loss: 2.7414 +2025-05-14 07:36:59,223 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 4:51:03, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.6887, loss: 2.6887 +2025-05-14 07:37:40,050 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 4:50:17, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6749, loss: 2.6749 +2025-05-14 07:38:21,434 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 4:49:33, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.6424, loss: 2.6424 +2025-05-14 07:39:03,331 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 4:48:49, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5825, loss: 2.5825 +2025-05-14 07:39:45,275 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 4:48:05, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.7669, loss: 2.7669 +2025-05-14 07:40:27,548 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 4:47:22, time: 0.423, data_time: 0.000, memory: 10840, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6500, loss: 2.6500 +2025-05-14 07:41:09,458 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 4:46:38, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.7464, loss: 2.7464 +2025-05-14 07:41:51,209 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 4:45:54, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6991, loss: 2.6991 +2025-05-14 07:42:32,859 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 4:45:10, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.7792, loss: 2.7792 +2025-05-14 07:43:14,422 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 4:44:26, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6595, loss: 2.6595 +2025-05-14 07:43:17,809 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-14 07:44:29,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 07:44:29,647 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9754 +2025-05-14 07:44:29,650 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8275, top5_acc: 0.9754 +2025-05-14 07:45:37,352 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 4:44:22, time: 0.677, data_time: 0.264, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6401, loss: 2.6401 +2025-05-14 07:46:17,791 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 4:43:35, time: 0.404, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6511, loss: 2.6511 +2025-05-14 07:46:59,524 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 4:42:51, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.7750, loss: 2.7750 +2025-05-14 07:47:41,398 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 4:42:07, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5325, loss: 2.5325 +2025-05-14 07:48:23,193 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 4:41:23, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5992, loss: 2.5992 +2025-05-14 07:49:04,980 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 4:40:39, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.6311, loss: 2.6311 +2025-05-14 07:49:46,834 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 4:39:55, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6201, loss: 2.6201 +2025-05-14 07:50:28,008 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 4:39:10, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.6701, loss: 2.6701 +2025-05-14 07:51:09,743 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 4:38:26, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.7252, loss: 2.7252 +2025-05-14 07:51:51,562 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 4:37:42, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 2.6109, loss: 2.6109 +2025-05-14 07:52:33,057 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 4:36:58, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6646, loss: 2.6646 +2025-05-14 07:53:14,476 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 4:36:13, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 2.6299, loss: 2.6299 +2025-05-14 07:53:56,472 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 4:35:29, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.6781, loss: 2.6781 +2025-05-14 07:54:38,396 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 4:34:46, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.7082, loss: 2.7082 +2025-05-14 07:55:20,044 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 4:34:01, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7034, loss: 2.7034 +2025-05-14 07:56:01,457 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 4:33:17, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6870, loss: 2.6870 +2025-05-14 07:56:42,864 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 4:32:32, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.6261, loss: 2.6261 +2025-05-14 07:57:24,690 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 4:31:48, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.6795, loss: 2.6795 +2025-05-14 07:58:06,566 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 4:31:04, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.6177, loss: 2.6177 +2025-05-14 07:58:48,486 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 4:30:21, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.6996, loss: 2.6996 +2025-05-14 07:59:30,032 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 4:29:36, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.6512, loss: 2.6512 +2025-05-14 08:00:11,976 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 4:28:53, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6185, loss: 2.6185 +2025-05-14 08:00:54,025 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 4:28:09, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.6975, loss: 2.6975 +2025-05-14 08:01:35,791 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 4:27:25, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7048, loss: 2.7048 +2025-05-14 08:02:17,059 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 4:26:40, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8738, top5_acc: 0.9912, loss_cls: 2.6041, loss: 2.6041 +2025-05-14 08:02:20,158 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-14 08:03:32,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 08:03:32,923 - pyskl - INFO - +top1_acc 0.8100 +top5_acc 0.9708 +2025-05-14 08:03:32,926 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8100, top5_acc: 0.9708 +2025-05-14 08:04:41,363 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 4:26:37, time: 0.684, data_time: 0.267, memory: 10840, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.6294, loss: 2.6294 +2025-05-14 08:05:22,063 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 4:25:51, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6299, loss: 2.6299 +2025-05-14 08:06:03,639 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 4:25:06, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6592, loss: 2.6592 +2025-05-14 08:06:45,384 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 4:24:22, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.6488, loss: 2.6488 +2025-05-14 08:07:26,368 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 4:23:37, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.7237, loss: 2.7237 +2025-05-14 08:08:08,421 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 4:22:53, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6161, loss: 2.6161 +2025-05-14 08:08:49,746 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:22:08, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6158, loss: 2.6158 +2025-05-14 08:09:31,237 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:21:24, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6564, loss: 2.6564 +2025-05-14 08:10:12,930 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:20:40, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5835, loss: 2.5835 +2025-05-14 08:10:53,416 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:19:54, time: 0.405, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9912, loss_cls: 2.8041, loss: 2.8041 +2025-05-14 08:11:34,199 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:19:08, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.7694, loss: 2.7694 +2025-05-14 08:12:13,952 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:18:20, time: 0.398, data_time: 0.000, memory: 10840, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.6591, loss: 2.6591 +2025-05-14 08:12:55,877 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:17:37, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7265, loss: 2.7265 +2025-05-14 08:13:37,392 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:16:52, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.6062, loss: 2.6062 +2025-05-14 08:14:18,448 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:16:07, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6642, loss: 2.6642 +2025-05-14 08:15:00,111 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:15:23, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6986, loss: 2.6986 +2025-05-14 08:15:41,987 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:14:39, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7691, loss: 2.7691 +2025-05-14 08:16:23,860 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:13:55, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.5747, loss: 2.5747 +2025-05-14 08:17:05,480 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:13:11, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.5941, loss: 2.5941 +2025-05-14 08:17:46,743 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:12:26, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.6006, loss: 2.6006 +2025-05-14 08:18:28,256 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:11:42, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.6939, loss: 2.6939 +2025-05-14 08:19:09,801 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:10:58, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6617, loss: 2.6617 +2025-05-14 08:19:51,789 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:10:14, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.5590, loss: 2.5590 +2025-05-14 08:20:33,630 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:09:30, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6650, loss: 2.6650 +2025-05-14 08:21:14,669 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:08:45, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.6293, loss: 2.6293 +2025-05-14 08:21:17,842 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-14 08:22:30,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 08:22:30,898 - pyskl - INFO - +top1_acc 0.8473 +top5_acc 0.9758 +2025-05-14 08:22:30,985 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_52.pth was removed +2025-05-14 08:22:32,612 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2025-05-14 08:22:32,612 - pyskl - INFO - Best top1_acc is 0.8473 at 55 epoch. +2025-05-14 08:22:32,615 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8473, top5_acc: 0.9758 +2025-05-14 08:23:40,840 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:08:40, time: 0.682, data_time: 0.266, memory: 10840, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.6063, loss: 2.6063 +2025-05-14 08:24:22,357 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:07:55, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5782, loss: 2.5782 +2025-05-14 08:25:04,232 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:07:12, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.5614, loss: 2.5614 +2025-05-14 08:25:46,249 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:06:28, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6431, loss: 2.6431 +2025-05-14 08:26:28,119 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:05:44, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6140, loss: 2.6140 +2025-05-14 08:27:08,944 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:04:59, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6427, loss: 2.6427 +2025-05-14 08:27:49,893 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:04:13, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.4984, loss: 2.4984 +2025-05-14 08:28:31,740 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:03:30, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.6264, loss: 2.6264 +2025-05-14 08:29:13,584 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:02:46, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6689, loss: 2.6689 +2025-05-14 08:29:55,449 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:02:02, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.5773, loss: 2.5773 +2025-05-14 08:30:37,177 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:01:18, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6389, loss: 2.6389 +2025-05-14 08:31:18,994 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:00:34, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6226, loss: 2.6226 +2025-05-14 08:32:00,844 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 3:59:50, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.7511, loss: 2.7511 +2025-05-14 08:32:42,636 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 3:59:06, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 2.7362, loss: 2.7362 +2025-05-14 08:33:24,584 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 3:58:23, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6419, loss: 2.6419 +2025-05-14 08:34:06,420 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 3:57:39, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.7588, loss: 2.7588 +2025-05-14 08:34:48,448 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 3:56:55, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5607, loss: 2.5607 +2025-05-14 08:35:30,129 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 3:56:11, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7129, loss: 2.7129 +2025-05-14 08:36:12,229 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 3:55:28, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7687, loss: 2.7687 +2025-05-14 08:36:54,198 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 3:54:44, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5839, loss: 2.5839 +2025-05-14 08:37:34,380 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 3:53:58, time: 0.402, data_time: 0.000, memory: 10840, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.6994, loss: 2.6994 +2025-05-14 08:38:15,406 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 3:53:13, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.6788, loss: 2.6788 +2025-05-14 08:38:56,147 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 3:52:27, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.6971, loss: 2.6971 +2025-05-14 08:39:37,472 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 3:51:42, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.5249, loss: 2.5249 +2025-05-14 08:40:19,540 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 3:50:59, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6722, loss: 2.6722 +2025-05-14 08:40:22,769 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-14 08:41:34,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 08:41:34,651 - pyskl - INFO - +top1_acc 0.8415 +top5_acc 0.9762 +2025-05-14 08:41:34,654 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8415, top5_acc: 0.9762 +2025-05-14 08:42:42,886 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 3:50:53, time: 0.682, data_time: 0.263, memory: 10840, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.6635, loss: 2.6635 +2025-05-14 08:43:25,040 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 3:50:09, time: 0.422, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.5966, loss: 2.5966 +2025-05-14 08:44:06,911 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 3:49:26, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6446, loss: 2.6446 +2025-05-14 08:44:48,640 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 3:48:42, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6077, loss: 2.6077 +2025-05-14 08:45:30,525 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 3:47:58, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 2.6426, loss: 2.6426 +2025-05-14 08:46:12,176 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 3:47:14, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.5773, loss: 2.5773 +2025-05-14 08:46:53,675 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 3:46:29, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.6198, loss: 2.6198 +2025-05-14 08:47:34,863 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 3:45:45, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6479, loss: 2.6479 +2025-05-14 08:48:15,234 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 3:44:58, time: 0.404, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6756, loss: 2.6756 +2025-05-14 08:48:56,428 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 3:44:14, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6149, loss: 2.6149 +2025-05-14 08:49:37,756 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 3:43:29, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.6717, loss: 2.6717 +2025-05-14 08:50:19,630 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 3:42:45, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.7892, loss: 2.7892 +2025-05-14 08:51:01,270 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 3:42:01, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.6780, loss: 2.6780 +2025-05-14 08:51:41,832 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 3:41:15, time: 0.406, data_time: 0.000, memory: 10840, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4960, loss: 2.4960 +2025-05-14 08:52:23,706 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 3:40:31, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.7379, loss: 2.7379 +2025-05-14 08:53:04,955 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 3:39:47, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6281, loss: 2.6281 +2025-05-14 08:53:46,056 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 3:39:02, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.5935, loss: 2.5935 +2025-05-14 08:54:27,970 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 3:38:18, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.6244, loss: 2.6244 +2025-05-14 08:55:09,714 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 3:37:34, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7675, loss: 2.7675 +2025-05-14 08:55:51,660 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 3:36:51, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6132, loss: 2.6132 +2025-05-14 08:56:32,896 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 3:36:06, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.6408, loss: 2.6408 +2025-05-14 08:57:14,510 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 3:35:22, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7042, loss: 2.7042 +2025-05-14 08:57:55,782 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 3:34:37, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7265, loss: 2.7265 +2025-05-14 08:58:37,841 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 3:33:54, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6146, loss: 2.6146 +2025-05-14 08:59:18,949 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 3:33:09, time: 0.411, data_time: 0.000, memory: 10840, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6615, loss: 2.6615 +2025-05-14 08:59:22,073 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-14 09:00:33,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 09:00:33,816 - pyskl - INFO - +top1_acc 0.8382 +top5_acc 0.9753 +2025-05-14 09:00:33,819 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8382, top5_acc: 0.9753 +2025-05-14 09:01:42,095 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 3:33:01, time: 0.683, data_time: 0.264, memory: 10840, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.5783, loss: 2.5783 +2025-05-14 09:02:23,921 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 3:32:18, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5531, loss: 2.5531 +2025-05-14 09:03:05,732 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 3:31:34, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5889, loss: 2.5889 +2025-05-14 09:03:47,367 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 3:30:50, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6048, loss: 2.6048 +2025-05-14 09:04:28,597 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 3:30:05, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.6089, loss: 2.6089 +2025-05-14 09:05:09,325 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 3:29:19, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.6354, loss: 2.6354 +2025-05-14 09:05:50,561 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 3:28:35, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.7301, loss: 2.7301 +2025-05-14 09:06:32,404 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 3:27:51, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.6925, loss: 2.6925 +2025-05-14 09:07:14,442 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 3:27:07, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6297, loss: 2.6297 +2025-05-14 09:07:56,301 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 3:26:24, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.5910, loss: 2.5910 +2025-05-14 09:08:37,066 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 3:25:38, time: 0.408, data_time: 0.000, memory: 10840, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.6158, loss: 2.6158 +2025-05-14 09:09:18,934 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 3:24:55, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.6955, loss: 2.6955 +2025-05-14 09:10:00,846 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 3:24:11, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7519, loss: 2.7519 +2025-05-14 09:10:42,692 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 3:23:27, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.6099, loss: 2.6099 +2025-05-14 09:11:24,704 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:22:44, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6618, loss: 2.6618 +2025-05-14 09:12:06,568 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:22:00, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.5876, loss: 2.5876 +2025-05-14 09:12:48,521 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:21:17, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5966, loss: 2.5966 +2025-05-14 09:13:30,596 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:20:33, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6145, loss: 2.6145 +2025-05-14 09:14:12,237 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:19:49, time: 0.416, data_time: 0.000, memory: 10840, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.6852, loss: 2.6852 +2025-05-14 09:14:54,281 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:19:06, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6072, loss: 2.6072 +2025-05-14 09:15:36,034 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:18:22, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.6924, loss: 2.6924 +2025-05-14 09:16:17,309 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:17:37, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6190, loss: 2.6190 +2025-05-14 09:16:59,289 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:16:54, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.5981, loss: 2.5981 +2025-05-14 09:17:41,301 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:16:10, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.5729, loss: 2.5729 +2025-05-14 09:18:23,449 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:15:27, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6587, loss: 2.6587 +2025-05-14 09:18:26,638 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-14 09:19:40,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 09:19:40,159 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9783 +2025-05-14 09:19:40,162 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8402, top5_acc: 0.9783 +2025-05-14 09:20:48,732 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:15:19, time: 0.686, data_time: 0.267, memory: 10840, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4716, loss: 2.4716 +2025-05-14 09:21:30,657 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:14:36, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.5245, loss: 2.5245 +2025-05-14 09:22:12,023 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:13:51, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6117, loss: 2.6117 +2025-05-14 09:22:53,376 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:13:07, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4488, loss: 2.4488 +2025-05-14 09:23:35,268 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:12:23, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6281, loss: 2.6281 +2025-05-14 09:24:17,129 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:11:39, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.6326, loss: 2.6326 +2025-05-14 09:24:58,458 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:10:55, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.6045, loss: 2.6045 +2025-05-14 09:25:38,984 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:10:09, time: 0.405, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.6273, loss: 2.6273 +2025-05-14 09:26:19,682 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:09:23, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6644, loss: 2.6644 +2025-05-14 09:27:01,576 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:08:40, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.5713, loss: 2.5713 +2025-05-14 09:27:43,085 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:07:55, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.5787, loss: 2.5787 +2025-05-14 09:28:24,592 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:07:11, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.7083, loss: 2.7083 +2025-05-14 09:29:06,541 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:06:28, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.6352, loss: 2.6352 +2025-05-14 09:29:48,287 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:05:44, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6938, loss: 2.6938 +2025-05-14 09:30:30,136 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:05:00, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6416, loss: 2.6416 +2025-05-14 09:31:12,244 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:04:17, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5846, loss: 2.5846 +2025-05-14 09:31:54,066 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:03:33, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.6360, loss: 2.6360 +2025-05-14 09:32:35,613 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:02:49, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.5470, loss: 2.5470 +2025-05-14 09:33:16,313 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:02:04, time: 0.407, data_time: 0.000, memory: 10840, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7087, loss: 2.7087 +2025-05-14 09:33:57,656 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:01:19, time: 0.413, data_time: 0.000, memory: 10840, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.5920, loss: 2.5920 +2025-05-14 09:34:39,337 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:00:35, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.6373, loss: 2.6373 +2025-05-14 09:35:21,308 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 2:59:52, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6667, loss: 2.6667 +2025-05-14 09:36:03,163 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 2:59:08, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5513, loss: 2.5513 +2025-05-14 09:36:44,982 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 2:58:24, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6841, loss: 2.6841 +2025-05-14 09:37:26,996 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 2:57:41, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7048, loss: 2.7048 +2025-05-14 09:37:30,515 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-14 09:38:43,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 09:38:43,945 - pyskl - INFO - +top1_acc 0.8301 +top5_acc 0.9774 +2025-05-14 09:38:43,948 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8301, top5_acc: 0.9774 +2025-05-14 09:39:51,530 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 2:57:30, time: 0.676, data_time: 0.255, memory: 10840, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5225, loss: 2.5225 +2025-05-14 09:40:33,433 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 2:56:47, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.6224, loss: 2.6224 +2025-05-14 09:41:15,263 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 2:56:03, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5945, loss: 2.5945 +2025-05-14 09:41:57,307 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 2:55:20, time: 0.420, data_time: 0.000, memory: 10840, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.4958, loss: 2.4958 +2025-05-14 09:42:39,249 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 2:54:36, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.4417, loss: 2.4417 +2025-05-14 09:43:20,669 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 2:53:52, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.6712, loss: 2.6712 +2025-05-14 09:44:02,561 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 2:53:08, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.5819, loss: 2.5819 +2025-05-14 09:44:44,498 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 2:52:25, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6419, loss: 2.6419 +2025-05-14 09:45:26,376 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 2:51:41, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5128, loss: 2.5128 +2025-05-14 09:46:08,177 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 2:50:57, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.6780, loss: 2.6780 +2025-05-14 09:46:50,048 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 2:50:14, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5029, loss: 2.5029 +2025-05-14 09:47:31,926 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 2:49:30, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6135, loss: 2.6135 +2025-05-14 09:48:13,628 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 2:48:46, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4577, loss: 2.4577 +2025-05-14 09:48:54,518 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 2:48:01, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4914, loss: 2.4914 +2025-05-14 09:49:35,712 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 2:47:16, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.6888, loss: 2.6888 +2025-05-14 09:50:17,466 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 2:46:32, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.5678, loss: 2.5678 +2025-05-14 09:50:58,374 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 2:45:47, time: 0.409, data_time: 0.000, memory: 10840, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5566, loss: 2.5566 +2025-05-14 09:51:40,255 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 2:45:04, time: 0.419, data_time: 0.000, memory: 10840, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.4904, loss: 2.4904 +2025-05-14 09:52:21,800 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 2:44:20, time: 0.415, data_time: 0.000, memory: 10840, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6501, loss: 2.6501 +2025-05-14 09:53:03,548 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 2:43:36, time: 0.417, data_time: 0.000, memory: 10840, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.6711, loss: 2.6711 +2025-05-14 09:53:45,349 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 2:42:52, time: 0.418, data_time: 0.000, memory: 10840, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6785, loss: 2.6785 +2025-05-14 09:54:26,364 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 2:42:07, time: 0.410, data_time: 0.000, memory: 10840, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6199, loss: 2.6199 +2025-05-14 09:55:07,779 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 2:41:23, time: 0.414, data_time: 0.000, memory: 10840, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.6632, loss: 2.6632 +2025-05-14 09:55:48,974 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 2:40:38, time: 0.412, data_time: 0.000, memory: 10840, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5777, loss: 2.5777 +2025-05-14 09:56:31,052 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 2:39:55, time: 0.421, data_time: 0.000, memory: 10840, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6151, loss: 2.6151 +2025-05-14 09:56:34,644 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-14 09:57:48,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 09:57:48,459 - pyskl - INFO - +top1_acc 0.8447 +top5_acc 0.9734 +2025-05-14 09:57:48,462 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8447, top5_acc: 0.9734 +2025-05-14 09:58:56,544 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 2:39:44, time: 0.681, data_time: 0.265, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5216, loss: 2.5216 +2025-05-14 09:59:38,486 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 2:39:01, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5710, loss: 2.5710 +2025-05-14 10:00:20,409 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 2:38:17, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5485, loss: 2.5485 +2025-05-14 10:01:02,066 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 2:37:33, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5482, loss: 2.5482 +2025-05-14 10:01:43,701 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 2:36:49, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5309, loss: 2.5309 +2025-05-14 10:02:25,647 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 2:36:06, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5717, loss: 2.5717 +2025-05-14 10:03:07,424 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 2:35:22, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.5993, loss: 2.5993 +2025-05-14 10:03:49,192 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 2:34:38, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.5663, loss: 2.5663 +2025-05-14 10:04:30,789 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 2:33:54, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.5442, loss: 2.5442 +2025-05-14 10:05:12,520 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 2:33:10, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.5972, loss: 2.5972 +2025-05-14 10:05:54,105 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 2:32:26, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.4991, loss: 2.4991 +2025-05-14 10:06:35,941 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 2:31:43, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6803, loss: 2.6803 +2025-05-14 10:07:18,020 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 2:30:59, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9794, loss_cls: 2.5702, loss: 2.5702 +2025-05-14 10:08:00,444 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 2:30:17, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6585, loss: 2.6585 +2025-05-14 10:08:42,404 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 2:29:33, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5443, loss: 2.5443 +2025-05-14 10:09:24,335 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 2:28:50, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5321, loss: 2.5321 +2025-05-14 10:10:05,423 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 2:28:05, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.6037, loss: 2.6037 +2025-05-14 10:10:46,349 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 2:27:20, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6352, loss: 2.6352 +2025-05-14 10:11:28,074 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 2:26:36, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.5938, loss: 2.5938 +2025-05-14 10:12:09,476 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 2:25:52, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5406, loss: 2.5406 +2025-05-14 10:12:50,517 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 2:25:07, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.5824, loss: 2.5824 +2025-05-14 10:13:31,964 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:24:23, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5504, loss: 2.5504 +2025-05-14 10:14:13,765 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:23:39, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6639, loss: 2.6639 +2025-05-14 10:14:55,133 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:22:55, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5170, loss: 2.5170 +2025-05-14 10:15:37,078 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:22:11, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5515, loss: 2.5515 +2025-05-14 10:15:40,476 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-14 10:16:52,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 10:16:52,510 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9791 +2025-05-14 10:16:52,566 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_55.pth was removed +2025-05-14 10:16:53,953 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-05-14 10:16:53,954 - pyskl - INFO - Best top1_acc is 0.8553 at 61 epoch. +2025-05-14 10:16:53,957 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8553, top5_acc: 0.9791 +2025-05-14 10:18:02,489 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:22:00, time: 0.685, data_time: 0.268, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.5095, loss: 2.5095 +2025-05-14 10:18:43,868 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:21:16, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5824, loss: 2.5824 +2025-05-14 10:19:25,299 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:20:32, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.4250, loss: 2.4250 +2025-05-14 10:20:05,701 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:19:46, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5004, loss: 2.5004 +2025-05-14 10:20:47,330 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:19:02, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5217, loss: 2.5217 +2025-05-14 10:21:28,540 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:18:18, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.5816, loss: 2.5816 +2025-05-14 10:22:10,348 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:17:34, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.6021, loss: 2.6021 +2025-05-14 10:22:52,140 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:16:50, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8612, top5_acc: 0.9900, loss_cls: 2.6152, loss: 2.6152 +2025-05-14 10:23:33,852 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:16:06, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6398, loss: 2.6398 +2025-05-14 10:24:14,689 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:15:21, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5152, loss: 2.5152 +2025-05-14 10:24:56,367 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:14:37, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5881, loss: 2.5881 +2025-05-14 10:25:37,811 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:13:53, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5287, loss: 2.5287 +2025-05-14 10:26:19,141 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:13:09, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4875, loss: 2.4875 +2025-05-14 10:27:00,923 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:12:25, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.5245, loss: 2.5245 +2025-05-14 10:27:42,850 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:11:42, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.3620, loss: 2.3620 +2025-05-14 10:28:24,388 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:10:58, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5403, loss: 2.5403 +2025-05-14 10:29:06,236 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:10:14, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4958, loss: 2.4958 +2025-05-14 10:29:48,265 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:09:31, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5896, loss: 2.5896 +2025-05-14 10:30:29,348 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:08:46, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.6108, loss: 2.6108 +2025-05-14 10:31:11,290 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:08:03, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 2.6340, loss: 2.6340 +2025-05-14 10:31:52,420 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:07:18, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.5305, loss: 2.5305 +2025-05-14 10:32:34,148 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:06:34, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6614, loss: 2.6614 +2025-05-14 10:33:16,156 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:05:51, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.6197, loss: 2.6197 +2025-05-14 10:33:57,762 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:05:07, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.5777, loss: 2.5777 +2025-05-14 10:34:39,980 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:04:24, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5699, loss: 2.5699 +2025-05-14 10:34:43,363 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-14 10:35:56,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 10:35:56,945 - pyskl - INFO - +top1_acc 0.8507 +top5_acc 0.9800 +2025-05-14 10:35:56,948 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8507, top5_acc: 0.9800 +2025-05-14 10:37:05,264 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:04:12, time: 0.683, data_time: 0.263, memory: 10841, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3996, loss: 2.3996 +2025-05-14 10:37:46,878 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:03:28, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.5055, loss: 2.5055 +2025-05-14 10:38:28,150 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:02:43, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6389, loss: 2.6389 +2025-05-14 10:39:10,237 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:02:00, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.5186, loss: 2.5186 +2025-05-14 10:39:52,390 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:01:17, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5269, loss: 2.5269 +2025-05-14 10:40:34,356 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:00:33, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8756, top5_acc: 0.9919, loss_cls: 2.5549, loss: 2.5549 +2025-05-14 10:41:15,839 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 1:59:49, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4831, loss: 2.4831 +2025-05-14 10:41:56,797 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 1:59:04, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.5118, loss: 2.5118 +2025-05-14 10:42:38,351 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 1:58:20, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5383, loss: 2.5383 +2025-05-14 10:43:20,045 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 1:57:37, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.5531, loss: 2.5531 +2025-05-14 10:44:01,632 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 1:56:53, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5054, loss: 2.5054 +2025-05-14 10:44:43,391 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 1:56:09, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5861, loss: 2.5861 +2025-05-14 10:45:25,277 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 1:55:25, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.5077, loss: 2.5077 +2025-05-14 10:46:07,207 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 1:54:42, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.4762, loss: 2.4762 +2025-05-14 10:46:48,868 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 1:53:58, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5655, loss: 2.5655 +2025-05-14 10:47:30,254 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 1:53:14, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6881, loss: 2.6881 +2025-05-14 10:48:11,646 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 1:52:30, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6084, loss: 2.6084 +2025-05-14 10:48:53,044 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 1:51:46, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.6171, loss: 2.6171 +2025-05-14 10:49:34,880 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 1:51:02, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.5690, loss: 2.5690 +2025-05-14 10:50:16,728 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 1:50:18, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5128, loss: 2.5128 +2025-05-14 10:50:58,545 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 1:49:35, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.5756, loss: 2.5756 +2025-05-14 10:51:40,361 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 1:48:51, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6175, loss: 2.6175 +2025-05-14 10:52:22,241 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 1:48:08, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6450, loss: 2.6450 +2025-05-14 10:53:04,177 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 1:47:24, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6003, loss: 2.6003 +2025-05-14 10:53:45,976 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 1:46:41, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6761, loss: 2.6761 +2025-05-14 10:53:49,108 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-14 10:55:01,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 10:55:01,597 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9782 +2025-05-14 10:55:01,600 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8453, top5_acc: 0.9782 +2025-05-14 10:56:12,773 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 1:46:31, time: 0.712, data_time: 0.285, memory: 10841, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.4079, loss: 2.4079 +2025-05-14 10:56:54,406 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 1:45:48, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.5315, loss: 2.5315 +2025-05-14 10:57:35,985 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 1:45:04, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.5116, loss: 2.5116 +2025-05-14 10:58:17,969 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 1:44:20, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.6233, loss: 2.6233 +2025-05-14 10:58:59,732 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 1:43:36, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.4911, loss: 2.4911 +2025-05-14 10:59:40,239 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 1:42:51, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5536, loss: 2.5536 +2025-05-14 11:00:21,225 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 1:42:06, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.5446, loss: 2.5446 +2025-05-14 11:01:02,717 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 1:41:22, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.6237, loss: 2.6237 +2025-05-14 11:01:44,244 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 1:40:38, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5602, loss: 2.5602 +2025-05-14 11:02:25,612 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 1:39:54, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5499, loss: 2.5499 +2025-05-14 11:03:06,690 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 1:39:09, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5511, loss: 2.5511 +2025-05-14 11:03:48,790 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 1:38:26, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5024, loss: 2.5024 +2025-05-14 11:04:30,283 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 1:37:42, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.6231, loss: 2.6231 +2025-05-14 11:05:11,949 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 1:36:58, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.5271, loss: 2.5271 +2025-05-14 11:05:52,856 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 1:36:13, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5033, loss: 2.5033 +2025-05-14 11:06:34,793 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 1:35:30, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3591, loss: 2.3591 +2025-05-14 11:07:16,436 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 1:34:46, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5908, loss: 2.5908 +2025-05-14 11:07:57,205 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 1:34:01, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.6099, loss: 2.6099 +2025-05-14 11:08:38,862 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 1:33:17, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6297, loss: 2.6297 +2025-05-14 11:09:21,017 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 1:32:34, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5430, loss: 2.5430 +2025-05-14 11:10:02,936 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 1:31:51, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4925, loss: 2.4925 +2025-05-14 11:10:44,868 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 1:31:07, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.5239, loss: 2.5239 +2025-05-14 11:11:26,880 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 1:30:24, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5379, loss: 2.5379 +2025-05-14 11:12:08,672 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 1:29:40, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4807, loss: 2.4807 +2025-05-14 11:12:50,593 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 1:28:57, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4723, loss: 2.4723 +2025-05-14 11:12:54,022 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-14 11:14:06,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 11:14:06,602 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9800 +2025-05-14 11:14:06,607 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8529, top5_acc: 0.9800 +2025-05-14 11:15:16,706 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 1:28:45, time: 0.701, data_time: 0.286, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.4529, loss: 2.4529 +2025-05-14 11:15:58,873 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 1:28:02, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.4414, loss: 2.4414 +2025-05-14 11:16:40,689 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 1:27:19, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.5177, loss: 2.5177 +2025-05-14 11:17:22,861 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 1:26:36, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5382, loss: 2.5382 +2025-05-14 11:18:04,783 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:25:52, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.4817, loss: 2.4817 +2025-05-14 11:18:46,180 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:25:08, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4995, loss: 2.4995 +2025-05-14 11:19:27,427 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:24:24, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4964, loss: 2.4964 +2025-05-14 11:20:09,238 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:23:40, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4274, loss: 2.4274 +2025-05-14 11:20:51,027 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:22:56, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.4640, loss: 2.4640 +2025-05-14 11:21:32,712 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:22:13, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.5535, loss: 2.5535 +2025-05-14 11:22:14,524 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:21:29, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.5075, loss: 2.5075 +2025-05-14 11:22:56,141 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:20:45, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4173, loss: 2.4173 +2025-05-14 11:23:38,370 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:20:02, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6032, loss: 2.6032 +2025-05-14 11:24:20,135 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:19:19, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.5452, loss: 2.5452 +2025-05-14 11:25:01,516 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:18:34, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5467, loss: 2.5467 +2025-05-14 11:25:43,390 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:17:51, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4688, loss: 2.4688 +2025-05-14 11:26:23,941 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:17:06, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5034, loss: 2.5034 +2025-05-14 11:27:04,609 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:16:21, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.5310, loss: 2.5310 +2025-05-14 11:27:46,291 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:15:37, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.4905, loss: 2.4905 +2025-05-14 11:28:27,784 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:14:53, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5690, loss: 2.5690 +2025-05-14 11:29:08,329 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:14:08, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4835, loss: 2.4835 +2025-05-14 11:29:48,865 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:13:22, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.6346, loss: 2.6346 +2025-05-14 11:30:29,923 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:12:38, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5955, loss: 2.5955 +2025-05-14 11:31:11,582 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:11:54, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4996, loss: 2.4996 +2025-05-14 11:31:52,202 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:11:09, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5411, loss: 2.5411 +2025-05-14 11:31:55,354 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-14 11:33:07,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 11:33:07,606 - pyskl - INFO - +top1_acc 0.8436 +top5_acc 0.9780 +2025-05-14 11:33:07,609 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8436, top5_acc: 0.9780 +2025-05-14 11:34:16,844 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:10:55, time: 0.692, data_time: 0.274, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.4144, loss: 2.4144 +2025-05-14 11:34:58,853 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:10:12, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.4412, loss: 2.4412 +2025-05-14 11:35:40,801 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:09:29, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4830, loss: 2.4830 +2025-05-14 11:36:21,129 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:08:43, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4284, loss: 2.4284 +2025-05-14 11:37:02,869 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:07:59, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.4596, loss: 2.4596 +2025-05-14 11:37:44,673 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:07:16, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.4719, loss: 2.4719 +2025-05-14 11:38:26,225 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:06:32, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.3918, loss: 2.3918 +2025-05-14 11:39:07,058 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:05:47, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5245, loss: 2.5245 +2025-05-14 11:39:48,467 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:05:03, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.4360, loss: 2.4360 +2025-05-14 11:40:29,909 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:04:19, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.4589, loss: 2.4589 +2025-05-14 11:41:10,690 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:03:34, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4156, loss: 2.4156 +2025-05-14 11:41:51,203 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:02:49, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5648, loss: 2.5648 +2025-05-14 11:42:32,709 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:02:05, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5116, loss: 2.5116 +2025-05-14 11:43:13,432 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:01:20, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5714, loss: 2.5714 +2025-05-14 11:43:55,301 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:00:36, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5426, loss: 2.5426 +2025-05-14 11:44:37,165 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 0:59:53, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.5706, loss: 2.5706 +2025-05-14 11:45:18,483 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 0:59:09, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.6240, loss: 2.6240 +2025-05-14 11:45:59,565 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 0:58:24, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6087, loss: 2.6087 +2025-05-14 11:46:41,761 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 0:57:41, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.5101, loss: 2.5101 +2025-05-14 11:47:23,071 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 0:56:57, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6258, loss: 2.6258 +2025-05-14 11:48:04,503 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 0:56:13, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6225, loss: 2.6225 +2025-05-14 11:48:46,430 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 0:55:30, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 2.5426, loss: 2.5426 +2025-05-14 11:49:28,336 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 0:54:46, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.4720, loss: 2.4720 +2025-05-14 11:50:09,519 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 0:54:02, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.6090, loss: 2.6090 +2025-05-14 11:50:51,377 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 0:53:19, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5170, loss: 2.5170 +2025-05-14 11:50:54,750 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-14 11:52:07,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 11:52:07,903 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9723 +2025-05-14 11:52:07,909 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8462, top5_acc: 0.9723 +2025-05-14 11:53:14,625 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 0:53:01, time: 0.667, data_time: 0.256, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4513, loss: 2.4513 +2025-05-14 11:53:55,551 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 0:52:16, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.4307, loss: 2.4307 +2025-05-14 11:54:36,561 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 0:51:32, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 2.3489, loss: 2.3489 +2025-05-14 11:55:18,193 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 0:50:48, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.4325, loss: 2.4325 +2025-05-14 11:55:59,985 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 0:50:04, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5561, loss: 2.5561 +2025-05-14 11:56:40,520 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 0:49:19, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.4566, loss: 2.4566 +2025-05-14 11:57:22,323 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 0:48:36, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.4671, loss: 2.4671 +2025-05-14 11:58:04,180 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 0:47:52, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4072, loss: 2.4072 +2025-05-14 11:58:44,729 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 0:47:07, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.3957, loss: 2.3957 +2025-05-14 11:59:26,649 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 0:46:24, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.4905, loss: 2.4905 +2025-05-14 12:00:08,497 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 0:45:40, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4720, loss: 2.4720 +2025-05-14 12:00:50,635 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 0:44:57, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.5047, loss: 2.5047 +2025-05-14 12:01:32,296 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 0:44:13, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9938, loss_cls: 2.5371, loss: 2.5371 +2025-05-14 12:02:13,294 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 0:43:29, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5827, loss: 2.5827 +2025-05-14 12:02:53,494 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 0:42:43, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4620, loss: 2.4620 +2025-05-14 12:03:34,009 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 0:41:58, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5105, loss: 2.5105 +2025-05-14 12:04:15,614 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 0:41:14, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.5349, loss: 2.5349 +2025-05-14 12:04:57,651 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 0:40:31, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.6092, loss: 2.6092 +2025-05-14 12:05:39,680 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 0:39:48, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.5947, loss: 2.5947 +2025-05-14 12:06:20,933 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 0:39:04, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.5384, loss: 2.5384 +2025-05-14 12:07:03,000 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 0:38:21, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4867, loss: 2.4867 +2025-05-14 12:07:43,569 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 0:37:35, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5444, loss: 2.5444 +2025-05-14 12:08:25,054 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 0:36:52, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5328, loss: 2.5328 +2025-05-14 12:09:06,961 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 0:36:08, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.4596, loss: 2.4596 +2025-05-14 12:09:48,828 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 0:35:25, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.6081, loss: 2.6081 +2025-05-14 12:09:51,949 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-14 12:11:04,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 12:11:04,434 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9773 +2025-05-14 12:11:04,437 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8475, top5_acc: 0.9773 +2025-05-14 12:12:11,485 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 0:35:07, time: 0.670, data_time: 0.252, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4320, loss: 2.4320 +2025-05-14 12:12:52,622 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 0:34:22, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.4010, loss: 2.4010 +2025-05-14 12:13:34,324 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 0:33:39, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3764, loss: 2.3764 +2025-05-14 12:14:14,873 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 0:32:54, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4567, loss: 2.4567 +2025-05-14 12:14:56,039 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 0:32:09, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3448, loss: 2.3448 +2025-05-14 12:15:36,605 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 0:31:24, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5411, loss: 2.5411 +2025-05-14 12:16:17,832 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 0:30:40, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.5038, loss: 2.5038 +2025-05-14 12:16:58,780 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 0:29:56, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.4278, loss: 2.4278 +2025-05-14 12:17:39,862 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 0:29:11, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5092, loss: 2.5092 +2025-05-14 12:18:21,070 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 0:28:27, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.4471, loss: 2.4471 +2025-05-14 12:19:01,840 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 0:27:42, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.5036, loss: 2.5036 +2025-05-14 12:19:43,345 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:26:58, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.4371, loss: 2.4371 +2025-05-14 12:20:25,228 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:26:15, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4692, loss: 2.4692 +2025-05-14 12:21:06,636 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:25:31, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.5272, loss: 2.5272 +2025-05-14 12:21:47,571 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:24:46, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9819, loss_cls: 2.4550, loss: 2.4550 +2025-05-14 12:22:27,335 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:24:01, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5563, loss: 2.5563 +2025-05-14 12:23:09,070 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:23:17, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.6370, loss: 2.6370 +2025-05-14 12:23:50,028 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:22:32, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.5309, loss: 2.5309 +2025-05-14 12:24:31,041 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:21:48, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.4455, loss: 2.4455 +2025-05-14 12:25:12,731 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:21:04, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4403, loss: 2.4403 +2025-05-14 12:25:54,523 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:20:21, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.4932, loss: 2.4932 +2025-05-14 12:26:36,188 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:19:37, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.5242, loss: 2.5242 +2025-05-14 12:27:17,669 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:18:53, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.4999, loss: 2.4999 +2025-05-14 12:27:59,601 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:18:10, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.5454, loss: 2.5454 +2025-05-14 12:28:40,568 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:17:26, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.4719, loss: 2.4719 +2025-05-14 12:28:43,627 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-14 12:29:55,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 12:29:55,588 - pyskl - INFO - +top1_acc 0.8690 +top5_acc 0.9805 +2025-05-14 12:29:55,681 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_61.pth was removed +2025-05-14 12:29:57,417 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2025-05-14 12:29:57,417 - pyskl - INFO - Best top1_acc is 0.8690 at 68 epoch. +2025-05-14 12:29:57,421 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8690, top5_acc: 0.9805 +2025-05-14 12:31:06,545 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:17:09, time: 0.691, data_time: 0.279, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.3119, loss: 2.3119 +2025-05-14 12:31:48,782 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:16:27, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3435, loss: 2.3435 +2025-05-14 12:32:30,801 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:15:43, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.5011, loss: 2.5011 +2025-05-14 12:33:12,245 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:14:59, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.5113, loss: 2.5113 +2025-05-14 12:33:53,022 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:14:15, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5745, loss: 2.5745 +2025-05-14 12:34:34,456 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:13:31, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4389, loss: 2.4389 +2025-05-14 12:35:15,182 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:12:46, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4632, loss: 2.4632 +2025-05-14 12:35:56,203 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:12:02, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4585, loss: 2.4585 +2025-05-14 12:36:37,451 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:11:17, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3727, loss: 2.3727 +2025-05-14 12:37:19,341 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:10:34, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.5567, loss: 2.5567 +2025-05-14 12:38:01,513 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:09:51, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4434, loss: 2.4434 +2025-05-14 12:38:43,381 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:09:08, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.4273, loss: 2.4273 +2025-05-14 12:39:24,884 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:08:24, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.5740, loss: 2.5740 +2025-05-14 12:40:06,045 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:07:40, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.4687, loss: 2.4687 +2025-05-14 12:40:47,115 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:06:55, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9825, loss_cls: 2.4755, loss: 2.4755 +2025-05-14 12:41:28,477 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:06:11, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9031, top5_acc: 0.9831, loss_cls: 2.3994, loss: 2.3994 +2025-05-14 12:42:08,365 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:05:26, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.4348, loss: 2.4348 +2025-05-14 12:42:50,175 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:04:42, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.5449, loss: 2.5449 +2025-05-14 12:43:30,294 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:03:57, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6142, loss: 2.6142 +2025-05-14 12:44:11,608 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:03:13, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5383, loss: 2.5383 +2025-05-14 12:44:52,753 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:02:28, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.3909, loss: 2.3909 +2025-05-14 12:45:34,553 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:01:45, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4603, loss: 2.4603 +2025-05-14 12:46:15,861 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:01:01, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.4471, loss: 2.4471 +2025-05-14 12:46:57,341 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:00:17, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.5433, loss: 2.5433 +2025-05-14 12:47:37,936 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 23:59:32, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4134, loss: 2.4134 +2025-05-14 12:47:41,431 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-14 12:48:54,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 12:48:54,824 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9755 +2025-05-14 12:48:54,827 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8445, top5_acc: 0.9755 +2025-05-14 12:50:03,208 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 23:59:15, time: 0.684, data_time: 0.269, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3087, loss: 2.3087 +2025-05-14 12:50:45,245 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 23:58:31, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4759, loss: 2.4759 +2025-05-14 12:51:27,082 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 23:57:48, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.4617, loss: 2.4617 +2025-05-14 12:52:08,738 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 23:57:04, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4238, loss: 2.4238 +2025-05-14 12:52:49,715 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 23:56:20, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4471, loss: 2.4471 +2025-05-14 12:53:31,476 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 23:55:36, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.4532, loss: 2.4532 +2025-05-14 12:54:13,361 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 23:54:53, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.4372, loss: 2.4372 +2025-05-14 12:54:55,376 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 23:54:10, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.5118, loss: 2.5118 +2025-05-14 12:55:37,088 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 23:53:26, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.3865, loss: 2.3865 +2025-05-14 12:56:18,977 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 23:52:43, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5109, loss: 2.5109 +2025-05-14 12:57:00,922 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 23:52:00, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4825, loss: 2.4825 +2025-05-14 12:57:42,745 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 23:51:16, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.4504, loss: 2.4504 +2025-05-14 12:58:23,334 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 23:50:31, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.3599, loss: 2.3599 +2025-05-14 12:59:04,900 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 23:49:48, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4201, loss: 2.4201 +2025-05-14 12:59:46,218 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 23:49:04, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.4843, loss: 2.4843 +2025-05-14 13:00:28,152 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 23:48:21, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.4483, loss: 2.4483 +2025-05-14 13:01:10,336 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 23:47:38, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.4161, loss: 2.4161 +2025-05-14 13:01:51,966 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 23:46:54, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.4882, loss: 2.4882 +2025-05-14 13:02:34,050 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 23:46:11, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4099, loss: 2.4099 +2025-05-14 13:03:14,954 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 23:45:26, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6230, loss: 2.6230 +2025-05-14 13:03:55,820 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 23:44:42, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4812, loss: 2.4812 +2025-05-14 13:04:37,451 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 23:43:58, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 2.4809, loss: 2.4809 +2025-05-14 13:05:18,918 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 23:43:14, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4268, loss: 2.4268 +2025-05-14 13:05:59,479 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 23:42:30, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5860, loss: 2.5860 +2025-05-14 13:06:40,592 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 23:41:45, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.3668, loss: 2.3668 +2025-05-14 13:06:43,709 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-14 13:07:55,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 13:07:55,405 - pyskl - INFO - +top1_acc 0.8305 +top5_acc 0.9724 +2025-05-14 13:07:55,408 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8305, top5_acc: 0.9724 +2025-05-14 13:09:01,968 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 23:41:25, time: 0.666, data_time: 0.253, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.3011, loss: 2.3011 +2025-05-14 13:09:43,829 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 23:40:41, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4095, loss: 2.4095 +2025-05-14 13:10:24,820 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 23:39:57, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4870, loss: 2.4870 +2025-05-14 13:11:06,729 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 23:39:14, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3358, loss: 2.3358 +2025-05-14 13:11:48,374 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 23:38:30, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2815, loss: 2.2815 +2025-05-14 13:12:30,157 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 23:37:47, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5212, loss: 2.5212 +2025-05-14 13:13:11,976 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 23:37:03, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4267, loss: 2.4267 +2025-05-14 13:13:52,965 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 23:36:19, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.3443, loss: 2.3443 +2025-05-14 13:14:34,318 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 23:35:35, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.3864, loss: 2.3864 +2025-05-14 13:15:15,706 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 23:34:51, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.3503, loss: 2.3503 +2025-05-14 13:15:56,905 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 23:34:07, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.4952, loss: 2.4952 +2025-05-14 13:16:38,140 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 23:33:23, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4169, loss: 2.4169 +2025-05-14 13:17:19,139 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 23:32:39, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.3886, loss: 2.3886 +2025-05-14 13:17:59,898 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 23:31:54, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5135, loss: 2.5135 +2025-05-14 13:18:40,698 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 23:31:10, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.5330, loss: 2.5330 +2025-05-14 13:19:21,517 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 23:30:25, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3782, loss: 2.3782 +2025-05-14 13:20:02,800 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 23:29:41, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.4099, loss: 2.4099 +2025-05-14 13:20:44,805 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 23:28:58, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.4660, loss: 2.4660 +2025-05-14 13:21:26,214 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 23:28:14, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5080, loss: 2.5080 +2025-05-14 13:22:07,391 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:27:30, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.5674, loss: 2.5674 +2025-05-14 13:22:48,129 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:26:46, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.3827, loss: 2.3827 +2025-05-14 13:23:28,679 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:26:01, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.3713, loss: 2.3713 +2025-05-14 13:24:09,946 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:25:17, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4552, loss: 2.4552 +2025-05-14 13:24:51,537 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:24:33, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4863, loss: 2.4863 +2025-05-14 13:25:32,105 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:23:48, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.4546, loss: 2.4546 +2025-05-14 13:25:35,191 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-14 13:26:46,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 13:26:46,959 - pyskl - INFO - +top1_acc 0.8470 +top5_acc 0.9790 +2025-05-14 13:26:46,962 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8470, top5_acc: 0.9790 +2025-05-14 13:27:55,859 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:23:30, time: 0.689, data_time: 0.272, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.3648, loss: 2.3648 +2025-05-14 13:28:37,389 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:22:46, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.3788, loss: 2.3788 +2025-05-14 13:29:19,643 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:22:03, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3905, loss: 2.3905 +2025-05-14 13:30:01,553 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:21:20, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3644, loss: 2.3644 +2025-05-14 13:30:43,053 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:20:36, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3555, loss: 2.3555 +2025-05-14 13:31:24,480 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:19:52, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3668, loss: 2.3668 +2025-05-14 13:32:04,929 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:19:07, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.2933, loss: 2.2933 +2025-05-14 13:32:46,268 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:18:24, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.5162, loss: 2.5162 +2025-05-14 13:33:27,629 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:17:40, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5244, loss: 2.5244 +2025-05-14 13:34:09,688 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:16:57, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4077, loss: 2.4077 +2025-05-14 13:34:51,141 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:16:13, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.4903, loss: 2.4903 +2025-05-14 13:35:31,913 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:15:28, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.2867, loss: 2.2867 +2025-05-14 13:36:13,028 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:14:44, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3330, loss: 2.3330 +2025-05-14 13:36:54,283 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:14:00, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4526, loss: 2.4526 +2025-05-14 13:37:34,560 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:13:15, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5083, loss: 2.5083 +2025-05-14 13:38:16,359 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:12:32, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.4223, loss: 2.4223 +2025-05-14 13:38:57,068 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:11:47, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 2.4373, loss: 2.4373 +2025-05-14 13:39:37,516 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:11:02, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4662, loss: 2.4662 +2025-05-14 13:40:19,405 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:10:19, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3854, loss: 2.3854 +2025-05-14 13:41:00,954 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:09:36, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.3271, loss: 2.3271 +2025-05-14 13:41:41,812 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:08:51, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4997, loss: 2.4997 +2025-05-14 13:42:23,035 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:08:07, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4215, loss: 2.4215 +2025-05-14 13:43:04,483 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:07:23, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.4760, loss: 2.4760 +2025-05-14 13:43:45,387 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:06:39, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4261, loss: 2.4261 +2025-05-14 13:44:27,366 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:05:56, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.5153, loss: 2.5153 +2025-05-14 13:44:30,593 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-14 13:45:42,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 13:45:42,259 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9776 +2025-05-14 13:45:42,262 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8595, top5_acc: 0.9776 +2025-05-14 13:46:49,481 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:05:35, time: 0.672, data_time: 0.263, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3846, loss: 2.3846 +2025-05-14 13:47:31,516 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:04:52, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3772, loss: 2.3772 +2025-05-14 13:48:13,133 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:04:08, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.3195, loss: 2.3195 +2025-05-14 13:48:54,647 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:03:25, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4372, loss: 2.4372 +2025-05-14 13:49:36,317 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:02:41, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4560, loss: 2.4560 +2025-05-14 13:50:17,269 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:01:57, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4453, loss: 2.4453 +2025-05-14 13:50:59,372 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:01:14, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.3458, loss: 2.3458 +2025-05-14 13:51:40,642 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:00:30, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3114, loss: 2.3114 +2025-05-14 13:52:22,144 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 22:59:46, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2998, loss: 2.2998 +2025-05-14 13:53:02,299 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 22:59:01, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.3942, loss: 2.3942 +2025-05-14 13:53:43,541 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 22:58:17, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.3971, loss: 2.3971 +2025-05-14 13:54:25,150 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 22:57:33, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4803, loss: 2.4803 +2025-05-14 13:55:06,209 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 22:56:49, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4589, loss: 2.4589 +2025-05-14 13:55:47,089 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 22:56:05, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4019, loss: 2.4019 +2025-05-14 13:56:27,993 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 22:55:21, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3765, loss: 2.3765 +2025-05-14 13:57:11,424 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 22:54:39, time: 0.434, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.4451, loss: 2.4451 +2025-05-14 13:57:53,765 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 22:53:56, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.4584, loss: 2.4584 +2025-05-14 13:58:34,447 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 22:53:12, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.3652, loss: 2.3652 +2025-05-14 13:59:15,769 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 22:52:28, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3138, loss: 2.3138 +2025-05-14 13:59:57,553 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 22:51:45, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.4264, loss: 2.4264 +2025-05-14 14:00:38,968 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 22:51:01, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.4481, loss: 2.4481 +2025-05-14 14:01:20,667 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 22:50:17, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.4892, loss: 2.4892 +2025-05-14 14:02:02,641 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 22:49:34, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.4277, loss: 2.4277 +2025-05-14 14:02:44,279 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 22:48:51, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.3413, loss: 2.3413 +2025-05-14 14:03:25,871 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 22:48:07, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.3972, loss: 2.3972 +2025-05-14 14:03:29,042 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-14 14:04:41,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 14:04:41,879 - pyskl - INFO - +top1_acc 0.8494 +top5_acc 0.9757 +2025-05-14 14:04:41,884 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8494, top5_acc: 0.9757 +2025-05-14 14:05:50,526 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 22:47:47, time: 0.686, data_time: 0.269, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2834, loss: 2.2834 +2025-05-14 14:06:31,820 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 22:47:03, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4376, loss: 2.4376 +2025-05-14 14:07:13,702 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 22:46:20, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.3074, loss: 2.3074 +2025-05-14 14:07:55,708 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 22:45:37, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.4843, loss: 2.4843 +2025-05-14 14:08:36,792 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 22:44:53, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.4311, loss: 2.4311 +2025-05-14 14:09:18,416 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 22:44:09, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3910, loss: 2.3910 +2025-05-14 14:09:59,931 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 22:43:26, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.3629, loss: 2.3629 +2025-05-14 14:10:41,711 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 22:42:42, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4392, loss: 2.4392 +2025-05-14 14:11:23,853 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 22:41:59, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.2983, loss: 2.2983 +2025-05-14 14:12:05,693 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 22:41:16, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3736, loss: 2.3736 +2025-05-14 14:12:46,735 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 22:40:32, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.3204, loss: 2.3204 +2025-05-14 14:13:27,410 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 22:39:47, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.3691, loss: 2.3691 +2025-05-14 14:14:09,085 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 22:39:04, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.4204, loss: 2.4204 +2025-05-14 14:14:50,701 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 22:38:20, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.3614, loss: 2.3614 +2025-05-14 14:15:31,778 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 22:37:36, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.3595, loss: 2.3595 +2025-05-14 14:16:13,086 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 22:36:52, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3432, loss: 2.3432 +2025-05-14 14:16:54,378 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 22:36:09, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.4277, loss: 2.4277 +2025-05-14 14:17:35,423 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 22:35:24, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4490, loss: 2.4490 +2025-05-14 14:18:17,366 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 22:34:41, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3889, loss: 2.3889 +2025-05-14 14:18:59,304 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 22:33:58, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4309, loss: 2.4309 +2025-05-14 14:19:40,453 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 22:33:14, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.4512, loss: 2.4512 +2025-05-14 14:20:22,481 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 22:32:31, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.3532, loss: 2.3532 +2025-05-14 14:21:04,213 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 22:31:48, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4536, loss: 2.4536 +2025-05-14 14:21:46,274 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 22:31:05, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2685, loss: 2.2685 +2025-05-14 14:22:28,129 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 22:30:21, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.4325, loss: 2.4325 +2025-05-14 14:22:31,253 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-14 14:23:44,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 14:23:44,679 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9777 +2025-05-14 14:23:44,682 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8516, top5_acc: 0.9777 +2025-05-14 14:24:54,458 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 22:30:02, time: 0.698, data_time: 0.278, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.2308, loss: 2.2308 +2025-05-14 14:25:36,560 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:29:19, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.3464, loss: 2.3464 +2025-05-14 14:26:18,419 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:28:35, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3517, loss: 2.3517 +2025-05-14 14:27:00,120 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:27:52, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 2.3684, loss: 2.3684 +2025-05-14 14:27:41,691 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:27:08, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2407, loss: 2.2407 +2025-05-14 14:28:23,179 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:26:25, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2941, loss: 2.2941 +2025-05-14 14:29:04,873 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:25:41, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3533, loss: 2.3533 +2025-05-14 14:29:46,719 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:24:58, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4425, loss: 2.4425 +2025-05-14 14:30:28,925 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:24:15, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4519, loss: 2.4519 +2025-05-14 14:31:09,768 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:23:31, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.4702, loss: 2.4702 +2025-05-14 14:31:51,683 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:22:48, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.3291, loss: 2.3291 +2025-05-14 14:32:33,569 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:22:04, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3777, loss: 2.3777 +2025-05-14 14:33:15,626 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:21:21, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2756, loss: 2.2756 +2025-05-14 14:33:57,714 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:20:38, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.4009, loss: 2.4009 +2025-05-14 14:34:40,129 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:19:56, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.3813, loss: 2.3813 +2025-05-14 14:35:22,837 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:19:13, time: 0.427, data_time: 0.000, memory: 10841, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3615, loss: 2.3615 +2025-05-14 14:36:05,221 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:18:31, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4499, loss: 2.4499 +2025-05-14 14:36:46,553 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:17:47, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.4270, loss: 2.4270 +2025-05-14 14:37:26,782 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:17:02, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.4176, loss: 2.4176 +2025-05-14 14:38:08,374 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:16:18, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8900, top5_acc: 0.9788, loss_cls: 2.4627, loss: 2.4627 +2025-05-14 14:38:48,956 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:15:34, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.3897, loss: 2.3897 +2025-05-14 14:39:30,313 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:14:50, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3627, loss: 2.3627 +2025-05-14 14:40:11,265 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:14:06, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.3409, loss: 2.3409 +2025-05-14 14:40:53,192 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:13:23, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.4204, loss: 2.4204 +2025-05-14 14:41:35,117 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:12:40, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3043, loss: 2.3043 +2025-05-14 14:41:38,338 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-14 14:42:51,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 14:42:51,156 - pyskl - INFO - +top1_acc 0.8549 +top5_acc 0.9773 +2025-05-14 14:42:51,159 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8549, top5_acc: 0.9773 +2025-05-14 14:44:00,544 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:12:19, time: 0.694, data_time: 0.271, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.3533, loss: 2.3533 +2025-05-14 14:44:46,839 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:11:40, time: 0.463, data_time: 0.001, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.3043, loss: 2.3043 +2025-05-14 14:45:28,321 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:10:56, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2838, loss: 2.2838 +2025-05-14 14:46:10,132 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:10:13, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.2801, loss: 2.2801 +2025-05-14 14:46:52,039 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:09:30, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2420, loss: 2.2420 +2025-05-14 14:47:33,963 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:08:47, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4253, loss: 2.4253 +2025-05-14 14:48:16,157 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:08:04, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.3557, loss: 2.3557 +2025-05-14 14:48:58,519 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:07:21, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2944, loss: 2.2944 +2025-05-14 14:49:40,318 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:06:38, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3582, loss: 2.3582 +2025-05-14 14:50:22,532 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:05:55, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.2973, loss: 2.2973 +2025-05-14 14:51:04,290 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:05:12, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2902, loss: 2.2902 +2025-05-14 14:51:46,113 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:04:28, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.2772, loss: 2.2772 +2025-05-14 14:52:28,174 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:03:45, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.3707, loss: 2.3707 +2025-05-14 14:53:10,302 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:03:02, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3194, loss: 2.3194 +2025-05-14 14:53:52,173 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:02:19, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3380, loss: 2.3380 +2025-05-14 14:54:33,929 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:01:36, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.4643, loss: 2.4643 +2025-05-14 14:55:15,756 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:00:52, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3014, loss: 2.3014 +2025-05-14 14:55:57,736 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:00:09, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.4225, loss: 2.4225 +2025-05-14 14:56:39,145 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 21:59:26, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.4644, loss: 2.4644 +2025-05-14 14:57:20,901 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 21:58:42, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3604, loss: 2.3604 +2025-05-14 14:58:02,657 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 21:57:59, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3723, loss: 2.3723 +2025-05-14 14:58:44,635 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 21:57:16, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.2913, loss: 2.2913 +2025-05-14 14:59:26,493 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 21:56:33, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.3669, loss: 2.3669 +2025-05-14 15:00:08,416 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 21:55:50, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4533, loss: 2.4533 +2025-05-14 15:00:50,245 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 21:55:06, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3160, loss: 2.3160 +2025-05-14 15:00:53,696 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-14 15:02:07,310 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 15:02:07,414 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9785 +2025-05-14 15:02:07,420 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8524, top5_acc: 0.9785 +2025-05-14 15:03:17,697 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 21:54:46, time: 0.703, data_time: 0.283, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.1592, loss: 2.1592 +2025-05-14 15:03:59,455 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 21:54:02, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3623, loss: 2.3623 +2025-05-14 15:04:41,014 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 21:53:19, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3635, loss: 2.3635 +2025-05-14 15:05:22,349 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 21:52:35, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3384, loss: 2.3384 +2025-05-14 15:06:04,278 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 21:51:52, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2781, loss: 2.2781 +2025-05-14 15:06:45,949 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 21:51:08, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.1974, loss: 2.1974 +2025-05-14 15:07:27,146 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 21:50:25, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4131, loss: 2.4131 +2025-05-14 15:08:08,793 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 21:49:41, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2681, loss: 2.2681 +2025-05-14 15:08:50,473 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 21:48:58, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4071, loss: 2.4071 +2025-05-14 15:09:31,820 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 21:48:14, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2843, loss: 2.2843 +2025-05-14 15:10:13,816 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 21:47:31, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.3048, loss: 2.3048 +2025-05-14 15:10:55,398 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 21:46:47, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3085, loss: 2.3085 +2025-05-14 15:11:37,066 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 21:46:04, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3458, loss: 2.3458 +2025-05-14 15:12:19,044 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 21:45:21, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.3412, loss: 2.3412 +2025-05-14 15:13:00,349 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 21:44:37, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.3954, loss: 2.3954 +2025-05-14 15:13:42,283 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 21:43:54, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3469, loss: 2.3469 +2025-05-14 15:14:23,893 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 21:43:11, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3432, loss: 2.3432 +2025-05-14 15:15:05,751 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 21:42:27, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.2999, loss: 2.2999 +2025-05-14 15:15:47,153 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 21:41:44, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3475, loss: 2.3475 +2025-05-14 15:16:29,070 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 21:41:00, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4412, loss: 2.4412 +2025-05-14 15:17:10,885 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 21:40:17, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4269, loss: 2.4269 +2025-05-14 15:17:52,780 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 21:39:34, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3191, loss: 2.3191 +2025-05-14 15:18:34,636 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 21:38:51, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2937, loss: 2.2937 +2025-05-14 15:19:16,053 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 21:38:07, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.4238, loss: 2.4238 +2025-05-14 15:19:57,897 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 21:37:24, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.3243, loss: 2.3243 +2025-05-14 15:20:01,113 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-14 15:21:13,900 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 15:21:13,975 - pyskl - INFO - +top1_acc 0.8535 +top5_acc 0.9801 +2025-05-14 15:21:13,978 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8535, top5_acc: 0.9801 +2025-05-14 15:22:23,225 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 21:37:02, time: 0.692, data_time: 0.274, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3665, loss: 2.3665 +2025-05-14 15:23:05,429 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 21:36:19, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.2696, loss: 2.2696 +2025-05-14 15:23:46,987 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 21:35:35, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3671, loss: 2.3671 +2025-05-14 15:24:28,877 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 21:34:52, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9956, loss_cls: 2.3036, loss: 2.3036 +2025-05-14 15:25:11,034 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 21:34:09, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2419, loss: 2.2419 +2025-05-14 15:25:53,048 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 21:33:26, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 2.3140, loss: 2.3140 +2025-05-14 15:26:35,080 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 21:32:43, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.3832, loss: 2.3832 +2025-05-14 15:27:16,689 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 21:32:00, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.4148, loss: 2.4148 +2025-05-14 15:27:58,843 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 21:31:17, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.2659, loss: 2.2659 +2025-05-14 15:28:40,955 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:30:34, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3529, loss: 2.3529 +2025-05-14 15:29:22,311 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:29:50, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2522, loss: 2.2522 +2025-05-14 15:30:04,252 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:29:07, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2137, loss: 2.2137 +2025-05-14 15:30:46,171 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:28:24, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.2193, loss: 2.2193 +2025-05-14 15:31:27,775 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:27:40, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.3247, loss: 2.3247 +2025-05-14 15:32:09,323 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:26:57, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2599, loss: 2.2599 +2025-05-14 15:32:49,717 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:26:12, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.2576, loss: 2.2576 +2025-05-14 15:33:30,573 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:25:28, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.3384, loss: 2.3384 +2025-05-14 15:34:12,095 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:24:44, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3375, loss: 2.3375 +2025-05-14 15:34:53,734 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:24:01, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9850, loss_cls: 2.3139, loss: 2.3139 +2025-05-14 15:35:35,266 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:23:18, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.3186, loss: 2.3186 +2025-05-14 15:36:16,513 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:22:34, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2929, loss: 2.2929 +2025-05-14 15:36:57,935 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:21:50, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.3106, loss: 2.3106 +2025-05-14 15:37:39,774 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:21:07, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3689, loss: 2.3689 +2025-05-14 15:38:21,412 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:20:24, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3065, loss: 2.3065 +2025-05-14 15:39:03,163 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:19:40, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.4439, loss: 2.4439 +2025-05-14 15:39:06,341 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-14 15:40:17,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 15:40:17,488 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9777 +2025-05-14 15:40:17,491 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8652, top5_acc: 0.9777 +2025-05-14 15:41:25,761 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:19:17, time: 0.683, data_time: 0.275, memory: 10841, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.2934, loss: 2.2934 +2025-05-14 15:42:06,902 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:18:33, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1805, loss: 2.1805 +2025-05-14 15:42:47,678 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:17:48, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2265, loss: 2.2265 +2025-05-14 15:43:29,622 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:17:05, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.2656, loss: 2.2656 +2025-05-14 15:44:11,549 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:16:22, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9850, loss_cls: 2.2369, loss: 2.2369 +2025-05-14 15:44:52,547 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:15:38, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.3524, loss: 2.3524 +2025-05-14 15:45:34,928 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:14:55, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2605, loss: 2.2605 +2025-05-14 15:46:16,574 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:14:12, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1540, loss: 2.1540 +2025-05-14 15:46:58,061 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:13:28, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.2580, loss: 2.2580 +2025-05-14 15:47:39,927 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:12:45, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2410, loss: 2.2410 +2025-05-14 15:48:22,098 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:12:02, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2401, loss: 2.2401 +2025-05-14 15:49:04,047 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:11:19, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.3793, loss: 2.3793 +2025-05-14 15:49:46,277 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:10:36, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2512, loss: 2.2512 +2025-05-14 15:50:28,376 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:09:53, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.2715, loss: 2.2715 +2025-05-14 15:51:10,223 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:09:10, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 2.2718, loss: 2.2718 +2025-05-14 15:51:52,253 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:08:27, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.3423, loss: 2.3423 +2025-05-14 15:52:34,009 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:07:44, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.3594, loss: 2.3594 +2025-05-14 15:53:15,793 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:07:01, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.2427, loss: 2.2427 +2025-05-14 15:53:57,662 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:06:17, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.3458, loss: 2.3458 +2025-05-14 15:54:38,915 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:05:34, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.3496, loss: 2.3496 +2025-05-14 15:55:20,539 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:04:50, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3300, loss: 2.3300 +2025-05-14 15:56:01,698 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:04:06, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3823, loss: 2.3823 +2025-05-14 15:56:43,438 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:03:23, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.3178, loss: 2.3178 +2025-05-14 15:57:24,201 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:02:39, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 2.2910, loss: 2.2910 +2025-05-14 15:58:05,773 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:01:56, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8856, top5_acc: 0.9956, loss_cls: 2.4161, loss: 2.4161 +2025-05-14 15:58:08,939 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-14 15:59:21,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 15:59:21,194 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9807 +2025-05-14 15:59:21,229 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_68.pth was removed +2025-05-14 15:59:22,907 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-05-14 15:59:22,908 - pyskl - INFO - Best top1_acc is 0.8730 at 79 epoch. +2025-05-14 15:59:22,911 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8730, top5_acc: 0.9807 +2025-05-14 16:00:35,037 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:01:35, time: 0.721, data_time: 0.292, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.2754, loss: 2.2754 +2025-05-14 16:01:16,975 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:00:52, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.1913, loss: 2.1913 +2025-05-14 16:01:59,008 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:00:09, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.1941, loss: 2.1941 +2025-05-14 16:02:40,028 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 20:59:25, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.2516, loss: 2.2516 +2025-05-14 16:03:22,117 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 20:58:42, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2534, loss: 2.2534 +2025-05-14 16:04:03,674 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 20:57:58, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2340, loss: 2.2340 +2025-05-14 16:04:45,878 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 20:57:15, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2956, loss: 2.2956 +2025-05-14 16:05:27,870 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 20:56:32, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1909, loss: 2.1909 +2025-05-14 16:06:09,776 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 20:55:49, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2658, loss: 2.2658 +2025-05-14 16:06:51,647 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 20:55:06, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.3846, loss: 2.3846 +2025-05-14 16:07:33,704 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 20:54:23, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3244, loss: 2.3244 +2025-05-14 16:08:15,226 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 20:53:39, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.2789, loss: 2.2789 +2025-05-14 16:08:56,536 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 20:52:56, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3725, loss: 2.3725 +2025-05-14 16:09:38,413 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 20:52:13, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.2575, loss: 2.2575 +2025-05-14 16:10:20,448 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 20:51:29, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2059, loss: 2.2059 +2025-05-14 16:11:02,245 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 20:50:46, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.2998, loss: 2.2998 +2025-05-14 16:11:43,806 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 20:50:03, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2525, loss: 2.2525 +2025-05-14 16:12:25,480 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 20:49:19, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2428, loss: 2.2428 +2025-05-14 16:13:06,262 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 20:48:35, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.1960, loss: 2.1960 +2025-05-14 16:13:47,684 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 20:47:52, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2492, loss: 2.2492 +2025-05-14 16:14:29,482 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 20:47:09, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.3936, loss: 2.3936 +2025-05-14 16:15:10,248 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 20:46:24, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.3646, loss: 2.3646 +2025-05-14 16:15:51,268 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 20:45:40, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.3232, loss: 2.3232 +2025-05-14 16:16:32,115 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 20:44:56, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2467, loss: 2.2467 +2025-05-14 16:17:13,824 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 20:44:13, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3805, loss: 2.3805 +2025-05-14 16:17:17,216 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-14 16:18:29,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 16:18:29,942 - pyskl - INFO - +top1_acc 0.8655 +top5_acc 0.9820 +2025-05-14 16:18:29,945 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8655, top5_acc: 0.9820 +2025-05-14 16:19:37,813 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 20:43:48, time: 0.679, data_time: 0.276, memory: 10841, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.2766, loss: 2.2766 +2025-05-14 16:20:18,960 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 20:43:04, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1331, loss: 2.1331 +2025-05-14 16:21:00,290 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 20:42:20, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.2333, loss: 2.2333 +2025-05-14 16:21:42,654 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 20:41:38, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2439, loss: 2.2439 +2025-05-14 16:22:23,707 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 20:40:54, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.3109, loss: 2.3109 +2025-05-14 16:23:05,415 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 20:40:11, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.3311, loss: 2.3311 +2025-05-14 16:23:47,384 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 20:39:27, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.2166, loss: 2.2166 +2025-05-14 16:24:29,050 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 20:38:44, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.2479, loss: 2.2479 +2025-05-14 16:25:10,188 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 20:38:00, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.3644, loss: 2.3644 +2025-05-14 16:25:52,417 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 20:37:17, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.2984, loss: 2.2984 +2025-05-14 16:26:34,248 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 20:36:34, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.2038, loss: 2.2038 +2025-05-14 16:27:16,300 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 20:35:51, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.2400, loss: 2.2400 +2025-05-14 16:27:58,087 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 20:35:08, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.3258, loss: 2.3258 +2025-05-14 16:28:40,087 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 20:34:25, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2176, loss: 2.2176 +2025-05-14 16:29:21,682 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 20:33:42, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.3292, loss: 2.3292 +2025-05-14 16:30:03,369 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 20:32:58, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3770, loss: 2.3770 +2025-05-14 16:30:44,784 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:32:15, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2318, loss: 2.2318 +2025-05-14 16:31:26,268 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:31:31, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.3416, loss: 2.3416 +2025-05-14 16:32:07,614 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:30:48, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.2328, loss: 2.2328 +2025-05-14 16:32:49,001 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:30:04, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2555, loss: 2.2555 +2025-05-14 16:33:30,745 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:29:21, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.2828, loss: 2.2828 +2025-05-14 16:34:12,246 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:28:37, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.2934, loss: 2.2934 +2025-05-14 16:34:52,879 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:27:53, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.3146, loss: 2.3146 +2025-05-14 16:35:34,761 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:27:10, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.3094, loss: 2.3094 +2025-05-14 16:36:16,424 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:26:27, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2595, loss: 2.2595 +2025-05-14 16:36:19,919 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-14 16:37:32,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 16:37:32,940 - pyskl - INFO - +top1_acc 0.8433 +top5_acc 0.9773 +2025-05-14 16:37:32,943 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8433, top5_acc: 0.9773 +2025-05-14 16:38:40,989 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:26:01, time: 0.680, data_time: 0.265, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1909, loss: 2.1909 +2025-05-14 16:39:21,640 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:25:17, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.0965, loss: 2.0965 +2025-05-14 16:40:02,583 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:24:33, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.2386, loss: 2.2386 +2025-05-14 16:40:44,801 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:23:50, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.2697, loss: 2.2697 +2025-05-14 16:41:26,829 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:23:07, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 2.2511, loss: 2.2511 +2025-05-14 16:42:08,901 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:22:24, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.2706, loss: 2.2706 +2025-05-14 16:42:50,714 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:21:41, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.2831, loss: 2.2831 +2025-05-14 16:43:32,595 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:20:58, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2337, loss: 2.2337 +2025-05-14 16:44:15,003 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:20:15, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.2631, loss: 2.2631 +2025-05-14 16:44:55,950 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:19:31, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.2457, loss: 2.2457 +2025-05-14 16:45:36,966 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:18:47, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.3172, loss: 2.3172 +2025-05-14 16:46:18,360 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:18:04, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1709, loss: 2.1709 +2025-05-14 16:47:00,051 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:17:20, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9131, top5_acc: 0.9862, loss_cls: 2.2690, loss: 2.2690 +2025-05-14 16:47:40,136 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:16:36, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.2213, loss: 2.2213 +2025-05-14 16:48:20,676 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:15:52, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.2157, loss: 2.2157 +2025-05-14 16:49:02,205 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:15:08, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2464, loss: 2.2464 +2025-05-14 16:49:44,165 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:14:25, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2242, loss: 2.2242 +2025-05-14 16:50:25,851 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:13:42, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.2247, loss: 2.2247 +2025-05-14 16:51:07,766 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:12:59, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2008, loss: 2.2008 +2025-05-14 16:51:49,685 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:12:16, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.1391, loss: 2.1391 +2025-05-14 16:52:31,552 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:11:32, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2799, loss: 2.2799 +2025-05-14 16:53:13,258 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:10:49, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.2822, loss: 2.2822 +2025-05-14 16:53:54,141 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:10:05, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3241, loss: 2.3241 +2025-05-14 16:54:36,173 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:09:22, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.3817, loss: 2.3817 +2025-05-14 16:55:18,163 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:08:39, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.2397, loss: 2.2397 +2025-05-14 16:55:21,354 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-14 16:56:34,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 16:56:34,305 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9741 +2025-05-14 16:56:34,309 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8538, top5_acc: 0.9741 +2025-05-14 16:57:42,728 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:08:13, time: 0.684, data_time: 0.270, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.1389, loss: 2.1389 +2025-05-14 16:58:24,172 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:07:30, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1208, loss: 2.1208 +2025-05-14 16:59:05,509 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:06:46, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0808, loss: 2.0808 +2025-05-14 16:59:47,605 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:06:03, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2358, loss: 2.2358 +2025-05-14 17:00:30,117 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:05:21, time: 0.425, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1283, loss: 2.1283 +2025-05-14 17:01:11,933 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:04:38, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.1912, loss: 2.1912 +2025-05-14 17:01:53,292 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:03:54, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.2447, loss: 2.2447 +2025-05-14 17:02:35,404 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:03:11, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.2506, loss: 2.2506 +2025-05-14 17:03:16,889 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:02:28, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.2687, loss: 2.2687 +2025-05-14 17:03:59,340 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:01:45, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2234, loss: 2.2234 +2025-05-14 17:04:41,325 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:01:02, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.2572, loss: 2.2572 +2025-05-14 17:05:23,208 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:00:19, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1555, loss: 2.1555 +2025-05-14 17:06:04,690 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 19:59:35, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.1618, loss: 2.1618 +2025-05-14 17:06:46,510 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 19:58:52, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.2268, loss: 2.2268 +2025-05-14 17:07:28,104 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 19:58:09, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2825, loss: 2.2825 +2025-05-14 17:08:09,734 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 19:57:26, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.2874, loss: 2.2874 +2025-05-14 17:08:51,208 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 19:56:42, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.1847, loss: 2.1847 +2025-05-14 17:09:32,508 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 19:55:59, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2247, loss: 2.2247 +2025-05-14 17:10:14,276 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 19:55:15, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2755, loss: 2.2755 +2025-05-14 17:10:56,220 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 19:54:32, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2015, loss: 2.2015 +2025-05-14 17:11:37,343 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 19:53:49, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2256, loss: 2.2256 +2025-05-14 17:12:18,836 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 19:53:05, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2565, loss: 2.2565 +2025-05-14 17:13:00,359 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 19:52:22, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.3023, loss: 2.3023 +2025-05-14 17:13:41,834 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 19:51:38, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3067, loss: 2.3067 +2025-05-14 17:14:23,456 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 19:50:55, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.2478, loss: 2.2478 +2025-05-14 17:14:26,630 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-14 17:15:38,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 17:15:38,659 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9780 +2025-05-14 17:15:38,663 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8538, top5_acc: 0.9780 +2025-05-14 17:16:46,117 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 19:50:28, time: 0.674, data_time: 0.266, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.2970, loss: 2.2970 +2025-05-14 17:17:27,838 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 19:49:45, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.0856, loss: 2.0856 +2025-05-14 17:18:09,952 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 19:49:02, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2086, loss: 2.2086 +2025-05-14 17:18:51,987 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 19:48:19, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.1478, loss: 2.1478 +2025-05-14 17:19:33,395 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 19:47:35, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1954, loss: 2.1954 +2025-05-14 17:20:14,373 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 19:46:51, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.1705, loss: 2.1705 +2025-05-14 17:20:55,839 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 19:46:08, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1720, loss: 2.1720 +2025-05-14 17:21:38,152 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 19:45:25, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.0732, loss: 2.0732 +2025-05-14 17:22:20,039 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 19:44:42, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2567, loss: 2.2567 +2025-05-14 17:23:02,228 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 19:43:59, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.2952, loss: 2.2952 +2025-05-14 17:23:43,957 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 19:43:16, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.2057, loss: 2.2057 +2025-05-14 17:24:24,845 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 19:42:32, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1582, loss: 2.1582 +2025-05-14 17:25:06,128 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 19:41:48, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.2109, loss: 2.2109 +2025-05-14 17:25:48,200 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 19:41:06, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.1839, loss: 2.1839 +2025-05-14 17:26:29,894 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 19:40:22, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.2677, loss: 2.2677 +2025-05-14 17:27:11,633 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 19:39:39, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.1893, loss: 2.1893 +2025-05-14 17:27:53,515 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 19:38:56, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.1080, loss: 2.1080 +2025-05-14 17:28:35,160 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 19:38:13, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.1449, loss: 2.1449 +2025-05-14 17:29:17,013 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 19:37:30, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2571, loss: 2.2571 +2025-05-14 17:29:59,123 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 19:36:47, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2079, loss: 2.2079 +2025-05-14 17:30:41,249 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 19:36:04, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2353, loss: 2.2353 +2025-05-14 17:31:23,092 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 19:35:21, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2047, loss: 2.2047 +2025-05-14 17:32:05,080 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 19:34:38, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1940, loss: 2.1940 +2025-05-14 17:32:46,595 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 19:33:54, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.2476, loss: 2.2476 +2025-05-14 17:33:27,797 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:33:11, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2361, loss: 2.2361 +2025-05-14 17:33:30,912 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-14 17:34:43,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 17:34:43,619 - pyskl - INFO - +top1_acc 0.8394 +top5_acc 0.9774 +2025-05-14 17:34:43,623 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8394, top5_acc: 0.9774 +2025-05-14 17:35:51,124 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:32:43, time: 0.675, data_time: 0.261, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.0865, loss: 2.0865 +2025-05-14 17:36:33,214 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:32:00, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1398, loss: 2.1398 +2025-05-14 17:37:15,253 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:31:17, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0988, loss: 2.0988 +2025-05-14 17:37:57,407 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:30:34, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.2161, loss: 2.2161 +2025-05-14 17:38:39,320 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:29:51, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.2087, loss: 2.2087 +2025-05-14 17:39:20,534 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:29:08, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.2043, loss: 2.2043 +2025-05-14 17:40:02,668 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:28:25, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1480, loss: 2.1480 +2025-05-14 17:40:44,920 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:27:42, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2435, loss: 2.2435 +2025-05-14 17:41:27,078 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:26:59, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.2619, loss: 2.2619 +2025-05-14 17:42:08,165 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:26:15, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1325, loss: 2.1325 +2025-05-14 17:42:49,632 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:25:32, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.2033, loss: 2.2033 +2025-05-14 17:43:31,371 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:24:49, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2674, loss: 2.2674 +2025-05-14 17:44:13,361 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:24:06, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.2555, loss: 2.2555 +2025-05-14 17:44:55,171 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:23:22, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0967, loss: 2.0967 +2025-05-14 17:45:37,553 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:22:40, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 2.2197, loss: 2.2197 +2025-05-14 17:46:18,788 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:21:56, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2980, loss: 2.2980 +2025-05-14 17:47:00,231 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:21:13, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.1915, loss: 2.1915 +2025-05-14 17:47:40,945 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:20:29, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1774, loss: 2.1774 +2025-05-14 17:48:22,419 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:19:45, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1031, loss: 2.1031 +2025-05-14 17:49:04,017 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:19:02, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.1674, loss: 2.1674 +2025-05-14 17:49:45,089 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:18:18, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1800, loss: 2.1800 +2025-05-14 17:50:26,877 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:17:35, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.0650, loss: 2.0650 +2025-05-14 17:51:08,542 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:16:52, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2370, loss: 2.2370 +2025-05-14 17:51:50,377 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:16:09, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.2074, loss: 2.2074 +2025-05-14 17:52:31,973 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:15:25, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.2959, loss: 2.2959 +2025-05-14 17:52:35,212 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-14 17:53:46,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 17:53:46,850 - pyskl - INFO - +top1_acc 0.8689 +top5_acc 0.9816 +2025-05-14 17:53:46,853 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8689, top5_acc: 0.9816 +2025-05-14 17:54:56,433 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:14:59, time: 0.696, data_time: 0.271, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0788, loss: 2.0788 +2025-05-14 17:55:38,625 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:14:16, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.0193, loss: 2.0193 +2025-05-14 17:56:20,590 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:13:33, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.1517, loss: 2.1517 +2025-05-14 17:57:03,403 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:12:51, time: 0.428, data_time: 0.000, memory: 10841, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2607, loss: 2.2607 +2025-05-14 17:57:44,953 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:12:07, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2123, loss: 2.2123 +2025-05-14 17:58:26,181 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:11:24, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.1645, loss: 2.1645 +2025-05-14 17:59:07,356 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:10:40, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1305, loss: 2.1305 +2025-05-14 17:59:49,267 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:09:57, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1913, loss: 2.1913 +2025-05-14 18:00:31,293 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:09:14, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1225, loss: 2.1225 +2025-05-14 18:01:12,798 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:08:31, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.2420, loss: 2.2420 +2025-05-14 18:01:54,829 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:07:48, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1629, loss: 2.1629 +2025-05-14 18:02:36,440 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:07:05, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1337, loss: 2.1337 +2025-05-14 18:03:18,364 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:06:22, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1806, loss: 2.1806 +2025-05-14 18:04:00,908 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:05:39, time: 0.425, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.1226, loss: 2.1226 +2025-05-14 18:04:42,956 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:04:56, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0933, loss: 2.0933 +2025-05-14 18:05:24,807 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:04:13, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2267, loss: 2.2267 +2025-05-14 18:06:06,969 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:03:30, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.1554, loss: 2.1554 +2025-05-14 18:06:48,919 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:02:47, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2144, loss: 2.2144 +2025-05-14 18:07:30,929 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:02:04, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.2037, loss: 2.2037 +2025-05-14 18:08:12,895 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:01:21, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1742, loss: 2.1742 +2025-05-14 18:08:55,415 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:00:38, time: 0.425, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1672, loss: 2.1672 +2025-05-14 18:09:37,026 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 18:59:55, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.1465, loss: 2.1465 +2025-05-14 18:10:18,813 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 18:59:12, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1718, loss: 2.1718 +2025-05-14 18:11:01,045 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 18:58:29, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.1548, loss: 2.1548 +2025-05-14 18:11:43,715 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 18:57:47, time: 0.427, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.1927, loss: 2.1927 +2025-05-14 18:11:46,972 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-14 18:13:00,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 18:13:00,474 - pyskl - INFO - +top1_acc 0.8740 +top5_acc 0.9820 +2025-05-14 18:13:00,538 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_79.pth was removed +2025-05-14 18:13:01,910 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-05-14 18:13:01,911 - pyskl - INFO - Best top1_acc is 0.8740 at 86 epoch. +2025-05-14 18:13:01,914 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8740, top5_acc: 0.9820 +2025-05-14 18:14:09,772 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 18:57:18, time: 0.679, data_time: 0.270, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1424, loss: 2.1424 +2025-05-14 18:14:51,019 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 18:56:35, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.0703, loss: 2.0703 +2025-05-14 18:15:32,908 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 18:55:52, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2009, loss: 2.2009 +2025-05-14 18:16:14,515 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 18:55:09, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1383, loss: 2.1383 +2025-05-14 18:16:56,445 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 18:54:25, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.1779, loss: 2.1779 +2025-05-14 18:17:38,436 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 18:53:42, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0653, loss: 2.0653 +2025-05-14 18:18:20,448 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 18:52:59, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.0793, loss: 2.0793 +2025-05-14 18:19:02,204 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 18:52:16, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.0817, loss: 2.0817 +2025-05-14 18:19:42,577 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 18:51:32, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.0486, loss: 2.0486 +2025-05-14 18:20:23,914 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 18:50:49, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0583, loss: 2.0583 +2025-05-14 18:21:05,820 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 18:50:06, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2092, loss: 2.2092 +2025-05-14 18:21:47,393 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 18:49:22, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2220, loss: 2.2220 +2025-05-14 18:22:29,223 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 18:48:39, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.1660, loss: 2.1660 +2025-05-14 18:23:11,157 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 18:47:56, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.1255, loss: 2.1255 +2025-05-14 18:23:52,686 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 18:47:13, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1278, loss: 2.1278 +2025-05-14 18:24:34,381 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 18:46:30, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2526, loss: 2.2526 +2025-05-14 18:25:16,169 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 18:45:46, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2406, loss: 2.2406 +2025-05-14 18:25:58,137 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 18:45:03, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.1903, loss: 2.1903 +2025-05-14 18:26:40,049 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 18:44:20, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0997, loss: 2.0997 +2025-05-14 18:27:22,164 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 18:43:38, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1521, loss: 2.1521 +2025-05-14 18:28:06,139 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 18:42:56, time: 0.440, data_time: 0.001, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.1226, loss: 2.1226 +2025-05-14 18:28:49,275 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 18:42:14, time: 0.431, data_time: 0.001, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0951, loss: 2.0951 +2025-05-14 18:29:31,038 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 18:41:31, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.1260, loss: 2.1260 +2025-05-14 18:30:12,556 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 18:40:47, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1891, loss: 2.1891 +2025-05-14 18:30:54,341 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 18:40:04, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.2103, loss: 2.2103 +2025-05-14 18:30:57,490 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-14 18:32:14,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 18:32:14,475 - pyskl - INFO - +top1_acc 0.8749 +top5_acc 0.9814 +2025-05-14 18:32:14,548 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_86.pth was removed +2025-05-14 18:32:15,890 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-05-14 18:32:15,890 - pyskl - INFO - Best top1_acc is 0.8749 at 87 epoch. +2025-05-14 18:32:15,893 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8749, top5_acc: 0.9814 +2025-05-14 18:33:23,343 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 18:39:35, time: 0.674, data_time: 0.258, memory: 10841, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1104, loss: 2.1104 +2025-05-14 18:34:05,448 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 18:38:52, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.0617, loss: 2.0617 +2025-05-14 18:34:47,577 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 18:38:09, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0919, loss: 2.0919 +2025-05-14 18:35:28,960 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 18:37:26, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2141, loss: 2.2141 +2025-05-14 18:36:10,834 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 18:36:43, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.0908, loss: 2.0908 +2025-05-14 18:36:53,000 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 18:36:00, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0940, loss: 2.0940 +2025-05-14 18:37:34,490 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:35:17, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0388, loss: 2.0388 +2025-05-14 18:38:16,306 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:34:34, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.0878, loss: 2.0878 +2025-05-14 18:38:57,877 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:33:50, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.0958, loss: 2.0958 +2025-05-14 18:39:39,949 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:33:07, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.0932, loss: 2.0932 +2025-05-14 18:40:22,224 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:32:25, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1830, loss: 2.1830 +2025-05-14 18:41:04,832 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:31:42, time: 0.426, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0727, loss: 2.0727 +2025-05-14 18:41:46,802 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:30:59, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.0436, loss: 2.0436 +2025-05-14 18:42:28,749 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:30:16, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1008, loss: 2.1008 +2025-05-14 18:43:10,685 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:29:33, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 2.1292, loss: 2.1292 +2025-05-14 18:43:52,504 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:28:50, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.1178, loss: 2.1178 +2025-05-14 18:44:34,528 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:28:07, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1140, loss: 2.1140 +2025-05-14 18:45:16,377 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:27:24, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.1997, loss: 2.1997 +2025-05-14 18:45:58,325 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:26:41, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1644, loss: 2.1644 +2025-05-14 18:46:40,135 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:25:58, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2696, loss: 2.2696 +2025-05-14 18:47:22,040 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:25:15, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.1583, loss: 2.1583 +2025-05-14 18:48:03,913 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:24:32, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.1309, loss: 2.1309 +2025-05-14 18:48:45,637 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:23:48, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.1318, loss: 2.1318 +2025-05-14 18:49:27,452 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:23:05, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 2.0998, loss: 2.0998 +2025-05-14 18:50:09,308 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:22:22, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0957, loss: 2.0957 +2025-05-14 18:50:12,760 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-14 18:51:25,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 18:51:25,619 - pyskl - INFO - +top1_acc 0.8600 +top5_acc 0.9807 +2025-05-14 18:51:25,623 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8600, top5_acc: 0.9807 +2025-05-14 18:52:37,377 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:21:56, time: 0.717, data_time: 0.291, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.0613, loss: 2.0613 +2025-05-14 18:53:19,554 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:21:13, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 2.0625, loss: 2.0625 +2025-05-14 18:54:01,569 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:20:30, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0723, loss: 2.0723 +2025-05-14 18:54:43,904 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:19:47, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.0203, loss: 2.0203 +2025-05-14 18:55:26,105 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:19:04, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1058, loss: 2.1058 +2025-05-14 18:56:08,260 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:18:22, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.1056, loss: 2.1056 +2025-05-14 18:56:50,190 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:17:38, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 2.0268, loss: 2.0268 +2025-05-14 18:57:32,023 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:16:55, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.1340, loss: 2.1340 +2025-05-14 18:58:13,835 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:16:12, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.2154, loss: 2.2154 +2025-05-14 18:58:55,725 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:15:29, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.0792, loss: 2.0792 +2025-05-14 18:59:37,421 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:14:46, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 2.1086, loss: 2.1086 +2025-05-14 19:00:19,653 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:14:03, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.0515, loss: 2.0515 +2025-05-14 19:01:01,716 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:13:20, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.9623, loss: 1.9623 +2025-05-14 19:01:43,652 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:12:37, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.1011, loss: 2.1011 +2025-05-14 19:02:25,153 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:11:54, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.1802, loss: 2.1802 +2025-05-14 19:03:07,356 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:11:11, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0927, loss: 2.0927 +2025-05-14 19:03:49,440 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:10:28, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1364, loss: 2.1364 +2025-05-14 19:04:31,857 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:09:45, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1063, loss: 2.1063 +2025-05-14 19:05:15,333 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:09:03, time: 0.435, data_time: 0.000, memory: 10841, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.2609, loss: 2.2609 +2025-05-14 19:05:57,382 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:08:21, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.1490, loss: 2.1490 +2025-05-14 19:06:39,521 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:07:38, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1613, loss: 2.1613 +2025-05-14 19:07:21,469 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:06:55, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.1932, loss: 2.1932 +2025-05-14 19:08:03,496 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:06:12, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9888, loss_cls: 2.1150, loss: 2.1150 +2025-05-14 19:08:45,194 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:05:29, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.0249, loss: 2.0249 +2025-05-14 19:09:26,504 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:04:45, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.1710, loss: 2.1710 +2025-05-14 19:09:29,739 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-14 19:10:41,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 19:10:41,377 - pyskl - INFO - +top1_acc 0.8645 +top5_acc 0.9808 +2025-05-14 19:10:41,379 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8645, top5_acc: 0.9808 +2025-05-14 19:11:49,169 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:04:15, time: 0.678, data_time: 0.259, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.0359, loss: 2.0359 +2025-05-14 19:12:31,344 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:03:33, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.1205, loss: 2.1205 +2025-05-14 19:13:13,406 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:02:50, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.1101, loss: 2.1101 +2025-05-14 19:13:55,497 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:02:07, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0325, loss: 2.0325 +2025-05-14 19:14:37,441 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:01:24, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.0584, loss: 2.0584 +2025-05-14 19:15:18,807 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:00:40, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.0384, loss: 2.0384 +2025-05-14 19:15:59,790 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 17:59:57, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0476, loss: 2.0476 +2025-05-14 19:16:41,875 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 17:59:14, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.0632, loss: 2.0632 +2025-05-14 19:17:24,168 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 17:58:31, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.2674, loss: 2.2674 +2025-05-14 19:18:06,293 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 17:57:48, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.0804, loss: 2.0804 +2025-05-14 19:18:48,589 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 17:57:05, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0147, loss: 2.0147 +2025-05-14 19:19:30,542 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 17:56:22, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9909, loss: 1.9909 +2025-05-14 19:20:12,728 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 17:55:39, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1087, loss: 2.1087 +2025-05-14 19:20:54,763 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 17:54:56, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.1217, loss: 2.1217 +2025-05-14 19:21:36,921 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 17:54:14, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2031, loss: 2.2031 +2025-05-14 19:22:18,909 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 17:53:31, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.0851, loss: 2.0851 +2025-05-14 19:23:00,227 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 17:52:47, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.1221, loss: 2.1221 +2025-05-14 19:23:41,867 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 17:52:04, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 1.9740, loss: 1.9740 +2025-05-14 19:24:23,485 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 17:51:21, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1660, loss: 2.1660 +2025-05-14 19:25:05,212 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 17:50:38, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.0340, loss: 2.0340 +2025-05-14 19:25:46,525 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 17:49:54, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.0305, loss: 2.0305 +2025-05-14 19:26:27,729 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 17:49:11, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0144, loss: 2.0144 +2025-05-14 19:27:09,045 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 17:48:27, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.0960, loss: 2.0960 +2025-05-14 19:27:49,650 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 17:47:43, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.0708, loss: 2.0708 +2025-05-14 19:28:31,521 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 17:47:00, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.0092, loss: 2.0092 +2025-05-14 19:28:34,934 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-14 19:29:49,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 19:29:49,288 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9819 +2025-05-14 19:29:49,291 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8695, top5_acc: 0.9819 +2025-05-14 19:30:58,606 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 17:46:31, time: 0.693, data_time: 0.276, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0156, loss: 2.0156 +2025-05-14 19:31:40,344 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 17:45:48, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9432, loss: 1.9432 +2025-05-14 19:32:21,859 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 17:45:05, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1280, loss: 2.1280 +2025-05-14 19:33:03,099 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 17:44:21, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0445, loss: 2.0445 +2025-05-14 19:33:44,198 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 17:43:38, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0389, loss: 2.0389 +2025-05-14 19:34:26,140 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 17:42:55, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.0682, loss: 2.0682 +2025-05-14 19:35:08,020 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 17:42:12, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.0086, loss: 2.0086 +2025-05-14 19:35:49,560 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 17:41:28, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.1082, loss: 2.1082 +2025-05-14 19:36:31,541 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 17:40:45, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.0113, loss: 2.0113 +2025-05-14 19:37:13,513 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 17:40:02, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.0513, loss: 2.0513 +2025-05-14 19:37:55,568 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 17:39:19, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1209, loss: 2.1209 +2025-05-14 19:38:36,875 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 17:38:36, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1069, loss: 2.1069 +2025-05-14 19:39:18,497 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 17:37:53, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.1996, loss: 2.1996 +2025-05-14 19:39:59,884 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 17:37:09, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0394, loss: 2.0394 +2025-05-14 19:40:41,272 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:36:26, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.0980, loss: 2.0980 +2025-05-14 19:41:22,600 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:35:43, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1140, loss: 2.1140 +2025-05-14 19:42:03,344 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:34:59, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.1261, loss: 2.1261 +2025-05-14 19:42:44,507 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:34:15, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.1263, loss: 2.1263 +2025-05-14 19:43:26,072 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:33:32, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.1239, loss: 2.1239 +2025-05-14 19:44:07,801 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:32:49, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.0665, loss: 2.0665 +2025-05-14 19:44:49,594 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:32:06, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.1200, loss: 2.1200 +2025-05-14 19:45:31,111 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:31:23, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1789, loss: 2.1789 +2025-05-14 19:46:12,750 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:30:40, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0426, loss: 2.0426 +2025-05-14 19:46:54,275 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:29:56, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.0200, loss: 2.0200 +2025-05-14 19:47:35,900 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:29:13, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1029, loss: 2.1029 +2025-05-14 19:47:39,078 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-14 19:48:52,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 19:48:52,390 - pyskl - INFO - +top1_acc 0.8797 +top5_acc 0.9822 +2025-05-14 19:48:52,464 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_87.pth was removed +2025-05-14 19:48:53,866 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-05-14 19:48:53,867 - pyskl - INFO - Best top1_acc is 0.8797 at 91 epoch. +2025-05-14 19:48:53,870 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8797, top5_acc: 0.9822 +2025-05-14 19:50:01,661 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:28:43, time: 0.678, data_time: 0.262, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0481, loss: 2.0481 +2025-05-14 19:50:43,400 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:27:59, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.0559, loss: 2.0559 +2025-05-14 19:51:25,094 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:27:16, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.1857, loss: 2.1857 +2025-05-14 19:52:06,828 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:26:33, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 2.0444, loss: 2.0444 +2025-05-14 19:52:48,517 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:25:50, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0410, loss: 2.0410 +2025-05-14 19:53:30,296 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:25:07, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.9836, loss: 1.9836 +2025-05-14 19:54:10,486 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:24:23, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.9752, loss: 1.9752 +2025-05-14 19:54:51,272 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:23:39, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.0701, loss: 2.0701 +2025-05-14 19:55:32,314 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:22:55, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.1355, loss: 2.1355 +2025-05-14 19:56:12,160 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:22:11, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.1358, loss: 2.1358 +2025-05-14 19:56:54,010 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:21:28, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.9258, loss: 1.9258 +2025-05-14 19:57:35,898 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:20:45, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.0250, loss: 2.0250 +2025-05-14 19:58:16,608 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:20:01, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0580, loss: 2.0580 +2025-05-14 19:58:58,230 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:19:18, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9859, loss: 1.9859 +2025-05-14 19:59:38,872 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:18:34, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9981, loss_cls: 2.0764, loss: 2.0764 +2025-05-14 20:00:19,076 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:17:50, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0284, loss: 2.0284 +2025-05-14 20:01:00,653 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:17:07, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.0821, loss: 2.0821 +2025-05-14 20:01:42,505 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:16:24, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0223, loss: 2.0223 +2025-05-14 20:02:24,568 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:15:41, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.0527, loss: 2.0527 +2025-05-14 20:03:06,393 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:14:58, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.0431, loss: 2.0431 +2025-05-14 20:03:47,869 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:14:15, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1008, loss: 2.1008 +2025-05-14 20:04:29,412 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:13:31, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.0124, loss: 2.0124 +2025-05-14 20:05:10,612 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:12:48, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0067, loss: 2.0067 +2025-05-14 20:05:51,670 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:12:04, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.1013, loss: 2.1013 +2025-05-14 20:06:32,052 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:11:21, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.1505, loss: 2.1505 +2025-05-14 20:06:35,215 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-14 20:07:47,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 20:07:47,598 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9819 +2025-05-14 20:07:47,601 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8726, top5_acc: 0.9819 +2025-05-14 20:08:52,995 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:10:48, time: 0.654, data_time: 0.251, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.0584, loss: 2.0584 +2025-05-14 20:09:33,952 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:10:05, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8599, loss: 1.8599 +2025-05-14 20:10:15,269 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:09:21, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9426, loss: 1.9426 +2025-05-14 20:10:56,322 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:08:38, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.0829, loss: 2.0829 +2025-05-14 20:11:36,561 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:07:54, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9538, loss: 1.9538 +2025-05-14 20:12:18,085 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:07:10, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1046, loss: 2.1046 +2025-05-14 20:12:59,157 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:06:27, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.0319, loss: 2.0319 +2025-05-14 20:13:39,489 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:05:43, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0609, loss: 2.0609 +2025-05-14 20:14:19,976 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:04:59, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.0914, loss: 2.0914 +2025-05-14 20:15:00,874 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:04:15, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0220, loss: 2.0220 +2025-05-14 20:15:42,614 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:03:32, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.0487, loss: 2.0487 +2025-05-14 20:16:23,990 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:02:49, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0482, loss: 2.0482 +2025-05-14 20:17:04,749 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:02:05, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.0464, loss: 2.0464 +2025-05-14 20:17:46,577 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:01:22, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 1.9737, loss: 1.9737 +2025-05-14 20:18:27,936 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:00:39, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.9561, loss: 1.9561 +2025-05-14 20:19:08,334 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 16:59:55, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.9794, loss: 1.9794 +2025-05-14 20:19:49,024 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 16:59:11, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 2.0000, loss: 2.0000 +2025-05-14 20:20:29,788 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 16:58:28, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.1224, loss: 2.1224 +2025-05-14 20:21:10,326 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 16:57:44, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.0827, loss: 2.0827 +2025-05-14 20:21:51,927 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 16:57:01, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.0362, loss: 2.0362 +2025-05-14 20:22:32,397 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 16:56:17, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0285, loss: 2.0285 +2025-05-14 20:23:13,495 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 16:55:33, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.1475, loss: 2.1475 +2025-05-14 20:23:55,104 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 16:54:50, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.1223, loss: 2.1223 +2025-05-14 20:24:35,074 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 16:54:06, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.0361, loss: 2.0361 +2025-05-14 20:25:16,180 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 16:53:22, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.1085, loss: 2.1085 +2025-05-14 20:25:19,631 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-14 20:26:30,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 20:26:30,637 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9817 +2025-05-14 20:26:30,640 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8735, top5_acc: 0.9817 +2025-05-14 20:27:37,406 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 16:52:51, time: 0.668, data_time: 0.248, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.9597, loss: 1.9597 +2025-05-14 20:28:18,940 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 16:52:07, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9988, loss_cls: 1.9689, loss: 1.9689 +2025-05-14 20:29:00,636 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 16:51:24, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.0037, loss: 2.0037 +2025-05-14 20:29:42,192 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 16:50:41, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.0014, loss: 2.0014 +2025-05-14 20:30:23,272 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 16:49:58, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9310, loss: 1.9310 +2025-05-14 20:31:05,084 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 16:49:15, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0142, loss: 2.0142 +2025-05-14 20:31:45,529 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 16:48:31, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.0150, loss: 2.0150 +2025-05-14 20:32:26,636 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 16:47:47, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 1.9408, loss: 1.9408 +2025-05-14 20:33:07,368 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 16:47:04, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.9402, loss: 1.9402 +2025-05-14 20:33:48,920 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 16:46:20, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.0278, loss: 2.0278 +2025-05-14 20:34:30,169 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 16:45:37, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0723, loss: 2.0723 +2025-05-14 20:35:12,368 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 16:44:54, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.9492, loss: 1.9492 +2025-05-14 20:35:54,067 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 16:44:11, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9970, loss: 1.9970 +2025-05-14 20:36:35,244 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 16:43:28, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.0700, loss: 2.0700 +2025-05-14 20:37:15,224 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 16:42:44, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.9880, loss: 1.9880 +2025-05-14 20:37:56,019 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 16:42:00, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.9997, loss: 1.9997 +2025-05-14 20:38:35,770 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 16:41:16, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.0214, loss: 2.0214 +2025-05-14 20:39:16,568 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 16:40:32, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0668, loss: 2.0668 +2025-05-14 20:39:57,628 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 16:39:49, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0093, loss: 2.0093 +2025-05-14 20:40:37,633 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 16:39:04, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.0649, loss: 2.0649 +2025-05-14 20:41:17,525 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 16:38:20, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0459, loss: 2.0459 +2025-05-14 20:41:59,432 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:37:37, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.0617, loss: 2.0617 +2025-05-14 20:42:40,673 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:36:54, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.0289, loss: 2.0289 +2025-05-14 20:43:21,749 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:36:11, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.0413, loss: 2.0413 +2025-05-14 20:44:03,231 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:35:27, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.0791, loss: 2.0791 +2025-05-14 20:44:06,745 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-14 20:45:19,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 20:45:19,562 - pyskl - INFO - +top1_acc 0.8640 +top5_acc 0.9824 +2025-05-14 20:45:19,565 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8640, top5_acc: 0.9824 +2025-05-14 20:46:26,505 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:34:55, time: 0.669, data_time: 0.256, memory: 10841, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 1.9099, loss: 1.9099 +2025-05-14 20:47:07,805 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:34:12, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.9439, loss: 1.9439 +2025-05-14 20:47:49,704 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:33:29, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9776, loss: 1.9776 +2025-05-14 20:48:30,964 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:32:46, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.9407, loss: 1.9407 +2025-05-14 20:49:12,633 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:32:03, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9296, loss: 1.9296 +2025-05-14 20:49:53,720 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:31:19, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.0485, loss: 2.0485 +2025-05-14 20:50:35,181 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:30:36, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8411, loss: 1.8411 +2025-05-14 20:51:16,788 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:29:53, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9202, loss: 1.9202 +2025-05-14 20:51:57,958 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:29:09, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.9848, loss: 1.9848 +2025-05-14 20:52:37,672 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:28:25, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9874, loss: 1.9874 +2025-05-14 20:53:18,037 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:27:41, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.1178, loss: 2.1178 +2025-05-14 20:53:57,766 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:26:57, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.0746, loss: 2.0746 +2025-05-14 20:54:39,500 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:26:14, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.9767, loss: 1.9767 +2025-05-14 20:55:20,876 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:25:31, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.9717, loss: 1.9717 +2025-05-14 20:56:01,070 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:24:47, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.0574, loss: 2.0574 +2025-05-14 20:56:41,164 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:24:03, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 2.0622, loss: 2.0622 +2025-05-14 20:57:21,479 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:23:19, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.0175, loss: 2.0175 +2025-05-14 20:58:01,159 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:22:35, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9949, loss: 1.9949 +2025-05-14 20:58:41,665 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:21:51, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.0537, loss: 2.0537 +2025-05-14 20:59:22,187 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:21:07, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9131, top5_acc: 0.9969, loss_cls: 2.0702, loss: 2.0702 +2025-05-14 21:00:02,212 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:20:23, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.0746, loss: 2.0746 +2025-05-14 21:00:42,235 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:19:39, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.0356, loss: 2.0356 +2025-05-14 21:01:22,142 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:18:55, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0108, loss: 2.0108 +2025-05-14 21:02:02,413 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:18:11, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.0394, loss: 2.0394 +2025-05-14 21:02:42,756 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:17:27, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.0407, loss: 2.0407 +2025-05-14 21:02:46,207 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-14 21:03:58,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 21:03:58,321 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9812 +2025-05-14 21:03:58,325 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8794, top5_acc: 0.9812 +2025-05-14 21:05:09,197 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:16:57, time: 0.709, data_time: 0.289, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.8597, loss: 1.8597 +2025-05-14 21:05:50,977 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:16:14, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0218, loss: 2.0218 +2025-05-14 21:06:31,237 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:15:30, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.8914, loss: 1.8914 +2025-05-14 21:07:11,485 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:14:46, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.9755, loss: 1.9755 +2025-05-14 21:07:51,087 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:14:02, time: 0.396, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.9917, loss: 1.9917 +2025-05-14 21:08:32,412 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:13:19, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.0537, loss: 2.0537 +2025-05-14 21:09:13,812 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:12:36, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.9210, loss: 1.9210 +2025-05-14 21:09:55,061 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:11:52, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.8849, loss: 1.8849 +2025-05-14 21:10:35,329 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:11:08, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 1.9909, loss: 1.9909 +2025-05-14 21:11:16,972 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:10:25, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.0535, loss: 2.0535 +2025-05-14 21:11:57,369 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:09:42, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.9823, loss: 1.9823 +2025-05-14 21:12:38,654 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:08:58, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.8646, loss: 1.8646 +2025-05-14 21:13:20,873 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:08:16, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.9544, loss: 1.9544 +2025-05-14 21:14:02,516 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:07:32, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.9143, loss: 1.9143 +2025-05-14 21:14:44,023 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:06:49, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.0648, loss: 2.0648 +2025-05-14 21:15:25,537 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:06:06, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9634, loss: 1.9634 +2025-05-14 21:16:07,244 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:05:23, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.0118, loss: 2.0118 +2025-05-14 21:16:49,359 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:04:40, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.9903, loss: 1.9903 +2025-05-14 21:17:31,142 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:03:57, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.9224, loss: 1.9224 +2025-05-14 21:18:12,642 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:03:14, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9502, loss: 1.9502 +2025-05-14 21:18:54,151 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:02:31, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.0186, loss: 2.0186 +2025-05-14 21:19:36,095 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:01:48, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0223, loss: 2.0223 +2025-05-14 21:20:18,038 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:01:05, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 1.8750, loss: 1.8750 +2025-05-14 21:20:59,642 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:00:22, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.0041, loss: 2.0041 +2025-05-14 21:21:40,592 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 15:59:39, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0448, loss: 2.0448 +2025-05-14 21:21:44,065 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-14 21:22:57,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 21:22:57,636 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9819 +2025-05-14 21:22:57,640 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8788, top5_acc: 0.9819 +2025-05-14 21:24:05,260 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 15:59:06, time: 0.676, data_time: 0.258, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.9068, loss: 1.9068 +2025-05-14 21:24:46,658 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 15:58:23, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.0036, loss: 2.0036 +2025-05-14 21:25:28,119 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 15:57:40, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9074, loss: 1.9074 +2025-05-14 21:26:08,979 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 15:56:56, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.8773, loss: 1.8773 +2025-05-14 21:26:50,220 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 15:56:13, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.8964, loss: 1.8964 +2025-05-14 21:27:30,868 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 15:55:30, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9678, loss: 1.9678 +2025-05-14 21:28:10,732 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 15:54:45, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9357, loss: 1.9357 +2025-05-14 21:28:51,685 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 15:54:02, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8709, loss: 1.8709 +2025-05-14 21:29:32,604 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 15:53:19, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.8896, loss: 1.8896 +2025-05-14 21:30:13,900 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 15:52:35, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 1.9194, loss: 1.9194 +2025-05-14 21:30:54,476 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 15:51:52, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.9285, loss: 1.9285 +2025-05-14 21:31:36,264 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 15:51:09, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 1.9561, loss: 1.9561 +2025-05-14 21:32:18,079 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 15:50:26, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9846, loss: 1.9846 +2025-05-14 21:33:00,155 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 15:49:43, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.9122, loss: 1.9122 +2025-05-14 21:33:41,493 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 15:49:00, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.9180, loss: 1.9180 +2025-05-14 21:34:22,957 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 15:48:17, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.9499, loss: 1.9499 +2025-05-14 21:35:04,725 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 15:47:34, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 2.0129, loss: 2.0129 +2025-05-14 21:35:46,884 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 15:46:51, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.9855, loss: 1.9855 +2025-05-14 21:36:28,597 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 15:46:08, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.0464, loss: 2.0464 +2025-05-14 21:37:09,906 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 15:45:25, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.9610, loss: 1.9610 +2025-05-14 21:37:50,893 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 15:44:41, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9732, loss: 1.9732 +2025-05-14 21:38:31,922 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 15:43:58, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.9584, loss: 1.9584 +2025-05-14 21:39:12,259 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 15:43:14, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9334, loss: 1.9334 +2025-05-14 21:39:52,021 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 15:42:30, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.0266, loss: 2.0266 +2025-05-14 21:40:32,624 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 15:41:46, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0139, loss: 2.0139 +2025-05-14 21:40:35,981 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-14 21:41:48,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 21:41:48,812 - pyskl - INFO - +top1_acc 0.8885 +top5_acc 0.9809 +2025-05-14 21:41:48,907 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_91.pth was removed +2025-05-14 21:41:50,810 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-05-14 21:41:50,811 - pyskl - INFO - Best top1_acc is 0.8885 at 97 epoch. +2025-05-14 21:41:50,814 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8885, top5_acc: 0.9809 +2025-05-14 21:43:01,229 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 15:41:15, time: 0.704, data_time: 0.287, memory: 10841, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.7900, loss: 1.7900 +2025-05-14 21:43:41,832 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 15:40:31, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8940, loss: 1.8940 +2025-05-14 21:44:23,475 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 15:39:48, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.9152, loss: 1.9152 +2025-05-14 21:45:05,280 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 15:39:05, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7819, loss: 1.7819 +2025-05-14 21:45:46,498 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:38:22, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8904, loss: 1.8904 +2025-05-14 21:46:27,485 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:37:39, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8777, loss: 1.8777 +2025-05-14 21:47:08,868 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:36:56, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.9600, loss: 1.9600 +2025-05-14 21:47:50,353 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:36:12, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9574, loss: 1.9574 +2025-05-14 21:48:31,668 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:35:29, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.9909, loss: 1.9909 +2025-05-14 21:49:13,147 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:34:46, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9488, loss: 1.9488 +2025-05-14 21:49:53,687 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:34:03, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9419, top5_acc: 0.9994, loss_cls: 1.8535, loss: 1.8535 +2025-05-14 21:50:33,960 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:33:19, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.8986, loss: 1.8986 +2025-05-14 21:51:15,259 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:32:36, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8975, loss: 1.8975 +2025-05-14 21:51:57,076 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:31:53, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9014, loss: 1.9014 +2025-05-14 21:52:38,033 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:31:09, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.9115, loss: 1.9115 +2025-05-14 21:53:20,054 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:30:26, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9452, loss: 1.9452 +2025-05-14 21:54:01,733 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:29:43, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9907, loss: 1.9907 +2025-05-14 21:54:42,956 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:29:00, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.0226, loss: 2.0226 +2025-05-14 21:55:24,717 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:28:17, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.8785, loss: 1.8785 +2025-05-14 21:56:05,760 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:27:34, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.9907, loss: 1.9907 +2025-05-14 21:56:46,862 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:26:50, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.9065, loss: 1.9065 +2025-05-14 21:57:28,492 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:26:07, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 1.9860, loss: 1.9860 +2025-05-14 21:58:09,939 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:25:24, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 1.9931, loss: 1.9931 +2025-05-14 21:58:50,922 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:24:41, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9380, loss: 1.9380 +2025-05-14 21:59:32,136 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:23:58, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 1.9192, loss: 1.9192 +2025-05-14 21:59:35,444 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-14 22:00:48,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 22:00:48,499 - pyskl - INFO - +top1_acc 0.8838 +top5_acc 0.9817 +2025-05-14 22:00:48,502 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8838, top5_acc: 0.9817 +2025-05-14 22:01:56,692 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:23:25, time: 0.682, data_time: 0.264, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.7938, loss: 1.7938 +2025-05-14 22:02:37,876 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:22:42, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.7745, loss: 1.7745 +2025-05-14 22:03:19,632 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:21:59, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.8299, loss: 1.8299 +2025-05-14 22:04:00,486 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:21:15, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.8756, loss: 1.8756 +2025-05-14 22:04:40,602 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:20:31, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9563, loss: 1.9563 +2025-05-14 22:05:21,660 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:19:48, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 1.9036, loss: 1.9036 +2025-05-14 22:06:02,663 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:19:05, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8626, loss: 1.8626 +2025-05-14 22:06:43,037 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:18:21, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8038, loss: 1.8038 +2025-05-14 22:07:23,767 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:17:37, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8531, loss: 1.8531 +2025-05-14 22:08:04,040 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:16:54, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.8993, loss: 1.8993 +2025-05-14 22:08:44,308 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:16:10, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9229, loss: 1.9229 +2025-05-14 22:09:25,359 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:15:27, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.9819, loss: 1.9819 +2025-05-14 22:10:06,148 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:14:43, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9488, loss: 1.9488 +2025-05-14 22:10:48,081 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:14:00, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8671, loss: 1.8671 +2025-05-14 22:11:29,672 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:13:17, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9663, loss: 1.9663 +2025-05-14 22:12:11,429 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:12:34, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.9303, loss: 1.9303 +2025-05-14 22:12:52,772 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:11:51, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8846, loss: 1.8846 +2025-05-14 22:13:34,035 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:11:08, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.9005, loss: 1.9005 +2025-05-14 22:14:15,564 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:10:25, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 1.9543, loss: 1.9543 +2025-05-14 22:14:55,344 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:09:41, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 1.9629, loss: 1.9629 +2025-05-14 22:15:35,336 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:08:57, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.9215, loss: 1.9215 +2025-05-14 22:16:16,614 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:08:14, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.9598, loss: 1.9598 +2025-05-14 22:16:57,222 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:07:30, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.9487, loss: 1.9487 +2025-05-14 22:17:38,121 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:06:47, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.9013, loss: 1.9013 +2025-05-14 22:18:19,279 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:06:04, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.9199, loss: 1.9199 +2025-05-14 22:18:22,569 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-14 22:19:34,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 22:19:34,336 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9795 +2025-05-14 22:19:34,339 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8765, top5_acc: 0.9795 +2025-05-14 22:20:42,628 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:05:31, time: 0.683, data_time: 0.275, memory: 10841, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8498, loss: 1.8498 +2025-05-14 22:21:23,701 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:04:47, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8252, loss: 1.8252 +2025-05-14 22:22:04,145 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:04:04, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8626, loss: 1.8626 +2025-05-14 22:22:45,332 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:03:20, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.8870, loss: 1.8870 +2025-05-14 22:23:26,122 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:02:37, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8183, loss: 1.8183 +2025-05-14 22:24:06,156 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:01:53, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8094, loss: 1.8094 +2025-05-14 22:24:47,936 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:01:10, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.8502, loss: 1.8502 +2025-05-14 22:25:28,848 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:00:27, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 1.8952, loss: 1.8952 +2025-05-14 22:26:10,312 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 14:59:44, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.8406, loss: 1.8406 +2025-05-14 22:26:50,285 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 14:59:00, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.8457, loss: 1.8457 +2025-05-14 22:27:30,490 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 14:58:16, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8333, loss: 1.8333 +2025-05-14 22:28:11,521 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 14:57:33, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.9288, loss: 1.9288 +2025-05-14 22:28:51,062 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 14:56:49, time: 0.395, data_time: 0.000, memory: 10841, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 1.9525, loss: 1.9525 +2025-05-14 22:29:31,328 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 14:56:05, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.9273, loss: 1.9273 +2025-05-14 22:30:12,371 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 14:55:22, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.8927, loss: 1.8927 +2025-05-14 22:30:53,108 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 14:54:38, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.9374, loss: 1.9374 +2025-05-14 22:31:33,980 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 14:53:55, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.8534, loss: 1.8534 +2025-05-14 22:32:15,028 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 14:53:12, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.9080, loss: 1.9080 +2025-05-14 22:32:55,884 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 14:52:28, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.7988, loss: 1.7988 +2025-05-14 22:33:37,415 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 14:51:45, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.8264, loss: 1.8264 +2025-05-14 22:34:19,159 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 14:51:02, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.9519, loss: 1.9519 +2025-05-14 22:35:01,032 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 14:50:20, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.9514, loss: 1.9514 +2025-05-14 22:35:41,690 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 14:49:36, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.8849, loss: 1.8849 +2025-05-14 22:36:22,477 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 14:48:53, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.8335, loss: 1.8335 +2025-05-14 22:37:04,137 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 14:48:10, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.9495, loss: 1.9495 +2025-05-14 22:37:07,544 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-14 22:38:20,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 22:38:20,181 - pyskl - INFO - +top1_acc 0.8799 +top5_acc 0.9814 +2025-05-14 22:38:20,184 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8799, top5_acc: 0.9814 +2025-05-14 22:39:26,832 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 14:47:35, time: 0.666, data_time: 0.249, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8209, loss: 1.8209 +2025-05-14 22:40:08,116 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 14:46:52, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 1.7689, loss: 1.7689 +2025-05-14 22:40:48,796 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 14:46:09, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 1.7808, loss: 1.7808 +2025-05-14 22:41:28,430 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 14:45:25, time: 0.396, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8257, loss: 1.8257 +2025-05-14 22:42:08,015 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 14:44:41, time: 0.396, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9931, loss_cls: 1.8229, loss: 1.8229 +2025-05-14 22:42:48,832 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 14:43:57, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8827, loss: 1.8827 +2025-05-14 22:43:30,066 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 14:43:14, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.8834, loss: 1.8834 +2025-05-14 22:44:09,928 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 14:42:30, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.8414, loss: 1.8414 +2025-05-14 22:44:49,817 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 14:41:47, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8213, loss: 1.8213 +2025-05-14 22:45:29,694 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 14:41:03, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.8800, loss: 1.8800 +2025-05-14 22:46:10,821 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 14:40:20, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8697, loss: 1.8697 +2025-05-14 22:46:52,108 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:39:36, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9010, loss: 1.9010 +2025-05-14 22:47:32,400 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:38:53, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.8936, loss: 1.8936 +2025-05-14 22:48:13,876 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:38:10, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8375, loss: 1.8375 +2025-05-14 22:48:55,175 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:37:27, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.9190, loss: 1.9190 +2025-05-14 22:49:37,093 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:36:44, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.9199, loss: 1.9199 +2025-05-14 22:50:18,998 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:36:01, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8110, loss: 1.8110 +2025-05-14 22:51:00,048 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:35:18, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9018, loss: 1.9018 +2025-05-14 22:51:40,721 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:34:34, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8670, loss: 1.8670 +2025-05-14 22:52:21,405 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:33:51, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8924, loss: 1.8924 +2025-05-14 22:53:02,512 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:33:08, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.9025, loss: 1.9025 +2025-05-14 22:53:43,820 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:32:24, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 1.9444, loss: 1.9444 +2025-05-14 22:54:25,645 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:31:42, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8372, loss: 1.8372 +2025-05-14 22:55:07,166 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:30:59, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.8960, loss: 1.8960 +2025-05-14 22:55:48,873 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:30:16, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.9184, loss: 1.9184 +2025-05-14 22:55:51,976 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-14 22:57:05,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 22:57:05,382 - pyskl - INFO - +top1_acc 0.8831 +top5_acc 0.9850 +2025-05-14 22:57:05,386 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8831, top5_acc: 0.9850 +2025-05-14 22:58:12,707 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:29:41, time: 0.673, data_time: 0.259, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7473, loss: 1.7473 +2025-05-14 22:58:53,352 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:28:58, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8393, loss: 1.8393 +2025-05-14 22:59:33,350 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:28:14, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.7353, loss: 1.7353 +2025-05-14 23:00:14,143 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:27:31, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 1.8213, loss: 1.8213 +2025-05-14 23:00:55,140 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:26:48, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.7916, loss: 1.7916 +2025-05-14 23:01:36,884 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:26:05, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8326, loss: 1.8326 +2025-05-14 23:02:18,164 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:25:22, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8253, loss: 1.8253 +2025-05-14 23:02:58,730 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:24:38, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8027, loss: 1.8027 +2025-05-14 23:03:40,568 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:23:55, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 1.8877, loss: 1.8877 +2025-05-14 23:04:22,456 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:23:12, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.8106, loss: 1.8106 +2025-05-14 23:05:03,336 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:22:29, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 1.9289, loss: 1.9289 +2025-05-14 23:05:43,601 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:21:45, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.8341, loss: 1.8341 +2025-05-14 23:06:23,653 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:21:02, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7594, loss: 1.7594 +2025-05-14 23:07:04,373 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:20:18, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.8283, loss: 1.8283 +2025-05-14 23:07:45,318 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:19:35, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.8755, loss: 1.8755 +2025-05-14 23:08:26,778 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:18:52, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8208, loss: 1.8208 +2025-05-14 23:09:08,203 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:18:09, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 1.8785, loss: 1.8785 +2025-05-14 23:09:49,608 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:17:26, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9046, loss: 1.9046 +2025-05-14 23:10:30,852 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:16:43, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9025, loss: 1.9025 +2025-05-14 23:11:12,405 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:16:00, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.8830, loss: 1.8830 +2025-05-14 23:11:54,128 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:15:17, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.8746, loss: 1.8746 +2025-05-14 23:12:35,055 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:14:34, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.8333, loss: 1.8333 +2025-05-14 23:13:16,827 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:13:51, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.8602, loss: 1.8602 +2025-05-14 23:13:58,509 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:13:08, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8127, loss: 1.8127 +2025-05-14 23:14:38,762 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:12:24, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 1.8630, loss: 1.8630 +2025-05-14 23:14:42,139 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-14 23:15:54,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 23:15:54,839 - pyskl - INFO - +top1_acc 0.8871 +top5_acc 0.9850 +2025-05-14 23:15:54,843 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8871, top5_acc: 0.9850 +2025-05-14 23:17:01,479 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:11:49, time: 0.666, data_time: 0.249, memory: 10841, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.7823, loss: 1.7823 +2025-05-14 23:17:42,924 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:11:06, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7902, loss: 1.7902 +2025-05-14 23:18:22,857 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:10:23, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8399, loss: 1.8399 +2025-05-14 23:19:04,237 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:09:40, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8794, loss: 1.8794 +2025-05-14 23:19:45,663 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:08:57, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.9544, loss: 1.9544 +2025-05-14 23:20:26,343 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:08:13, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8737, loss: 1.8737 +2025-05-14 23:21:07,219 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:07:30, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9098, loss: 1.9098 +2025-05-14 23:21:46,944 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:06:46, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7301, loss: 1.7301 +2025-05-14 23:22:27,128 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:06:02, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7958, loss: 1.7958 +2025-05-14 23:23:07,316 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:05:19, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6590, loss: 1.6590 +2025-05-14 23:23:49,160 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:04:36, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7237, loss: 1.7237 +2025-05-14 23:24:30,448 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:03:53, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8209, loss: 1.8209 +2025-05-14 23:25:10,376 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:03:09, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.7096, loss: 1.7096 +2025-05-14 23:25:51,085 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:02:26, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8628, loss: 1.8628 +2025-05-14 23:26:31,708 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:01:42, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.8914, loss: 1.8914 +2025-05-14 23:27:13,021 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:00:59, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.8197, loss: 1.8197 +2025-05-14 23:27:54,725 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:00:17, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.8568, loss: 1.8568 +2025-05-14 23:28:35,181 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 13:59:33, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8387, loss: 1.8387 +2025-05-14 23:29:15,972 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 13:58:50, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.8465, loss: 1.8465 +2025-05-14 23:29:56,505 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 13:58:06, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8144, loss: 1.8144 +2025-05-14 23:30:37,549 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 13:57:23, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8396, loss: 1.8396 +2025-05-14 23:31:18,156 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 13:56:40, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8486, loss: 1.8486 +2025-05-14 23:31:59,743 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 13:55:57, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.7921, loss: 1.7921 +2025-05-14 23:32:41,695 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 13:55:14, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.8697, loss: 1.8697 +2025-05-14 23:33:23,491 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 13:54:31, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8680, loss: 1.8680 +2025-05-14 23:33:26,718 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-14 23:34:38,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 23:34:38,531 - pyskl - INFO - +top1_acc 0.8941 +top5_acc 0.9849 +2025-05-14 23:34:38,613 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_97.pth was removed +2025-05-14 23:34:39,906 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-05-14 23:34:39,907 - pyskl - INFO - Best top1_acc is 0.8941 at 103 epoch. +2025-05-14 23:34:39,910 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8941, top5_acc: 0.9849 +2025-05-14 23:35:47,181 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 13:53:56, time: 0.673, data_time: 0.265, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.7770, loss: 1.7770 +2025-05-14 23:36:27,592 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 13:53:13, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7788, loss: 1.7788 +2025-05-14 23:37:08,893 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 13:52:30, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.6854, loss: 1.6854 +2025-05-14 23:37:49,769 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 13:51:46, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7596, loss: 1.7596 +2025-05-14 23:38:29,182 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 13:51:03, time: 0.394, data_time: 0.000, memory: 10841, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8482, loss: 1.8482 +2025-05-14 23:39:10,587 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 13:50:20, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9643, loss: 1.9643 +2025-05-14 23:39:50,843 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 13:49:36, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8026, loss: 1.8026 +2025-05-14 23:40:32,181 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 13:48:53, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7710, loss: 1.7710 +2025-05-14 23:41:13,482 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 13:48:10, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8263, loss: 1.8263 +2025-05-14 23:41:53,481 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 13:47:26, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8664, loss: 1.8664 +2025-05-14 23:42:33,246 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 13:46:42, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7481, loss: 1.7481 +2025-05-14 23:43:13,846 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 13:45:59, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8387, loss: 1.8387 +2025-05-14 23:43:54,036 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 13:45:16, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.9859, loss: 1.9859 +2025-05-14 23:44:33,862 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 13:44:32, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.8458, loss: 1.8458 +2025-05-14 23:45:14,486 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 13:43:48, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.8137, loss: 1.8137 +2025-05-14 23:45:56,105 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 13:43:06, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8555, loss: 1.8555 +2025-05-14 23:46:37,144 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 13:42:22, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7885, loss: 1.7885 +2025-05-14 23:47:18,364 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 13:41:39, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.7397, loss: 1.7397 +2025-05-14 23:47:59,842 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 13:40:56, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.7753, loss: 1.7753 +2025-05-14 23:48:40,417 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:40:13, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.8194, loss: 1.8194 +2025-05-14 23:49:21,158 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:39:30, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7839, loss: 1.7839 +2025-05-14 23:50:02,251 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:38:47, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8783, loss: 1.8783 +2025-05-14 23:50:43,441 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:38:03, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.8201, loss: 1.8201 +2025-05-14 23:51:25,180 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:37:21, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 1.8765, loss: 1.8765 +2025-05-14 23:52:06,742 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:36:38, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9381, top5_acc: 0.9906, loss_cls: 1.8797, loss: 1.8797 +2025-05-14 23:52:10,250 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-14 23:53:23,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-14 23:53:23,840 - pyskl - INFO - +top1_acc 0.8795 +top5_acc 0.9827 +2025-05-14 23:53:23,843 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8795, top5_acc: 0.9827 +2025-05-14 23:54:30,200 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:36:02, time: 0.664, data_time: 0.264, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8092, loss: 1.8092 +2025-05-14 23:55:10,370 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:35:19, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.7716, loss: 1.7716 +2025-05-14 23:55:50,144 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:34:35, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7277, loss: 1.7277 +2025-05-14 23:56:30,585 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:33:51, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.7563, loss: 1.7563 +2025-05-14 23:57:10,900 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:33:08, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.7611, loss: 1.7611 +2025-05-14 23:57:51,555 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:32:25, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.7091, loss: 1.7091 +2025-05-14 23:58:33,085 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:31:42, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7450, loss: 1.7450 +2025-05-14 23:59:13,791 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:30:58, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7323, loss: 1.7323 +2025-05-14 23:59:54,885 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:30:15, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7498, loss: 1.7498 +2025-05-15 00:00:34,826 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:29:32, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7292, loss: 1.7292 +2025-05-15 00:01:15,921 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:28:49, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.7288, loss: 1.7288 +2025-05-15 00:01:56,744 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:28:05, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7125, loss: 1.7125 +2025-05-15 00:02:37,132 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:27:22, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8167, loss: 1.8167 +2025-05-15 00:03:17,901 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:26:39, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7896, loss: 1.7896 +2025-05-15 00:03:59,280 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:25:56, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.7894, loss: 1.7894 +2025-05-15 00:04:40,772 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:25:13, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8000, loss: 1.8000 +2025-05-15 00:05:22,737 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:24:30, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7680, loss: 1.7680 +2025-05-15 00:06:04,020 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:23:47, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.6995, loss: 1.6995 +2025-05-15 00:06:45,324 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:23:04, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.6957, loss: 1.6957 +2025-05-15 00:07:26,859 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:22:21, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.7888, loss: 1.7888 +2025-05-15 00:08:07,230 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:21:38, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.8059, loss: 1.8059 +2025-05-15 00:08:47,805 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:20:54, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.7550, loss: 1.7550 +2025-05-15 00:09:28,633 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:20:11, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.7899, loss: 1.7899 +2025-05-15 00:10:09,012 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:19:28, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8087, loss: 1.8087 +2025-05-15 00:10:49,668 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:18:44, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 1.8124, loss: 1.8124 +2025-05-15 00:10:52,773 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-15 00:12:03,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 00:12:03,505 - pyskl - INFO - +top1_acc 0.8904 +top5_acc 0.9849 +2025-05-15 00:12:03,508 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8904, top5_acc: 0.9849 +2025-05-15 00:13:09,089 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:18:08, time: 0.656, data_time: 0.245, memory: 10841, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.7601, loss: 1.7601 +2025-05-15 00:13:49,563 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:17:25, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.6837, loss: 1.6837 +2025-05-15 00:14:30,552 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:16:42, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6829, loss: 1.6829 +2025-05-15 00:15:12,440 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:15:59, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.7469, loss: 1.7469 +2025-05-15 00:15:53,820 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:15:16, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.6958, loss: 1.6958 +2025-05-15 00:16:35,162 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:14:33, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7104, loss: 1.7104 +2025-05-15 00:17:16,948 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:13:50, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7220, loss: 1.7220 +2025-05-15 00:17:57,640 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:13:07, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 1.7551, loss: 1.7551 +2025-05-15 00:18:37,979 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:12:23, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.7541, loss: 1.7541 +2025-05-15 00:19:18,532 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:11:40, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.6798, loss: 1.6798 +2025-05-15 00:19:59,897 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:10:57, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.7417, loss: 1.7417 +2025-05-15 00:20:41,510 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:10:14, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.7258, loss: 1.7258 +2025-05-15 00:21:22,925 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:09:31, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.7528, loss: 1.7528 +2025-05-15 00:22:03,938 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:08:48, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7624, loss: 1.7624 +2025-05-15 00:22:45,001 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:08:05, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.6866, loss: 1.6866 +2025-05-15 00:23:25,710 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:07:22, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.6976, loss: 1.6976 +2025-05-15 00:24:06,243 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:06:38, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.7787, loss: 1.7787 +2025-05-15 00:24:48,305 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:05:56, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.8099, loss: 1.8099 +2025-05-15 00:25:30,178 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:05:13, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7582, loss: 1.7582 +2025-05-15 00:26:12,072 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:04:30, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.7557, loss: 1.7557 +2025-05-15 00:26:53,705 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:03:47, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7645, loss: 1.7645 +2025-05-15 00:27:34,678 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:03:04, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7854, loss: 1.7854 +2025-05-15 00:28:16,208 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:02:21, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7370, loss: 1.7370 +2025-05-15 00:28:58,582 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:01:39, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.7955, loss: 1.7955 +2025-05-15 00:29:39,410 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:00:56, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7669, loss: 1.7669 +2025-05-15 00:29:42,438 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-15 00:30:55,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 00:30:55,615 - pyskl - INFO - +top1_acc 0.8953 +top5_acc 0.9838 +2025-05-15 00:30:55,703 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_103.pth was removed +2025-05-15 00:30:56,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-15 00:30:56,981 - pyskl - INFO - Best top1_acc is 0.8953 at 106 epoch. +2025-05-15 00:30:56,984 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8953, top5_acc: 0.9838 +2025-05-15 00:32:05,098 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:00:20, time: 0.681, data_time: 0.272, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.6757, loss: 1.6757 +2025-05-15 00:32:46,415 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 12:59:37, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6688, loss: 1.6688 +2025-05-15 00:33:27,449 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 12:58:54, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7207, loss: 1.7207 +2025-05-15 00:34:07,956 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 12:58:11, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6231, loss: 1.6231 +2025-05-15 00:34:48,550 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 12:57:27, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7703, loss: 1.7703 +2025-05-15 00:35:28,362 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 12:56:44, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6609, loss: 1.6609 +2025-05-15 00:36:08,777 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 12:56:00, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.6949, loss: 1.6949 +2025-05-15 00:36:49,550 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 12:55:17, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.7701, loss: 1.7701 +2025-05-15 00:37:29,711 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 12:54:34, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 1.6604, loss: 1.6604 +2025-05-15 00:38:10,200 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 12:53:50, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7319, loss: 1.7319 +2025-05-15 00:38:50,000 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 12:53:07, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7514, loss: 1.7514 +2025-05-15 00:39:30,959 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 12:52:24, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7171, loss: 1.7171 +2025-05-15 00:40:12,460 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 12:51:41, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7678, loss: 1.7678 +2025-05-15 00:40:53,514 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 12:50:58, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 1.7554, loss: 1.7554 +2025-05-15 00:41:34,209 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 12:50:15, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7286, loss: 1.7286 +2025-05-15 00:42:15,263 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 12:49:32, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.7703, loss: 1.7703 +2025-05-15 00:42:54,997 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 12:48:48, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.7277, loss: 1.7277 +2025-05-15 00:43:36,674 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 12:48:05, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 1.8849, loss: 1.8849 +2025-05-15 00:44:18,225 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 12:47:22, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.7214, loss: 1.7214 +2025-05-15 00:44:59,157 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 12:46:39, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.7753, loss: 1.7753 +2025-05-15 00:45:39,520 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 12:45:56, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6202, loss: 1.6202 +2025-05-15 00:46:21,356 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 12:45:13, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7605, loss: 1.7605 +2025-05-15 00:47:02,472 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 12:44:30, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6440, loss: 1.6440 +2025-05-15 00:47:43,871 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 12:43:47, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.7445, loss: 1.7445 +2025-05-15 00:48:25,464 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 12:43:04, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.6991, loss: 1.6991 +2025-05-15 00:48:28,761 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-15 00:49:40,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 00:49:40,120 - pyskl - INFO - +top1_acc 0.8934 +top5_acc 0.9831 +2025-05-15 00:49:40,123 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8934, top5_acc: 0.9831 +2025-05-15 00:50:47,695 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 12:42:28, time: 0.676, data_time: 0.262, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6933, loss: 1.6933 +2025-05-15 00:51:28,543 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:41:45, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6521, loss: 1.6521 +2025-05-15 00:52:09,029 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:41:02, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7268, loss: 1.7268 +2025-05-15 00:52:48,989 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:40:18, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6481, loss: 1.6481 +2025-05-15 00:53:30,523 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:39:35, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6794, loss: 1.6794 +2025-05-15 00:54:11,888 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:38:52, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.6793, loss: 1.6793 +2025-05-15 00:54:52,723 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:38:09, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6748, loss: 1.6748 +2025-05-15 00:55:32,908 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:37:26, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7368, loss: 1.7368 +2025-05-15 00:56:13,713 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:36:43, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7379, loss: 1.7379 +2025-05-15 00:56:54,724 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:36:00, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6863, loss: 1.6863 +2025-05-15 00:57:36,544 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:35:17, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7472, loss: 1.7472 +2025-05-15 00:58:18,230 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:34:34, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7284, loss: 1.7284 +2025-05-15 00:58:58,833 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:33:51, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.7229, loss: 1.7229 +2025-05-15 00:59:39,675 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:33:08, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9944, loss_cls: 1.7260, loss: 1.7260 +2025-05-15 01:00:21,489 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:32:25, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7150, loss: 1.7150 +2025-05-15 01:01:02,936 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:31:42, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 1.0000, loss_cls: 1.7675, loss: 1.7675 +2025-05-15 01:01:44,320 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:30:59, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7749, loss: 1.7749 +2025-05-15 01:02:26,076 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:30:16, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.7149, loss: 1.7149 +2025-05-15 01:03:07,296 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:29:33, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7252, loss: 1.7252 +2025-05-15 01:03:48,788 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:28:50, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.7740, loss: 1.7740 +2025-05-15 01:04:30,156 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:28:08, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7034, loss: 1.7034 +2025-05-15 01:05:11,179 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:27:25, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.7322, loss: 1.7322 +2025-05-15 01:05:53,126 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:26:42, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.7433, loss: 1.7433 +2025-05-15 01:06:34,136 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:25:59, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7723, loss: 1.7723 +2025-05-15 01:07:16,000 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:25:16, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.7879, loss: 1.7879 +2025-05-15 01:07:19,206 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-15 01:08:31,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 01:08:31,333 - pyskl - INFO - +top1_acc 0.8883 +top5_acc 0.9847 +2025-05-15 01:08:31,335 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8883, top5_acc: 0.9847 +2025-05-15 01:09:38,245 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:24:39, time: 0.669, data_time: 0.260, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.6930, loss: 1.6930 +2025-05-15 01:10:18,206 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:23:56, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6032, loss: 1.6032 +2025-05-15 01:10:58,148 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:23:13, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6465, loss: 1.6465 +2025-05-15 01:11:38,200 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:22:29, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.6847, loss: 1.6847 +2025-05-15 01:12:18,839 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:21:46, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7410, loss: 1.7410 +2025-05-15 01:12:58,659 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:21:02, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6272, loss: 1.6272 +2025-05-15 01:13:38,705 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:20:19, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.6765, loss: 1.6765 +2025-05-15 01:14:19,535 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:19:36, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.5724, loss: 1.5724 +2025-05-15 01:15:00,298 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:18:53, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5867, loss: 1.5867 +2025-05-15 01:15:40,631 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:18:09, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6386, loss: 1.6386 +2025-05-15 01:16:21,843 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:17:26, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.7133, loss: 1.7133 +2025-05-15 01:17:02,716 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:16:43, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7016, loss: 1.7016 +2025-05-15 01:17:42,777 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:16:00, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.6923, loss: 1.6923 +2025-05-15 01:18:23,174 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:15:17, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7048, loss: 1.7048 +2025-05-15 01:19:03,311 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:14:33, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7440, loss: 1.7440 +2025-05-15 01:19:42,977 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:13:50, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.7173, loss: 1.7173 +2025-05-15 01:20:23,325 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:13:06, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 1.7303, loss: 1.7303 +2025-05-15 01:21:04,663 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:12:24, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.7546, loss: 1.7546 +2025-05-15 01:21:46,591 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:11:41, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.7582, loss: 1.7582 +2025-05-15 01:22:27,566 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:10:58, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6604, loss: 1.6604 +2025-05-15 01:23:08,048 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:10:15, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 1.6701, loss: 1.6701 +2025-05-15 01:23:49,455 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:09:32, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.7188, loss: 1.7188 +2025-05-15 01:24:30,987 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:08:49, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.6816, loss: 1.6816 +2025-05-15 01:25:12,396 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:08:06, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.8201, loss: 1.8201 +2025-05-15 01:25:54,001 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:07:23, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7551, loss: 1.7551 +2025-05-15 01:25:57,161 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-15 01:27:09,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 01:27:09,202 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9818 +2025-05-15 01:27:09,204 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8826, top5_acc: 0.9818 +2025-05-15 01:28:14,044 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:06:46, time: 0.648, data_time: 0.243, memory: 10841, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6923, loss: 1.6923 +2025-05-15 01:28:53,947 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:06:02, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6414, loss: 1.6414 +2025-05-15 01:29:35,920 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:05:19, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6695, loss: 1.6695 +2025-05-15 01:30:17,220 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:04:37, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.6922, loss: 1.6922 +2025-05-15 01:30:58,032 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:03:53, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6629, loss: 1.6629 +2025-05-15 01:31:38,240 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:03:10, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.6907, loss: 1.6907 +2025-05-15 01:32:19,431 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:02:27, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.7364, loss: 1.7364 +2025-05-15 01:32:59,244 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:01:44, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.6550, loss: 1.6550 +2025-05-15 01:33:40,921 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:01:01, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6612, loss: 1.6612 +2025-05-15 01:34:22,717 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:00:18, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6421, loss: 1.6421 +2025-05-15 01:35:03,528 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 11:59:35, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.7236, loss: 1.7236 +2025-05-15 01:35:43,481 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 11:58:52, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6930, loss: 1.6930 +2025-05-15 01:36:24,069 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 11:58:08, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6226, loss: 1.6226 +2025-05-15 01:37:04,767 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 11:57:25, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.6376, loss: 1.6376 +2025-05-15 01:37:46,405 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 11:56:43, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6669, loss: 1.6669 +2025-05-15 01:38:27,931 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 11:56:00, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.6922, loss: 1.6922 +2025-05-15 01:39:07,924 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 11:55:16, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7406, loss: 1.7406 +2025-05-15 01:39:48,577 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 11:54:33, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.6508, loss: 1.6508 +2025-05-15 01:40:28,691 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 11:53:50, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7872, loss: 1.7872 +2025-05-15 01:41:10,469 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 11:53:07, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6872, loss: 1.6872 +2025-05-15 01:41:51,648 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 11:52:24, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7258, loss: 1.7258 +2025-05-15 01:42:33,602 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 11:51:42, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6682, loss: 1.6682 +2025-05-15 01:43:14,832 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 11:50:59, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.6913, loss: 1.6913 +2025-05-15 01:43:56,367 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 11:50:16, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7652, loss: 1.7652 +2025-05-15 01:44:37,458 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 11:49:33, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7263, loss: 1.7263 +2025-05-15 01:44:40,820 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-15 01:45:53,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 01:45:53,689 - pyskl - INFO - +top1_acc 0.8948 +top5_acc 0.9850 +2025-05-15 01:45:53,692 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8948, top5_acc: 0.9850 +2025-05-15 01:46:59,841 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 11:48:56, time: 0.661, data_time: 0.262, memory: 10841, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5909, loss: 1.5909 +2025-05-15 01:47:40,868 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 11:48:12, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6488, loss: 1.6488 +2025-05-15 01:48:22,225 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 11:47:30, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5675, loss: 1.5675 +2025-05-15 01:49:02,424 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 11:46:46, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6326, loss: 1.6326 +2025-05-15 01:49:42,545 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 11:46:03, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6029, loss: 1.6029 +2025-05-15 01:50:22,596 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 11:45:20, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6530, loss: 1.6530 +2025-05-15 01:51:03,485 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 11:44:37, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6462, loss: 1.6462 +2025-05-15 01:51:43,867 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 11:43:53, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5927, loss: 1.5927 +2025-05-15 01:52:24,036 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 11:43:10, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7108, loss: 1.7108 +2025-05-15 01:53:05,368 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:42:27, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6082, loss: 1.6082 +2025-05-15 01:53:45,657 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:41:44, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6668, loss: 1.6668 +2025-05-15 01:54:25,476 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:41:01, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.6505, loss: 1.6505 +2025-05-15 01:55:05,432 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:40:17, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5787, loss: 1.5787 +2025-05-15 01:55:46,312 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:39:34, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.6847, loss: 1.6847 +2025-05-15 01:56:26,188 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:38:51, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6274, loss: 1.6274 +2025-05-15 01:57:07,579 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:38:08, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6131, loss: 1.6131 +2025-05-15 01:57:48,880 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:37:25, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7353, loss: 1.7353 +2025-05-15 01:58:29,248 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:36:42, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.5664, loss: 1.5664 +2025-05-15 01:59:10,740 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:35:59, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.6605, loss: 1.6605 +2025-05-15 01:59:52,016 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:35:16, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6014, loss: 1.6014 +2025-05-15 02:00:33,284 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:34:33, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.6705, loss: 1.6705 +2025-05-15 02:01:14,143 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:33:50, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.6288, loss: 1.6288 +2025-05-15 02:01:55,215 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:33:07, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.6519, loss: 1.6519 +2025-05-15 02:02:36,119 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:32:24, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6377, loss: 1.6377 +2025-05-15 02:03:17,280 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:31:41, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5713, loss: 1.5713 +2025-05-15 02:03:20,260 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-15 02:04:30,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 02:04:30,580 - pyskl - INFO - +top1_acc 0.8908 +top5_acc 0.9837 +2025-05-15 02:04:30,583 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8908, top5_acc: 0.9837 +2025-05-15 02:05:37,620 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:31:04, time: 0.670, data_time: 0.260, memory: 10841, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.5876, loss: 1.5876 +2025-05-15 02:06:19,235 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:30:21, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5625, loss: 1.5625 +2025-05-15 02:07:00,208 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:29:38, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6380, loss: 1.6380 +2025-05-15 02:07:40,880 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:28:55, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5502, loss: 1.5502 +2025-05-15 02:08:22,453 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:28:12, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5400, loss: 1.5400 +2025-05-15 02:09:02,940 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:27:29, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.6020, loss: 1.6020 +2025-05-15 02:09:43,877 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:26:46, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5765, loss: 1.5765 +2025-05-15 02:10:24,465 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:26:03, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.5256, loss: 1.5256 +2025-05-15 02:11:05,528 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:25:20, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5667, loss: 1.5667 +2025-05-15 02:11:45,443 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:24:37, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.6058, loss: 1.6058 +2025-05-15 02:12:25,873 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:23:54, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.6259, loss: 1.6259 +2025-05-15 02:13:06,344 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:23:10, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 1.6740, loss: 1.6740 +2025-05-15 02:13:46,457 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:22:27, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6173, loss: 1.6173 +2025-05-15 02:14:27,059 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:21:44, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.6737, loss: 1.6737 +2025-05-15 02:15:08,429 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:21:01, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6558, loss: 1.6558 +2025-05-15 02:15:48,813 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:20:18, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6229, loss: 1.6229 +2025-05-15 02:16:29,580 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:19:35, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.6013, loss: 1.6013 +2025-05-15 02:17:09,889 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:18:52, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6117, loss: 1.6117 +2025-05-15 02:17:51,032 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:18:09, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.7281, loss: 1.7281 +2025-05-15 02:18:31,582 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:17:26, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6571, loss: 1.6571 +2025-05-15 02:19:13,286 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:16:43, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.7009, loss: 1.7009 +2025-05-15 02:19:54,756 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:16:00, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6228, loss: 1.6228 +2025-05-15 02:20:36,487 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:15:18, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 +2025-05-15 02:21:17,988 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:14:35, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.6755, loss: 1.6755 +2025-05-15 02:21:59,840 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:13:52, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.7089, loss: 1.7089 +2025-05-15 02:22:03,084 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-15 02:23:15,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 02:23:15,466 - pyskl - INFO - +top1_acc 0.8885 +top5_acc 0.9836 +2025-05-15 02:23:15,469 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8885, top5_acc: 0.9836 +2025-05-15 02:24:20,781 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:13:14, time: 0.653, data_time: 0.246, memory: 10841, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5960, loss: 1.5960 +2025-05-15 02:25:00,754 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:12:31, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5816, loss: 1.5816 +2025-05-15 02:25:41,117 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:11:48, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5969, loss: 1.5969 +2025-05-15 02:26:22,014 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:11:05, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5677, loss: 1.5677 +2025-05-15 02:27:02,812 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:10:22, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.5820, loss: 1.5820 +2025-05-15 02:27:44,629 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:09:39, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.6295, loss: 1.6295 +2025-05-15 02:28:26,476 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:08:56, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.6323, loss: 1.6323 +2025-05-15 02:29:08,188 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:08:14, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5099, loss: 1.5099 +2025-05-15 02:29:48,769 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:07:30, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5065, loss: 1.5065 +2025-05-15 02:30:30,448 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:06:48, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6293, loss: 1.6293 +2025-05-15 02:31:12,166 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:06:05, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.6117, loss: 1.6117 +2025-05-15 02:31:53,659 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:05:22, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5733, loss: 1.5733 +2025-05-15 02:32:35,068 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:04:39, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6159, loss: 1.6159 +2025-05-15 02:33:16,051 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:03:56, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5639, loss: 1.5639 +2025-05-15 02:33:57,464 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:03:14, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.5878, loss: 1.5878 +2025-05-15 02:34:37,844 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:02:31, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.6435, loss: 1.6435 +2025-05-15 02:35:17,974 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:01:47, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.6543, loss: 1.6543 +2025-05-15 02:35:59,479 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:01:05, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6435, loss: 1.6435 +2025-05-15 02:36:40,074 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:00:21, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.6304, loss: 1.6304 +2025-05-15 02:37:20,064 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 10:59:38, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.5657, loss: 1.5657 +2025-05-15 02:38:01,445 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 10:58:55, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6110, loss: 1.6110 +2025-05-15 02:38:42,423 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 10:58:12, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.6711, loss: 1.6711 +2025-05-15 02:39:24,005 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 10:57:30, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6643, loss: 1.6643 +2025-05-15 02:40:05,801 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 10:56:47, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.6476, loss: 1.6476 +2025-05-15 02:40:46,008 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 10:56:04, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6120, loss: 1.6120 +2025-05-15 02:40:49,044 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-15 02:42:00,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 02:42:00,954 - pyskl - INFO - +top1_acc 0.8993 +top5_acc 0.9842 +2025-05-15 02:42:01,017 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_106.pth was removed +2025-05-15 02:42:02,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-15 02:42:02,274 - pyskl - INFO - Best top1_acc is 0.8993 at 113 epoch. +2025-05-15 02:42:02,276 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8993, top5_acc: 0.9842 +2025-05-15 02:43:08,338 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 10:55:26, time: 0.661, data_time: 0.255, memory: 10841, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.5340, loss: 1.5340 +2025-05-15 02:43:48,547 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 10:54:43, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4592, loss: 1.4592 +2025-05-15 02:44:28,760 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 10:53:59, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5566, loss: 1.5566 +2025-05-15 02:45:09,113 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 10:53:16, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5814, loss: 1.5814 +2025-05-15 02:45:49,107 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 10:52:33, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4964, loss: 1.4964 +2025-05-15 02:46:28,860 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 10:51:50, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5221, loss: 1.5221 +2025-05-15 02:47:08,991 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 10:51:06, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6094, loss: 1.6094 +2025-05-15 02:47:48,692 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 10:50:23, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5175, loss: 1.5175 +2025-05-15 02:48:28,510 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 10:49:40, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5514, loss: 1.5514 +2025-05-15 02:49:08,744 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 10:48:57, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.5978, loss: 1.5978 +2025-05-15 02:49:49,918 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 10:48:14, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.6247, loss: 1.6247 +2025-05-15 02:50:30,700 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 10:47:31, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6300, loss: 1.6300 +2025-05-15 02:51:11,356 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 10:46:48, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.5854, loss: 1.5854 +2025-05-15 02:51:52,493 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 10:46:05, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.5849, loss: 1.5849 +2025-05-15 02:52:33,891 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 10:45:22, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.5659, loss: 1.5659 +2025-05-15 02:53:14,431 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 10:44:39, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6357, loss: 1.6357 +2025-05-15 02:53:55,094 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:43:56, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6097, loss: 1.6097 +2025-05-15 02:54:35,836 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:43:13, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.5683, loss: 1.5683 +2025-05-15 02:55:16,214 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:42:30, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5893, loss: 1.5893 +2025-05-15 02:55:57,320 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:41:47, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.6355, loss: 1.6355 +2025-05-15 02:56:38,899 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:41:04, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.6008, loss: 1.6008 +2025-05-15 02:57:20,622 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:40:22, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6976, loss: 1.6976 +2025-05-15 02:58:02,020 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:39:39, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.5878, loss: 1.5878 +2025-05-15 02:58:44,212 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:38:56, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6104, loss: 1.6104 +2025-05-15 02:59:25,773 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:38:14, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5525, loss: 1.5525 +2025-05-15 02:59:28,929 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-15 03:00:40,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 03:00:40,348 - pyskl - INFO - +top1_acc 0.8976 +top5_acc 0.9845 +2025-05-15 03:00:40,350 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8976, top5_acc: 0.9845 +2025-05-15 03:01:44,523 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:37:35, time: 0.642, data_time: 0.231, memory: 10841, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4580, loss: 1.4580 +2025-05-15 03:02:24,895 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:36:52, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5390, loss: 1.5390 +2025-05-15 03:03:04,856 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:36:08, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5907, loss: 1.5907 +2025-05-15 03:03:45,458 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:35:25, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5366, loss: 1.5366 +2025-05-15 03:04:25,914 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:34:42, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4743, loss: 1.4743 +2025-05-15 03:05:06,468 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:33:59, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.4722, loss: 1.4722 +2025-05-15 03:05:47,181 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:33:16, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6308, loss: 1.6308 +2025-05-15 03:06:27,464 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:32:33, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5384, loss: 1.5384 +2025-05-15 03:07:07,760 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:31:50, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5390, loss: 1.5390 +2025-05-15 03:07:49,270 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:31:07, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.5130, loss: 1.5130 +2025-05-15 03:08:28,892 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:30:24, time: 0.396, data_time: 0.000, memory: 10841, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5167, loss: 1.5167 +2025-05-15 03:09:09,283 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:29:41, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6112, loss: 1.6112 +2025-05-15 03:09:49,484 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:28:58, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5385, loss: 1.5385 +2025-05-15 03:10:30,370 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:28:15, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5146, loss: 1.5146 +2025-05-15 03:11:10,981 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:27:32, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5363, loss: 1.5363 +2025-05-15 03:11:51,669 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:26:49, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5316, loss: 1.5316 +2025-05-15 03:12:32,061 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:26:06, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5605, loss: 1.5605 +2025-05-15 03:13:12,975 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:25:23, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5628, loss: 1.5628 +2025-05-15 03:13:53,880 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:24:40, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.6072, loss: 1.6072 +2025-05-15 03:14:35,160 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:23:57, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5503, loss: 1.5503 +2025-05-15 03:15:16,065 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:23:14, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.5994, loss: 1.5994 +2025-05-15 03:15:57,130 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:22:31, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.5639, loss: 1.5639 +2025-05-15 03:16:38,293 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:21:48, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.5441, loss: 1.5441 +2025-05-15 03:17:20,260 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:21:06, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.4908, loss: 1.4908 +2025-05-15 03:18:01,784 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:20:23, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5919, loss: 1.5919 +2025-05-15 03:18:04,924 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-15 03:19:16,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 03:19:17,044 - pyskl - INFO - +top1_acc 0.9003 +top5_acc 0.9861 +2025-05-15 03:19:17,161 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_113.pth was removed +2025-05-15 03:19:18,462 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-15 03:19:18,462 - pyskl - INFO - Best top1_acc is 0.9003 at 115 epoch. +2025-05-15 03:19:18,465 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.9003, top5_acc: 0.9861 +2025-05-15 03:20:26,860 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:19:45, time: 0.684, data_time: 0.266, memory: 10841, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4946, loss: 1.4946 +2025-05-15 03:21:07,574 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:19:02, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5040, loss: 1.5040 +2025-05-15 03:21:47,562 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:18:19, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4506, loss: 1.4506 +2025-05-15 03:22:28,453 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:17:36, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4475, loss: 1.4475 +2025-05-15 03:23:09,676 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:16:53, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4991, loss: 1.4991 +2025-05-15 03:23:50,238 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:16:10, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5128, loss: 1.5128 +2025-05-15 03:24:31,655 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:15:28, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4547, loss: 1.4547 +2025-05-15 03:25:12,317 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:14:45, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4748, loss: 1.4748 +2025-05-15 03:25:52,972 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:14:02, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5149, loss: 1.5149 +2025-05-15 03:26:33,198 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:13:19, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5175, loss: 1.5175 +2025-05-15 03:27:14,500 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:12:36, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5657, loss: 1.5657 +2025-05-15 03:27:54,630 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:11:53, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.5447, loss: 1.5447 +2025-05-15 03:28:36,370 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:11:10, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5319, loss: 1.5319 +2025-05-15 03:29:18,276 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:10:27, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5259, loss: 1.5259 +2025-05-15 03:29:59,772 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:09:45, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.5025, loss: 1.5025 +2025-05-15 03:30:40,485 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:09:02, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5801, loss: 1.5801 +2025-05-15 03:31:21,570 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:08:19, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.4901, loss: 1.4901 +2025-05-15 03:32:02,700 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:07:36, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4798, loss: 1.4798 +2025-05-15 03:32:44,151 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:06:53, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5444, loss: 1.5444 +2025-05-15 03:33:24,804 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:06:10, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.5028, loss: 1.5028 +2025-05-15 03:34:05,628 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:05:27, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4636, loss: 1.4636 +2025-05-15 03:34:46,888 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:04:45, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5471, loss: 1.5471 +2025-05-15 03:35:29,264 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:04:02, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4953, loss: 1.4953 +2025-05-15 03:36:10,884 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:03:20, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5847, loss: 1.5847 +2025-05-15 03:36:51,901 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:02:37, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.5178, loss: 1.5178 +2025-05-15 03:36:54,904 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-15 03:38:06,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 03:38:06,259 - pyskl - INFO - +top1_acc 0.9033 +top5_acc 0.9844 +2025-05-15 03:38:06,328 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_115.pth was removed +2025-05-15 03:38:07,562 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-05-15 03:38:07,563 - pyskl - INFO - Best top1_acc is 0.9033 at 116 epoch. +2025-05-15 03:38:07,566 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.9033, top5_acc: 0.9844 +2025-05-15 03:39:13,248 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:01:58, time: 0.657, data_time: 0.241, memory: 10841, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4591, loss: 1.4591 +2025-05-15 03:39:54,453 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:01:15, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5139, loss: 1.5139 +2025-05-15 03:40:35,524 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:00:32, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.4631, loss: 1.4631 +2025-05-15 03:41:17,312 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 9:59:50, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4675, loss: 1.4675 +2025-05-15 03:41:58,654 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 9:59:07, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.4816, loss: 1.4816 +2025-05-15 03:42:39,070 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 9:58:24, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4499, loss: 1.4499 +2025-05-15 03:43:20,413 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 9:57:41, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4303, loss: 1.4303 +2025-05-15 03:43:59,984 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 9:56:58, time: 0.396, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.4896, loss: 1.4896 +2025-05-15 03:44:40,429 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 9:56:15, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4776, loss: 1.4776 +2025-05-15 03:45:21,160 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 9:55:32, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.4921, loss: 1.4921 +2025-05-15 03:46:02,972 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 9:54:49, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5519, loss: 1.5519 +2025-05-15 03:46:43,606 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 9:54:06, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4716, loss: 1.4716 +2025-05-15 03:47:24,132 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 9:53:23, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4961, loss: 1.4961 +2025-05-15 03:48:05,420 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 9:52:40, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4673, loss: 1.4673 +2025-05-15 03:48:46,361 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 9:51:58, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4428, loss: 1.4428 +2025-05-15 03:49:27,448 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 9:51:15, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.4700, loss: 1.4700 +2025-05-15 03:50:07,634 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 9:50:32, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5470, loss: 1.5470 +2025-05-15 03:50:48,585 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 9:49:49, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4940, loss: 1.4940 +2025-05-15 03:51:30,288 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 9:49:06, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5318, loss: 1.5318 +2025-05-15 03:52:11,339 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 9:48:23, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5222, loss: 1.5222 +2025-05-15 03:52:52,021 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 9:47:40, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4952, loss: 1.4952 +2025-05-15 03:53:32,305 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 9:46:57, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5725, loss: 1.5725 +2025-05-15 03:54:12,918 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 9:46:15, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6007, loss: 1.6007 +2025-05-15 03:54:54,449 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 9:45:32, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5479, loss: 1.5479 +2025-05-15 03:55:35,573 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:44:49, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5365, loss: 1.5365 +2025-05-15 03:55:38,636 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-15 03:56:50,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 03:56:50,148 - pyskl - INFO - +top1_acc 0.9084 +top5_acc 0.9860 +2025-05-15 03:56:50,214 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_116.pth was removed +2025-05-15 03:56:51,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-05-15 03:56:51,810 - pyskl - INFO - Best top1_acc is 0.9084 at 117 epoch. +2025-05-15 03:56:51,813 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.9084, top5_acc: 0.9860 +2025-05-15 03:57:57,762 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:44:10, time: 0.659, data_time: 0.244, memory: 10841, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5140, loss: 1.5140 +2025-05-15 03:58:39,228 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:43:27, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3832, loss: 1.3832 +2025-05-15 03:59:19,947 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:42:44, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4849, loss: 1.4849 +2025-05-15 04:00:01,041 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:42:02, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5074, loss: 1.5074 +2025-05-15 04:00:41,039 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:41:18, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4311, loss: 1.4311 +2025-05-15 04:01:20,652 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:40:35, time: 0.396, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4111, loss: 1.4111 +2025-05-15 04:01:59,938 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:39:52, time: 0.393, data_time: 0.000, memory: 10841, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.4361, loss: 1.4361 +2025-05-15 04:02:39,428 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:39:09, time: 0.395, data_time: 0.000, memory: 10841, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4294, loss: 1.4294 +2025-05-15 04:03:20,253 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:38:26, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3831, loss: 1.3831 +2025-05-15 04:04:00,980 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:37:43, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4071, loss: 1.4071 +2025-05-15 04:04:41,399 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:37:00, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4097, loss: 1.4097 +2025-05-15 04:05:21,799 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:36:17, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4657, loss: 1.4657 +2025-05-15 04:06:01,958 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:35:34, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4942, loss: 1.4942 +2025-05-15 04:06:41,840 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:34:51, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4486, loss: 1.4486 +2025-05-15 04:07:21,692 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:34:08, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.4605, loss: 1.4605 +2025-05-15 04:08:02,993 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:33:25, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-05-15 04:08:45,096 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:32:42, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5116, loss: 1.5116 +2025-05-15 04:09:26,843 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:32:00, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4560, loss: 1.4560 +2025-05-15 04:10:07,139 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:31:17, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5133, loss: 1.5133 +2025-05-15 04:10:48,680 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:30:34, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4566, loss: 1.4566 +2025-05-15 04:11:30,181 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:29:51, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5398, loss: 1.5398 +2025-05-15 04:12:11,076 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:29:09, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4569, loss: 1.4569 +2025-05-15 04:12:52,971 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:28:26, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4789, loss: 1.4789 +2025-05-15 04:13:34,357 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:27:43, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4591, loss: 1.4591 +2025-05-15 04:14:16,060 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:27:01, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4950, loss: 1.4950 +2025-05-15 04:14:19,229 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-15 04:15:31,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 04:15:31,290 - pyskl - INFO - +top1_acc 0.8887 +top5_acc 0.9835 +2025-05-15 04:15:31,293 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8887, top5_acc: 0.9835 +2025-05-15 04:16:40,304 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:26:22, time: 0.690, data_time: 0.275, memory: 10841, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4382, loss: 1.4382 +2025-05-15 04:17:20,471 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:25:39, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4063, loss: 1.4063 +2025-05-15 04:18:01,740 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:24:56, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4531, loss: 1.4531 +2025-05-15 04:18:42,827 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:24:14, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3674, loss: 1.3674 +2025-05-15 04:19:23,792 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:23:31, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4416, loss: 1.4416 +2025-05-15 04:20:05,249 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:22:48, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 +2025-05-15 04:20:46,086 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:22:05, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4220, loss: 1.4220 +2025-05-15 04:21:26,597 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:21:22, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4699, loss: 1.4699 +2025-05-15 04:22:06,195 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:20:39, time: 0.396, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4326, loss: 1.4326 +2025-05-15 04:22:46,980 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:19:56, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3376, loss: 1.3376 +2025-05-15 04:23:26,974 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:19:13, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4206, loss: 1.4206 +2025-05-15 04:24:07,556 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:18:30, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3978, loss: 1.3978 +2025-05-15 04:24:47,820 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:17:47, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5105, loss: 1.5105 +2025-05-15 04:25:27,773 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:17:04, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4954, loss: 1.4954 +2025-05-15 04:26:07,533 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:16:21, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4766, loss: 1.4766 +2025-05-15 04:26:48,060 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:15:38, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4292, loss: 1.4292 +2025-05-15 04:27:28,496 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:14:55, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4834, loss: 1.4834 +2025-05-15 04:28:09,878 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:14:13, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4806, loss: 1.4806 +2025-05-15 04:28:50,833 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:13:30, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5046, loss: 1.5046 +2025-05-15 04:29:31,160 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:12:47, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5176, loss: 1.5176 +2025-05-15 04:30:12,954 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:12:04, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4498, loss: 1.4498 +2025-05-15 04:30:54,390 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:11:21, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4298, loss: 1.4298 +2025-05-15 04:31:36,066 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:10:39, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4656, loss: 1.4656 +2025-05-15 04:32:17,651 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:09:56, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4919, loss: 1.4919 +2025-05-15 04:32:59,163 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:09:14, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4754, loss: 1.4754 +2025-05-15 04:33:02,284 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-15 04:34:13,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 04:34:13,522 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9844 +2025-05-15 04:34:13,525 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9000, top5_acc: 0.9844 +2025-05-15 04:35:20,583 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:08:34, time: 0.671, data_time: 0.265, memory: 10841, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3987, loss: 1.3987 +2025-05-15 04:36:01,385 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:07:52, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3771, loss: 1.3771 +2025-05-15 04:36:42,339 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:07:09, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4517, loss: 1.4517 +2025-05-15 04:37:23,464 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:06:26, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4293, loss: 1.4293 +2025-05-15 04:38:03,124 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:05:43, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4768, loss: 1.4768 +2025-05-15 04:38:43,548 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:05:00, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-05-15 04:39:24,019 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:04:17, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-05-15 04:40:04,191 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:03:34, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5185, loss: 1.5185 +2025-05-15 04:40:43,897 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:02:51, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4135, loss: 1.4135 +2025-05-15 04:41:24,345 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:02:08, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4205, loss: 1.4205 +2025-05-15 04:42:06,034 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:01:25, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4138, loss: 1.4138 +2025-05-15 04:42:47,264 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:00:43, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4181, loss: 1.4181 +2025-05-15 04:43:29,009 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:00:00, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4472, loss: 1.4472 +2025-05-15 04:44:09,660 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 8:59:17, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.3743, loss: 1.3743 +2025-05-15 04:44:50,297 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 8:58:34, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4086, loss: 1.4086 +2025-05-15 04:45:30,905 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 8:57:51, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3828, loss: 1.3828 +2025-05-15 04:46:12,832 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 8:57:09, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3843, loss: 1.3843 +2025-05-15 04:46:54,670 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 8:56:26, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4224, loss: 1.4224 +2025-05-15 04:47:36,133 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 8:55:44, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4015, loss: 1.4015 +2025-05-15 04:48:17,199 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 8:55:01, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4413, loss: 1.4413 +2025-05-15 04:48:58,244 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 8:54:18, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4629, loss: 1.4629 +2025-05-15 04:49:39,914 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 8:53:36, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5117, loss: 1.5117 +2025-05-15 04:50:21,241 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 8:52:53, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-05-15 04:51:01,760 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 8:52:10, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4356, loss: 1.4356 +2025-05-15 04:51:42,551 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 8:51:27, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4351, loss: 1.4351 +2025-05-15 04:51:45,762 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-15 04:52:58,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 04:52:58,571 - pyskl - INFO - +top1_acc 0.9010 +top5_acc 0.9853 +2025-05-15 04:52:58,573 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9010, top5_acc: 0.9853 +2025-05-15 04:54:04,706 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 8:50:47, time: 0.661, data_time: 0.262, memory: 10841, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4056, loss: 1.4056 +2025-05-15 04:54:45,700 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 8:50:05, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4140, loss: 1.4140 +2025-05-15 04:55:25,464 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 8:49:22, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4251, loss: 1.4251 +2025-05-15 04:56:05,538 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 8:48:39, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3564, loss: 1.3564 +2025-05-15 04:56:46,428 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 8:47:56, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3867, loss: 1.3867 +2025-05-15 04:57:27,191 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 8:47:13, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4069, loss: 1.4069 +2025-05-15 04:58:08,909 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:46:30, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3586, loss: 1.3586 +2025-05-15 04:58:49,753 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:45:48, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3564, loss: 1.3564 +2025-05-15 04:59:30,490 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:45:05, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.3972, loss: 1.3972 +2025-05-15 05:00:10,686 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:44:22, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4276, loss: 1.4276 +2025-05-15 05:00:52,273 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:43:39, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4521, loss: 1.4521 +2025-05-15 05:01:33,441 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:42:56, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-05-15 05:02:13,389 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:42:13, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4295, loss: 1.4295 +2025-05-15 05:02:55,109 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:41:31, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4659, loss: 1.4659 +2025-05-15 05:03:35,970 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:40:48, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4366, loss: 1.4366 +2025-05-15 05:04:17,501 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:40:05, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4105, loss: 1.4105 +2025-05-15 05:04:58,860 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:39:23, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3580, loss: 1.3580 +2025-05-15 05:05:39,216 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:38:40, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3927, loss: 1.3927 +2025-05-15 05:06:19,072 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:37:57, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3835, loss: 1.3835 +2025-05-15 05:06:59,596 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:37:14, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3798, loss: 1.3798 +2025-05-15 05:07:40,764 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:36:31, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4251, loss: 1.4251 +2025-05-15 05:08:21,570 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:35:48, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4008, loss: 1.4008 +2025-05-15 05:09:03,368 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:35:06, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4108, loss: 1.4108 +2025-05-15 05:09:44,570 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:34:23, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4241, loss: 1.4241 +2025-05-15 05:10:26,031 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:33:41, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4902, loss: 1.4902 +2025-05-15 05:10:29,323 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-15 05:11:40,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 05:11:40,913 - pyskl - INFO - +top1_acc 0.9016 +top5_acc 0.9847 +2025-05-15 05:11:40,916 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9016, top5_acc: 0.9847 +2025-05-15 05:12:49,541 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:33:01, time: 0.686, data_time: 0.271, memory: 10841, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4232, loss: 1.4232 +2025-05-15 05:13:30,920 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:32:19, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-05-15 05:14:12,381 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:31:36, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3849, loss: 1.3849 +2025-05-15 05:14:52,844 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:30:53, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2992, loss: 1.2992 +2025-05-15 05:15:34,089 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:30:10, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3498, loss: 1.3498 +2025-05-15 05:16:15,566 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:29:28, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3192, loss: 1.3192 +2025-05-15 05:16:57,088 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:28:45, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.3893, loss: 1.3893 +2025-05-15 05:17:37,676 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:28:02, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3302, loss: 1.3302 +2025-05-15 05:18:19,226 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:27:20, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4240, loss: 1.4240 +2025-05-15 05:19:00,549 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:26:37, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-05-15 05:19:41,173 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:25:54, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-05-15 05:20:22,205 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:25:11, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-05-15 05:21:02,553 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:24:29, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3562, loss: 1.3562 +2025-05-15 05:21:43,186 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:23:46, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3721, loss: 1.3721 +2025-05-15 05:22:24,633 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:23:03, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3874, loss: 1.3874 +2025-05-15 05:23:05,791 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:22:20, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3820, loss: 1.3820 +2025-05-15 05:23:47,493 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:21:38, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3395, loss: 1.3395 +2025-05-15 05:24:28,278 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:20:55, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-05-15 05:25:09,070 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:20:12, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3489, loss: 1.3489 +2025-05-15 05:25:50,738 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:19:30, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3310, loss: 1.3310 +2025-05-15 05:26:32,000 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:18:47, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3444, loss: 1.3444 +2025-05-15 05:27:12,840 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:18:04, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3306, loss: 1.3306 +2025-05-15 05:27:54,059 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:17:22, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4307, loss: 1.4307 +2025-05-15 05:28:35,252 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:16:39, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.3441, loss: 1.3441 +2025-05-15 05:29:16,061 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:15:56, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3999, loss: 1.3999 +2025-05-15 05:29:19,389 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-15 05:30:32,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 05:30:32,204 - pyskl - INFO - +top1_acc 0.9065 +top5_acc 0.9861 +2025-05-15 05:30:32,209 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.9065, top5_acc: 0.9861 +2025-05-15 05:31:39,240 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:15:16, time: 0.670, data_time: 0.259, memory: 10841, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 +2025-05-15 05:32:20,176 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:14:34, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4185, loss: 1.4185 +2025-05-15 05:33:01,617 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:13:51, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3252, loss: 1.3252 +2025-05-15 05:33:42,716 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:13:08, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3395, loss: 1.3395 +2025-05-15 05:34:24,416 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:12:26, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-05-15 05:35:06,098 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:11:43, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3145, loss: 1.3145 +2025-05-15 05:35:46,537 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:11:00, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3363, loss: 1.3363 +2025-05-15 05:36:27,413 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:10:17, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3450, loss: 1.3450 +2025-05-15 05:37:09,104 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:09:35, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3162, loss: 1.3162 +2025-05-15 05:37:50,677 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:08:52, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3076, loss: 1.3076 +2025-05-15 05:38:30,618 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:08:09, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3149, loss: 1.3149 +2025-05-15 05:39:11,158 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:07:26, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3929, loss: 1.3929 +2025-05-15 05:39:51,863 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:06:44, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-05-15 05:40:31,571 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:06:01, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3488, loss: 1.3488 +2025-05-15 05:41:12,341 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:05:18, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3582, loss: 1.3582 +2025-05-15 05:41:53,162 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:04:35, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3119, loss: 1.3119 +2025-05-15 05:42:34,738 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:03:53, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3515, loss: 1.3515 +2025-05-15 05:43:15,584 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:03:10, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3197, loss: 1.3197 +2025-05-15 05:43:57,004 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:02:27, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-05-15 05:44:38,353 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:01:45, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-05-15 05:45:19,223 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:01:02, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3242, loss: 1.3242 +2025-05-15 05:46:01,220 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:00:19, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 +2025-05-15 05:46:42,896 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 7:59:37, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3576, loss: 1.3576 +2025-05-15 05:47:23,855 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 7:58:54, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3651, loss: 1.3651 +2025-05-15 05:48:05,455 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 7:58:11, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3148, loss: 1.3148 +2025-05-15 05:48:08,561 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-15 05:49:21,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 05:49:21,682 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9852 +2025-05-15 05:49:21,686 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8972, top5_acc: 0.9852 +2025-05-15 05:50:30,353 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 7:57:32, time: 0.687, data_time: 0.286, memory: 10841, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3016, loss: 1.3016 +2025-05-15 05:51:10,865 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 7:56:49, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3541, loss: 1.3541 +2025-05-15 05:51:51,414 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 7:56:06, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2876, loss: 1.2876 +2025-05-15 05:52:32,671 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 7:55:23, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-05-15 05:53:14,188 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 7:54:41, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2641, loss: 1.2641 +2025-05-15 05:53:54,844 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 7:53:58, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3349, loss: 1.3349 +2025-05-15 05:54:36,379 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 7:53:15, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-05-15 05:55:16,481 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 7:52:33, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3651, loss: 1.3651 +2025-05-15 05:55:56,398 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 7:51:50, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3225, loss: 1.3225 +2025-05-15 05:56:37,212 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 7:51:07, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3119, loss: 1.3119 +2025-05-15 05:57:17,671 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 7:50:24, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3265, loss: 1.3265 +2025-05-15 05:57:58,167 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 7:49:41, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3211, loss: 1.3211 +2025-05-15 05:58:38,888 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 7:48:58, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3400, loss: 1.3400 +2025-05-15 05:59:19,766 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 7:48:16, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3607, loss: 1.3607 +2025-05-15 06:00:00,805 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:47:33, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3361, loss: 1.3361 +2025-05-15 06:00:42,468 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:46:50, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3000, loss: 1.3000 +2025-05-15 06:01:23,785 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:46:08, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3566, loss: 1.3566 +2025-05-15 06:02:05,077 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:45:25, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3553, loss: 1.3553 +2025-05-15 06:02:45,204 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:44:42, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2792, loss: 1.2792 +2025-05-15 06:03:26,569 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:44:00, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2869, loss: 1.2869 +2025-05-15 06:04:07,661 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:43:17, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-05-15 06:04:48,805 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:42:34, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3430, loss: 1.3430 +2025-05-15 06:05:29,945 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:41:52, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2790, loss: 1.2790 +2025-05-15 06:06:09,945 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:41:09, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3249, loss: 1.3249 +2025-05-15 06:06:50,464 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:40:26, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.3455, loss: 1.3455 +2025-05-15 06:06:53,618 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-15 06:08:04,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 06:08:04,574 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9864 +2025-05-15 06:08:04,639 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_117.pth was removed +2025-05-15 06:08:05,984 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-15 06:08:05,984 - pyskl - INFO - Best top1_acc is 0.9131 at 124 epoch. +2025-05-15 06:08:05,988 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9131, top5_acc: 0.9864 +2025-05-15 06:09:13,438 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:39:46, time: 0.674, data_time: 0.261, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2985, loss: 1.2985 +2025-05-15 06:09:53,328 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:39:03, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2300, loss: 1.2300 +2025-05-15 06:10:33,446 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:38:20, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2936, loss: 1.2936 +2025-05-15 06:11:13,298 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:37:37, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2908, loss: 1.2908 +2025-05-15 06:11:54,083 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:36:54, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2758, loss: 1.2758 +2025-05-15 06:12:34,728 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:36:11, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2762, loss: 1.2762 +2025-05-15 06:13:15,710 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:35:29, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2506, loss: 1.2506 +2025-05-15 06:13:56,522 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:34:46, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3295, loss: 1.3295 +2025-05-15 06:14:36,767 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:34:03, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3050, loss: 1.3050 +2025-05-15 06:15:17,092 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:33:20, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2303, loss: 1.2303 +2025-05-15 06:15:57,836 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:32:38, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3025, loss: 1.3025 +2025-05-15 06:16:38,940 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:31:55, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3004, loss: 1.3004 +2025-05-15 06:17:19,630 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:31:12, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3497, loss: 1.3497 +2025-05-15 06:18:00,341 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:30:30, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2950, loss: 1.2950 +2025-05-15 06:18:40,785 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:29:47, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-05-15 06:19:22,525 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:29:04, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3283, loss: 1.3283 +2025-05-15 06:20:02,519 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:28:21, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2855, loss: 1.2855 +2025-05-15 06:20:43,356 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:27:39, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2655, loss: 1.2655 +2025-05-15 06:21:25,128 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:26:56, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-05-15 06:22:06,872 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:26:14, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3188, loss: 1.3188 +2025-05-15 06:22:48,600 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:25:31, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3874, loss: 1.3874 +2025-05-15 06:23:29,237 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:24:48, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2542, loss: 1.2542 +2025-05-15 06:24:09,625 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:24:05, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3134, loss: 1.3134 +2025-05-15 06:24:49,936 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:23:23, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-05-15 06:25:31,057 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:22:40, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3019, loss: 1.3019 +2025-05-15 06:25:34,107 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-15 06:26:44,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 06:26:45,094 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9853 +2025-05-15 06:26:45,097 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9072, top5_acc: 0.9853 +2025-05-15 06:27:52,426 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:22:00, time: 0.673, data_time: 0.261, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2933, loss: 1.2933 +2025-05-15 06:28:33,623 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:21:17, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3023, loss: 1.3023 +2025-05-15 06:29:15,157 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:20:34, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2660, loss: 1.2660 +2025-05-15 06:29:55,696 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:19:52, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2650, loss: 1.2650 +2025-05-15 06:30:37,101 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:19:09, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2493, loss: 1.2493 +2025-05-15 06:31:18,747 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:18:26, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2996, loss: 1.2996 +2025-05-15 06:31:59,747 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:17:44, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-05-15 06:32:40,179 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:17:01, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2479, loss: 1.2479 +2025-05-15 06:33:21,744 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:16:18, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2572, loss: 1.2572 +2025-05-15 06:34:02,454 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:15:36, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2863, loss: 1.2863 +2025-05-15 06:34:43,452 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:14:53, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2785, loss: 1.2785 +2025-05-15 06:35:25,204 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:14:11, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3015, loss: 1.3015 +2025-05-15 06:36:06,389 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:13:28, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2538, loss: 1.2538 +2025-05-15 06:36:48,200 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:12:45, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2193, loss: 1.2193 +2025-05-15 06:37:29,004 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:12:03, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2511, loss: 1.2511 +2025-05-15 06:38:10,666 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:11:20, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2558, loss: 1.2558 +2025-05-15 06:38:51,947 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:10:38, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2825, loss: 1.2825 +2025-05-15 06:39:32,122 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:09:55, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2785, loss: 1.2785 +2025-05-15 06:40:12,698 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:09:12, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3208, loss: 1.3208 +2025-05-15 06:40:54,104 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:08:29, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3276, loss: 1.3276 +2025-05-15 06:41:35,490 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:07:47, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2822, loss: 1.2822 +2025-05-15 06:42:16,785 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:07:04, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2487, loss: 1.2487 +2025-05-15 06:42:57,628 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:06:22, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2359, loss: 1.2359 +2025-05-15 06:43:38,424 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:05:39, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2670, loss: 1.2670 +2025-05-15 06:44:19,036 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:04:56, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-05-15 06:44:22,435 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-15 06:45:34,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 06:45:34,229 - pyskl - INFO - +top1_acc 0.9190 +top5_acc 0.9867 +2025-05-15 06:45:34,316 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_124.pth was removed +2025-05-15 06:45:36,053 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-15 06:45:36,054 - pyskl - INFO - Best top1_acc is 0.9190 at 126 epoch. +2025-05-15 06:45:36,057 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9190, top5_acc: 0.9867 +2025-05-15 06:46:43,955 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:04:16, time: 0.679, data_time: 0.267, memory: 10841, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-05-15 06:47:25,697 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:03:33, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2874, loss: 1.2874 +2025-05-15 06:48:06,222 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:02:50, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2301, loss: 1.2301 +2025-05-15 06:48:47,882 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:02:08, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2115, loss: 1.2115 +2025-05-15 06:49:28,914 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:01:25, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1872, loss: 1.1872 +2025-05-15 06:50:09,772 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:00:42, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2385, loss: 1.2385 +2025-05-15 06:50:49,881 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:00:00, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2674, loss: 1.2674 +2025-05-15 06:51:31,160 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 6:59:17, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2522, loss: 1.2522 +2025-05-15 06:52:12,129 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 6:58:34, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-05-15 06:52:52,569 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 6:57:52, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2310, loss: 1.2310 +2025-05-15 06:53:32,912 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 6:57:09, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2536, loss: 1.2536 +2025-05-15 06:54:13,768 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 6:56:26, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2246, loss: 1.2246 +2025-05-15 06:54:54,046 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 6:55:43, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-05-15 06:55:34,693 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 6:55:01, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2516, loss: 1.2516 +2025-05-15 06:56:15,789 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 6:54:18, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-05-15 06:56:56,649 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 6:53:35, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2402, loss: 1.2402 +2025-05-15 06:57:37,452 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 6:52:53, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2396, loss: 1.2396 +2025-05-15 06:58:18,407 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 6:52:10, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2033, loss: 1.2033 +2025-05-15 06:58:59,220 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 6:51:27, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2523, loss: 1.2523 +2025-05-15 06:59:40,676 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 6:50:45, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2973, loss: 1.2973 +2025-05-15 07:00:21,477 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 6:50:02, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2355, loss: 1.2355 +2025-05-15 07:01:02,004 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 6:49:19, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-05-15 07:01:42,792 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:48:37, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-05-15 07:02:23,851 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:47:54, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2447, loss: 1.2447 +2025-05-15 07:03:05,559 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:47:12, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2305, loss: 1.2305 +2025-05-15 07:03:08,610 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-15 07:04:19,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 07:04:19,733 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9861 +2025-05-15 07:04:19,735 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9099, top5_acc: 0.9861 +2025-05-15 07:05:29,056 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:46:31, time: 0.693, data_time: 0.283, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2781, loss: 1.2781 +2025-05-15 07:06:09,961 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:45:48, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2240, loss: 1.2240 +2025-05-15 07:06:50,710 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:45:06, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2073, loss: 1.2073 +2025-05-15 07:07:31,082 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:44:23, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2357, loss: 1.2357 +2025-05-15 07:08:12,140 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:43:40, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2133, loss: 1.2133 +2025-05-15 07:08:52,736 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:42:58, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2336, loss: 1.2336 +2025-05-15 07:09:33,396 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:42:15, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-05-15 07:10:14,345 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:41:32, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2236, loss: 1.2236 +2025-05-15 07:10:54,985 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:40:50, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2798, loss: 1.2798 +2025-05-15 07:11:35,756 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:40:07, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2224, loss: 1.2224 +2025-05-15 07:12:16,318 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:39:24, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2536, loss: 1.2536 +2025-05-15 07:12:56,063 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:38:41, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2754, loss: 1.2754 +2025-05-15 07:13:37,484 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:37:59, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2426, loss: 1.2426 +2025-05-15 07:14:19,145 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:37:16, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2486, loss: 1.2486 +2025-05-15 07:15:00,600 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:36:34, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2632, loss: 1.2632 +2025-05-15 07:15:42,070 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:35:51, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2452, loss: 1.2452 +2025-05-15 07:16:22,440 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:35:08, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2276, loss: 1.2276 +2025-05-15 07:17:03,033 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:34:26, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1777, loss: 1.1777 +2025-05-15 07:17:43,551 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:33:43, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-05-15 07:18:23,926 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:33:00, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2218, loss: 1.2218 +2025-05-15 07:19:04,752 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:32:18, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2410, loss: 1.2410 +2025-05-15 07:19:44,463 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:31:35, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1966, loss: 1.1966 +2025-05-15 07:20:26,044 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:30:52, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2407, loss: 1.2407 +2025-05-15 07:21:07,701 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:30:10, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2444, loss: 1.2444 +2025-05-15 07:21:47,975 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:29:27, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2463, loss: 1.2463 +2025-05-15 07:21:51,291 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-15 07:23:03,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 07:23:03,412 - pyskl - INFO - +top1_acc 0.9133 +top5_acc 0.9865 +2025-05-15 07:23:03,414 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9133, top5_acc: 0.9865 +2025-05-15 07:24:08,683 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:28:46, time: 0.653, data_time: 0.241, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-05-15 07:24:49,709 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:28:03, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-05-15 07:25:30,017 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:27:20, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2385, loss: 1.2385 +2025-05-15 07:26:10,125 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:26:37, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-05-15 07:26:51,260 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:25:55, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2254, loss: 1.2254 +2025-05-15 07:27:32,008 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:25:12, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-05-15 07:28:12,242 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:24:29, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1984, loss: 1.1984 +2025-05-15 07:28:51,926 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:23:47, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1963, loss: 1.1963 +2025-05-15 07:29:32,994 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:23:04, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-15 07:30:13,392 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:22:21, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2188, loss: 1.2188 +2025-05-15 07:30:54,333 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:21:39, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2265, loss: 1.2265 +2025-05-15 07:31:34,562 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:20:56, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-05-15 07:32:14,720 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:20:13, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1932, loss: 1.1932 +2025-05-15 07:32:56,390 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:19:31, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1739, loss: 1.1739 +2025-05-15 07:33:37,935 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:18:48, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2219, loss: 1.2219 +2025-05-15 07:34:19,468 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:18:06, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2260, loss: 1.2260 +2025-05-15 07:34:59,841 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:17:23, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2157, loss: 1.2157 +2025-05-15 07:35:41,628 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:16:40, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 +2025-05-15 07:36:22,676 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:15:58, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1871, loss: 1.1871 +2025-05-15 07:37:03,737 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:15:15, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2399, loss: 1.2399 +2025-05-15 07:37:44,828 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:14:33, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2505, loss: 1.2505 +2025-05-15 07:38:26,884 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:13:50, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1799, loss: 1.1799 +2025-05-15 07:39:08,524 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:13:08, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2020, loss: 1.2020 +2025-05-15 07:39:50,344 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:12:25, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2311, loss: 1.2311 +2025-05-15 07:40:30,681 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:11:43, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1803, loss: 1.1803 +2025-05-15 07:40:33,855 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-15 07:41:45,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 07:41:45,181 - pyskl - INFO - +top1_acc 0.9180 +top5_acc 0.9879 +2025-05-15 07:41:45,184 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9180, top5_acc: 0.9879 +2025-05-15 07:42:51,553 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:11:01, time: 0.664, data_time: 0.248, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1990, loss: 1.1990 +2025-05-15 07:43:32,341 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:10:18, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2477, loss: 1.2477 +2025-05-15 07:44:12,659 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:09:36, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1947, loss: 1.1947 +2025-05-15 07:44:53,744 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:08:53, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1809, loss: 1.1809 +2025-05-15 07:45:34,098 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:08:10, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2029, loss: 1.2029 +2025-05-15 07:46:14,040 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:07:28, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1957, loss: 1.1957 +2025-05-15 07:46:54,546 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:06:45, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2290, loss: 1.2290 +2025-05-15 07:47:34,564 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:06:02, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2021, loss: 1.2021 +2025-05-15 07:48:14,772 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:05:20, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2100, loss: 1.2100 +2025-05-15 07:48:56,166 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:04:37, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1724, loss: 1.1724 +2025-05-15 07:49:37,602 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:03:54, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1333, loss: 1.1333 +2025-05-15 07:50:19,040 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:03:12, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-05-15 07:51:00,411 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:02:29, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2128, loss: 1.2128 +2025-05-15 07:51:41,946 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:01:47, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1849, loss: 1.1849 +2025-05-15 07:52:23,226 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:01:04, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2118, loss: 1.2118 +2025-05-15 07:53:04,128 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:00:22, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2073, loss: 1.2073 +2025-05-15 07:53:44,759 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 5:59:39, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2245, loss: 1.2245 +2025-05-15 07:54:25,102 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 5:58:56, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1874, loss: 1.1874 +2025-05-15 07:55:06,994 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 5:58:14, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1662, loss: 1.1662 +2025-05-15 07:55:48,665 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 5:57:31, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1776, loss: 1.1776 +2025-05-15 07:56:30,628 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 5:56:49, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1970, loss: 1.1970 +2025-05-15 07:57:11,657 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 5:56:06, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1814, loss: 1.1814 +2025-05-15 07:57:53,010 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 5:55:24, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2088, loss: 1.2088 +2025-05-15 07:58:33,792 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 5:54:41, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2028, loss: 1.2028 +2025-05-15 07:59:14,129 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 5:53:59, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1644, loss: 1.1644 +2025-05-15 07:59:17,259 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-15 08:00:28,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 08:00:28,316 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9879 +2025-05-15 08:00:28,319 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9187, top5_acc: 0.9879 +2025-05-15 08:01:35,138 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 5:53:17, time: 0.668, data_time: 0.261, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1478, loss: 1.1478 +2025-05-15 08:02:16,172 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 5:52:34, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-15 08:02:57,321 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 5:51:52, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1852, loss: 1.1852 +2025-05-15 08:03:39,045 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 5:51:09, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-05-15 08:04:20,245 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:50:27, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1760, loss: 1.1760 +2025-05-15 08:05:01,637 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:49:44, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1815, loss: 1.1815 +2025-05-15 08:05:42,865 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:49:02, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1369, loss: 1.1369 +2025-05-15 08:06:22,662 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:48:19, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2028, loss: 1.2028 +2025-05-15 08:07:03,150 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:47:36, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1838, loss: 1.1838 +2025-05-15 08:07:44,340 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:46:54, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1608, loss: 1.1608 +2025-05-15 08:08:24,957 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:46:11, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1893, loss: 1.1893 +2025-05-15 08:09:05,964 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:45:29, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1412, loss: 1.1412 +2025-05-15 08:09:46,844 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:44:46, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1502, loss: 1.1502 +2025-05-15 08:10:27,404 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:44:03, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2121, loss: 1.2121 +2025-05-15 08:11:08,812 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:43:21, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1693, loss: 1.1693 +2025-05-15 08:11:48,843 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:42:38, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-05-15 08:12:29,012 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:41:55, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1767, loss: 1.1767 +2025-05-15 08:13:09,719 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:41:13, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1945, loss: 1.1945 +2025-05-15 08:13:50,361 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:40:30, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1760, loss: 1.1760 +2025-05-15 08:14:32,161 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:39:48, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2108, loss: 1.2108 +2025-05-15 08:15:13,506 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:39:05, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1732, loss: 1.1732 +2025-05-15 08:15:55,043 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:38:23, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2139, loss: 1.2139 +2025-05-15 08:16:35,348 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:37:40, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1621, loss: 1.1621 +2025-05-15 08:17:14,894 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:36:57, time: 0.395, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1610, loss: 1.1610 +2025-05-15 08:17:54,364 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:36:14, time: 0.395, data_time: 0.000, memory: 10841, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-05-15 08:17:57,452 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-15 08:19:09,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 08:19:09,568 - pyskl - INFO - +top1_acc 0.9198 +top5_acc 0.9879 +2025-05-15 08:19:09,638 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_126.pth was removed +2025-05-15 08:19:10,907 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-05-15 08:19:10,908 - pyskl - INFO - Best top1_acc is 0.9198 at 131 epoch. +2025-05-15 08:19:10,910 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9198, top5_acc: 0.9879 +2025-05-15 08:20:18,634 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:35:33, time: 0.677, data_time: 0.269, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1940, loss: 1.1940 +2025-05-15 08:21:00,563 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:34:50, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1451, loss: 1.1451 +2025-05-15 08:21:41,479 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:34:08, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1322, loss: 1.1322 +2025-05-15 08:22:23,016 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:33:25, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1682, loss: 1.1682 +2025-05-15 08:23:04,273 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:32:43, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1678, loss: 1.1678 +2025-05-15 08:23:45,137 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:32:00, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1657, loss: 1.1657 +2025-05-15 08:24:26,963 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:31:18, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1484, loss: 1.1484 +2025-05-15 08:25:07,996 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:30:35, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1715, loss: 1.1715 +2025-05-15 08:25:48,524 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:29:53, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1605, loss: 1.1605 +2025-05-15 08:26:28,964 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:29:10, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1829, loss: 1.1829 +2025-05-15 08:27:10,637 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:28:27, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1355, loss: 1.1355 +2025-05-15 08:27:51,852 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:27:45, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1539, loss: 1.1539 +2025-05-15 08:28:33,084 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:27:02, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2096, loss: 1.2096 +2025-05-15 08:29:14,007 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:26:20, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1300, loss: 1.1300 +2025-05-15 08:29:55,540 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:25:37, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1347, loss: 1.1347 +2025-05-15 08:30:36,875 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:24:55, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1554, loss: 1.1554 +2025-05-15 08:31:17,152 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:24:12, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1605, loss: 1.1605 +2025-05-15 08:31:58,281 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:23:30, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-05-15 08:32:40,336 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:22:47, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-15 08:33:21,048 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:22:05, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1515, loss: 1.1515 +2025-05-15 08:34:01,014 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:21:22, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-05-15 08:34:41,944 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:20:39, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-15 08:35:22,611 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:19:57, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2076, loss: 1.2076 +2025-05-15 08:36:02,728 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:19:14, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1694, loss: 1.1694 +2025-05-15 08:36:43,764 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:18:32, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 +2025-05-15 08:36:46,988 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-15 08:37:59,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 08:37:59,304 - pyskl - INFO - +top1_acc 0.9223 +top5_acc 0.9877 +2025-05-15 08:37:59,397 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_131.pth was removed +2025-05-15 08:38:01,035 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-15 08:38:01,036 - pyskl - INFO - Best top1_acc is 0.9223 at 132 epoch. +2025-05-15 08:38:01,039 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9223, top5_acc: 0.9877 +2025-05-15 08:39:08,073 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:17:50, time: 0.670, data_time: 0.255, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1874, loss: 1.1874 +2025-05-15 08:39:49,055 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:17:07, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1345, loss: 1.1345 +2025-05-15 08:40:30,319 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:16:25, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1535, loss: 1.1535 +2025-05-15 08:41:11,097 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:15:42, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-05-15 08:41:51,716 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:14:59, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1870, loss: 1.1870 +2025-05-15 08:42:31,176 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:14:17, time: 0.395, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1605, loss: 1.1605 +2025-05-15 08:43:12,039 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:13:34, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1475, loss: 1.1475 +2025-05-15 08:43:52,283 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:12:51, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1629, loss: 1.1629 +2025-05-15 08:44:32,447 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:12:09, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1435, loss: 1.1435 +2025-05-15 08:45:12,796 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:11:26, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 +2025-05-15 08:45:53,774 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:10:44, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1681, loss: 1.1681 +2025-05-15 08:46:35,497 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:10:01, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1543, loss: 1.1543 +2025-05-15 08:47:17,048 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:09:19, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0873, loss: 1.0873 +2025-05-15 08:47:58,321 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:08:36, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1243, loss: 1.1243 +2025-05-15 08:48:39,018 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:07:54, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1822, loss: 1.1822 +2025-05-15 08:49:18,704 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:07:11, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1375, loss: 1.1375 +2025-05-15 08:49:58,989 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:06:28, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1458, loss: 1.1458 +2025-05-15 08:50:39,565 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:05:46, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1292, loss: 1.1292 +2025-05-15 08:51:19,663 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:05:03, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1401, loss: 1.1401 +2025-05-15 08:52:01,052 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:04:20, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1743, loss: 1.1743 +2025-05-15 08:52:42,680 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:03:38, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1291, loss: 1.1291 +2025-05-15 08:53:23,473 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:02:55, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1474, loss: 1.1474 +2025-05-15 08:54:03,477 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:02:13, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1333, loss: 1.1333 +2025-05-15 08:54:44,208 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:01:30, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1366, loss: 1.1366 +2025-05-15 08:55:24,815 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:00:48, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1531, loss: 1.1531 +2025-05-15 08:55:27,935 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-15 08:56:40,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 08:56:40,277 - pyskl - INFO - +top1_acc 0.9185 +top5_acc 0.9876 +2025-05-15 08:56:40,280 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9185, top5_acc: 0.9876 +2025-05-15 08:57:46,669 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:00:05, time: 0.664, data_time: 0.263, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1346, loss: 1.1346 +2025-05-15 08:58:27,013 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 4:59:23, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1244, loss: 1.1244 +2025-05-15 08:59:08,664 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 4:58:40, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1263, loss: 1.1263 +2025-05-15 08:59:50,133 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 4:57:58, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1623, loss: 1.1623 +2025-05-15 09:00:31,608 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 4:57:15, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1354, loss: 1.1354 +2025-05-15 09:01:13,283 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 4:56:33, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-05-15 09:01:54,752 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 4:55:51, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0910, loss: 1.0910 +2025-05-15 09:02:36,485 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 4:55:08, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1435, loss: 1.1435 +2025-05-15 09:03:18,264 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 4:54:26, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1748, loss: 1.1748 +2025-05-15 09:03:58,828 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 4:53:43, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1379, loss: 1.1379 +2025-05-15 09:04:38,768 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 4:53:00, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-15 09:05:20,284 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 4:52:18, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1354, loss: 1.1354 +2025-05-15 09:06:00,186 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:51:35, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1151, loss: 1.1151 +2025-05-15 09:06:41,448 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:50:53, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 +2025-05-15 09:07:22,664 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:50:10, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1421, loss: 1.1421 +2025-05-15 09:08:02,774 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:49:28, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1195, loss: 1.1195 +2025-05-15 09:08:43,916 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:48:45, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1229, loss: 1.1229 +2025-05-15 09:09:25,705 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:48:03, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1424, loss: 1.1424 +2025-05-15 09:10:07,240 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:47:20, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1660, loss: 1.1660 +2025-05-15 09:10:48,494 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:46:38, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1488, loss: 1.1488 +2025-05-15 09:11:28,975 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:45:55, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1164, loss: 1.1164 +2025-05-15 09:12:10,276 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:45:13, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1204, loss: 1.1204 +2025-05-15 09:12:50,672 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:44:30, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1333, loss: 1.1333 +2025-05-15 09:13:31,097 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:43:47, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1656, loss: 1.1656 +2025-05-15 09:14:12,071 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:43:05, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1896, loss: 1.1896 +2025-05-15 09:14:15,163 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-15 09:15:26,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 09:15:26,560 - pyskl - INFO - +top1_acc 0.9238 +top5_acc 0.9879 +2025-05-15 09:15:26,633 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_132.pth was removed +2025-05-15 09:15:27,885 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-15 09:15:27,885 - pyskl - INFO - Best top1_acc is 0.9238 at 134 epoch. +2025-05-15 09:15:27,888 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9238, top5_acc: 0.9879 +2025-05-15 09:16:34,300 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:42:23, time: 0.664, data_time: 0.257, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1191, loss: 1.1191 +2025-05-15 09:17:15,698 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:41:40, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1245, loss: 1.1245 +2025-05-15 09:17:57,015 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:40:58, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1756, loss: 1.1756 +2025-05-15 09:18:38,757 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:40:15, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1677, loss: 1.1677 +2025-05-15 09:19:19,599 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:39:33, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1305, loss: 1.1305 +2025-05-15 09:20:00,345 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:38:50, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0790, loss: 1.0790 +2025-05-15 09:20:41,861 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:38:08, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-15 09:21:21,674 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:37:25, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-15 09:22:02,328 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:36:42, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1150, loss: 1.1150 +2025-05-15 09:22:43,222 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:36:00, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1525, loss: 1.1525 +2025-05-15 09:23:23,298 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:35:17, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1511, loss: 1.1511 +2025-05-15 09:24:04,239 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:34:35, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1423, loss: 1.1423 +2025-05-15 09:24:43,977 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:33:52, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1577, loss: 1.1577 +2025-05-15 09:25:24,235 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:33:10, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1028, loss: 1.1028 +2025-05-15 09:26:03,907 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:32:27, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1508, loss: 1.1508 +2025-05-15 09:26:44,169 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:31:44, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1222, loss: 1.1222 +2025-05-15 09:27:24,586 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:31:02, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-15 09:28:05,786 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:30:19, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 +2025-05-15 09:28:46,268 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:29:37, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-15 09:29:27,335 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:28:54, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1106, loss: 1.1106 +2025-05-15 09:30:08,037 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:28:12, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-15 09:30:48,371 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:27:29, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0946, loss: 1.0946 +2025-05-15 09:31:28,372 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:26:46, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1198, loss: 1.1198 +2025-05-15 09:32:08,627 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:26:04, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-05-15 09:32:49,466 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:25:21, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-15 09:32:52,508 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-15 09:34:04,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 09:34:04,280 - pyskl - INFO - +top1_acc 0.9242 +top5_acc 0.9878 +2025-05-15 09:34:04,352 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_134.pth was removed +2025-05-15 09:34:05,624 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-15 09:34:05,624 - pyskl - INFO - Best top1_acc is 0.9242 at 135 epoch. +2025-05-15 09:34:05,627 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9242, top5_acc: 0.9878 +2025-05-15 09:35:12,948 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:24:39, time: 0.673, data_time: 0.256, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0996, loss: 1.0996 +2025-05-15 09:35:53,239 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:23:56, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2025-05-15 09:36:34,061 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:23:14, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1724, loss: 1.1724 +2025-05-15 09:37:15,326 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:22:31, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1301, loss: 1.1301 +2025-05-15 09:37:56,035 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:21:49, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1479, loss: 1.1479 +2025-05-15 09:38:37,343 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:21:06, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1410, loss: 1.1410 +2025-05-15 09:39:18,338 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:20:24, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0945, loss: 1.0945 +2025-05-15 09:39:58,342 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:19:41, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1057, loss: 1.1057 +2025-05-15 09:40:39,915 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:18:59, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1271, loss: 1.1271 +2025-05-15 09:41:21,504 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:18:16, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0926, loss: 1.0926 +2025-05-15 09:42:02,940 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:17:34, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0866, loss: 1.0866 +2025-05-15 09:42:44,432 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:16:51, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1216, loss: 1.1216 +2025-05-15 09:43:26,148 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:16:09, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1149, loss: 1.1149 +2025-05-15 09:44:07,153 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:15:27, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1355, loss: 1.1355 +2025-05-15 09:44:48,429 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:14:44, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 +2025-05-15 09:45:28,809 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:14:02, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0880, loss: 1.0880 +2025-05-15 09:46:09,216 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:13:19, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0820, loss: 1.0820 +2025-05-15 09:46:50,316 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:12:36, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1262, loss: 1.1262 +2025-05-15 09:47:31,631 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:11:54, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1494, loss: 1.1494 +2025-05-15 09:48:12,621 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:11:12, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 +2025-05-15 09:48:52,293 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:10:29, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1239, loss: 1.1239 +2025-05-15 09:49:32,234 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:09:46, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-15 09:50:12,039 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:09:04, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 +2025-05-15 09:50:51,867 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:08:21, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1531, loss: 1.1531 +2025-05-15 09:51:33,134 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:07:39, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1347, loss: 1.1347 +2025-05-15 09:51:36,570 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-15 09:52:49,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 09:52:49,448 - pyskl - INFO - +top1_acc 0.9241 +top5_acc 0.9882 +2025-05-15 09:52:49,451 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9241, top5_acc: 0.9882 +2025-05-15 09:53:57,838 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:06:56, time: 0.684, data_time: 0.268, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-05-15 09:54:39,704 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:06:14, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1450, loss: 1.1450 +2025-05-15 09:55:20,948 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:05:31, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1185, loss: 1.1185 +2025-05-15 09:56:01,985 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:04:49, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1169, loss: 1.1169 +2025-05-15 09:56:43,667 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:04:06, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1198, loss: 1.1198 +2025-05-15 09:57:25,196 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:03:24, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1264, loss: 1.1264 +2025-05-15 09:58:05,636 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:02:41, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1195, loss: 1.1195 +2025-05-15 09:58:45,948 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:01:59, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1385, loss: 1.1385 +2025-05-15 09:59:25,965 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:01:16, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1184, loss: 1.1184 +2025-05-15 10:00:07,684 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:00:34, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1194, loss: 1.1194 +2025-05-15 10:00:48,005 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 3:59:51, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1123, loss: 1.1123 +2025-05-15 10:01:27,859 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 3:59:09, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0948, loss: 1.0948 +2025-05-15 10:02:08,800 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 3:58:26, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-15 10:02:48,452 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 3:57:44, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0837, loss: 1.0837 +2025-05-15 10:03:28,808 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 3:57:01, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1040, loss: 1.1040 +2025-05-15 10:04:08,867 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 3:56:18, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1156, loss: 1.1156 +2025-05-15 10:04:49,099 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 3:55:36, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1079, loss: 1.1079 +2025-05-15 10:05:30,559 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 3:54:54, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-15 10:06:11,983 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 3:54:11, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1172, loss: 1.1172 +2025-05-15 10:06:53,805 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:53:29, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1074, loss: 1.1074 +2025-05-15 10:07:35,217 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:52:46, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-05-15 10:08:16,418 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:52:04, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-15 10:08:56,706 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:51:21, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1285, loss: 1.1285 +2025-05-15 10:09:37,041 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:50:39, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1055, loss: 1.1055 +2025-05-15 10:10:17,725 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:49:56, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-15 10:10:20,840 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-15 10:11:32,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 10:11:32,934 - pyskl - INFO - +top1_acc 0.9234 +top5_acc 0.9873 +2025-05-15 10:11:32,937 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9234, top5_acc: 0.9873 +2025-05-15 10:12:40,582 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:49:13, time: 0.676, data_time: 0.265, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1051, loss: 1.1051 +2025-05-15 10:13:22,021 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:48:31, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1093, loss: 1.1093 +2025-05-15 10:14:03,293 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:47:49, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1140, loss: 1.1140 +2025-05-15 10:14:43,683 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:47:06, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-05-15 10:15:24,915 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:46:24, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-15 10:16:05,773 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:45:41, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1068, loss: 1.1068 +2025-05-15 10:16:47,006 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:44:59, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-15 10:17:28,293 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:44:16, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-05-15 10:18:08,508 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:43:34, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 +2025-05-15 10:18:50,431 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:42:51, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1251, loss: 1.1251 +2025-05-15 10:19:32,074 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:42:09, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-15 10:20:12,415 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:41:26, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-05-15 10:20:52,382 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:40:44, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1125, loss: 1.1125 +2025-05-15 10:21:31,738 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:40:01, time: 0.394, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-15 10:22:11,839 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:39:19, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-05-15 10:22:51,813 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:38:36, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0952, loss: 1.0952 +2025-05-15 10:23:32,280 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:37:54, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0857, loss: 1.0857 +2025-05-15 10:24:13,237 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:37:11, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-15 10:24:54,868 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:36:29, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1048, loss: 1.1048 +2025-05-15 10:25:35,760 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:35:46, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1074, loss: 1.1074 +2025-05-15 10:26:16,933 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:35:04, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 +2025-05-15 10:26:56,963 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:34:21, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0956, loss: 1.0956 +2025-05-15 10:27:38,552 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:33:39, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0535, loss: 1.0535 +2025-05-15 10:28:20,453 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:32:56, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1078, loss: 1.1078 +2025-05-15 10:29:02,275 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:32:14, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-05-15 10:29:05,520 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-15 10:30:17,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 10:30:17,197 - pyskl - INFO - +top1_acc 0.9241 +top5_acc 0.9884 +2025-05-15 10:30:17,200 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9241, top5_acc: 0.9884 +2025-05-15 10:31:25,294 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:31:31, time: 0.681, data_time: 0.270, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1193, loss: 1.1193 +2025-05-15 10:32:05,168 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:30:49, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1143, loss: 1.1143 +2025-05-15 10:32:46,188 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:30:06, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0897, loss: 1.0897 +2025-05-15 10:33:26,568 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:29:24, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1132, loss: 1.1132 +2025-05-15 10:34:07,081 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:28:41, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0714, loss: 1.0714 +2025-05-15 10:34:48,896 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:27:59, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1068, loss: 1.1068 +2025-05-15 10:35:30,841 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:27:16, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-05-15 10:36:11,912 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:26:34, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1082, loss: 1.1082 +2025-05-15 10:36:53,132 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:25:52, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1084, loss: 1.1084 +2025-05-15 10:37:34,487 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:25:09, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1027, loss: 1.1027 +2025-05-15 10:38:15,486 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:24:27, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0974, loss: 1.0974 +2025-05-15 10:38:57,051 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:23:44, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0768, loss: 1.0768 +2025-05-15 10:39:37,968 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:23:02, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-15 10:40:18,969 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:22:19, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1089, loss: 1.1089 +2025-05-15 10:40:59,573 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:21:37, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0891, loss: 1.0891 +2025-05-15 10:41:40,860 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:20:54, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0960, loss: 1.0960 +2025-05-15 10:42:22,288 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:20:12, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-05-15 10:43:03,373 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:19:30, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1017, loss: 1.1017 +2025-05-15 10:43:45,262 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:18:47, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0572, loss: 1.0572 +2025-05-15 10:44:26,290 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:18:05, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1094, loss: 1.1094 +2025-05-15 10:45:07,483 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:17:22, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0876, loss: 1.0876 +2025-05-15 10:45:48,139 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:16:40, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-05-15 10:46:29,408 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:15:57, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-15 10:47:10,977 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:15:15, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0817, loss: 1.0817 +2025-05-15 10:47:52,728 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:14:33, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1089, loss: 1.1089 +2025-05-15 10:47:55,897 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-15 10:49:08,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 10:49:08,350 - pyskl - INFO - +top1_acc 0.9262 +top5_acc 0.9879 +2025-05-15 10:49:08,423 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_135.pth was removed +2025-05-15 10:49:09,907 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-05-15 10:49:09,907 - pyskl - INFO - Best top1_acc is 0.9262 at 139 epoch. +2025-05-15 10:49:09,911 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9262, top5_acc: 0.9879 +2025-05-15 10:50:17,204 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:13:50, time: 0.673, data_time: 0.262, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1104, loss: 1.1104 +2025-05-15 10:50:57,788 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:13:07, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-05-15 10:51:38,544 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:12:25, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0982, loss: 1.0982 +2025-05-15 10:52:18,584 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:11:42, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0967, loss: 1.0967 +2025-05-15 10:52:59,479 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:11:00, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0535, loss: 1.0535 +2025-05-15 10:53:40,921 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:10:17, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-15 10:54:22,920 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:09:35, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1284, loss: 1.1284 +2025-05-15 10:55:04,955 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:08:52, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 +2025-05-15 10:55:46,698 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:08:10, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0907, loss: 1.0907 +2025-05-15 10:56:28,406 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:07:28, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1049, loss: 1.1049 +2025-05-15 10:57:09,798 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:06:45, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-15 10:57:51,452 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:06:03, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-15 10:58:33,068 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:05:21, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0934, loss: 1.0934 +2025-05-15 10:59:13,989 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:04:38, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 +2025-05-15 10:59:55,348 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:03:56, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1293, loss: 1.1293 +2025-05-15 11:00:36,528 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:03:13, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0898, loss: 1.0898 +2025-05-15 11:01:17,389 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:02:31, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1082, loss: 1.1082 +2025-05-15 11:01:59,000 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:01:48, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-05-15 11:02:39,913 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:01:06, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-15 11:03:21,532 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:00:24, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-05-15 11:04:02,958 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 2:59:41, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0742, loss: 1.0742 +2025-05-15 11:04:44,553 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 2:58:59, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-05-15 11:05:25,576 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 2:58:16, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0859, loss: 1.0859 +2025-05-15 11:06:06,505 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 2:57:34, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0591, loss: 1.0591 +2025-05-15 11:06:47,877 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 2:56:51, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0833, loss: 1.0833 +2025-05-15 11:06:50,928 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-15 11:08:03,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 11:08:04,066 - pyskl - INFO - +top1_acc 0.9256 +top5_acc 0.9875 +2025-05-15 11:08:04,069 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9256, top5_acc: 0.9875 +2025-05-15 11:09:13,693 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 2:56:08, time: 0.696, data_time: 0.279, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0874, loss: 1.0874 +2025-05-15 11:09:54,723 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 2:55:26, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-05-15 11:10:36,578 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:54:44, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0781, loss: 1.0781 +2025-05-15 11:11:17,852 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:54:01, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0636, loss: 1.0636 +2025-05-15 11:11:59,152 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:53:19, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-15 11:12:41,194 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:52:36, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-05-15 11:13:22,551 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:51:54, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0742, loss: 1.0742 +2025-05-15 11:14:04,520 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:51:12, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-15 11:14:45,529 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:50:29, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1127, loss: 1.1127 +2025-05-15 11:15:27,106 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:49:47, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1212, loss: 1.1212 +2025-05-15 11:16:07,595 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:49:04, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0736, loss: 1.0736 +2025-05-15 11:16:49,116 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:48:22, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 +2025-05-15 11:17:29,193 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:47:39, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0313, loss: 1.0313 +2025-05-15 11:18:09,886 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:46:57, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0736, loss: 1.0736 +2025-05-15 11:18:50,261 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:46:14, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0885, loss: 1.0885 +2025-05-15 11:19:32,000 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:45:32, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0993, loss: 1.0993 +2025-05-15 11:20:14,041 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:44:50, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0925, loss: 1.0925 +2025-05-15 11:20:56,062 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:44:07, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0536, loss: 1.0536 +2025-05-15 11:21:36,717 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:43:25, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0550, loss: 1.0550 +2025-05-15 11:22:17,620 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:42:42, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0763, loss: 1.0763 +2025-05-15 11:22:58,953 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:42:00, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0985, loss: 1.0985 +2025-05-15 11:23:40,654 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:41:18, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-15 11:24:21,847 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:40:35, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1117, loss: 1.1117 +2025-05-15 11:25:02,912 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:39:53, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1098, loss: 1.1098 +2025-05-15 11:25:44,616 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:39:11, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-15 11:25:47,941 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-15 11:27:00,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 11:27:00,277 - pyskl - INFO - +top1_acc 0.9269 +top5_acc 0.9876 +2025-05-15 11:27:00,349 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_139.pth was removed +2025-05-15 11:27:01,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-15 11:27:01,645 - pyskl - INFO - Best top1_acc is 0.9269 at 141 epoch. +2025-05-15 11:27:01,648 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9269, top5_acc: 0.9876 +2025-05-15 11:28:08,222 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:38:27, time: 0.666, data_time: 0.249, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0850, loss: 1.0850 +2025-05-15 11:28:49,379 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:37:45, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-15 11:29:30,561 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:37:02, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1271, loss: 1.1271 +2025-05-15 11:30:10,800 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:36:20, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-15 11:30:52,456 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:35:37, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1127, loss: 1.1127 +2025-05-15 11:31:34,749 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:34:55, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0584, loss: 1.0584 +2025-05-15 11:32:16,858 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:34:13, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-05-15 11:32:58,389 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:33:30, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0635, loss: 1.0635 +2025-05-15 11:33:39,632 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:32:48, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1042, loss: 1.1042 +2025-05-15 11:34:19,857 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:32:05, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 +2025-05-15 11:35:00,960 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:31:23, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-15 11:35:42,266 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:30:41, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-05-15 11:36:23,595 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:29:58, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-15 11:37:04,300 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:29:16, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0672, loss: 1.0672 +2025-05-15 11:37:46,104 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:28:33, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-05-15 11:38:27,816 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:27:51, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0765, loss: 1.0765 +2025-05-15 11:39:09,824 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:27:09, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-15 11:39:51,572 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:26:26, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1066, loss: 1.1066 +2025-05-15 11:40:33,268 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:25:44, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0747, loss: 1.0747 +2025-05-15 11:41:13,571 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:25:01, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0856, loss: 1.0856 +2025-05-15 11:41:54,371 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:24:19, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-15 11:42:34,885 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:23:37, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0809, loss: 1.0809 +2025-05-15 11:43:15,708 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:22:54, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-15 11:43:56,820 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:22:12, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-15 11:44:37,175 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:21:29, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-05-15 11:44:40,328 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-15 11:45:52,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 11:45:52,708 - pyskl - INFO - +top1_acc 0.9276 +top5_acc 0.9873 +2025-05-15 11:45:52,778 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_141.pth was removed +2025-05-15 11:45:54,087 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-15 11:45:54,088 - pyskl - INFO - Best top1_acc is 0.9276 at 142 epoch. +2025-05-15 11:45:54,091 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9276, top5_acc: 0.9873 +2025-05-15 11:47:00,516 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:20:46, time: 0.664, data_time: 0.261, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0932, loss: 1.0932 +2025-05-15 11:47:41,309 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:20:03, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-15 11:48:21,773 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:19:21, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0571, loss: 1.0571 +2025-05-15 11:49:02,386 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:18:38, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-05-15 11:49:44,234 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:17:56, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1218, loss: 1.1218 +2025-05-15 11:50:26,053 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:17:14, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0620, loss: 1.0620 +2025-05-15 11:51:08,076 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:16:31, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-15 11:51:49,987 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:15:49, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-05-15 11:52:31,477 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:15:06, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-05-15 11:53:13,063 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:14:24, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-05-15 11:53:54,577 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:13:42, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1078, loss: 1.1078 +2025-05-15 11:54:36,088 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:12:59, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0749, loss: 1.0749 +2025-05-15 11:55:17,751 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:12:17, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1047, loss: 1.1047 +2025-05-15 11:55:59,228 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:11:35, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0814, loss: 1.0814 +2025-05-15 11:56:41,492 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:10:52, time: 0.423, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1103, loss: 1.1103 +2025-05-15 11:57:23,012 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:10:10, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-05-15 11:58:03,992 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:09:27, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-05-15 11:58:44,716 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:08:45, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0873, loss: 1.0873 +2025-05-15 11:59:25,653 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:08:03, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-05-15 12:00:07,348 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:07:20, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0810, loss: 1.0810 +2025-05-15 12:00:48,388 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:06:38, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0922, loss: 1.0922 +2025-05-15 12:01:28,912 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:05:55, time: 0.405, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0581, loss: 1.0581 +2025-05-15 12:02:10,278 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:05:13, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0875, loss: 1.0875 +2025-05-15 12:02:50,471 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:04:31, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0692, loss: 1.0692 +2025-05-15 12:03:31,906 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:03:48, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2025-05-15 12:03:35,052 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-15 12:04:46,784 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 12:04:46,878 - pyskl - INFO - +top1_acc 0.9248 +top5_acc 0.9875 +2025-05-15 12:04:46,882 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9248, top5_acc: 0.9875 +2025-05-15 12:05:53,801 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:03:04, time: 0.669, data_time: 0.267, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-05-15 12:06:35,242 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:02:22, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0689, loss: 1.0689 +2025-05-15 12:07:16,849 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:01:40, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0681, loss: 1.0681 +2025-05-15 12:07:58,533 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:00:57, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0967, loss: 1.0967 +2025-05-15 12:08:40,308 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:00:15, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1382, loss: 1.1382 +2025-05-15 12:09:22,044 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:59:33, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0694, loss: 1.0694 +2025-05-15 12:10:02,304 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:58:50, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0532, loss: 1.0532 +2025-05-15 12:10:44,471 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:58:08, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-15 12:11:26,128 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:57:25, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0710, loss: 1.0710 +2025-05-15 12:12:07,004 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:56:43, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-05-15 12:12:48,331 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:56:01, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 +2025-05-15 12:13:29,936 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:55:18, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0685, loss: 1.0685 +2025-05-15 12:14:10,618 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:54:36, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1033, loss: 1.1033 +2025-05-15 12:14:50,711 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:53:53, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1001, loss: 1.1001 +2025-05-15 12:15:31,791 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:53:11, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0706, loss: 1.0706 +2025-05-15 12:16:13,464 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:52:29, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0817, loss: 1.0817 +2025-05-15 12:16:54,864 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:51:46, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0722, loss: 1.0722 +2025-05-15 12:17:36,010 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:51:04, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 +2025-05-15 12:18:16,789 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:50:21, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-15 12:18:57,814 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:49:39, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-05-15 12:19:38,848 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:48:57, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1116, loss: 1.1116 +2025-05-15 12:20:20,046 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:48:14, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0639, loss: 1.0639 +2025-05-15 12:21:01,683 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:47:32, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0457, loss: 1.0457 +2025-05-15 12:21:41,592 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:46:49, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0780, loss: 1.0780 +2025-05-15 12:22:23,359 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:46:07, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0769, loss: 1.0769 +2025-05-15 12:22:26,477 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-15 12:23:37,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 12:23:37,280 - pyskl - INFO - +top1_acc 0.9275 +top5_acc 0.9877 +2025-05-15 12:23:37,283 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9275, top5_acc: 0.9877 +2025-05-15 12:24:43,839 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:45:23, time: 0.666, data_time: 0.258, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0585, loss: 1.0585 +2025-05-15 12:25:25,041 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:44:41, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0909, loss: 1.0909 +2025-05-15 12:26:05,492 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:43:58, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0896, loss: 1.0896 +2025-05-15 12:26:47,047 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:43:16, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0482, loss: 1.0482 +2025-05-15 12:27:27,879 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:42:34, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-15 12:28:09,464 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:41:51, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-15 12:28:50,216 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:41:09, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0897, loss: 1.0897 +2025-05-15 12:29:32,050 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:40:26, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0571, loss: 1.0571 +2025-05-15 12:30:13,120 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:39:44, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-05-15 12:30:54,753 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:39:02, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-05-15 12:31:36,170 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:38:19, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0651, loss: 1.0651 +2025-05-15 12:32:17,180 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:37:37, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-15 12:32:57,792 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:36:55, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0981, loss: 1.0981 +2025-05-15 12:33:38,529 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:36:12, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0512, loss: 1.0512 +2025-05-15 12:34:19,518 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:35:30, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0715, loss: 1.0715 +2025-05-15 12:35:00,571 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:34:47, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-05-15 12:35:42,205 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:34:05, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0495, loss: 1.0495 +2025-05-15 12:36:23,616 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:33:23, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0870, loss: 1.0870 +2025-05-15 12:37:05,216 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:32:40, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0948, loss: 1.0948 +2025-05-15 12:37:46,955 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:31:58, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0788, loss: 1.0788 +2025-05-15 12:38:28,497 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:31:16, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 +2025-05-15 12:39:09,577 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:30:33, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-15 12:39:51,349 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:29:51, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0796, loss: 1.0796 +2025-05-15 12:40:32,692 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:29:09, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0500, loss: 1.0500 +2025-05-15 12:41:12,913 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:28:26, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0782, loss: 1.0782 +2025-05-15 12:41:15,961 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-15 12:42:28,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 12:42:28,197 - pyskl - INFO - +top1_acc 0.9273 +top5_acc 0.9876 +2025-05-15 12:42:28,200 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9273, top5_acc: 0.9876 +2025-05-15 12:43:35,968 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:27:42, time: 0.678, data_time: 0.259, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0861, loss: 1.0861 +2025-05-15 12:44:17,864 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:27:00, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-05-15 12:44:59,196 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:26:17, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0713, loss: 1.0713 +2025-05-15 12:45:40,673 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:25:35, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0541, loss: 1.0541 +2025-05-15 12:46:21,969 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:24:53, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0839, loss: 1.0839 +2025-05-15 12:47:03,120 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:24:10, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-05-15 12:47:43,792 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:23:28, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0666, loss: 1.0666 +2025-05-15 12:48:24,433 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:22:45, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0326, loss: 1.0326 +2025-05-15 12:49:06,472 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:22:03, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-15 12:49:46,848 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:21:21, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-15 12:50:28,086 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:20:38, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-05-15 12:51:09,752 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:19:56, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0812, loss: 1.0812 +2025-05-15 12:51:51,525 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:19:14, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-05-15 12:52:32,240 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:18:31, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0749, loss: 1.0749 +2025-05-15 12:53:13,070 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:17:49, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-05-15 12:53:55,005 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:17:06, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0781, loss: 1.0781 +2025-05-15 12:54:36,274 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:16:24, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0598, loss: 1.0598 +2025-05-15 12:55:17,224 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:15:42, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0960, loss: 1.0960 +2025-05-15 12:55:58,026 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:14:59, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0725, loss: 1.0725 +2025-05-15 12:56:39,016 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:14:17, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0606, loss: 1.0606 +2025-05-15 12:57:20,680 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:13:35, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-15 12:58:01,820 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:12:52, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-15 12:58:43,592 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:12:10, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0598, loss: 1.0598 +2025-05-15 12:59:25,325 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:11:28, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0489, loss: 1.0489 +2025-05-15 13:00:06,801 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:10:45, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-05-15 13:00:10,199 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-15 13:01:22,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 13:01:22,251 - pyskl - INFO - +top1_acc 0.9284 +top5_acc 0.9884 +2025-05-15 13:01:22,329 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/ntu60_xsub/k/best_top1_acc_epoch_142.pth was removed +2025-05-15 13:01:23,613 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-05-15 13:01:23,614 - pyskl - INFO - Best top1_acc is 0.9284 at 146 epoch. +2025-05-15 13:01:23,617 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9284, top5_acc: 0.9884 +2025-05-15 13:02:32,477 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:10:01, time: 0.689, data_time: 0.274, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0670, loss: 1.0670 +2025-05-15 13:03:14,507 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:09:19, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-15 13:03:55,592 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:08:36, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0794, loss: 1.0794 +2025-05-15 13:04:37,720 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:07:54, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0935, loss: 1.0935 +2025-05-15 13:05:18,098 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:07:12, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0616, loss: 1.0616 +2025-05-15 13:05:59,145 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:06:29, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-15 13:06:40,202 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:05:47, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0663, loss: 1.0663 +2025-05-15 13:07:20,797 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:05:04, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0988, loss: 1.0988 +2025-05-15 13:08:02,753 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:04:22, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2025-05-15 13:08:44,041 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:03:40, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-05-15 13:09:26,229 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:02:57, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0577, loss: 1.0577 +2025-05-15 13:10:08,022 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:02:15, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1001, loss: 1.1001 +2025-05-15 13:10:49,835 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:01:33, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0648, loss: 1.0648 +2025-05-15 13:11:30,995 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:00:50, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-05-15 13:12:11,975 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:00:08, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0733, loss: 1.0733 +2025-05-15 13:12:53,444 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:59:26, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1059, loss: 1.1059 +2025-05-15 13:13:35,332 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:58:43, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0636, loss: 1.0636 +2025-05-15 13:14:16,004 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:58:01, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-05-15 13:14:56,905 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:57:19, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0565, loss: 1.0565 +2025-05-15 13:15:38,548 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:56:36, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-05-15 13:16:19,669 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:55:54, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0701, loss: 1.0701 +2025-05-15 13:17:01,580 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:55:12, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0344, loss: 1.0344 +2025-05-15 13:17:42,423 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:54:29, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-15 13:18:22,574 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:53:47, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0837, loss: 1.0837 +2025-05-15 13:19:03,650 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:53:04, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-15 13:19:07,062 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-15 13:20:19,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 13:20:19,411 - pyskl - INFO - +top1_acc 0.9279 +top5_acc 0.9882 +2025-05-15 13:20:19,414 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9279, top5_acc: 0.9882 +2025-05-15 13:21:26,949 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:52:20, time: 0.675, data_time: 0.262, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-15 13:22:07,214 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:51:38, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0430, loss: 1.0430 +2025-05-15 13:22:47,822 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:50:55, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-05-15 13:23:28,732 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:50:13, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0907, loss: 1.0907 +2025-05-15 13:24:09,532 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:49:31, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-15 13:24:51,178 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:48:48, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-15 13:25:31,550 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:48:06, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-15 13:26:11,324 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:47:23, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0355, loss: 1.0355 +2025-05-15 13:26:51,952 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:46:41, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-05-15 13:27:33,218 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:45:59, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0708, loss: 1.0708 +2025-05-15 13:28:13,908 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:45:16, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0627, loss: 1.0627 +2025-05-15 13:28:54,487 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:44:34, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-05-15 13:29:34,613 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:43:52, time: 0.401, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-05-15 13:30:15,884 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:43:09, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-15 13:30:57,296 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:42:27, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-15 13:31:39,097 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:41:45, time: 0.418, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-15 13:32:20,569 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:41:02, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-05-15 13:33:01,817 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:40:20, time: 0.412, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0588, loss: 1.0588 +2025-05-15 13:33:43,074 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:39:38, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0595, loss: 1.0595 +2025-05-15 13:34:23,894 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:38:55, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-15 13:35:04,472 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:38:13, time: 0.406, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-05-15 13:35:46,119 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:37:31, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0346, loss: 1.0346 +2025-05-15 13:36:28,172 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:36:48, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-15 13:37:10,063 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:36:06, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0700, loss: 1.0700 +2025-05-15 13:37:51,921 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:35:24, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0572, loss: 1.0572 +2025-05-15 13:37:55,164 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-15 13:39:07,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 13:39:07,454 - pyskl - INFO - +top1_acc 0.9275 +top5_acc 0.9878 +2025-05-15 13:39:07,458 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9275, top5_acc: 0.9878 +2025-05-15 13:40:16,729 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:34:39, time: 0.693, data_time: 0.272, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0666, loss: 1.0666 +2025-05-15 13:40:57,984 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:33:57, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0374, loss: 1.0374 +2025-05-15 13:41:40,179 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:33:14, time: 0.422, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0873, loss: 1.0873 +2025-05-15 13:42:22,151 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:32:32, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0722, loss: 1.0722 +2025-05-15 13:43:02,928 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:31:50, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-05-15 13:43:44,609 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:07, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0897, loss: 1.0897 +2025-05-15 13:44:25,935 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:30:25, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-15 13:45:07,633 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:29:43, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-15 13:45:49,609 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:00, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0430, loss: 1.0430 +2025-05-15 13:46:31,973 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:28:18, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0812, loss: 1.0812 +2025-05-15 13:47:13,382 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:27:36, time: 0.414, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0615, loss: 1.0615 +2025-05-15 13:47:54,694 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:26:53, time: 0.413, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-05-15 13:48:34,494 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:11, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-15 13:49:15,212 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:25:29, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0672, loss: 1.0672 +2025-05-15 13:49:56,823 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:24:46, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-15 13:50:37,003 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:04, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0809, loss: 1.0809 +2025-05-15 13:51:18,753 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:23:21, time: 0.417, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0736, loss: 1.0736 +2025-05-15 13:52:00,221 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:22:39, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0602, loss: 1.0602 +2025-05-15 13:52:40,953 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:21:57, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-05-15 13:53:21,804 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:14, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-15 13:54:02,628 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:20:32, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0706, loss: 1.0706 +2025-05-15 13:54:44,494 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:19:50, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-15 13:55:26,520 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:07, time: 0.420, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0579, loss: 1.0579 +2025-05-15 13:56:07,401 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:25, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0403, loss: 1.0403 +2025-05-15 13:56:48,191 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:17:43, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0722, loss: 1.0722 +2025-05-15 13:56:51,243 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-15 13:58:03,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 13:58:03,510 - pyskl - INFO - +top1_acc 0.9278 +top5_acc 0.9882 +2025-05-15 13:58:03,512 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9278, top5_acc: 0.9882 +2025-05-15 13:59:09,580 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:16:58, time: 0.661, data_time: 0.261, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-15 13:59:49,078 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:16, time: 0.395, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0769, loss: 1.0769 +2025-05-15 14:00:29,269 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:33, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0437, loss: 1.0437 +2025-05-15 14:01:09,521 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:14:51, time: 0.403, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-15 14:01:49,369 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:09, time: 0.398, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0897, loss: 1.0897 +2025-05-15 14:02:30,903 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:26, time: 0.415, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-15 14:03:11,563 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:12:44, time: 0.407, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0875, loss: 1.0875 +2025-05-15 14:03:52,469 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:02, time: 0.409, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-15 14:04:33,266 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:19, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-05-15 14:05:15,393 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:37, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0491, loss: 1.0491 +2025-05-15 14:05:57,778 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:09:55, time: 0.424, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0303, loss: 1.0303 +2025-05-15 14:06:39,879 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:12, time: 0.421, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-15 14:07:20,936 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:30, time: 0.411, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-15 14:08:01,115 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:07:48, time: 0.402, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0933, loss: 1.0933 +2025-05-15 14:08:40,532 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:05, time: 0.394, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0686, loss: 1.0686 +2025-05-15 14:09:21,361 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:23, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-15 14:10:02,405 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:41, time: 0.410, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-15 14:10:43,173 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:04:58, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-05-15 14:11:23,159 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:16, time: 0.400, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0566, loss: 1.0566 +2025-05-15 14:12:03,969 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:34, time: 0.408, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0467, loss: 1.0467 +2025-05-15 14:12:45,616 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:51, time: 0.416, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0510, loss: 1.0510 +2025-05-15 14:13:26,014 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:09, time: 0.404, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-15 14:14:05,952 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:27, time: 0.399, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-05-15 14:14:45,667 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:44, time: 0.397, data_time: 0.000, memory: 10841, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-15 14:15:27,552 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.419, data_time: 0.000, memory: 10841, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-15 14:15:30,712 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-15 14:16:44,291 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-15 14:16:44,389 - pyskl - INFO - +top1_acc 0.9281 +top5_acc 0.9880 +2025-05-15 14:16:44,394 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9281, top5_acc: 0.9880 +2025-05-15 14:16:52,813 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-15 14:26:07,199 - pyskl - INFO - Testing results of the last checkpoint +2025-05-15 14:26:07,200 - pyskl - INFO - top1_acc: 0.9295 +2025-05-15 14:26:07,200 - pyskl - INFO - top5_acc: 0.9887 +2025-05-15 14:26:07,201 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/k/best_top1_acc_epoch_146.pth +2025-05-15 14:35:09,239 - pyskl - INFO - Testing results of the best checkpoint +2025-05-15 14:35:09,239 - pyskl - INFO - top1_acc: 0.9301 +2025-05-15 14:35:09,239 - pyskl - INFO - top5_acc: 0.9891 diff --git a/ntu60_xsub/k_1/best_pred.pkl b/ntu60_xsub/k_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..ffce9673041d982423ca72eaee64c8b5e937c085 --- /dev/null +++ b/ntu60_xsub/k_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:81a00ae8b5f5df86cc673a0ee64b5b1f1a4108e72f2119984dbfdf0820feaeca +size 6639364 diff --git a/ntu60_xsub/k_1/best_top1_acc_epoch_146.pth b/ntu60_xsub/k_1/best_top1_acc_epoch_146.pth new file mode 100644 index 0000000000000000000000000000000000000000..03df262b460119c17235ba7e7d9ab8aec796e8ba --- /dev/null +++ b/ntu60_xsub/k_1/best_top1_acc_epoch_146.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f30b801c6248d1a44b441f93814948e5313ecbcc1400829a73a5f8ee8854a9a +size 16154075 diff --git a/ntu60_xsub/k_2/20250528_101943.log b/ntu60_xsub/k_2/20250528_101943.log new file mode 100644 index 0000000000000000000000000000000000000000..6e8ef96d84aaae9a86be58a1659b04b0ba80f170 --- /dev/null +++ b/ntu60_xsub/k_2/20250528_101943.log @@ -0,0 +1,4970 @@ +2025-05-28 10:19:43,946 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-28 10:19:44,294 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/k_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-28 10:19:44,295 - pyskl - INFO - Set random seed to 436867345, deterministic: False +2025-05-28 10:20:04,783 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-28 10:20:11,149 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 10:20:11,174 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2 +2025-05-28 10:20:11,174 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-28 10:20:11,174 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-28 10:20:11,175 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2 by HardDiskBackend. +2025-05-28 10:21:16,835 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 20:32:15, time: 0.657, data_time: 0.221, memory: 13125, top1_acc: 0.0250, top5_acc: 0.1306, loss_cls: 9.9369, loss: 9.9369 +2025-05-28 10:21:59,583 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 8:33:56, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0400, top5_acc: 0.1737, loss_cls: 9.0228, loss: 9.0228 +2025-05-28 10:22:42,549 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:38:33, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0475, top5_acc: 0.2006, loss_cls: 8.8383, loss: 8.8383 +2025-05-28 10:23:25,617 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:42:07, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0469, top5_acc: 0.2313, loss_cls: 8.6651, loss: 8.6651 +2025-05-28 10:24:08,709 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:32:16, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0550, top5_acc: 0.2481, loss_cls: 8.6008, loss: 8.6008 +2025-05-28 10:24:51,674 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:44:08, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0744, top5_acc: 0.2881, loss_cls: 8.3769, loss: 8.3769 +2025-05-28 10:25:34,566 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:08:53, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1037, top5_acc: 0.3494, loss_cls: 8.1750, loss: 8.1750 +2025-05-28 10:26:17,510 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:42:41, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0981, top5_acc: 0.3819, loss_cls: 8.0419, loss: 8.0419 +2025-05-28 10:27:00,415 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:21:53, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0919, top5_acc: 0.4106, loss_cls: 7.9150, loss: 7.9150 +2025-05-28 10:27:43,372 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:05:25, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1250, top5_acc: 0.4450, loss_cls: 7.8510, loss: 7.8510 +2025-05-28 10:28:26,243 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:51:19, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1181, top5_acc: 0.4556, loss_cls: 7.8206, loss: 7.8206 +2025-05-28 10:29:09,158 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:39:41, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1525, top5_acc: 0.4950, loss_cls: 7.6513, loss: 7.6513 +2025-05-28 10:29:52,092 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:29:50, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1556, top5_acc: 0.5144, loss_cls: 7.5733, loss: 7.5733 +2025-05-28 10:30:34,928 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:20:50, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1706, top5_acc: 0.5256, loss_cls: 7.4964, loss: 7.4964 +2025-05-28 10:31:17,740 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:12:51, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1725, top5_acc: 0.5556, loss_cls: 7.4052, loss: 7.4052 +2025-05-28 10:32:00,621 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:06:03, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1619, top5_acc: 0.5475, loss_cls: 7.4207, loss: 7.4207 +2025-05-28 10:32:43,471 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:59:50, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1875, top5_acc: 0.5587, loss_cls: 7.3872, loss: 7.3872 +2025-05-28 10:33:25,892 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:52:45, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.1938, top5_acc: 0.5869, loss_cls: 7.2349, loss: 7.2349 +2025-05-28 10:34:08,659 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:47:29, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2031, top5_acc: 0.6000, loss_cls: 7.2167, loss: 7.2167 +2025-05-28 10:34:51,527 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:42:58, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2087, top5_acc: 0.6025, loss_cls: 7.2187, loss: 7.2187 +2025-05-28 10:35:34,421 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:38:55, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2069, top5_acc: 0.6269, loss_cls: 7.0858, loss: 7.0858 +2025-05-28 10:36:17,339 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:35:13, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2269, top5_acc: 0.6412, loss_cls: 7.0398, loss: 7.0398 +2025-05-28 10:37:00,399 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:32:10, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.2469, top5_acc: 0.6637, loss_cls: 6.9648, loss: 6.9648 +2025-05-28 10:37:43,267 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:28:49, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2587, top5_acc: 0.6887, loss_cls: 6.8578, loss: 6.8578 +2025-05-28 10:38:26,202 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:25:50, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2787, top5_acc: 0.6944, loss_cls: 6.8208, loss: 6.8208 +2025-05-28 10:38:29,381 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-28 10:39:45,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 10:39:45,953 - pyskl - INFO - +top1_acc 0.3089 +top5_acc 0.7265 +2025-05-28 10:39:47,007 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-28 10:39:47,008 - pyskl - INFO - Best top1_acc is 0.3089 at 1 epoch. +2025-05-28 10:39:47,010 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.3089, top5_acc: 0.7265 +2025-05-28 10:40:51,422 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:07:59, time: 0.644, data_time: 0.212, memory: 13126, top1_acc: 0.2756, top5_acc: 0.7131, loss_cls: 6.7304, loss: 6.7304 +2025-05-28 10:41:34,389 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:03:44, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2931, top5_acc: 0.7200, loss_cls: 6.6284, loss: 6.6284 +2025-05-28 10:42:17,506 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:00:05, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3231, top5_acc: 0.7375, loss_cls: 6.4722, loss: 6.4722 +2025-05-28 10:43:00,788 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:56:58, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3063, top5_acc: 0.7388, loss_cls: 6.5209, loss: 6.5209 +2025-05-28 10:43:43,834 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:53:32, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3150, top5_acc: 0.7656, loss_cls: 6.4607, loss: 6.4607 +2025-05-28 10:44:26,762 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:50:03, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3212, top5_acc: 0.7688, loss_cls: 6.3497, loss: 6.3497 +2025-05-28 10:45:09,712 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:46:46, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3194, top5_acc: 0.7719, loss_cls: 6.3391, loss: 6.3391 +2025-05-28 10:45:52,534 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:43:24, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3669, top5_acc: 0.7806, loss_cls: 6.2395, loss: 6.2395 +2025-05-28 10:46:35,452 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:40:22, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3656, top5_acc: 0.7894, loss_cls: 6.2401, loss: 6.2401 +2025-05-28 10:47:18,296 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:37:20, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3769, top5_acc: 0.8037, loss_cls: 6.1564, loss: 6.1564 +2025-05-28 10:48:01,107 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:34:22, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3575, top5_acc: 0.8200, loss_cls: 6.1357, loss: 6.1357 +2025-05-28 10:48:43,961 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:31:36, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3663, top5_acc: 0.8337, loss_cls: 6.0451, loss: 6.0451 +2025-05-28 10:49:26,839 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:28:59, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3881, top5_acc: 0.8156, loss_cls: 6.0454, loss: 6.0454 +2025-05-28 10:50:09,651 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:26:21, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4175, top5_acc: 0.8319, loss_cls: 5.9832, loss: 5.9832 +2025-05-28 10:50:52,467 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:23:50, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4006, top5_acc: 0.8363, loss_cls: 5.9202, loss: 5.9202 +2025-05-28 10:51:35,314 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:21:27, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4206, top5_acc: 0.8406, loss_cls: 5.8773, loss: 5.8773 +2025-05-28 10:52:18,172 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:19:09, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4462, top5_acc: 0.8588, loss_cls: 5.6950, loss: 5.6950 +2025-05-28 10:53:01,017 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:16:54, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4431, top5_acc: 0.8425, loss_cls: 5.7084, loss: 5.7084 +2025-05-28 10:53:43,814 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:14:40, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4494, top5_acc: 0.8638, loss_cls: 5.7116, loss: 5.7116 +2025-05-28 10:54:26,639 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:12:32, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4512, top5_acc: 0.8575, loss_cls: 5.6483, loss: 5.6483 +2025-05-28 10:55:09,461 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:10:28, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4869, top5_acc: 0.8762, loss_cls: 5.4958, loss: 5.4958 +2025-05-28 10:55:52,206 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:08:21, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4844, top5_acc: 0.8562, loss_cls: 5.6133, loss: 5.6133 +2025-05-28 10:56:35,084 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:06:27, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4994, top5_acc: 0.8812, loss_cls: 5.3757, loss: 5.3757 +2025-05-28 10:57:17,927 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:04:34, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4869, top5_acc: 0.8788, loss_cls: 5.4174, loss: 5.4174 +2025-05-28 10:58:00,782 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:02:45, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5200, top5_acc: 0.8838, loss_cls: 5.3349, loss: 5.3349 +2025-05-28 10:58:03,800 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-28 10:59:20,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 10:59:20,159 - pyskl - INFO - +top1_acc 0.4971 +top5_acc 0.8877 +2025-05-28 10:59:20,220 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_1.pth was removed +2025-05-28 10:59:21,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-28 10:59:21,268 - pyskl - INFO - Best top1_acc is 0.4971 at 2 epoch. +2025-05-28 10:59:21,270 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4971, top5_acc: 0.8877 +2025-05-28 11:00:25,425 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:23:30, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.5056, top5_acc: 0.8838, loss_cls: 5.4093, loss: 5.4093 +2025-05-28 11:01:08,406 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:21:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5125, top5_acc: 0.8900, loss_cls: 5.3104, loss: 5.3104 +2025-05-28 11:01:51,502 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:19:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5225, top5_acc: 0.8938, loss_cls: 5.2896, loss: 5.2896 +2025-05-28 11:02:34,695 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:17:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5106, top5_acc: 0.8894, loss_cls: 5.2497, loss: 5.2497 +2025-05-28 11:03:17,692 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:16:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5331, top5_acc: 0.8950, loss_cls: 5.2611, loss: 5.2611 +2025-05-28 11:04:00,387 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:13:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5350, top5_acc: 0.9012, loss_cls: 5.2259, loss: 5.2259 +2025-05-28 11:04:43,189 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5650, top5_acc: 0.8981, loss_cls: 5.0436, loss: 5.0436 +2025-05-28 11:05:25,986 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:09:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5831, top5_acc: 0.9087, loss_cls: 4.9934, loss: 4.9934 +2025-05-28 11:06:08,785 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:08:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5750, top5_acc: 0.9038, loss_cls: 5.0455, loss: 5.0455 +2025-05-28 11:06:51,591 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5787, top5_acc: 0.9113, loss_cls: 4.9166, loss: 4.9166 +2025-05-28 11:07:34,405 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:04:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5844, top5_acc: 0.9025, loss_cls: 4.9991, loss: 4.9991 +2025-05-28 11:08:17,234 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:02:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5863, top5_acc: 0.9019, loss_cls: 4.9225, loss: 4.9225 +2025-05-28 11:09:00,053 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:00:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5869, top5_acc: 0.9137, loss_cls: 4.9311, loss: 4.9311 +2025-05-28 11:09:42,841 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:59:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.9163, loss_cls: 4.8768, loss: 4.8768 +2025-05-28 11:10:25,591 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:57:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6169, top5_acc: 0.9331, loss_cls: 4.7652, loss: 4.7652 +2025-05-28 11:11:08,353 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:55:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6100, top5_acc: 0.9219, loss_cls: 4.7580, loss: 4.7580 +2025-05-28 11:11:51,207 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:54:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9187, loss_cls: 4.7704, loss: 4.7704 +2025-05-28 11:12:34,190 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6106, top5_acc: 0.9225, loss_cls: 4.7034, loss: 4.7034 +2025-05-28 11:13:17,134 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:51:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6325, top5_acc: 0.9256, loss_cls: 4.7137, loss: 4.7137 +2025-05-28 11:14:00,041 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:49:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6269, top5_acc: 0.9225, loss_cls: 4.7348, loss: 4.7348 +2025-05-28 11:14:42,940 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:48:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6250, top5_acc: 0.9269, loss_cls: 4.7449, loss: 4.7449 +2025-05-28 11:15:25,596 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:46:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9175, loss_cls: 4.7162, loss: 4.7162 +2025-05-28 11:16:08,281 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:44:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6294, top5_acc: 0.9156, loss_cls: 4.7116, loss: 4.7116 +2025-05-28 11:16:51,050 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:43:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6400, top5_acc: 0.9250, loss_cls: 4.5441, loss: 4.5441 +2025-05-28 11:17:33,829 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:41:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6406, top5_acc: 0.9275, loss_cls: 4.5889, loss: 4.5889 +2025-05-28 11:17:36,921 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-28 11:18:53,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:18:53,388 - pyskl - INFO - +top1_acc 0.6481 +top5_acc 0.9254 +2025-05-28 11:18:53,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_2.pth was removed +2025-05-28 11:18:54,433 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-28 11:18:54,434 - pyskl - INFO - Best top1_acc is 0.6481 at 3 epoch. +2025-05-28 11:18:54,436 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6481, top5_acc: 0.9254 +2025-05-28 11:19:58,414 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:55:23, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.6431, top5_acc: 0.9313, loss_cls: 4.4947, loss: 4.4947 +2025-05-28 11:20:41,213 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:53:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6462, top5_acc: 0.9219, loss_cls: 4.5614, loss: 4.5614 +2025-05-28 11:21:24,229 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:52:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6519, top5_acc: 0.9219, loss_cls: 4.5638, loss: 4.5638 +2025-05-28 11:22:07,094 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6600, top5_acc: 0.9400, loss_cls: 4.3316, loss: 4.3316 +2025-05-28 11:22:50,030 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:49:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9375, loss_cls: 4.3851, loss: 4.3851 +2025-05-28 11:23:32,907 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:47:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9381, loss_cls: 4.3495, loss: 4.3495 +2025-05-28 11:24:15,686 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:46:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6506, top5_acc: 0.9331, loss_cls: 4.5434, loss: 4.5434 +2025-05-28 11:24:58,501 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:44:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9325, loss_cls: 4.4328, loss: 4.4328 +2025-05-28 11:25:41,365 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:43:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6694, top5_acc: 0.9363, loss_cls: 4.3672, loss: 4.3672 +2025-05-28 11:26:24,181 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:42:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9387, loss_cls: 4.4296, loss: 4.4296 +2025-05-28 11:27:06,926 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:40:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9413, loss_cls: 4.3742, loss: 4.3742 +2025-05-28 11:27:49,761 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:39:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6769, top5_acc: 0.9494, loss_cls: 4.2704, loss: 4.2704 +2025-05-28 11:28:32,534 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:37:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9356, loss_cls: 4.4177, loss: 4.4177 +2025-05-28 11:29:15,357 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:36:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9437, loss_cls: 4.3039, loss: 4.3039 +2025-05-28 11:29:58,185 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:34:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9437, loss_cls: 4.3937, loss: 4.3937 +2025-05-28 11:30:40,983 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:33:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9363, loss_cls: 4.3807, loss: 4.3807 +2025-05-28 11:31:23,743 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:32:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9537, loss_cls: 4.1863, loss: 4.1863 +2025-05-28 11:32:06,615 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:30:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9481, loss_cls: 4.3086, loss: 4.3086 +2025-05-28 11:32:49,602 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:29:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9387, loss_cls: 4.2694, loss: 4.2694 +2025-05-28 11:33:32,410 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:28:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6813, top5_acc: 0.9431, loss_cls: 4.2672, loss: 4.2672 +2025-05-28 11:34:15,204 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:27:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9519, loss_cls: 4.2252, loss: 4.2252 +2025-05-28 11:34:58,005 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:25:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6800, top5_acc: 0.9506, loss_cls: 4.1935, loss: 4.1935 +2025-05-28 11:35:40,728 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:24:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9487, loss_cls: 4.1561, loss: 4.1561 +2025-05-28 11:36:23,873 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:23:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9375, loss_cls: 4.3447, loss: 4.3447 +2025-05-28 11:37:06,811 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:22:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9413, loss_cls: 4.1646, loss: 4.1646 +2025-05-28 11:37:09,854 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-28 11:38:26,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 11:38:26,541 - pyskl - INFO - +top1_acc 0.6539 +top5_acc 0.9348 +2025-05-28 11:38:26,600 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_3.pth was removed +2025-05-28 11:38:27,640 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-28 11:38:27,641 - pyskl - INFO - Best top1_acc is 0.6539 at 4 epoch. +2025-05-28 11:38:27,644 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6539, top5_acc: 0.9348 +2025-05-28 11:39:31,667 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:32:11, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9506, loss_cls: 4.0582, loss: 4.0582 +2025-05-28 11:40:14,586 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:30:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9563, loss_cls: 3.9631, loss: 3.9631 +2025-05-28 11:40:57,626 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:29:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9419, loss_cls: 4.1462, loss: 4.1462 +2025-05-28 11:41:40,581 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:28:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 4.1451, loss: 4.1451 +2025-05-28 11:42:23,470 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:27:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 4.0308, loss: 4.0308 +2025-05-28 11:43:06,343 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:25:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9431, loss_cls: 4.2005, loss: 4.2005 +2025-05-28 11:43:49,161 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:24:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9450, loss_cls: 4.2095, loss: 4.2095 +2025-05-28 11:44:31,918 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:23:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9463, loss_cls: 4.1437, loss: 4.1437 +2025-05-28 11:45:14,677 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:22:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9481, loss_cls: 4.0778, loss: 4.0778 +2025-05-28 11:45:57,406 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:20:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9575, loss_cls: 3.9177, loss: 3.9177 +2025-05-28 11:46:40,178 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:19:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9475, loss_cls: 4.1078, loss: 4.1078 +2025-05-28 11:47:22,856 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:18:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9587, loss_cls: 4.0911, loss: 4.0911 +2025-05-28 11:48:05,606 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:16:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 3.9272, loss: 3.9272 +2025-05-28 11:48:48,306 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:15:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9587, loss_cls: 4.0916, loss: 4.0916 +2025-05-28 11:49:30,997 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9506, loss_cls: 4.1081, loss: 4.1081 +2025-05-28 11:50:13,742 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:13:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 4.0301, loss: 4.0301 +2025-05-28 11:50:56,433 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:11:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9463, loss_cls: 4.0655, loss: 4.0655 +2025-05-28 11:51:39,150 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:10:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9525, loss_cls: 3.8836, loss: 3.8836 +2025-05-28 11:52:21,871 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:09:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9563, loss_cls: 3.9872, loss: 3.9872 +2025-05-28 11:53:04,568 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 3.9263, loss: 3.9263 +2025-05-28 11:53:47,301 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:07:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 4.0307, loss: 4.0307 +2025-05-28 11:54:29,997 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:05:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9481, loss_cls: 4.0104, loss: 4.0104 +2025-05-28 11:55:12,725 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:04:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9569, loss_cls: 3.9554, loss: 3.9554 +2025-05-28 11:55:55,464 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:03:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9519, loss_cls: 4.0160, loss: 4.0160 +2025-05-28 11:56:38,242 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:02:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.1178, loss: 4.1178 +2025-05-28 11:56:41,265 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-28 12:05:06,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:05:06,440 - pyskl - INFO - +top1_acc 0.6794 +top5_acc 0.9316 +2025-05-28 12:05:06,507 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_4.pth was removed +2025-05-28 12:05:07,521 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-28 12:05:07,522 - pyskl - INFO - Best top1_acc is 0.6794 at 5 epoch. +2025-05-28 12:05:07,525 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6794, top5_acc: 0.9316 +2025-05-28 12:06:12,029 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:10:20, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9606, loss_cls: 3.8981, loss: 3.8981 +2025-05-28 12:06:55,419 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:09:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 3.9239, loss: 3.9239 +2025-05-28 12:07:38,560 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:08:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 3.9511, loss: 3.9511 +2025-05-28 12:08:21,509 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:07:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 3.8551, loss: 3.8551 +2025-05-28 12:09:04,467 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:06:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9606, loss_cls: 3.9961, loss: 3.9961 +2025-05-28 12:09:47,445 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:05:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9437, loss_cls: 4.0184, loss: 4.0184 +2025-05-28 12:10:30,372 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:03:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9613, loss_cls: 3.8491, loss: 3.8491 +2025-05-28 12:11:13,412 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 4.0491, loss: 4.0491 +2025-05-28 12:11:56,315 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:01:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9613, loss_cls: 3.7872, loss: 3.7872 +2025-05-28 12:12:39,147 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:00:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9569, loss_cls: 3.9550, loss: 3.9550 +2025-05-28 12:13:22,132 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:59:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.9432, loss: 3.9432 +2025-05-28 12:14:05,034 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:58:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9631, loss_cls: 3.8691, loss: 3.8691 +2025-05-28 12:14:48,043 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:57:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9575, loss_cls: 3.8384, loss: 3.8384 +2025-05-28 12:15:30,722 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:56:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 3.7718, loss: 3.7718 +2025-05-28 12:16:13,474 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:55:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 3.9474, loss: 3.9474 +2025-05-28 12:16:56,247 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:54:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 3.8244, loss: 3.8244 +2025-05-28 12:17:39,078 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:53:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9625, loss_cls: 3.8319, loss: 3.8319 +2025-05-28 12:18:21,950 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:51:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9625, loss_cls: 3.8207, loss: 3.8207 +2025-05-28 12:19:04,789 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:50:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9550, loss_cls: 3.9242, loss: 3.9242 +2025-05-28 12:19:47,675 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:49:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 3.8177, loss: 3.8177 +2025-05-28 12:20:30,562 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:48:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 3.7888, loss: 3.7888 +2025-05-28 12:21:13,525 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 3.7928, loss: 3.7928 +2025-05-28 12:21:56,310 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9575, loss_cls: 3.8442, loss: 3.8442 +2025-05-28 12:22:39,220 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:45:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 3.8423, loss: 3.8423 +2025-05-28 12:23:22,087 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:44:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 3.8198, loss: 3.8198 +2025-05-28 12:23:25,158 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-28 12:24:41,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:24:41,577 - pyskl - INFO - +top1_acc 0.6799 +top5_acc 0.9285 +2025-05-28 12:24:41,643 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_5.pth was removed +2025-05-28 12:24:42,639 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-28 12:24:42,639 - pyskl - INFO - Best top1_acc is 0.6799 at 6 epoch. +2025-05-28 12:24:42,642 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6799, top5_acc: 0.9285 +2025-05-28 12:25:47,614 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:51:16, time: 0.650, data_time: 0.218, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.8450, loss: 3.8450 +2025-05-28 12:26:30,783 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:50:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9675, loss_cls: 3.7005, loss: 3.7005 +2025-05-28 12:27:13,802 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:49:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9625, loss_cls: 3.8226, loss: 3.8226 +2025-05-28 12:27:56,833 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:48:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.7694, loss: 3.7694 +2025-05-28 12:28:39,882 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:47:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 3.7482, loss: 3.7482 +2025-05-28 12:29:22,892 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:46:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.6681, loss: 3.6681 +2025-05-28 12:30:05,910 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:45:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 3.7563, loss: 3.7563 +2025-05-28 12:30:49,107 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:44:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.6852, loss: 3.6852 +2025-05-28 12:31:32,165 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:43:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.7010, loss: 3.7010 +2025-05-28 12:32:15,095 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:42:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.7138, loss: 3.7138 +2025-05-28 12:32:57,862 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:41:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 3.5807, loss: 3.5807 +2025-05-28 12:33:40,787 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.7328, loss: 3.7328 +2025-05-28 12:34:23,664 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:39:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 3.6891, loss: 3.6891 +2025-05-28 12:35:06,521 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9613, loss_cls: 3.8416, loss: 3.8416 +2025-05-28 12:35:49,556 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:37:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.6003, loss: 3.6003 +2025-05-28 12:36:32,533 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:36:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 3.7603, loss: 3.7603 +2025-05-28 12:37:15,453 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:35:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9656, loss_cls: 3.6998, loss: 3.6998 +2025-05-28 12:37:58,415 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:34:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.7327, loss: 3.7327 +2025-05-28 12:38:41,327 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:33:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 3.7937, loss: 3.7937 +2025-05-28 12:39:24,207 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:32:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.6772, loss: 3.6772 +2025-05-28 12:40:07,133 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:31:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 3.7250, loss: 3.7250 +2025-05-28 12:40:50,008 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:30:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.5721, loss: 3.5721 +2025-05-28 12:41:32,949 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:29:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 3.6815, loss: 3.6815 +2025-05-28 12:42:15,823 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:28:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.6868, loss: 3.6868 +2025-05-28 12:42:58,602 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:27:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 3.7080, loss: 3.7080 +2025-05-28 12:43:01,669 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-28 12:44:18,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 12:44:18,223 - pyskl - INFO - +top1_acc 0.7014 +top5_acc 0.9344 +2025-05-28 12:44:18,277 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_6.pth was removed +2025-05-28 12:44:19,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-28 12:44:19,262 - pyskl - INFO - Best top1_acc is 0.7014 at 7 epoch. +2025-05-28 12:44:19,265 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7014, top5_acc: 0.9344 +2025-05-28 12:45:23,560 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:32:31, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9694, loss_cls: 3.6385, loss: 3.6385 +2025-05-28 12:46:06,635 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:31:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 3.5598, loss: 3.5598 +2025-05-28 12:46:49,733 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:30:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9663, loss_cls: 3.5976, loss: 3.5976 +2025-05-28 12:47:32,577 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:29:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 3.6779, loss: 3.6779 +2025-05-28 12:48:15,549 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:28:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.6126, loss: 3.6126 +2025-05-28 12:48:58,473 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:27:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.5209, loss: 3.5209 +2025-05-28 12:49:41,425 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:26:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.6450, loss: 3.6450 +2025-05-28 12:50:24,390 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:25:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 3.6036, loss: 3.6036 +2025-05-28 12:51:07,403 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:24:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 3.6337, loss: 3.6337 +2025-05-28 12:51:50,296 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:23:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 3.6087, loss: 3.6087 +2025-05-28 12:52:33,235 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:22:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.6054, loss: 3.6054 +2025-05-28 12:53:16,177 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:21:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 3.5570, loss: 3.5570 +2025-05-28 12:53:59,178 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:20:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9725, loss_cls: 3.5534, loss: 3.5534 +2025-05-28 12:54:42,103 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:19:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.5077, loss: 3.5077 +2025-05-28 12:55:24,957 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:18:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.5769, loss: 3.5769 +2025-05-28 12:56:07,902 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:17:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.5627, loss: 3.5627 +2025-05-28 12:56:50,765 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:16:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.6660, loss: 3.6660 +2025-05-28 12:57:33,546 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:15:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 3.6060, loss: 3.6060 +2025-05-28 12:58:16,427 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:14:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.5951, loss: 3.5951 +2025-05-28 12:58:59,307 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:13:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.6275, loss: 3.6275 +2025-05-28 12:59:42,170 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:12:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.6667, loss: 3.6667 +2025-05-28 13:00:25,068 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:11:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.6034, loss: 3.6034 +2025-05-28 13:01:07,961 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:11:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.5809, loss: 3.5809 +2025-05-28 13:01:50,895 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:10:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 3.5710, loss: 3.5710 +2025-05-28 13:02:33,764 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:09:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 3.4733, loss: 3.4733 +2025-05-28 13:02:36,788 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-28 13:03:53,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:03:53,416 - pyskl - INFO - +top1_acc 0.7634 +top5_acc 0.9601 +2025-05-28 13:03:53,470 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_7.pth was removed +2025-05-28 13:03:54,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-28 13:03:54,479 - pyskl - INFO - Best top1_acc is 0.7634 at 8 epoch. +2025-05-28 13:03:54,481 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7634, top5_acc: 0.9601 +2025-05-28 13:04:59,030 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:13:44, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.5465, loss: 3.5465 +2025-05-28 13:05:42,059 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:12:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 3.3897, loss: 3.3897 +2025-05-28 13:06:25,009 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:11:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.5237, loss: 3.5237 +2025-05-28 13:07:08,222 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:10:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.5962, loss: 3.5962 +2025-05-28 13:07:51,265 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:10:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4495, loss: 3.4495 +2025-05-28 13:08:34,289 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:09:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.4654, loss: 3.4654 +2025-05-28 13:09:17,215 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:08:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.3859, loss: 3.3859 +2025-05-28 13:10:00,370 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:07:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.6652, loss: 3.6652 +2025-05-28 13:10:43,497 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:06:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9775, loss_cls: 3.4536, loss: 3.4536 +2025-05-28 13:11:26,373 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:05:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.6083, loss: 3.6083 +2025-05-28 13:12:09,203 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:04:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.6154, loss: 3.6154 +2025-05-28 13:12:52,121 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:03:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.5368, loss: 3.5368 +2025-05-28 13:13:35,045 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:02:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.6110, loss: 3.6110 +2025-05-28 13:14:17,915 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:01:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.5008, loss: 3.5008 +2025-05-28 13:15:00,748 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:00:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 3.6704, loss: 3.6704 +2025-05-28 13:15:43,605 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:59:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.4703, loss: 3.4703 +2025-05-28 13:16:26,578 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:58:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.5600, loss: 3.5600 +2025-05-28 13:17:09,466 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:57:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.4939, loss: 3.4939 +2025-05-28 13:17:52,369 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:56:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.4375, loss: 3.4375 +2025-05-28 13:18:35,190 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:55:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.3974, loss: 3.3974 +2025-05-28 13:19:17,949 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:54:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.4675, loss: 3.4675 +2025-05-28 13:20:00,786 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:53:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.5344, loss: 3.5344 +2025-05-28 13:20:43,544 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:52:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.5321, loss: 3.5321 +2025-05-28 13:21:26,457 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:52:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 3.5974, loss: 3.5974 +2025-05-28 13:22:09,290 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:51:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.5450, loss: 3.5450 +2025-05-28 13:22:12,266 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-28 13:23:28,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:23:28,547 - pyskl - INFO - +top1_acc 0.7375 +top5_acc 0.9541 +2025-05-28 13:23:28,549 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7375, top5_acc: 0.9541 +2025-05-28 13:24:32,746 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:54:59, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.3492, loss: 3.3492 +2025-05-28 13:25:15,783 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:54:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.3155, loss: 3.3155 +2025-05-28 13:25:58,788 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:53:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.4989, loss: 3.4989 +2025-05-28 13:26:41,717 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:52:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9744, loss_cls: 3.4964, loss: 3.4964 +2025-05-28 13:27:24,647 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:51:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.4640, loss: 3.4640 +2025-05-28 13:28:07,501 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:50:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.4723, loss: 3.4723 +2025-05-28 13:28:50,378 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:49:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.4694, loss: 3.4694 +2025-05-28 13:29:33,253 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:48:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 3.5371, loss: 3.5371 +2025-05-28 13:30:16,204 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:47:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.3733, loss: 3.3733 +2025-05-28 13:30:59,230 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:46:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.4116, loss: 3.4116 +2025-05-28 13:31:42,309 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:45:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 3.2859, loss: 3.2859 +2025-05-28 13:32:25,298 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:44:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.3977, loss: 3.3977 +2025-05-28 13:33:08,367 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:43:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.5697, loss: 3.5697 +2025-05-28 13:33:51,306 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:43:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.4337, loss: 3.4337 +2025-05-28 13:34:34,255 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:42:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.3890, loss: 3.3890 +2025-05-28 13:35:17,212 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:41:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.5489, loss: 3.5489 +2025-05-28 13:36:00,210 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:40:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4511, loss: 3.4511 +2025-05-28 13:36:43,095 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:39:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 3.5289, loss: 3.5289 +2025-05-28 13:37:26,114 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:38:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.4470, loss: 3.4470 +2025-05-28 13:38:08,955 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:37:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 3.3834, loss: 3.3834 +2025-05-28 13:38:51,922 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:36:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.5347, loss: 3.5347 +2025-05-28 13:39:34,936 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:35:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.4460, loss: 3.4460 +2025-05-28 13:40:17,889 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.4939, loss: 3.4939 +2025-05-28 13:41:00,823 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:34:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.5221, loss: 3.5221 +2025-05-28 13:41:43,621 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:33:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9794, loss_cls: 3.3829, loss: 3.3829 +2025-05-28 13:41:46,646 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-28 13:50:26,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 13:50:26,707 - pyskl - INFO - +top1_acc 0.7843 +top5_acc 0.9611 +2025-05-28 13:50:26,779 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_8.pth was removed +2025-05-28 13:50:27,834 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-28 13:50:27,836 - pyskl - INFO - Best top1_acc is 0.7843 at 10 epoch. +2025-05-28 13:50:27,840 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7843, top5_acc: 0.9611 +2025-05-28 13:51:32,151 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:36:31, time: 0.643, data_time: 0.216, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.3487, loss: 3.3487 +2025-05-28 13:52:15,020 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:35:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.4352, loss: 3.4352 +2025-05-28 13:52:57,917 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.3935, loss: 3.3935 +2025-05-28 13:53:40,765 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:33:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.5371, loss: 3.5371 +2025-05-28 13:54:23,635 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:32:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2629, loss: 3.2629 +2025-05-28 13:55:06,516 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:31:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.3555, loss: 3.3555 +2025-05-28 13:55:49,398 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:30:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4828, loss: 3.4828 +2025-05-28 13:56:32,207 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:30:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.4216, loss: 3.4216 +2025-05-28 13:57:15,127 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:29:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4451, loss: 3.4451 +2025-05-28 13:57:57,989 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:28:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.3138, loss: 3.3138 +2025-05-28 13:58:40,942 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:27:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.5180, loss: 3.5180 +2025-05-28 13:59:23,979 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4008, loss: 3.4008 +2025-05-28 14:00:07,175 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.3512, loss: 3.3512 +2025-05-28 14:00:50,259 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.3982, loss: 3.3982 +2025-05-28 14:01:33,314 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:23:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.4007, loss: 3.4007 +2025-05-28 14:02:16,209 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:22:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.3210, loss: 3.3210 +2025-05-28 14:02:59,216 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:22:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3223, loss: 3.3223 +2025-05-28 14:03:42,003 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:21:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.4234, loss: 3.4234 +2025-05-28 14:04:24,934 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:20:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3454, loss: 3.3454 +2025-05-28 14:05:08,207 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:19:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3813, loss: 3.3813 +2025-05-28 14:05:51,367 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:18:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5549, loss: 3.5549 +2025-05-28 14:06:34,222 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:17:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2740, loss: 3.2740 +2025-05-28 14:07:17,145 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:16:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.3911, loss: 3.3911 +2025-05-28 14:08:00,032 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:15:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.2971, loss: 3.2971 +2025-05-28 14:08:42,976 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:15:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.3264, loss: 3.3264 +2025-05-28 14:08:46,060 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-28 14:10:02,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:10:02,491 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9526 +2025-05-28 14:10:02,494 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7561, top5_acc: 0.9526 +2025-05-28 14:11:06,578 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:18:01, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.2754, loss: 3.2754 +2025-05-28 14:11:49,559 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:17:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.3677, loss: 3.3677 +2025-05-28 14:12:32,328 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:16:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.3272, loss: 3.3272 +2025-05-28 14:13:15,376 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:15:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.4822, loss: 3.4822 +2025-05-28 14:13:58,533 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:14:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.3867, loss: 3.3867 +2025-05-28 14:14:41,623 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:13:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9781, loss_cls: 3.3836, loss: 3.3836 +2025-05-28 14:15:24,537 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:12:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.3909, loss: 3.3909 +2025-05-28 14:16:07,430 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:11:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4824, loss: 3.4824 +2025-05-28 14:16:50,280 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:10:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.2493, loss: 3.2493 +2025-05-28 14:17:33,243 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:10:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.2722, loss: 3.2722 +2025-05-28 14:18:15,942 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:09:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9775, loss_cls: 3.3630, loss: 3.3630 +2025-05-28 14:18:59,220 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:08:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.3901, loss: 3.3901 +2025-05-28 14:19:42,517 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.1954, loss: 3.1954 +2025-05-28 14:20:25,908 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:06:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.4192, loss: 3.4192 +2025-05-28 14:21:09,133 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:05:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.3330, loss: 3.3330 +2025-05-28 14:21:52,377 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:05:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.3419, loss: 3.3419 +2025-05-28 14:22:35,528 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:04:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.3267, loss: 3.3267 +2025-05-28 14:23:18,912 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:03:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 3.4717, loss: 3.4717 +2025-05-28 14:24:02,315 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:02:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1980, loss: 3.1980 +2025-05-28 14:24:45,597 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:01:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.2652, loss: 3.2652 +2025-05-28 14:25:28,775 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:01:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 3.4027, loss: 3.4027 +2025-05-28 14:26:11,856 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:00:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.3247, loss: 3.3247 +2025-05-28 14:26:54,984 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:59:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3557, loss: 3.3557 +2025-05-28 14:27:38,119 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:58:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.3867, loss: 3.3867 +2025-05-28 14:28:21,242 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:57:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.2934, loss: 3.2934 +2025-05-28 14:28:24,394 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-28 14:29:42,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:29:42,504 - pyskl - INFO - +top1_acc 0.8082 +top5_acc 0.9688 +2025-05-28 14:29:42,571 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_10.pth was removed +2025-05-28 14:29:43,620 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-28 14:29:43,621 - pyskl - INFO - Best top1_acc is 0.8082 at 12 epoch. +2025-05-28 14:29:43,625 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.8082, top5_acc: 0.9688 +2025-05-28 14:30:48,687 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:00:30, time: 0.651, data_time: 0.220, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.2760, loss: 3.2760 +2025-05-28 14:31:31,610 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:59:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9781, loss_cls: 3.3451, loss: 3.3451 +2025-05-28 14:32:14,747 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:58:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2283, loss: 3.2283 +2025-05-28 14:32:57,779 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:57:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.3459, loss: 3.3459 +2025-05-28 14:33:40,823 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:57:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 3.2682, loss: 3.2682 +2025-05-28 14:34:23,658 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:56:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.3733, loss: 3.3733 +2025-05-28 14:35:06,487 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:55:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.3912, loss: 3.3912 +2025-05-28 14:35:49,288 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.3701, loss: 3.3701 +2025-05-28 14:36:32,111 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:53:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.2631, loss: 3.2631 +2025-05-28 14:37:14,898 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:52:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.3219, loss: 3.3219 +2025-05-28 14:37:57,697 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:51:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.3114, loss: 3.3114 +2025-05-28 14:38:40,624 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:50:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.2980, loss: 3.2980 +2025-05-28 14:39:23,695 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:49:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.2907, loss: 3.2907 +2025-05-28 14:40:06,681 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:49:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.2624, loss: 3.2624 +2025-05-28 14:40:49,613 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:48:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2185, loss: 3.2185 +2025-05-28 14:41:32,525 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:47:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.3946, loss: 3.3946 +2025-05-28 14:42:15,411 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:46:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.3452, loss: 3.3452 +2025-05-28 14:42:58,460 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.2080, loss: 3.2080 +2025-05-28 14:43:41,435 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:44:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.3141, loss: 3.3141 +2025-05-28 14:44:24,407 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:43:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.2459, loss: 3.2459 +2025-05-28 14:45:07,383 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:43:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.3029, loss: 3.3029 +2025-05-28 14:45:50,296 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:42:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.2878, loss: 3.2878 +2025-05-28 14:46:33,198 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:41:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4449, loss: 3.4449 +2025-05-28 14:47:16,156 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:40:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9781, loss_cls: 3.2603, loss: 3.2603 +2025-05-28 14:47:59,062 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:39:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.3168, loss: 3.3168 +2025-05-28 14:48:02,239 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-28 14:49:18,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 14:49:18,612 - pyskl - INFO - +top1_acc 0.7999 +top5_acc 0.9665 +2025-05-28 14:49:18,614 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7999, top5_acc: 0.9665 +2025-05-28 14:50:22,411 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:41:52, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.2858, loss: 3.2858 +2025-05-28 14:51:05,202 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:40:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 3.2379, loss: 3.2379 +2025-05-28 14:51:48,024 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:40:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.2449, loss: 3.2449 +2025-05-28 14:52:30,862 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:39:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1955, loss: 3.1955 +2025-05-28 14:53:13,923 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:38:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.1207, loss: 3.1207 +2025-05-28 14:53:56,852 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:37:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2290, loss: 3.2290 +2025-05-28 14:54:39,775 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:36:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.3398, loss: 3.3398 +2025-05-28 14:55:22,692 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:35:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.2966, loss: 3.2966 +2025-05-28 14:56:05,605 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.2745, loss: 3.2745 +2025-05-28 14:56:48,552 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:34:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2585, loss: 3.2585 +2025-05-28 14:57:31,638 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:33:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.1407, loss: 3.1407 +2025-05-28 14:58:14,650 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:32:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2416, loss: 3.2416 +2025-05-28 14:58:57,655 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:31:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.1554, loss: 3.1554 +2025-05-28 14:59:40,774 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:30:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.1346, loss: 3.1346 +2025-05-28 15:00:23,736 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:29:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.1880, loss: 3.1880 +2025-05-28 15:01:06,685 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:28:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.4439, loss: 3.4439 +2025-05-28 15:01:49,526 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.2530, loss: 3.2530 +2025-05-28 15:02:32,267 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:27:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.3753, loss: 3.3753 +2025-05-28 15:03:14,979 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:26:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1581, loss: 3.1581 +2025-05-28 15:03:57,827 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:25:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.2396, loss: 3.2396 +2025-05-28 15:04:40,604 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:24:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2608, loss: 3.2608 +2025-05-28 15:05:23,389 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:23:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2261, loss: 3.2261 +2025-05-28 15:06:06,036 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:22:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.3816, loss: 3.3816 +2025-05-28 15:06:48,718 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:21:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.2389, loss: 3.2389 +2025-05-28 15:07:31,461 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:21:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.2207, loss: 3.2207 +2025-05-28 15:07:34,526 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-28 15:08:50,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:08:50,904 - pyskl - INFO - +top1_acc 0.7931 +top5_acc 0.9663 +2025-05-28 15:08:50,907 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7931, top5_acc: 0.9663 +2025-05-28 15:09:54,959 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:23:07, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2593, loss: 3.2593 +2025-05-28 15:10:37,735 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:22:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 3.1589, loss: 3.1589 +2025-05-28 15:11:20,537 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:21:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.1748, loss: 3.1748 +2025-05-28 15:12:03,208 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:20:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.2347, loss: 3.2347 +2025-05-28 15:12:46,128 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:19:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.1481, loss: 3.1481 +2025-05-28 15:13:29,070 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:18:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.2565, loss: 3.2565 +2025-05-28 15:14:11,955 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:17:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.2976, loss: 3.2976 +2025-05-28 15:14:54,867 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:17:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.3078, loss: 3.3078 +2025-05-28 15:15:37,821 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:16:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2360, loss: 3.2360 +2025-05-28 15:16:20,887 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:15:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.1434, loss: 3.1434 +2025-05-28 15:17:03,960 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:14:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1372, loss: 3.1372 +2025-05-28 15:17:46,867 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:13:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.1175, loss: 3.1175 +2025-05-28 15:18:29,873 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:12:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1805, loss: 3.1805 +2025-05-28 15:19:12,808 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:12:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1797, loss: 3.1797 +2025-05-28 15:19:55,826 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:11:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 3.2092, loss: 3.2092 +2025-05-28 15:20:38,797 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:10:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.1546, loss: 3.1546 +2025-05-28 15:21:21,724 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:09:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2317, loss: 3.2317 +2025-05-28 15:22:04,570 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:08:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.1065, loss: 3.1065 +2025-05-28 15:22:47,499 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:07:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.2437, loss: 3.2437 +2025-05-28 15:23:30,432 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:06:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2280, loss: 3.2280 +2025-05-28 15:24:13,209 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:06:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2022, loss: 3.2022 +2025-05-28 15:24:56,107 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:05:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2440, loss: 3.2440 +2025-05-28 15:25:39,019 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:04:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.2743, loss: 3.2743 +2025-05-28 15:26:21,937 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:03:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.2268, loss: 3.2268 +2025-05-28 15:27:04,737 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:02:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.2373, loss: 3.2373 +2025-05-28 15:27:07,795 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-28 15:35:24,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:35:24,298 - pyskl - INFO - +top1_acc 0.8122 +top5_acc 0.9722 +2025-05-28 15:35:24,366 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_12.pth was removed +2025-05-28 15:35:25,380 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-05-28 15:35:25,381 - pyskl - INFO - Best top1_acc is 0.8122 at 15 epoch. +2025-05-28 15:35:25,384 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.8122, top5_acc: 0.9722 +2025-05-28 15:36:29,765 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:04:37, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 3.2233, loss: 3.2233 +2025-05-28 15:37:12,600 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:03:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1590, loss: 3.1590 +2025-05-28 15:37:55,336 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:02:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1684, loss: 3.1684 +2025-05-28 15:38:38,136 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:02:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.2922, loss: 3.2922 +2025-05-28 15:39:21,042 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:01:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1781, loss: 3.1781 +2025-05-28 15:40:04,153 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:00:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.1679, loss: 3.1679 +2025-05-28 15:40:47,230 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:59:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.1460, loss: 3.1460 +2025-05-28 15:41:30,121 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:58:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.1435, loss: 3.1435 +2025-05-28 15:42:12,900 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:57:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.0620, loss: 3.0620 +2025-05-28 15:42:55,695 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:56:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.1281, loss: 3.1281 +2025-05-28 15:43:38,521 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:56:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.1490, loss: 3.1490 +2025-05-28 15:44:21,366 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:55:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.2336, loss: 3.2336 +2025-05-28 15:45:04,007 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:54:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.1534, loss: 3.1534 +2025-05-28 15:45:46,715 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:53:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.1685, loss: 3.1685 +2025-05-28 15:46:29,480 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:52:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.1849, loss: 3.1849 +2025-05-28 15:47:12,305 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:51:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1960, loss: 3.1960 +2025-05-28 15:47:55,085 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:50:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.2478, loss: 3.2478 +2025-05-28 15:48:37,995 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:50:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.1367, loss: 3.1367 +2025-05-28 15:49:21,082 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.2307, loss: 3.2307 +2025-05-28 15:50:04,042 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.1394, loss: 3.1394 +2025-05-28 15:50:47,016 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:47:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.2408, loss: 3.2408 +2025-05-28 15:51:30,038 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:46:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.2552, loss: 3.2552 +2025-05-28 15:52:12,891 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:45:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.2941, loss: 3.2941 +2025-05-28 15:52:55,772 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:45:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.2445, loss: 3.2445 +2025-05-28 15:53:38,606 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:44:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.1629, loss: 3.1629 +2025-05-28 15:53:41,662 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-28 15:54:57,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 15:54:57,985 - pyskl - INFO - +top1_acc 0.7693 +top5_acc 0.9621 +2025-05-28 15:54:57,987 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7693, top5_acc: 0.9621 +2025-05-28 15:56:01,864 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:45:56, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0122, loss: 3.0122 +2025-05-28 15:56:44,715 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:45:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.1222, loss: 3.1222 +2025-05-28 15:57:27,616 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:44:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.0641, loss: 3.0641 +2025-05-28 15:58:10,530 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:43:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.1108, loss: 3.1108 +2025-05-28 15:58:53,699 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:42:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.2116, loss: 3.2116 +2025-05-28 15:59:36,809 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:41:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.3041, loss: 3.3041 +2025-05-28 16:00:19,849 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:40:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1226, loss: 3.1226 +2025-05-28 16:01:02,827 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:40:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1702, loss: 3.1702 +2025-05-28 16:01:45,734 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:39:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.0548, loss: 3.0548 +2025-05-28 16:02:28,574 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.2050, loss: 3.2050 +2025-05-28 16:03:11,505 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:37:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.2250, loss: 3.2250 +2025-05-28 16:03:54,436 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:36:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.1590, loss: 3.1590 +2025-05-28 16:04:37,241 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:35:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.1442, loss: 3.1442 +2025-05-28 16:05:20,225 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:35:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.2585, loss: 3.2585 +2025-05-28 16:06:03,181 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:34:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 3.0691, loss: 3.0691 +2025-05-28 16:06:46,085 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:33:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.1726, loss: 3.1726 +2025-05-28 16:07:28,931 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:32:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1198, loss: 3.1198 +2025-05-28 16:08:11,901 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:31:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.1158, loss: 3.1158 +2025-05-28 16:08:54,999 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:31:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.1462, loss: 3.1462 +2025-05-28 16:09:38,022 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:30:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.1479, loss: 3.1479 +2025-05-28 16:10:20,991 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:29:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.1267, loss: 3.1267 +2025-05-28 16:11:03,837 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:28:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.0582, loss: 3.0582 +2025-05-28 16:11:46,721 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:27:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9844, loss_cls: 3.1220, loss: 3.1220 +2025-05-28 16:12:29,583 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:26:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.2203, loss: 3.2203 +2025-05-28 16:13:12,471 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:26:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 3.2021, loss: 3.2021 +2025-05-28 16:13:15,482 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-28 16:14:31,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:14:31,888 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9729 +2025-05-28 16:14:31,961 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_15.pth was removed +2025-05-28 16:14:32,969 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-28 16:14:32,970 - pyskl - INFO - Best top1_acc is 0.8168 at 17 epoch. +2025-05-28 16:14:32,972 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.8168, top5_acc: 0.9729 +2025-05-28 16:15:37,380 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:27:36, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.2179, loss: 3.2179 +2025-05-28 16:16:20,063 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:26:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0235, loss: 3.0235 +2025-05-28 16:17:02,930 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:25:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 3.0217, loss: 3.0217 +2025-05-28 16:17:45,720 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:25:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.1989, loss: 3.1989 +2025-05-28 16:18:28,687 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:24:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.0488, loss: 3.0488 +2025-05-28 16:19:11,663 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:23:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.1372, loss: 3.1372 +2025-05-28 16:19:54,815 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:22:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.1630, loss: 3.1630 +2025-05-28 16:20:37,703 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.0583, loss: 3.0583 +2025-05-28 16:21:20,638 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:20:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 3.0777, loss: 3.0777 +2025-05-28 16:22:03,590 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:20:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.1510, loss: 3.1510 +2025-05-28 16:22:46,482 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:19:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0773, loss: 3.0773 +2025-05-28 16:23:29,443 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1140, loss: 3.1140 +2025-05-28 16:24:12,390 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:17:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 3.1173, loss: 3.1173 +2025-05-28 16:24:55,261 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:16:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.9963, loss: 2.9963 +2025-05-28 16:25:38,243 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:16:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.0170, loss: 3.0170 +2025-05-28 16:26:21,165 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:15:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.2509, loss: 3.2509 +2025-05-28 16:27:04,047 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:14:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2106, loss: 3.2106 +2025-05-28 16:27:46,942 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:13:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1194, loss: 3.1194 +2025-05-28 16:28:29,874 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:12:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.1123, loss: 3.1123 +2025-05-28 16:29:12,746 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:11:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.2235, loss: 3.2235 +2025-05-28 16:29:55,818 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:11:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.1629, loss: 3.1629 +2025-05-28 16:30:38,871 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:10:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1943, loss: 3.1943 +2025-05-28 16:31:21,809 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:09:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1327, loss: 3.1327 +2025-05-28 16:32:04,823 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:08:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 3.2565, loss: 3.2565 +2025-05-28 16:32:47,671 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:07:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1302, loss: 3.1302 +2025-05-28 16:32:50,802 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-28 16:34:07,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:34:07,296 - pyskl - INFO - +top1_acc 0.8232 +top5_acc 0.9700 +2025-05-28 16:34:07,359 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_17.pth was removed +2025-05-28 16:34:08,425 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-28 16:34:08,426 - pyskl - INFO - Best top1_acc is 0.8232 at 18 epoch. +2025-05-28 16:34:08,428 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.8232, top5_acc: 0.9700 +2025-05-28 16:35:12,754 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:09:14, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9188, loss: 2.9188 +2025-05-28 16:35:55,733 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:08:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.1123, loss: 3.1123 +2025-05-28 16:36:38,557 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:07:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.0614, loss: 3.0614 +2025-05-28 16:37:21,402 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:06:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.2048, loss: 3.2048 +2025-05-28 16:38:04,218 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:05:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.0112, loss: 3.0112 +2025-05-28 16:38:47,170 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:05:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0768, loss: 3.0768 +2025-05-28 16:39:30,114 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:04:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.1508, loss: 3.1508 +2025-05-28 16:40:13,041 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:03:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.0503, loss: 3.0503 +2025-05-28 16:40:55,934 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:02:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.1041, loss: 3.1041 +2025-05-28 16:41:38,782 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.2045, loss: 3.2045 +2025-05-28 16:42:21,626 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:00:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.0244, loss: 3.0244 +2025-05-28 16:43:04,485 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:00:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1354, loss: 3.1354 +2025-05-28 16:43:47,297 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:59:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.2173, loss: 3.2173 +2025-05-28 16:44:30,073 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:58:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.1224, loss: 3.1224 +2025-05-28 16:45:12,898 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:57:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 3.1722, loss: 3.1722 +2025-05-28 16:45:55,739 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:56:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 3.1083, loss: 3.1083 +2025-05-28 16:46:38,571 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:55:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0785, loss: 3.0785 +2025-05-28 16:47:21,499 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:55:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 3.0191, loss: 3.0191 +2025-05-28 16:48:04,335 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9850, loss_cls: 3.0363, loss: 3.0363 +2025-05-28 16:48:47,413 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:53:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.1030, loss: 3.1030 +2025-05-28 16:49:30,545 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:52:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.0250, loss: 3.0250 +2025-05-28 16:50:13,595 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:51:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.1691, loss: 3.1691 +2025-05-28 16:50:56,494 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:51:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1846, loss: 3.1846 +2025-05-28 16:51:39,411 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:50:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.1009, loss: 3.1009 +2025-05-28 16:52:22,310 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:49:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0737, loss: 3.0737 +2025-05-28 16:52:25,350 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-28 16:53:41,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 16:53:41,630 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9689 +2025-05-28 16:53:41,633 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7893, top5_acc: 0.9689 +2025-05-28 16:54:45,611 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:50:46, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 3.0622, loss: 3.0622 +2025-05-28 16:55:28,712 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:49:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1449, loss: 3.1449 +2025-05-28 16:56:12,086 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:49:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.0140, loss: 3.0140 +2025-05-28 16:56:55,050 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:48:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0782, loss: 3.0782 +2025-05-28 16:57:37,850 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:47:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.1139, loss: 3.1139 +2025-05-28 16:58:20,831 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:46:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 16:59:03,722 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:45:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1289, loss: 3.1289 +2025-05-28 16:59:46,661 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:45:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.0775, loss: 3.0775 +2025-05-28 17:00:29,630 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:44:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.0471, loss: 3.0471 +2025-05-28 17:01:12,622 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:43:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 3.0865, loss: 3.0865 +2025-05-28 17:01:55,523 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:42:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.0913, loss: 3.0913 +2025-05-28 17:02:38,542 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.9864, loss: 2.9864 +2025-05-28 17:03:21,409 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:41:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 3.3141, loss: 3.3141 +2025-05-28 17:04:04,382 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:40:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.1335, loss: 3.1335 +2025-05-28 17:04:47,374 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:39:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9387, loss: 2.9387 +2025-05-28 17:05:30,245 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:38:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.1266, loss: 3.1266 +2025-05-28 17:06:13,048 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:37:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.0258, loss: 3.0258 +2025-05-28 17:06:55,815 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:36:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2497, loss: 3.2497 +2025-05-28 17:07:38,703 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:36:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.1352, loss: 3.1352 +2025-05-28 17:08:21,529 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:35:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.0841, loss: 3.0841 +2025-05-28 17:09:04,387 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:34:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.1802, loss: 3.1802 +2025-05-28 17:09:47,339 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:33:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.0980, loss: 3.0980 +2025-05-28 17:10:30,302 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:32:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.1171, loss: 3.1171 +2025-05-28 17:11:13,261 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:32:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.1950, loss: 3.1950 +2025-05-28 17:11:56,174 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:31:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.2643, loss: 3.2643 +2025-05-28 17:11:59,295 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-28 17:20:20,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:20:20,322 - pyskl - INFO - +top1_acc 0.7931 +top5_acc 0.9665 +2025-05-28 17:20:20,324 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7931, top5_acc: 0.9665 +2025-05-28 17:21:24,355 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:32:25, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0783, loss: 3.0783 +2025-05-28 17:22:07,117 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:31:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.1844, loss: 3.1844 +2025-05-28 17:22:49,857 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:30:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0586, loss: 3.0586 +2025-05-28 17:23:32,606 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:29:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 3.0932, loss: 3.0932 +2025-05-28 17:24:15,413 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1315, loss: 3.1315 +2025-05-28 17:24:58,202 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:28:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0571, loss: 3.0571 +2025-05-28 17:25:41,041 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1262, loss: 3.1262 +2025-05-28 17:26:23,934 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:26:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9770, loss: 2.9770 +2025-05-28 17:27:06,968 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:25:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0591, loss: 3.0591 +2025-05-28 17:27:49,988 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:25:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.1152, loss: 3.1152 +2025-05-28 17:28:33,009 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:24:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.1099, loss: 3.1099 +2025-05-28 17:29:16,109 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:23:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1885, loss: 3.1885 +2025-05-28 17:29:59,066 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:22:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1380, loss: 3.1380 +2025-05-28 17:30:41,922 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:21:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.1806, loss: 3.1806 +2025-05-28 17:31:24,722 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:21:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.9878, loss: 2.9878 +2025-05-28 17:32:07,650 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:20:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1356, loss: 3.1356 +2025-05-28 17:32:50,605 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:19:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0742, loss: 3.0742 +2025-05-28 17:33:33,585 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:18:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.0093, loss: 3.0093 +2025-05-28 17:34:16,573 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:17:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0920, loss: 3.0920 +2025-05-28 17:34:59,569 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:17:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.1185, loss: 3.1185 +2025-05-28 17:35:42,427 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:16:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0757, loss: 3.0757 +2025-05-28 17:36:25,321 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:15:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0278, loss: 3.0278 +2025-05-28 17:37:08,309 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:14:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1488, loss: 3.1488 +2025-05-28 17:37:51,345 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:13:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.0655, loss: 3.0655 +2025-05-28 17:38:34,302 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:12:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.1149, loss: 3.1149 +2025-05-28 17:38:37,346 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-28 17:39:53,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:39:53,987 - pyskl - INFO - +top1_acc 0.7831 +top5_acc 0.9615 +2025-05-28 17:39:53,990 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7831, top5_acc: 0.9615 +2025-05-28 17:40:58,042 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:14:02, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9201, loss: 2.9201 +2025-05-28 17:41:40,910 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:13:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 2.9730, loss: 2.9730 +2025-05-28 17:42:23,765 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:12:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0680, loss: 3.0680 +2025-05-28 17:43:06,606 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:11:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0192, loss: 3.0192 +2025-05-28 17:43:49,543 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:10:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.0138, loss: 3.0138 +2025-05-28 17:44:32,493 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:09:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.0235, loss: 3.0235 +2025-05-28 17:45:15,411 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:09:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0789, loss: 3.0789 +2025-05-28 17:45:58,466 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:08:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0722, loss: 3.0722 +2025-05-28 17:46:41,507 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:07:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0983, loss: 3.0983 +2025-05-28 17:47:24,400 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:06:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0344, loss: 3.0344 +2025-05-28 17:48:07,317 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1286, loss: 3.1286 +2025-05-28 17:48:50,126 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:05:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2010, loss: 3.2010 +2025-05-28 17:49:33,034 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:04:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.1147, loss: 3.1147 +2025-05-28 17:50:15,937 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:03:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.0339, loss: 3.0339 +2025-05-28 17:50:58,855 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:02:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.9906, loss: 2.9906 +2025-05-28 17:51:41,773 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:01:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.0466, loss: 3.0466 +2025-05-28 17:52:24,726 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:01:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0530, loss: 3.0530 +2025-05-28 17:53:07,583 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:00:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.1093, loss: 3.1093 +2025-05-28 17:53:50,475 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 3.0168, loss: 3.0168 +2025-05-28 17:54:33,295 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:58:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0412, loss: 3.0412 +2025-05-28 17:55:16,260 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:57:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.1933, loss: 3.1933 +2025-05-28 17:55:59,159 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:57:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.1592, loss: 3.1592 +2025-05-28 17:56:42,083 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:56:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0567, loss: 3.0567 +2025-05-28 17:57:24,951 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:55:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.1165, loss: 3.1165 +2025-05-28 17:58:07,878 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:54:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 3.1503, loss: 3.1503 +2025-05-28 17:58:10,961 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-28 17:59:27,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 17:59:27,573 - pyskl - INFO - +top1_acc 0.7988 +top5_acc 0.9702 +2025-05-28 17:59:27,576 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7988, top5_acc: 0.9702 +2025-05-28 18:00:31,378 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:55:37, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.9950, loss: 2.9950 +2025-05-28 18:01:14,291 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:54:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9726, loss: 2.9726 +2025-05-28 18:01:57,171 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:54:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0337, loss: 3.0337 +2025-05-28 18:02:40,089 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:53:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.9853, loss: 2.9853 +2025-05-28 18:03:23,015 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:52:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9923, loss: 2.9923 +2025-05-28 18:04:05,998 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:51:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.0560, loss: 3.0560 +2025-05-28 18:04:48,961 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:50:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 18:05:31,926 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:50:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0087, loss: 3.0087 +2025-05-28 18:06:14,980 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:49:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.9614, loss: 2.9614 +2025-05-28 18:06:57,998 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.9998, loss: 2.9998 +2025-05-28 18:07:41,005 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:47:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.0234, loss: 3.0234 +2025-05-28 18:08:23,923 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:46:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 3.1315, loss: 3.1315 +2025-05-28 18:09:06,826 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:46:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.0098, loss: 3.0098 +2025-05-28 18:09:49,812 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:45:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.0178, loss: 3.0178 +2025-05-28 18:10:32,721 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:44:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0171, loss: 3.0171 +2025-05-28 18:11:15,723 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:43:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0168, loss: 3.0168 +2025-05-28 18:11:58,611 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:42:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.9596, loss: 2.9596 +2025-05-28 18:12:41,470 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:42:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 2.9631, loss: 2.9631 +2025-05-28 18:13:24,363 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:41:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0970, loss: 3.0970 +2025-05-28 18:14:07,260 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:40:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.0271, loss: 3.0271 +2025-05-28 18:14:50,170 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:39:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0964, loss: 3.0964 +2025-05-28 18:15:33,056 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:38:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.1009, loss: 3.1009 +2025-05-28 18:16:15,987 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:38:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.1500, loss: 3.1500 +2025-05-28 18:16:59,172 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:37:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.0865, loss: 3.0865 +2025-05-28 18:17:42,354 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:36:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.1476, loss: 3.1476 +2025-05-28 18:17:45,381 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-28 18:19:01,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:19:01,850 - pyskl - INFO - +top1_acc 0.8016 +top5_acc 0.9713 +2025-05-28 18:19:01,852 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8016, top5_acc: 0.9713 +2025-05-28 18:20:05,978 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:37:22, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8982, loss: 2.8982 +2025-05-28 18:20:48,942 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:36:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.0589, loss: 3.0589 +2025-05-28 18:21:31,737 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:35:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 2.9678, loss: 2.9678 +2025-05-28 18:22:14,581 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:34:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0624, loss: 3.0624 +2025-05-28 18:22:57,391 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:34:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.0681, loss: 3.0681 +2025-05-28 18:23:40,301 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:33:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.0729, loss: 3.0729 +2025-05-28 18:24:23,057 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:32:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0281, loss: 3.0281 +2025-05-28 18:25:06,030 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:31:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.9173, loss: 2.9173 +2025-05-28 18:25:49,131 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:30:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1041, loss: 3.1041 +2025-05-28 18:26:32,012 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:30:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.0462, loss: 3.0462 +2025-05-28 18:27:14,834 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:29:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 2.9700, loss: 2.9700 +2025-05-28 18:27:57,621 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:28:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0047, loss: 3.0047 +2025-05-28 18:28:40,352 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:27:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.9153, loss: 2.9153 +2025-05-28 18:29:23,101 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:26:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.1791, loss: 3.1791 +2025-05-28 18:30:05,926 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.0087, loss: 3.0087 +2025-05-28 18:30:48,819 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0579, loss: 3.0579 +2025-05-28 18:31:31,641 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:24:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 3.0709, loss: 3.0709 +2025-05-28 18:32:14,477 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:23:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1114, loss: 3.1114 +2025-05-28 18:32:57,183 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:22:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.0133, loss: 3.0133 +2025-05-28 18:33:39,932 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:22:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9712, loss: 2.9712 +2025-05-28 18:34:22,801 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:21:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.0335, loss: 3.0335 +2025-05-28 18:35:05,665 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:20:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0384, loss: 3.0384 +2025-05-28 18:35:48,429 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:19:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.0626, loss: 3.0626 +2025-05-28 18:36:31,209 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:18:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.1943, loss: 3.1943 +2025-05-28 18:37:14,044 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:18:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 2.9463, loss: 2.9463 +2025-05-28 18:37:17,078 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-28 18:38:33,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 18:38:33,566 - pyskl - INFO - +top1_acc 0.8111 +top5_acc 0.9692 +2025-05-28 18:38:33,569 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8111, top5_acc: 0.9692 +2025-05-28 18:39:37,621 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:18:50, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9268, loss: 2.9268 +2025-05-28 18:40:20,365 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 3.0364, loss: 3.0364 +2025-05-28 18:41:03,254 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:17:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.9370, loss: 2.9370 +2025-05-28 18:41:46,126 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:16:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 3.0192, loss: 3.0192 +2025-05-28 18:42:29,123 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:15:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.9742, loss: 2.9742 +2025-05-28 18:43:12,050 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:14:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.0768, loss: 3.0768 +2025-05-28 18:43:54,973 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:14:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 3.0050, loss: 3.0050 +2025-05-28 18:44:37,975 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:13:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.9865, loss: 2.9865 +2025-05-28 18:45:20,965 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:12:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0762, loss: 3.0762 +2025-05-28 18:46:03,942 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:11:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.9217, loss: 2.9217 +2025-05-28 18:46:46,929 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:10:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.0446, loss: 3.0446 +2025-05-28 18:47:29,882 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:10:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0302, loss: 3.0302 +2025-05-28 18:48:12,791 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:09:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9707, loss: 2.9707 +2025-05-28 18:48:55,550 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:08:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.0819, loss: 3.0819 +2025-05-28 18:49:38,527 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:07:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.0158, loss: 3.0158 +2025-05-28 18:50:21,478 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:06:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9704, loss: 2.9704 +2025-05-28 18:51:04,450 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:06:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.9193, loss: 2.9193 +2025-05-28 18:51:47,431 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:05:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.9290, loss: 2.9290 +2025-05-28 18:52:30,507 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0514, loss: 3.0514 +2025-05-28 18:53:13,313 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:03:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0872, loss: 3.0872 +2025-05-28 18:53:56,157 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:02:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0028, loss: 3.0028 +2025-05-28 18:54:39,024 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:02:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.0216, loss: 3.0216 +2025-05-28 18:55:21,894 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9710, loss: 2.9710 +2025-05-28 18:56:04,747 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:00:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9369, loss: 2.9369 +2025-05-28 18:56:47,557 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:59:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9452, loss: 2.9452 +2025-05-28 18:56:50,581 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-28 19:05:13,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:05:13,322 - pyskl - INFO - +top1_acc 0.8239 +top5_acc 0.9758 +2025-05-28 19:05:13,377 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_18.pth was removed +2025-05-28 19:05:14,384 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-05-28 19:05:14,385 - pyskl - INFO - Best top1_acc is 0.8239 at 25 epoch. +2025-05-28 19:05:14,387 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8239, top5_acc: 0.9758 +2025-05-28 19:06:18,457 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:00:30, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.9114, loss: 2.9114 +2025-05-28 19:07:01,251 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:59:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0356, loss: 3.0356 +2025-05-28 19:07:43,995 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:58:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9396, loss: 2.9396 +2025-05-28 19:08:26,709 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:58:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9282, loss: 2.9282 +2025-05-28 19:09:09,451 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:57:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0088, loss: 3.0088 +2025-05-28 19:09:52,038 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:56:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 2.9992, loss: 2.9992 +2025-05-28 19:10:34,761 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:55:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.0783, loss: 3.0783 +2025-05-28 19:11:17,417 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:54:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0391, loss: 3.0391 +2025-05-28 19:12:00,112 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:54:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.9466, loss: 2.9466 +2025-05-28 19:12:42,917 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9091, loss: 2.9091 +2025-05-28 19:13:25,814 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:52:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9929, loss: 2.9929 +2025-05-28 19:14:08,753 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:51:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0583, loss: 3.0583 +2025-05-28 19:14:51,655 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:50:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.9113, loss: 2.9113 +2025-05-28 19:15:34,496 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:50:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.0863, loss: 3.0863 +2025-05-28 19:16:17,518 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:49:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9448, loss: 2.9448 +2025-05-28 19:17:00,446 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:48:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.8128, loss: 2.8128 +2025-05-28 19:17:43,363 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:47:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 3.0714, loss: 3.0714 +2025-05-28 19:18:26,368 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:46:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.9882, loss: 2.9882 +2025-05-28 19:19:09,277 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:46:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.9720, loss: 2.9720 +2025-05-28 19:19:52,156 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:45:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.0060, loss: 3.0060 +2025-05-28 19:20:34,963 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:44:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 3.0320, loss: 3.0320 +2025-05-28 19:21:17,849 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0007, loss: 3.0007 +2025-05-28 19:22:00,678 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:42:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0100, loss: 3.0100 +2025-05-28 19:22:43,521 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:42:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0181, loss: 3.0181 +2025-05-28 19:23:26,387 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:41:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9026, loss: 2.9026 +2025-05-28 19:23:29,424 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-28 19:24:45,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:24:45,628 - pyskl - INFO - +top1_acc 0.7937 +top5_acc 0.9666 +2025-05-28 19:24:45,630 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7937, top5_acc: 0.9666 +2025-05-28 19:25:50,041 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:42:02, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9913, loss: 2.9913 +2025-05-28 19:26:33,086 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0726, loss: 3.0726 +2025-05-28 19:27:16,172 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:40:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1551, loss: 3.1551 +2025-05-28 19:27:59,255 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:39:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.9089, loss: 2.9089 +2025-05-28 19:28:42,271 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:38:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.8398, loss: 2.8398 +2025-05-28 19:29:25,310 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:38:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.9805, loss: 2.9805 +2025-05-28 19:30:08,373 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:37:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8891, loss: 2.8891 +2025-05-28 19:30:51,339 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:36:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9108, loss: 2.9108 +2025-05-28 19:31:34,344 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:35:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9823, loss: 2.9823 +2025-05-28 19:32:17,398 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:35:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9998, loss: 2.9998 +2025-05-28 19:33:00,456 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:34:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9599, loss: 2.9599 +2025-05-28 19:33:43,466 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:33:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.8592, loss: 2.8592 +2025-05-28 19:34:26,474 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:32:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0000, loss: 3.0000 +2025-05-28 19:35:09,501 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:31:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9349, loss: 2.9349 +2025-05-28 19:35:52,467 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:31:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 3.0293, loss: 3.0293 +2025-05-28 19:36:35,485 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:30:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0426, loss: 3.0426 +2025-05-28 19:37:18,514 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:29:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.0622, loss: 3.0622 +2025-05-28 19:38:01,406 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:28:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.9443, loss: 2.9443 +2025-05-28 19:38:44,355 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:28:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.9793, loss: 2.9793 +2025-05-28 19:39:27,464 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:27:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.9858, loss: 2.9858 +2025-05-28 19:40:10,469 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0381, loss: 3.0381 +2025-05-28 19:40:53,470 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:25:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.0130, loss: 3.0130 +2025-05-28 19:41:36,514 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:24:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.0727, loss: 3.0727 +2025-05-28 19:42:19,631 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:24:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0279, loss: 3.0279 +2025-05-28 19:43:02,562 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:23:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.9917, loss: 2.9917 +2025-05-28 19:43:05,930 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-28 19:44:22,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 19:44:22,421 - pyskl - INFO - +top1_acc 0.8028 +top5_acc 0.9682 +2025-05-28 19:44:22,424 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8028, top5_acc: 0.9682 +2025-05-28 19:45:26,709 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:23:56, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8473, loss: 2.8473 +2025-05-28 19:46:09,450 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:23:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8345, loss: 2.8345 +2025-05-28 19:46:52,225 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:22:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.0059, loss: 3.0059 +2025-05-28 19:47:35,121 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:21:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8402, loss: 2.8402 +2025-05-28 19:48:17,973 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:20:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8298, loss: 2.8298 +2025-05-28 19:49:00,839 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:19:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 3.0564, loss: 3.0564 +2025-05-28 19:49:43,619 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:19:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9875, loss_cls: 2.9553, loss: 2.9553 +2025-05-28 19:50:26,311 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:18:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9882, loss: 2.9882 +2025-05-28 19:51:09,081 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:17:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9210, loss: 2.9210 +2025-05-28 19:51:51,975 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:16:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.0445, loss: 3.0445 +2025-05-28 19:52:34,897 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:16:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 2.9745, loss: 2.9745 +2025-05-28 19:53:17,778 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:15:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1186, loss: 3.1186 +2025-05-28 19:54:00,550 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:14:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9700, loss_cls: 2.9831, loss: 2.9831 +2025-05-28 19:54:43,331 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:13:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.9872, loss: 2.9872 +2025-05-28 19:55:26,171 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9022, loss: 2.9022 +2025-05-28 19:56:08,965 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:12:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0173, loss: 3.0173 +2025-05-28 19:56:51,831 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:11:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9629, loss: 2.9629 +2025-05-28 19:57:34,648 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:10:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 2.9839, loss: 2.9839 +2025-05-28 19:58:17,405 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:09:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0634, loss: 3.0634 +2025-05-28 19:59:00,347 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:08:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.0481, loss: 3.0481 +2025-05-28 19:59:43,174 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:08:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8904, loss: 2.8904 +2025-05-28 20:00:25,986 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:07:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0521, loss: 3.0521 +2025-05-28 20:01:08,681 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:06:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 2.9838, loss: 2.9838 +2025-05-28 20:01:51,454 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:05:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9092, loss: 2.9092 +2025-05-28 20:02:34,172 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:04:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.9133, loss: 2.9133 +2025-05-28 20:02:37,213 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-28 20:03:53,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:03:53,257 - pyskl - INFO - +top1_acc 0.8123 +top5_acc 0.9739 +2025-05-28 20:03:53,259 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8123, top5_acc: 0.9739 +2025-05-28 20:04:57,324 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:05:26, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.8741, loss: 2.8741 +2025-05-28 20:05:40,229 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:04:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9079, loss: 2.9079 +2025-05-28 20:06:23,190 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:03:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9280, loss: 2.9280 +2025-05-28 20:07:06,046 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:03:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.9258, loss: 2.9258 +2025-05-28 20:07:48,906 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:02:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8903, loss: 2.8903 +2025-05-28 20:08:31,895 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:01:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.9999, loss: 2.9999 +2025-05-28 20:09:14,871 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:00:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.9576, loss: 2.9576 +2025-05-28 20:09:57,763 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:59:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9633, loss: 2.9633 +2025-05-28 20:10:40,686 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:59:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8527, loss: 2.8527 +2025-05-28 20:11:23,663 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:58:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 3.0217, loss: 3.0217 +2025-05-28 20:12:06,658 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:57:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9731, loss_cls: 2.9845, loss: 2.9845 +2025-05-28 20:12:49,653 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:56:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 3.0147, loss: 3.0147 +2025-05-28 20:13:32,613 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:56:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.9699, loss: 2.9699 +2025-05-28 20:14:15,606 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:55:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8874, loss: 2.8874 +2025-05-28 20:14:58,413 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.8619, loss: 2.8619 +2025-05-28 20:15:41,146 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:53:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9861, loss: 2.9861 +2025-05-28 20:16:23,982 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:52:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0164, loss: 3.0164 +2025-05-28 20:17:06,822 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:52:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 3.0774, loss: 3.0774 +2025-05-28 20:17:49,643 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:51:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 3.0720, loss: 3.0720 +2025-05-28 20:18:32,502 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:50:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9862, loss_cls: 2.8993, loss: 2.8993 +2025-05-28 20:19:15,322 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:49:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8125, loss: 2.8125 +2025-05-28 20:19:58,351 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:49:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.9323, loss: 2.9323 +2025-05-28 20:20:41,461 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:48:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 2.9363, loss: 2.9363 +2025-05-28 20:21:24,386 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:47:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9751, loss: 2.9751 +2025-05-28 20:22:07,397 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:46:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0899, loss: 3.0899 +2025-05-28 20:22:10,446 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-28 20:23:26,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:23:26,333 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9716 +2025-05-28 20:23:26,336 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8196, top5_acc: 0.9716 +2025-05-28 20:24:30,608 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:47:09, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9223, loss: 2.9223 +2025-05-28 20:25:13,633 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:46:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 2.8738, loss: 2.8738 +2025-05-28 20:25:56,609 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.8798, loss: 2.8798 +2025-05-28 20:26:39,537 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:44:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.8432, loss: 2.8432 +2025-05-28 20:27:22,494 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.0382, loss: 3.0382 +2025-05-28 20:28:05,670 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:43:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.9133, loss: 2.9133 +2025-05-28 20:28:48,524 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:42:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.9545, loss: 2.9545 +2025-05-28 20:29:31,334 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:41:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.7837, loss: 2.7837 +2025-05-28 20:30:14,264 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:40:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.9754, loss: 2.9754 +2025-05-28 20:30:57,066 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:40:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8813, loss: 2.8813 +2025-05-28 20:31:39,915 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:39:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8779, loss: 2.8779 +2025-05-28 20:32:22,801 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:38:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.0308, loss: 3.0308 +2025-05-28 20:33:05,908 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8111, loss: 2.8111 +2025-05-28 20:33:48,745 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:37:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.9737, loss: 2.9737 +2025-05-28 20:34:31,454 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:36:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.9137, loss: 2.9137 +2025-05-28 20:35:14,179 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:35:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0057, loss: 3.0057 +2025-05-28 20:35:56,941 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:34:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8193, loss: 2.8193 +2025-05-28 20:36:39,722 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:33:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9518, loss: 2.9518 +2025-05-28 20:37:22,529 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:33:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.9498, loss: 2.9498 +2025-05-28 20:38:05,337 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:32:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0084, loss: 3.0084 +2025-05-28 20:38:48,093 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:31:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0020, loss: 3.0020 +2025-05-28 20:39:30,931 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:30:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.9782, loss: 2.9782 +2025-05-28 20:40:13,752 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:29:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.9600, loss: 2.9600 +2025-05-28 20:40:56,499 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:29:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9759, loss: 2.9759 +2025-05-28 20:41:39,386 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:28:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.0584, loss: 3.0584 +2025-05-28 20:41:42,386 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-28 20:50:03,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 20:50:04,034 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9707 +2025-05-28 20:50:04,036 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8179, top5_acc: 0.9707 +2025-05-28 20:51:08,335 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:28:47, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8972, loss: 2.8972 +2025-05-28 20:51:51,335 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:28:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8643, loss: 2.8643 +2025-05-28 20:52:34,098 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:27:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9442, loss: 2.9442 +2025-05-28 20:53:16,826 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:26:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9267, loss: 2.9267 +2025-05-28 20:53:59,592 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0015, loss: 3.0015 +2025-05-28 20:54:42,267 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:24:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.8142, loss: 2.8142 +2025-05-28 20:55:24,961 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8560, loss: 2.8560 +2025-05-28 20:56:07,637 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:23:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8587, loss: 2.8587 +2025-05-28 20:56:50,275 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:22:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8838, loss: 2.8838 +2025-05-28 20:57:32,972 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:21:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9520, loss: 2.9520 +2025-05-28 20:58:15,634 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:20:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9323, loss: 2.9323 +2025-05-28 20:58:58,457 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.9481, loss: 2.9481 +2025-05-28 20:59:41,250 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:19:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9831, loss: 2.9831 +2025-05-28 21:00:24,018 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:18:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 2.9980, loss: 2.9980 +2025-05-28 21:01:06,828 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:17:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9021, loss: 2.9021 +2025-05-28 21:01:49,537 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:16:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.0557, loss: 3.0557 +2025-05-28 21:02:32,238 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:16:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.0061, loss: 3.0061 +2025-05-28 21:03:14,989 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:15:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8917, loss: 2.8917 +2025-05-28 21:03:57,657 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:14:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8922, loss: 2.8922 +2025-05-28 21:04:40,437 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9278, loss: 2.9278 +2025-05-28 21:05:23,149 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:13:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 21:06:05,863 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:12:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9056, loss: 2.9056 +2025-05-28 21:06:48,630 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:11:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9924, loss: 2.9924 +2025-05-28 21:07:31,907 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:10:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9652, loss: 2.9652 +2025-05-28 21:08:14,766 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:09:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.9336, loss: 2.9336 +2025-05-28 21:08:17,777 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-28 21:09:33,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:09:34,061 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9665 +2025-05-28 21:09:34,063 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7940, top5_acc: 0.9665 +2025-05-28 21:10:38,169 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:10:16, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8389, loss: 2.8389 +2025-05-28 21:11:21,139 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:09:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9600, loss: 2.9600 +2025-05-28 21:12:03,970 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:08:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9245, loss: 2.9245 +2025-05-28 21:12:46,761 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:07:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8610, loss: 2.8610 +2025-05-28 21:13:29,490 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:07:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8289, loss: 2.8289 +2025-05-28 21:14:12,246 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:06:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.8666, loss: 2.8666 +2025-05-28 21:14:55,246 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:05:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8967, loss: 2.8967 +2025-05-28 21:15:38,234 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:04:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9905, loss: 2.9905 +2025-05-28 21:16:21,080 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:04:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.8255, loss: 2.8255 +2025-05-28 21:17:03,987 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.9745, loss: 2.9745 +2025-05-28 21:17:46,682 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:02:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9123, loss: 2.9123 +2025-05-28 21:18:29,747 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:01:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9155, loss: 2.9155 +2025-05-28 21:19:12,846 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:00:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.9303, loss: 2.9303 +2025-05-28 21:19:56,046 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:00:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8929, loss: 2.8929 +2025-05-28 21:20:39,006 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:59:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 2.9306, loss: 2.9306 +2025-05-28 21:21:21,820 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:58:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 2.9819, loss: 2.9819 +2025-05-28 21:22:04,542 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:57:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8569, loss: 2.8569 +2025-05-28 21:22:47,367 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8618, loss: 2.8618 +2025-05-28 21:23:30,183 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:56:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9679, loss: 2.9679 +2025-05-28 21:24:12,835 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:55:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.8442, loss: 2.8442 +2025-05-28 21:24:55,675 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:54:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9336, loss: 2.9336 +2025-05-28 21:25:38,500 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:53:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.0329, loss: 3.0329 +2025-05-28 21:26:21,090 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:53:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.8647, loss: 2.8647 +2025-05-28 21:27:03,541 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:52:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8767, loss: 2.8767 +2025-05-28 21:27:46,304 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:51:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8608, loss: 2.8608 +2025-05-28 21:27:49,316 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-28 21:29:05,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:29:05,709 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9720 +2025-05-28 21:29:05,764 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_25.pth was removed +2025-05-28 21:29:06,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2025-05-28 21:29:06,762 - pyskl - INFO - Best top1_acc is 0.8253 at 32 epoch. +2025-05-28 21:29:06,764 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8253, top5_acc: 0.9720 +2025-05-28 21:30:10,984 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:51:53, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7870, loss: 2.7870 +2025-05-28 21:30:54,028 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:51:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.9007, loss: 2.9007 +2025-05-28 21:31:37,098 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:50:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.8118, loss: 2.8118 +2025-05-28 21:32:20,129 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:49:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8597, loss: 2.8597 +2025-05-28 21:33:03,138 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:48:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9654, loss: 2.9654 +2025-05-28 21:33:46,071 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:48:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.8891, loss: 2.8891 +2025-05-28 21:34:29,058 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:47:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9674, loss: 2.9674 +2025-05-28 21:35:12,032 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:46:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.9126, loss: 2.9126 +2025-05-28 21:35:54,989 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:45:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8400, loss: 2.8400 +2025-05-28 21:36:38,011 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:44:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 2.9206, loss: 2.9206 +2025-05-28 21:37:20,883 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:44:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.8938, loss: 2.8938 +2025-05-28 21:38:03,917 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.8789, loss: 2.8789 +2025-05-28 21:38:46,914 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:42:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8019, loss: 2.8019 +2025-05-28 21:39:29,907 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:41:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.0426, loss: 3.0426 +2025-05-28 21:40:12,802 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:41:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9332, loss: 2.9332 +2025-05-28 21:40:55,591 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:40:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 3.0069, loss: 3.0069 +2025-05-28 21:41:38,546 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:39:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9892, loss: 2.9892 +2025-05-28 21:42:21,405 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9080, loss: 2.9080 +2025-05-28 21:43:04,258 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.8705, loss: 2.8705 +2025-05-28 21:43:47,055 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:37:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9516, loss: 2.9516 +2025-05-28 21:44:29,824 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:36:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 3.0300, loss: 3.0300 +2025-05-28 21:45:12,661 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:35:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.8985, loss: 2.8985 +2025-05-28 21:45:55,567 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8700, loss: 2.8700 +2025-05-28 21:46:38,403 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:34:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.8516, loss: 2.8516 +2025-05-28 21:47:21,231 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:33:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.8489, loss: 2.8489 +2025-05-28 21:47:24,287 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-28 21:48:40,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 21:48:40,653 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9731 +2025-05-28 21:48:40,656 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8180, top5_acc: 0.9731 +2025-05-28 21:49:44,834 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:33:38, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.7676, loss: 2.7676 +2025-05-28 21:50:27,670 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:32:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8938, loss: 2.8938 +2025-05-28 21:51:10,569 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:32:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.8487, loss: 2.8487 +2025-05-28 21:51:53,431 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:31:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8911, loss: 2.8911 +2025-05-28 21:52:36,416 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:30:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.8657, loss: 2.8657 +2025-05-28 21:53:19,317 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:29:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.9030, loss: 2.9030 +2025-05-28 21:54:02,115 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:28:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.8589, loss: 2.8589 +2025-05-28 21:54:45,126 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:28:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9499, loss: 2.9499 +2025-05-28 21:55:28,088 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:27:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8148, loss: 2.8148 +2025-05-28 21:56:11,075 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:26:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 21:56:53,922 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:25:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.8667, loss: 2.8667 +2025-05-28 21:57:36,917 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:25:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8669, loss: 2.8669 +2025-05-28 21:58:19,914 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:24:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9456, loss: 2.9456 +2025-05-28 21:59:02,837 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:23:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.9392, loss: 2.9392 +2025-05-28 21:59:45,657 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:22:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.9191, loss: 2.9191 +2025-05-28 22:00:28,506 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8983, loss: 2.8983 +2025-05-28 22:01:11,338 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.9054, loss: 2.9054 +2025-05-28 22:01:54,174 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:20:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8581, loss: 2.8581 +2025-05-28 22:02:37,022 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:19:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8612, loss: 2.8612 +2025-05-28 22:03:19,810 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:18:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9888, loss_cls: 2.9585, loss: 2.9585 +2025-05-28 22:04:02,602 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:18:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7280, loss: 2.7280 +2025-05-28 22:04:45,381 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:17:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.8399, loss: 2.8399 +2025-05-28 22:05:28,171 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:16:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.7522, loss: 2.7522 +2025-05-28 22:06:10,978 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:15:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 2.9880, loss: 2.9880 +2025-05-28 22:06:53,764 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:15:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8895, loss: 2.8895 +2025-05-28 22:06:56,795 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-28 22:08:13,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:08:13,121 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9697 +2025-05-28 22:08:13,123 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8020, top5_acc: 0.9697 +2025-05-28 22:09:17,249 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:15:19, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7752, loss: 2.7752 +2025-05-28 22:10:00,169 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:14:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.8824, loss: 2.8824 +2025-05-28 22:10:43,039 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:13:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.8216, loss: 2.8216 +2025-05-28 22:11:25,927 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:13:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.9105, loss: 2.9105 +2025-05-28 22:12:08,843 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:12:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.9512, loss: 2.9512 +2025-05-28 22:12:51,736 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:11:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8789, loss: 2.8789 +2025-05-28 22:13:34,706 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:10:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8770, loss: 2.8770 +2025-05-28 22:14:17,631 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:09:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9517, loss: 2.9517 +2025-05-28 22:15:00,491 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:09:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.9575, loss: 2.9575 +2025-05-28 22:15:43,469 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8562, loss: 2.8562 +2025-05-28 22:16:26,297 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:07:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.9221, loss: 2.9221 +2025-05-28 22:17:09,183 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:06:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 2.8566, loss: 2.8566 +2025-05-28 22:17:52,291 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:06:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8523, loss: 2.8523 +2025-05-28 22:18:35,513 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:05:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.8126, loss: 2.8126 +2025-05-28 22:19:18,422 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:04:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.9265, loss: 2.9265 +2025-05-28 22:20:01,375 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:03:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9504, loss: 2.9504 +2025-05-28 22:20:44,236 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:03:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.9331, loss: 2.9331 +2025-05-28 22:21:27,150 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:02:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.8901, loss: 2.8901 +2025-05-28 22:22:10,154 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:01:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9825, loss: 2.9825 +2025-05-28 22:22:52,917 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:00:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.8522, loss: 2.8522 +2025-05-28 22:23:35,670 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:59:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8990, loss: 2.8990 +2025-05-28 22:24:18,478 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:59:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.9710, loss: 2.9710 +2025-05-28 22:25:01,357 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:58:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 2.8359, loss: 2.8359 +2025-05-28 22:25:44,135 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:57:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.8239, loss: 2.8239 +2025-05-28 22:26:27,166 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:56:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8896, loss: 2.8896 +2025-05-28 22:26:30,306 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-28 22:35:19,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:35:19,959 - pyskl - INFO - +top1_acc 0.7751 +top5_acc 0.9546 +2025-05-28 22:35:19,961 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7751, top5_acc: 0.9546 +2025-05-28 22:36:24,070 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:57:02, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.8382, loss: 2.8382 +2025-05-28 22:37:07,190 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:56:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.8356, loss: 2.8356 +2025-05-28 22:37:50,135 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:55:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.8233, loss: 2.8233 +2025-05-28 22:38:32,827 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:54:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 2.7425, loss: 2.7425 +2025-05-28 22:39:15,482 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:53:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9501, loss: 2.9501 +2025-05-28 22:39:58,425 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:53:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8096, loss: 2.8096 +2025-05-28 22:40:41,091 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:52:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.9162, loss: 2.9162 +2025-05-28 22:41:23,785 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:51:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.8665, loss: 2.8665 +2025-05-28 22:42:06,417 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:50:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8737, loss: 2.8737 +2025-05-28 22:42:48,990 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:50:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8981, loss: 2.8981 +2025-05-28 22:43:31,667 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.8114, loss: 2.8114 +2025-05-28 22:44:14,466 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:48:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8471, loss: 2.8471 +2025-05-28 22:44:57,251 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:47:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0301, loss: 3.0301 +2025-05-28 22:45:40,109 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:46:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.9724, loss: 2.9724 +2025-05-28 22:46:22,954 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:46:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9096, loss: 2.9096 +2025-05-28 22:47:05,903 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:45:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.9351, loss: 2.9351 +2025-05-28 22:47:48,711 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:44:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8443, loss: 2.8443 +2025-05-28 22:48:31,437 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:43:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.8317, loss: 2.8317 +2025-05-28 22:49:14,203 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:43:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.0087, loss: 3.0087 +2025-05-28 22:49:56,969 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:42:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9922, loss: 2.9922 +2025-05-28 22:50:39,723 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:41:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 2.9638, loss: 2.9638 +2025-05-28 22:51:22,501 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:40:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.0184, loss: 3.0184 +2025-05-28 22:52:05,340 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:39:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9601, loss: 2.9601 +2025-05-28 22:52:48,303 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:39:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 2.8157, loss: 2.8157 +2025-05-28 22:53:31,059 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 2.7743, loss: 2.7743 +2025-05-28 22:53:34,077 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-28 22:54:50,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 22:54:50,394 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9737 +2025-05-28 22:54:50,449 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_32.pth was removed +2025-05-28 22:54:51,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2025-05-28 22:54:51,440 - pyskl - INFO - Best top1_acc is 0.8411 at 36 epoch. +2025-05-28 22:54:51,442 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8411, top5_acc: 0.9737 +2025-05-28 22:55:55,249 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:38:36, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.6778, loss: 2.6778 +2025-05-28 22:56:38,092 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:37:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.8563, loss: 2.8563 +2025-05-28 22:57:20,894 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8310, loss: 2.8310 +2025-05-28 22:58:03,717 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:36:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8981, loss: 2.8981 +2025-05-28 22:58:46,542 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:35:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7628, loss: 2.7628 +2025-05-28 22:59:29,265 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:34:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7681, loss: 2.7681 +2025-05-28 23:00:11,953 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:33:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.9406, loss: 2.9406 +2025-05-28 23:00:54,649 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:33:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8913, loss: 2.8913 +2025-05-28 23:01:37,397 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:32:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9755, loss: 2.9755 +2025-05-28 23:02:20,097 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:31:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7541, loss: 2.7541 +2025-05-28 23:03:02,845 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:30:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8067, loss: 2.8067 +2025-05-28 23:03:45,541 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8361, loss: 2.8361 +2025-05-28 23:04:28,401 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:29:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.8923, loss: 2.8923 +2025-05-28 23:05:11,303 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:28:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.8650, loss: 2.8650 +2025-05-28 23:05:54,045 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:27:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8804, loss: 2.8804 +2025-05-28 23:06:37,051 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:27:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7711, loss: 2.7711 +2025-05-28 23:07:19,882 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:26:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8719, loss: 2.8719 +2025-05-28 23:08:02,674 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:25:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8337, loss: 2.8337 +2025-05-28 23:08:45,455 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:24:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7797, loss: 2.7797 +2025-05-28 23:09:28,314 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:23:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8066, loss: 2.8066 +2025-05-28 23:10:11,108 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:23:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9862, loss_cls: 2.9667, loss: 2.9667 +2025-05-28 23:10:53,950 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:22:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9602, loss: 2.9602 +2025-05-28 23:11:36,757 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:21:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.8852, loss: 2.8852 +2025-05-28 23:12:19,563 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:20:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.8566, loss: 2.8566 +2025-05-28 23:13:02,354 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:20:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 2.8955, loss: 2.8955 +2025-05-28 23:13:05,421 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-28 23:14:21,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:14:21,501 - pyskl - INFO - +top1_acc 0.8193 +top5_acc 0.9705 +2025-05-28 23:14:21,503 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8193, top5_acc: 0.9705 +2025-05-28 23:15:25,301 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:20:11, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7853, loss: 2.7853 +2025-05-28 23:16:08,048 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:19:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7713, loss: 2.7713 +2025-05-28 23:16:50,837 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:18:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.6873, loss: 2.6873 +2025-05-28 23:17:33,619 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:17:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7993, loss: 2.7993 +2025-05-28 23:18:16,438 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:17:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7785, loss: 2.7785 +2025-05-28 23:18:59,163 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:16:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7783, loss: 2.7783 +2025-05-28 23:19:42,014 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:15:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8053, loss: 2.8053 +2025-05-28 23:20:24,890 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.8269, loss: 2.8269 +2025-05-28 23:21:07,809 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:14:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9381, loss: 2.9381 +2025-05-28 23:21:50,505 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:13:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8191, loss: 2.8191 +2025-05-28 23:22:33,267 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:12:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8722, loss: 2.8722 +2025-05-28 23:23:16,074 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:11:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.9403, loss: 2.9403 +2025-05-28 23:23:59,079 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:10:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.8789, loss: 2.8789 +2025-05-28 23:24:42,173 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:10:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.8812, loss: 2.8812 +2025-05-28 23:25:25,134 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:09:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7619, loss: 2.7619 +2025-05-28 23:26:08,136 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8626, loss: 2.8626 +2025-05-28 23:26:51,020 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:07:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8288, loss: 2.8288 +2025-05-28 23:27:33,810 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:07:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.8742, loss: 2.8742 +2025-05-28 23:28:16,678 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:06:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9524, loss: 2.9524 +2025-05-28 23:28:59,462 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:05:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.8855, loss: 2.8855 +2025-05-28 23:29:42,292 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:04:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8713, loss: 2.8713 +2025-05-28 23:30:25,046 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:04:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.9147, loss: 2.9147 +2025-05-28 23:31:07,856 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:03:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8359, loss: 2.8359 +2025-05-28 23:31:50,626 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:02:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 2.9522, loss: 2.9522 +2025-05-28 23:32:33,507 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:01:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.8737, loss: 2.8737 +2025-05-28 23:32:36,526 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-28 23:33:52,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:33:52,842 - pyskl - INFO - +top1_acc 0.8354 +top5_acc 0.9745 +2025-05-28 23:33:52,844 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8354, top5_acc: 0.9745 +2025-05-28 23:34:56,718 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:01:50, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8111, loss: 2.8111 +2025-05-28 23:35:39,489 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:01:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.7415, loss: 2.7415 +2025-05-28 23:36:22,228 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:00:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8549, loss: 2.8549 +2025-05-28 23:37:05,071 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:59:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6827, loss: 2.6827 +2025-05-28 23:37:47,942 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:58:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.8641, loss: 2.8641 +2025-05-28 23:38:30,666 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:57:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9028, loss: 2.9028 +2025-05-28 23:39:13,439 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:57:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8302, loss: 2.8302 +2025-05-28 23:39:56,283 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:56:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 2.8969, loss: 2.8969 +2025-05-28 23:40:39,057 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:55:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 2.8084, loss: 2.8084 +2025-05-28 23:41:21,846 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:54:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8462, loss: 2.8462 +2025-05-28 23:42:04,698 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:54:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9463, loss: 2.9463 +2025-05-28 23:42:47,470 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:53:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.9406, loss: 2.9406 +2025-05-28 23:43:30,290 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:52:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.8115, loss: 2.8115 +2025-05-28 23:44:13,170 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:51:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.8584, loss: 2.8584 +2025-05-28 23:44:55,998 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:51:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8869, loss: 2.8869 +2025-05-28 23:45:38,934 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:50:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8377, loss: 2.8377 +2025-05-28 23:46:21,827 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:49:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.9449, loss: 2.9449 +2025-05-28 23:47:04,714 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:48:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.8710, loss: 2.8710 +2025-05-28 23:47:47,521 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:48:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.9405, loss: 2.9405 +2025-05-28 23:48:30,345 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:47:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7949, loss: 2.7949 +2025-05-28 23:49:13,229 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:46:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8564, loss: 2.8564 +2025-05-28 23:49:55,961 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:45:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.8956, loss: 2.8956 +2025-05-28 23:50:38,721 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:44:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7458, loss: 2.7458 +2025-05-28 23:51:21,534 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:44:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.7597, loss: 2.7597 +2025-05-28 23:52:04,356 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:43:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8913, loss: 2.8913 +2025-05-28 23:52:07,399 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-28 23:53:23,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 23:53:23,606 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9736 +2025-05-28 23:53:23,608 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8314, top5_acc: 0.9736 +2025-05-28 23:54:27,751 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:43:29, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7985, loss: 2.7985 +2025-05-28 23:55:10,585 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.7027, loss: 2.7027 +2025-05-28 23:55:53,418 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:41:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.8754, loss: 2.8754 +2025-05-28 23:56:36,281 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:41:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.7602, loss: 2.7602 +2025-05-28 23:57:19,151 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:40:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.8116, loss: 2.8116 +2025-05-28 23:58:02,065 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:39:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.8359, loss: 2.8359 +2025-05-28 23:58:44,900 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:38:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.8094, loss: 2.8094 +2025-05-28 23:59:27,859 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:38:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.9037, loss: 2.9037 +2025-05-29 00:00:10,681 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:37:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.7918, loss: 2.7918 +2025-05-29 00:00:53,662 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:36:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7859, loss: 2.7859 +2025-05-29 00:01:36,509 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:35:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7549, loss: 2.7549 +2025-05-29 00:02:19,450 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:35:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9906, loss_cls: 2.7186, loss: 2.7186 +2025-05-29 00:03:02,303 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:34:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8545, loss: 2.8545 +2025-05-29 00:03:45,229 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:33:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8648, loss: 2.8648 +2025-05-29 00:04:28,513 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:32:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9287, loss: 2.9287 +2025-05-29 00:05:11,565 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:32:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.8574, loss: 2.8574 +2025-05-29 00:05:54,494 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:31:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8096, loss: 2.8096 +2025-05-29 00:06:37,342 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:30:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7739, loss: 2.7739 +2025-05-29 00:07:20,299 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:29:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8435, loss: 2.8435 +2025-05-29 00:08:03,222 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:29:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8106, loss: 2.8106 +2025-05-29 00:08:46,098 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:28:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8252, loss: 2.8252 +2025-05-29 00:09:29,029 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:27:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7557, loss: 2.7557 +2025-05-29 00:10:11,858 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:26:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.8741, loss: 2.8741 +2025-05-29 00:10:54,596 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:25:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.8499, loss: 2.8499 +2025-05-29 00:11:37,457 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:25:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.9371, loss: 2.9371 +2025-05-29 00:11:40,514 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-29 00:20:34,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:20:34,541 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9730 +2025-05-29 00:20:34,544 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8243, top5_acc: 0.9730 +2025-05-29 00:21:38,818 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:25:14, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7798, loss: 2.7798 +2025-05-29 00:22:21,694 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:24:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6665, loss: 2.6665 +2025-05-29 00:23:04,627 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:23:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7558, loss: 2.7558 +2025-05-29 00:23:47,590 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:22:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.8882, loss: 2.8882 +2025-05-29 00:24:30,384 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:22:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.7590, loss: 2.7590 +2025-05-29 00:25:13,143 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:21:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.7521, loss: 2.7521 +2025-05-29 00:25:55,848 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:20:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7995, loss: 2.7995 +2025-05-29 00:26:38,571 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:19:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7205, loss: 2.7205 +2025-05-29 00:27:21,241 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.6694, loss: 2.6694 +2025-05-29 00:28:03,975 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:18:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8580, loss: 2.8580 +2025-05-29 00:28:46,710 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:17:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.8749, loss: 2.8749 +2025-05-29 00:29:29,521 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:16:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.8358, loss: 2.8358 +2025-05-29 00:30:12,320 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:16:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.8299, loss: 2.8299 +2025-05-29 00:30:55,178 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:15:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8390, loss: 2.8390 +2025-05-29 00:31:38,053 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:14:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.9185, loss: 2.9185 +2025-05-29 00:32:21,019 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:13:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9357, loss: 2.9357 +2025-05-29 00:33:03,914 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8571, loss: 2.8571 +2025-05-29 00:33:46,741 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:12:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8427, loss: 2.8427 +2025-05-29 00:34:29,517 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:11:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.8517, loss: 2.8517 +2025-05-29 00:35:12,343 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:10:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.8190, loss: 2.8190 +2025-05-29 00:35:55,213 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8765, loss: 2.8765 +2025-05-29 00:36:38,200 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:09:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8158, loss: 2.8158 +2025-05-29 00:37:21,264 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:08:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8196, loss: 2.8196 +2025-05-29 00:38:04,122 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:07:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8953, loss: 2.8953 +2025-05-29 00:38:46,924 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:06:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.8488, loss: 2.8488 +2025-05-29 00:38:49,946 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-29 00:40:06,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:40:06,298 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9721 +2025-05-29 00:40:06,300 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8346, top5_acc: 0.9721 +2025-05-29 00:41:11,077 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:06:57, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.7338, loss: 2.7338 +2025-05-29 00:41:53,871 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7295, loss: 2.7295 +2025-05-29 00:42:36,717 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:05:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.7631, loss: 2.7631 +2025-05-29 00:43:19,530 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:04:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8661, loss: 2.8661 +2025-05-29 00:44:02,458 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:03:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7490, loss: 2.7490 +2025-05-29 00:44:45,472 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:03:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.8271, loss: 2.8271 +2025-05-29 00:45:28,291 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:02:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.8291, loss: 2.8291 +2025-05-29 00:46:10,976 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:01:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9752, loss: 2.9752 +2025-05-29 00:46:53,710 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:00:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7074, loss: 2.7074 +2025-05-29 00:47:36,550 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:00:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8764, loss: 2.8764 +2025-05-29 00:48:19,558 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:59:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.8484, loss: 2.8484 +2025-05-29 00:49:02,607 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:58:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8452, loss: 2.8452 +2025-05-29 00:49:45,469 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:57:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8297, loss: 2.8297 +2025-05-29 00:50:28,294 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:57:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7603, loss: 2.7603 +2025-05-29 00:51:11,146 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:56:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.8045, loss: 2.8045 +2025-05-29 00:51:54,131 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:55:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9886, loss: 2.9886 +2025-05-29 00:52:37,154 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.7265, loss: 2.7265 +2025-05-29 00:53:20,024 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:54:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8760, loss: 2.8760 +2025-05-29 00:54:02,831 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.7434, loss: 2.7434 +2025-05-29 00:54:45,661 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8207, loss: 2.8207 +2025-05-29 00:55:28,549 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:51:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7999, loss: 2.7999 +2025-05-29 00:56:11,383 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8424, loss: 2.8424 +2025-05-29 00:56:54,125 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:50:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.7668, loss: 2.7668 +2025-05-29 00:57:36,863 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:49:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7963, loss: 2.7963 +2025-05-29 00:58:19,629 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:48:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7417, loss: 2.7417 +2025-05-29 00:58:22,632 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-29 00:59:39,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 00:59:39,667 - pyskl - INFO - +top1_acc 0.8401 +top5_acc 0.9733 +2025-05-29 00:59:39,669 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8401, top5_acc: 0.9733 +2025-05-29 01:00:43,555 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:48:38, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.8215, loss: 2.8215 +2025-05-29 01:01:26,368 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:47:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.6138, loss: 2.6138 +2025-05-29 01:02:09,119 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:47:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7304, loss: 2.7304 +2025-05-29 01:02:51,830 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.8133, loss: 2.8133 +2025-05-29 01:03:34,630 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:45:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 01:04:17,385 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:44:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7903, loss: 2.7903 +2025-05-29 01:05:00,074 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:44:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.7990, loss: 2.7990 +2025-05-29 01:05:42,839 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:43:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8167, loss: 2.8167 +2025-05-29 01:06:25,714 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:42:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.8908, loss: 2.8908 +2025-05-29 01:07:08,529 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:41:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8498, loss: 2.8498 +2025-05-29 01:07:51,290 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8152, loss: 2.8152 +2025-05-29 01:08:34,050 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.7803, loss: 2.7803 +2025-05-29 01:09:16,795 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:39:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7128, loss: 2.7128 +2025-05-29 01:09:59,574 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:38:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.7449, loss: 2.7449 +2025-05-29 01:10:42,368 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:37:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8336, loss: 2.8336 +2025-05-29 01:11:25,127 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.8487, loss: 2.8487 +2025-05-29 01:12:08,179 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:36:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.7643, loss: 2.7643 +2025-05-29 01:12:51,094 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:35:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.7770, loss: 2.7770 +2025-05-29 01:13:33,886 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:34:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8504, loss: 2.8504 +2025-05-29 01:14:16,827 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:34:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9341, loss: 2.9341 +2025-05-29 01:14:59,938 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:33:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8113, loss: 2.8113 +2025-05-29 01:15:43,001 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:32:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 2.8658, loss: 2.8658 +2025-05-29 01:16:26,093 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:31:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8509, loss: 2.8509 +2025-05-29 01:17:09,307 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:31:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.8391, loss: 2.8391 +2025-05-29 01:17:52,501 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:30:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.8019, loss: 2.8019 +2025-05-29 01:17:55,495 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-29 01:19:11,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:19:11,834 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9754 +2025-05-29 01:19:11,836 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8407, top5_acc: 0.9754 +2025-05-29 01:20:16,337 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:30:22, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7380, loss: 2.7380 +2025-05-29 01:20:59,282 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:29:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.6696, loss: 2.6696 +2025-05-29 01:21:42,235 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:28:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7534, loss: 2.7534 +2025-05-29 01:22:25,048 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.7335, loss: 2.7335 +2025-05-29 01:23:07,890 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:27:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7133, loss: 2.7133 +2025-05-29 01:23:50,535 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:26:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8004, loss: 2.8004 +2025-05-29 01:24:33,395 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:25:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7838, loss: 2.7838 +2025-05-29 01:25:16,398 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:25:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.7771, loss: 2.7771 +2025-05-29 01:25:59,529 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:24:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9912, loss_cls: 2.6988, loss: 2.6988 +2025-05-29 01:26:42,460 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:23:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.8598, loss: 2.8598 +2025-05-29 01:27:25,317 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:22:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7882, loss: 2.7882 +2025-05-29 01:28:08,239 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:22:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.8144, loss: 2.8144 +2025-05-29 01:28:51,113 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:21:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.7394, loss: 2.7394 +2025-05-29 01:29:34,057 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:20:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8901, loss: 2.8901 +2025-05-29 01:30:17,118 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:19:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.8866, loss: 2.8866 +2025-05-29 01:31:00,213 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:19:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7580, loss: 2.7580 +2025-05-29 01:31:43,454 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:18:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8029, loss: 2.8029 +2025-05-29 01:32:26,426 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.6478, loss: 2.6478 +2025-05-29 01:33:09,398 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:16:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7824, loss: 2.7824 +2025-05-29 01:33:52,351 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:16:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7128, loss: 2.7128 +2025-05-29 01:34:35,253 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:15:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7443, loss: 2.7443 +2025-05-29 01:35:18,142 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:14:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8034, loss: 2.8034 +2025-05-29 01:36:00,946 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:13:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.8414, loss: 2.8414 +2025-05-29 01:36:43,774 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:12:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.8201, loss: 2.8201 +2025-05-29 01:37:26,573 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:12:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.8518, loss: 2.8518 +2025-05-29 01:37:29,613 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-29 01:38:45,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 01:38:46,058 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9728 +2025-05-29 01:38:46,060 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8253, top5_acc: 0.9728 +2025-05-29 01:39:49,952 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:12:08, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7364, loss: 2.7364 +2025-05-29 01:40:32,858 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:11:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.6557, loss: 2.6557 +2025-05-29 01:41:15,779 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:10:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.8023, loss: 2.8023 +2025-05-29 01:41:58,681 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:09:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 01:42:41,627 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:09:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.6809, loss: 2.6809 +2025-05-29 01:43:24,542 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:08:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.9047, loss: 2.9047 +2025-05-29 01:44:07,489 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:07:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7187, loss: 2.7187 +2025-05-29 01:44:50,383 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:06:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.8007, loss: 2.8007 +2025-05-29 01:45:33,207 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:06:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.7963, loss: 2.7963 +2025-05-29 01:46:16,043 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:05:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.7549, loss: 2.7549 +2025-05-29 01:46:58,862 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:04:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.7128, loss: 2.7128 +2025-05-29 01:47:41,677 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:03:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8382, loss: 2.8382 +2025-05-29 01:48:24,493 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:03:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8332, loss: 2.8332 +2025-05-29 01:49:07,321 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:02:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 01:49:50,156 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:01:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.8082, loss: 2.8082 +2025-05-29 01:50:33,079 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:00:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.9202, loss: 2.9202 +2025-05-29 01:51:15,995 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:00:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7732, loss: 2.7732 +2025-05-29 01:51:58,871 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:59:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7176, loss: 2.7176 +2025-05-29 01:52:41,803 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:58:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8344, loss: 2.8344 +2025-05-29 01:53:24,914 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:57:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.7947, loss: 2.7947 +2025-05-29 01:54:07,987 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:57:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6490, loss: 2.6490 +2025-05-29 01:54:51,007 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:56:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.6888, loss: 2.6888 +2025-05-29 01:55:33,976 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:55:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7960, loss: 2.7960 +2025-05-29 01:56:16,858 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:54:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.9136, loss: 2.9136 +2025-05-29 01:56:59,763 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:53:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7331, loss: 2.7331 +2025-05-29 01:57:02,779 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-29 02:05:53,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:05:53,771 - pyskl - INFO - +top1_acc 0.8427 +top5_acc 0.9749 +2025-05-29 02:05:53,825 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_36.pth was removed +2025-05-29 02:05:54,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2025-05-29 02:05:54,821 - pyskl - INFO - Best top1_acc is 0.8427 at 45 epoch. +2025-05-29 02:05:54,823 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8427, top5_acc: 0.9749 +2025-05-29 02:06:58,805 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:53:54, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7225, loss: 2.7225 +2025-05-29 02:07:41,527 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:53:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6544, loss: 2.6544 +2025-05-29 02:08:24,282 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:52:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 2.6854, loss: 2.6854 +2025-05-29 02:09:07,052 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:51:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.7237, loss: 2.7237 +2025-05-29 02:09:50,043 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:50:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7363, loss: 2.7363 +2025-05-29 02:10:32,834 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:50:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.7292, loss: 2.7292 +2025-05-29 02:11:15,607 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:49:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7538, loss: 2.7538 +2025-05-29 02:11:58,317 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:48:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.7219, loss: 2.7219 +2025-05-29 02:12:40,930 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:47:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7899, loss: 2.7899 +2025-05-29 02:13:23,859 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:47:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.9091, loss: 2.9091 +2025-05-29 02:14:06,666 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:46:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.6690, loss: 2.6690 +2025-05-29 02:14:49,545 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:45:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8193, loss: 2.8193 +2025-05-29 02:15:32,320 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.8919, loss: 2.8919 +2025-05-29 02:16:14,991 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:44:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8334, loss: 2.8334 +2025-05-29 02:16:57,670 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:43:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 2.7750, loss: 2.7750 +2025-05-29 02:17:40,571 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:42:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8554, loss: 2.8554 +2025-05-29 02:18:23,614 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:41:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.7363, loss: 2.7363 +2025-05-29 02:19:06,609 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:40:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7550, loss: 2.7550 +2025-05-29 02:19:49,358 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:40:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7663, loss: 2.7663 +2025-05-29 02:20:32,041 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:39:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7334, loss: 2.7334 +2025-05-29 02:21:14,812 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:38:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7148, loss: 2.7148 +2025-05-29 02:21:57,611 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:37:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7204, loss: 2.7204 +2025-05-29 02:22:40,441 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8415, loss: 2.8415 +2025-05-29 02:23:23,274 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:36:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.7887, loss: 2.7887 +2025-05-29 02:24:06,109 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:35:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.7607, loss: 2.7607 +2025-05-29 02:24:09,116 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-29 02:25:25,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:25:25,345 - pyskl - INFO - +top1_acc 0.8273 +top5_acc 0.9723 +2025-05-29 02:25:25,348 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8273, top5_acc: 0.9723 +2025-05-29 02:26:29,210 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:35:33, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.6332, loss: 2.6332 +2025-05-29 02:27:12,176 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:34:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.5869, loss: 2.5869 +2025-05-29 02:27:55,194 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:34:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7373, loss: 2.7373 +2025-05-29 02:28:38,209 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7297, loss: 2.7297 +2025-05-29 02:29:21,168 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:32:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9925, loss_cls: 2.7034, loss: 2.7034 +2025-05-29 02:30:04,055 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:31:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7499, loss: 2.7499 +2025-05-29 02:30:46,878 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6393, loss: 2.6393 +2025-05-29 02:31:29,757 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:30:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8114, loss: 2.8114 +2025-05-29 02:32:12,557 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:29:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8036, loss: 2.8036 +2025-05-29 02:32:55,365 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:28:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.8336, loss: 2.8336 +2025-05-29 02:33:38,270 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:28:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.7040, loss: 2.7040 +2025-05-29 02:34:21,054 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:27:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8021, loss: 2.8021 +2025-05-29 02:35:04,073 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:26:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9881, loss_cls: 2.7791, loss: 2.7791 +2025-05-29 02:35:47,004 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:25:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7613, loss: 2.7613 +2025-05-29 02:36:29,941 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:24:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7061, loss: 2.7061 +2025-05-29 02:37:12,838 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:24:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.6387, loss: 2.6387 +2025-05-29 02:37:55,666 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:23:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7343, loss: 2.7343 +2025-05-29 02:38:38,560 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:22:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8213, loss: 2.8213 +2025-05-29 02:39:21,414 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:21:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.7624, loss: 2.7624 +2025-05-29 02:40:04,265 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:21:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.7996, loss: 2.7996 +2025-05-29 02:40:47,216 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:20:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7991, loss: 2.7991 +2025-05-29 02:41:30,223 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:19:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7491, loss: 2.7491 +2025-05-29 02:42:13,227 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:18:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.7658, loss: 2.7658 +2025-05-29 02:42:56,146 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:18:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7083, loss: 2.7083 +2025-05-29 02:43:39,125 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:17:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.7289, loss: 2.7289 +2025-05-29 02:43:42,133 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-29 02:44:58,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 02:44:58,636 - pyskl - INFO - +top1_acc 0.8357 +top5_acc 0.9748 +2025-05-29 02:44:58,638 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8357, top5_acc: 0.9748 +2025-05-29 02:46:02,480 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:17:18, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7338, loss: 2.7338 +2025-05-29 02:46:45,397 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:16:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.7610, loss: 2.7610 +2025-05-29 02:47:28,364 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:15:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6336, loss: 2.6336 +2025-05-29 02:48:11,434 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.7814, loss: 2.7814 +2025-05-29 02:48:54,323 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:14:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6579, loss: 2.6579 +2025-05-29 02:49:37,330 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:13:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.6870, loss: 2.6870 +2025-05-29 02:50:20,260 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:12:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7438, loss: 2.7438 +2025-05-29 02:51:03,065 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:12:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7614, loss: 2.7614 +2025-05-29 02:51:45,876 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.6865, loss: 2.6865 +2025-05-29 02:52:28,822 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:10:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7736, loss: 2.7736 +2025-05-29 02:53:11,881 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:09:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.6922, loss: 2.6922 +2025-05-29 02:53:54,814 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:09:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.7830, loss: 2.7830 +2025-05-29 02:54:37,643 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:08:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8067, loss: 2.8067 +2025-05-29 02:55:20,542 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:07:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9800, loss_cls: 2.7006, loss: 2.7006 +2025-05-29 02:56:03,390 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:06:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.7215, loss: 2.7215 +2025-05-29 02:56:46,323 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.7515, loss: 2.7515 +2025-05-29 02:57:29,173 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:05:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8225, loss: 2.8225 +2025-05-29 02:58:12,057 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:04:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7762, loss: 2.7762 +2025-05-29 02:58:54,858 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:03:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7738, loss: 2.7738 +2025-05-29 02:59:37,687 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:02:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7645, loss: 2.7645 +2025-05-29 03:00:20,539 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:02:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.7267, loss: 2.7267 +2025-05-29 03:01:03,477 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:01:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.7315, loss: 2.7315 +2025-05-29 03:01:46,434 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:00:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.7634, loss: 2.7634 +2025-05-29 03:02:29,391 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:59:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7158, loss: 2.7158 +2025-05-29 03:03:12,248 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:59:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.7092, loss: 2.7092 +2025-05-29 03:03:15,263 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-29 03:04:31,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:04:31,599 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9711 +2025-05-29 03:04:31,602 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8149, top5_acc: 0.9711 +2025-05-29 03:05:35,682 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:59:04, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6327, loss: 2.6327 +2025-05-29 03:06:18,559 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:58:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6755, loss: 2.6755 +2025-05-29 03:07:01,447 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:57:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.7509, loss: 2.7509 +2025-05-29 03:07:44,446 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.7173, loss: 2.7173 +2025-05-29 03:08:27,428 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:56:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6745, loss: 2.6745 +2025-05-29 03:09:10,218 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:55:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.8234, loss: 2.8234 +2025-05-29 03:09:53,213 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:54:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5589, loss: 2.5589 +2025-05-29 03:10:36,374 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:53:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6128, loss: 2.6128 +2025-05-29 03:11:19,449 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:53:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6387, loss: 2.6387 +2025-05-29 03:12:02,355 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:52:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6715, loss: 2.6715 +2025-05-29 03:12:45,234 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.7425, loss: 2.7425 +2025-05-29 03:13:28,285 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:50:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.6182, loss: 2.6182 +2025-05-29 03:14:11,306 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8337, loss: 2.8337 +2025-05-29 03:14:54,265 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:49:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7025, loss: 2.7025 +2025-05-29 03:15:37,250 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:48:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7479, loss: 2.7479 +2025-05-29 03:16:20,259 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:47:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7166, loss: 2.7166 +2025-05-29 03:17:03,125 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:47:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8487, loss: 2.8487 +2025-05-29 03:17:46,085 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:46:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6658, loss: 2.6658 +2025-05-29 03:18:28,960 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:45:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6754, loss: 2.6754 +2025-05-29 03:19:11,869 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:44:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6840, loss: 2.6840 +2025-05-29 03:19:54,722 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:44:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7479, loss: 2.7479 +2025-05-29 03:20:37,549 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:43:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.7497, loss: 2.7497 +2025-05-29 03:21:20,446 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:42:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.6647, loss: 2.6647 +2025-05-29 03:22:03,221 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:41:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7139, loss: 2.7139 +2025-05-29 03:22:46,129 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:41:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8366, loss: 2.8366 +2025-05-29 03:22:49,111 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-29 03:24:05,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:24:05,688 - pyskl - INFO - +top1_acc 0.8280 +top5_acc 0.9734 +2025-05-29 03:24:05,691 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8280, top5_acc: 0.9734 +2025-05-29 03:25:09,553 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:40:51, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.7035, loss: 2.7035 +2025-05-29 03:25:52,427 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:40:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.6660, loss: 2.6660 +2025-05-29 03:26:35,277 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:39:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.6715, loss: 2.6715 +2025-05-29 03:27:18,124 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.6003, loss: 2.6003 +2025-05-29 03:28:00,914 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:37:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6690, loss: 2.6690 +2025-05-29 03:28:43,778 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:37:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.7119, loss: 2.7119 +2025-05-29 03:29:26,668 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:36:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6382, loss: 2.6382 +2025-05-29 03:30:09,528 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:35:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7299, loss: 2.7299 +2025-05-29 03:30:52,299 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:34:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6526, loss: 2.6526 +2025-05-29 03:31:35,131 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:34:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7521, loss: 2.7521 +2025-05-29 03:32:17,883 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:33:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6814, loss: 2.6814 +2025-05-29 03:33:00,715 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:32:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7015, loss: 2.7015 +2025-05-29 03:33:43,549 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:31:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7972, loss: 2.7972 +2025-05-29 03:34:26,375 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7923, loss: 2.7923 +2025-05-29 03:35:09,191 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:30:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7964, loss: 2.7964 +2025-05-29 03:35:52,167 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:29:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6837, loss: 2.6837 +2025-05-29 03:36:35,330 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:28:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.7751, loss: 2.7751 +2025-05-29 03:37:18,345 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:28:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7154, loss: 2.7154 +2025-05-29 03:38:01,210 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:27:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.6232, loss: 2.6232 +2025-05-29 03:38:44,066 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:26:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.7225, loss: 2.7225 +2025-05-29 03:39:26,829 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:25:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 2.7706, loss: 2.7706 +2025-05-29 03:40:09,790 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:25:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.7442, loss: 2.7442 +2025-05-29 03:40:52,732 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:24:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.7432, loss: 2.7432 +2025-05-29 03:41:35,673 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:23:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.8617, loss: 2.8617 +2025-05-29 03:42:18,486 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:22:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6560, loss: 2.6560 +2025-05-29 03:42:21,535 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-29 03:51:28,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 03:51:28,895 - pyskl - INFO - +top1_acc 0.8393 +top5_acc 0.9774 +2025-05-29 03:51:28,897 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8393, top5_acc: 0.9774 +2025-05-29 03:52:33,534 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:22:36, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7099, loss: 2.7099 +2025-05-29 03:53:16,515 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:21:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6441, loss: 2.6441 +2025-05-29 03:53:59,444 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:21:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.6111, loss: 2.6111 +2025-05-29 03:54:42,401 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:20:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6380, loss: 2.6380 +2025-05-29 03:55:25,273 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:19:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7066, loss: 2.7066 +2025-05-29 03:56:08,254 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7035, loss: 2.7035 +2025-05-29 03:56:51,079 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:18:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7436, loss: 2.7436 +2025-05-29 03:57:33,845 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:17:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6414, loss: 2.6414 +2025-05-29 03:58:16,671 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:16:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6532, loss: 2.6532 +2025-05-29 03:58:59,413 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7901, loss: 2.7901 +2025-05-29 03:59:42,249 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:15:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6924, loss: 2.6924 +2025-05-29 04:00:25,106 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:14:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.7150, loss: 2.7150 +2025-05-29 04:01:07,877 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:13:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6021, loss: 2.6021 +2025-05-29 04:01:50,702 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:12:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6854, loss: 2.6854 +2025-05-29 04:02:33,624 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:12:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6274, loss: 2.6274 +2025-05-29 04:03:16,631 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:11:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6969, loss: 2.6969 +2025-05-29 04:03:59,942 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:10:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7346, loss: 2.7346 +2025-05-29 04:04:42,799 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:09:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6536, loss: 2.6536 +2025-05-29 04:05:25,534 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:09:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.7218, loss: 2.7218 +2025-05-29 04:06:08,305 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6933, loss: 2.6933 +2025-05-29 04:06:50,896 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:07:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6714, loss: 2.6714 +2025-05-29 04:07:33,763 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:06:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 2.7341, loss: 2.7341 +2025-05-29 04:08:16,728 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:06:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6853, loss: 2.6853 +2025-05-29 04:08:59,699 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:05:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7775, loss: 2.7775 +2025-05-29 04:09:42,595 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:04:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6422, loss: 2.6422 +2025-05-29 04:09:45,641 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-29 04:11:01,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:11:01,971 - pyskl - INFO - +top1_acc 0.8431 +top5_acc 0.9780 +2025-05-29 04:11:02,029 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_45.pth was removed +2025-05-29 04:11:03,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-29 04:11:03,085 - pyskl - INFO - Best top1_acc is 0.8431 at 51 epoch. +2025-05-29 04:11:03,088 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8431, top5_acc: 0.9780 +2025-05-29 04:12:07,018 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:04:20, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.6149, loss: 2.6149 +2025-05-29 04:12:49,791 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:03:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.6049, loss: 2.6049 +2025-05-29 04:13:32,619 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:02:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6895, loss: 2.6895 +2025-05-29 04:14:15,464 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:02:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6229, loss: 2.6229 +2025-05-29 04:14:58,328 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:01:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.6659, loss: 2.6659 +2025-05-29 04:15:41,214 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:00:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6483, loss: 2.6483 +2025-05-29 04:16:24,030 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:59:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9888, loss_cls: 2.7945, loss: 2.7945 +2025-05-29 04:17:06,796 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:59:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7350, loss: 2.7350 +2025-05-29 04:17:49,503 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:58:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8409, loss: 2.8409 +2025-05-29 04:18:32,305 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:57:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7220, loss: 2.7220 +2025-05-29 04:19:15,130 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:56:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6202, loss: 2.6202 +2025-05-29 04:19:57,964 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:56:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7245, loss: 2.7245 +2025-05-29 04:20:40,777 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:55:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5779, loss: 2.5779 +2025-05-29 04:21:23,613 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:54:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6859, loss: 2.6859 +2025-05-29 04:22:06,445 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:53:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 2.7086, loss: 2.7086 +2025-05-29 04:22:49,575 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:53:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.7118, loss: 2.7118 +2025-05-29 04:23:32,598 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:52:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7809, loss: 2.7809 +2025-05-29 04:24:15,462 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:51:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7099, loss: 2.7099 +2025-05-29 04:24:58,213 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:50:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6992, loss: 2.6992 +2025-05-29 04:25:40,997 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:50:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.6466, loss: 2.6466 +2025-05-29 04:26:23,878 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:49:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.6413, loss: 2.6413 +2025-05-29 04:27:06,775 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:48:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6689, loss: 2.6689 +2025-05-29 04:27:49,712 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:47:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5682, loss: 2.5682 +2025-05-29 04:28:32,549 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:47:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7227, loss: 2.7227 +2025-05-29 04:29:15,458 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:46:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6710, loss: 2.6710 +2025-05-29 04:29:18,475 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-29 04:30:34,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:30:34,856 - pyskl - INFO - +top1_acc 0.8634 +top5_acc 0.9802 +2025-05-29 04:30:34,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_51.pth was removed +2025-05-29 04:30:35,957 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-29 04:30:35,958 - pyskl - INFO - Best top1_acc is 0.8634 at 52 epoch. +2025-05-29 04:30:35,960 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8634, top5_acc: 0.9802 +2025-05-29 04:31:40,455 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:46:04, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6280, loss: 2.6280 +2025-05-29 04:32:23,450 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:45:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6338, loss: 2.6338 +2025-05-29 04:33:06,397 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:44:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5624, loss: 2.5624 +2025-05-29 04:33:49,480 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:43:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5572, loss: 2.5572 +2025-05-29 04:34:32,379 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:43:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.6098, loss: 2.6098 +2025-05-29 04:35:15,343 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:42:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.7278, loss: 2.7278 +2025-05-29 04:35:58,418 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:41:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.7006, loss: 2.7006 +2025-05-29 04:36:41,402 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:40:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6510, loss: 2.6510 +2025-05-29 04:37:24,297 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:40:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 2.6633, loss: 2.6633 +2025-05-29 04:38:07,308 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:39:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6798, loss: 2.6798 +2025-05-29 04:38:50,243 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:38:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7296, loss: 2.7296 +2025-05-29 04:39:33,230 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:37:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6712, loss: 2.6712 +2025-05-29 04:40:16,185 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6196, loss: 2.6196 +2025-05-29 04:40:59,034 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:36:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7672, loss: 2.7672 +2025-05-29 04:41:41,880 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:35:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.5327, loss: 2.5327 +2025-05-29 04:42:25,062 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:34:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.6633, loss: 2.6633 +2025-05-29 04:43:08,046 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:34:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6874, loss: 2.6874 +2025-05-29 04:43:50,922 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:33:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.7905, loss: 2.7905 +2025-05-29 04:44:33,719 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:32:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7220, loss: 2.7220 +2025-05-29 04:45:16,658 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:31:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.7160, loss: 2.7160 +2025-05-29 04:45:59,550 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6163, loss: 2.6163 +2025-05-29 04:46:42,343 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:30:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6859, loss: 2.6859 +2025-05-29 04:47:25,219 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.8151, loss: 2.8151 +2025-05-29 04:48:08,135 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:28:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9931, loss_cls: 2.6243, loss: 2.6243 +2025-05-29 04:48:50,935 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:28:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 2.7047, loss: 2.7047 +2025-05-29 04:48:53,959 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-29 04:50:10,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 04:50:10,446 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9768 +2025-05-29 04:50:10,449 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8439, top5_acc: 0.9768 +2025-05-29 04:51:14,682 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:27:51, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.5390, loss: 2.5390 +2025-05-29 04:51:57,616 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:27:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.5676, loss: 2.5676 +2025-05-29 04:52:40,474 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:26:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6203, loss: 2.6203 +2025-05-29 04:53:23,254 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:25:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.6076, loss: 2.6076 +2025-05-29 04:54:06,201 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:24:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.4950, loss: 2.4950 +2025-05-29 04:54:49,095 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:24:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6530, loss: 2.6530 +2025-05-29 04:55:31,920 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:23:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.5711, loss: 2.5711 +2025-05-29 04:56:14,730 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:22:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 04:56:57,520 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:21:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6494, loss: 2.6494 +2025-05-29 04:57:40,388 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:21:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5809, loss: 2.5809 +2025-05-29 04:58:23,448 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:20:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6906, loss: 2.6906 +2025-05-29 04:59:06,342 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:19:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.5851, loss: 2.5851 +2025-05-29 04:59:49,230 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:18:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.6300, loss: 2.6300 +2025-05-29 05:00:32,175 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:18:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.6430, loss: 2.6430 +2025-05-29 05:01:15,069 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:17:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7975, loss: 2.7975 +2025-05-29 05:01:57,961 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:16:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.7317, loss: 2.7317 +2025-05-29 05:02:40,913 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:15:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6191, loss: 2.6191 +2025-05-29 05:03:23,703 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:15:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6540, loss: 2.6540 +2025-05-29 05:04:06,655 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:14:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6894, loss: 2.6894 +2025-05-29 05:04:49,470 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:13:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6722, loss: 2.6722 +2025-05-29 05:05:32,283 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.6768, loss: 2.6768 +2025-05-29 05:06:14,947 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:12:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6382, loss: 2.6382 +2025-05-29 05:06:57,738 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:11:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.5477, loss: 2.5477 +2025-05-29 05:07:40,575 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:10:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5792, loss: 2.5792 +2025-05-29 05:08:23,473 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:09:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.7408, loss: 2.7408 +2025-05-29 05:08:26,484 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-29 05:09:42,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:09:42,795 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9783 +2025-05-29 05:09:42,798 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8497, top5_acc: 0.9783 +2025-05-29 05:10:46,452 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:09:34, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.5481, loss: 2.5481 +2025-05-29 05:11:29,282 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:08:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6683, loss: 2.6683 +2025-05-29 05:12:12,266 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:08:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6644, loss: 2.6644 +2025-05-29 05:12:55,115 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:07:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7471, loss: 2.7471 +2025-05-29 05:13:37,932 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:06:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7022, loss: 2.7022 +2025-05-29 05:14:20,714 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:05:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.5741, loss: 2.5741 +2025-05-29 05:15:03,722 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:05:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5374, loss: 2.5374 +2025-05-29 05:15:46,536 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:04:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6570, loss: 2.6570 +2025-05-29 05:16:29,367 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:03:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6303, loss: 2.6303 +2025-05-29 05:17:12,199 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:02:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.7046, loss: 2.7046 +2025-05-29 05:17:55,150 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:02:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6789, loss: 2.6789 +2025-05-29 05:18:38,135 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:01:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6739, loss: 2.6739 +2025-05-29 05:19:21,079 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:00:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.7227, loss: 2.7227 +2025-05-29 05:20:03,863 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:59:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.6318, loss: 2.6318 +2025-05-29 05:20:46,649 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:59:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6731, loss: 2.6731 +2025-05-29 05:21:29,654 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6098, loss: 2.6098 +2025-05-29 05:22:12,684 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:57:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9912, loss_cls: 2.6094, loss: 2.6094 +2025-05-29 05:22:55,529 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:56:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.7315, loss: 2.7315 +2025-05-29 05:23:38,307 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:56:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7525, loss: 2.7525 +2025-05-29 05:24:21,066 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:55:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.6879, loss: 2.6879 +2025-05-29 05:25:03,953 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:54:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.6332, loss: 2.6332 +2025-05-29 05:25:46,883 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:53:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.6044, loss: 2.6044 +2025-05-29 05:26:29,817 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:53:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.7909, loss: 2.7909 +2025-05-29 05:27:12,698 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:52:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6343, loss: 2.6343 +2025-05-29 05:27:55,573 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:51:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5679, loss: 2.5679 +2025-05-29 05:27:58,586 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-29 05:36:43,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:36:43,081 - pyskl - INFO - +top1_acc 0.8171 +top5_acc 0.9677 +2025-05-29 05:36:43,083 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8171, top5_acc: 0.9677 +2025-05-29 05:37:47,102 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:51:19, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9825, loss_cls: 2.5646, loss: 2.5646 +2025-05-29 05:38:29,864 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:50:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.6407, loss: 2.6407 +2025-05-29 05:39:12,687 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.5265, loss: 2.5265 +2025-05-29 05:39:55,510 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:49:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.7110, loss: 2.7110 +2025-05-29 05:40:38,270 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:48:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7134, loss: 2.7134 +2025-05-29 05:41:21,184 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:47:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5730, loss: 2.5730 +2025-05-29 05:42:03,910 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:46:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5809, loss: 2.5809 +2025-05-29 05:42:46,612 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:46:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9906, loss_cls: 2.6491, loss: 2.6491 +2025-05-29 05:43:29,354 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:45:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6519, loss: 2.6519 +2025-05-29 05:44:12,144 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:44:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6326, loss: 2.6326 +2025-05-29 05:44:54,903 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:43:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.6945, loss: 2.6945 +2025-05-29 05:45:37,784 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:43:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6633, loss: 2.6633 +2025-05-29 05:46:20,641 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:42:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5735, loss: 2.5735 +2025-05-29 05:47:03,665 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6730, loss: 2.6730 +2025-05-29 05:47:46,454 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:40:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.7108, loss: 2.7108 +2025-05-29 05:48:29,168 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:40:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.5918, loss: 2.5918 +2025-05-29 05:49:11,915 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:39:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.7065, loss: 2.7065 +2025-05-29 05:49:54,785 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:38:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6760, loss: 2.6760 +2025-05-29 05:50:37,751 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:37:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7477, loss: 2.7477 +2025-05-29 05:51:20,795 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:37:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7352, loss: 2.7352 +2025-05-29 05:52:03,812 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:36:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6213, loss: 2.6213 +2025-05-29 05:52:46,806 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:35:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5550, loss: 2.5550 +2025-05-29 05:53:29,659 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:34:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6330, loss: 2.6330 +2025-05-29 05:54:12,419 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:34:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.6220, loss: 2.6220 +2025-05-29 05:54:55,271 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:33:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.7011, loss: 2.7011 +2025-05-29 05:54:58,344 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-29 05:56:14,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 05:56:14,649 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9767 +2025-05-29 05:56:14,652 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8397, top5_acc: 0.9767 +2025-05-29 05:57:18,962 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:33:03, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.6442, loss: 2.6442 +2025-05-29 05:58:01,697 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:32:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.5180, loss: 2.5180 +2025-05-29 05:58:44,376 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:31:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6940, loss: 2.6940 +2025-05-29 05:59:27,222 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:30:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6045, loss: 2.6045 +2025-05-29 06:00:10,231 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:30:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.5647, loss: 2.5647 +2025-05-29 06:00:53,207 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6772, loss: 2.6772 +2025-05-29 06:01:36,239 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:28:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6708, loss: 2.6708 +2025-05-29 06:02:19,254 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6975, loss: 2.6975 +2025-05-29 06:03:02,255 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:27:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.4968, loss: 2.4968 +2025-05-29 06:03:45,058 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:26:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4958, loss: 2.4958 +2025-05-29 06:04:27,943 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:25:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6456, loss: 2.6456 +2025-05-29 06:05:10,851 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:24:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5941, loss: 2.5941 +2025-05-29 06:05:53,766 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:24:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6709, loss: 2.6709 +2025-05-29 06:06:36,677 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:23:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6060, loss: 2.6060 +2025-05-29 06:07:19,574 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:22:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6813, loss: 2.6813 +2025-05-29 06:08:02,379 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:21:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.5712, loss: 2.5712 +2025-05-29 06:08:45,331 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:21:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.6082, loss: 2.6082 +2025-05-29 06:09:28,259 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:20:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5321, loss: 2.5321 +2025-05-29 06:10:11,491 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:19:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6119, loss: 2.6119 +2025-05-29 06:10:54,803 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:18:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7040, loss: 2.7040 +2025-05-29 06:11:37,855 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:18:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.7171, loss: 2.7171 +2025-05-29 06:12:20,482 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:17:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.5773, loss: 2.5773 +2025-05-29 06:13:03,322 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:16:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6167, loss: 2.6167 +2025-05-29 06:13:46,025 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:15:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.5477, loss: 2.5477 +2025-05-29 06:14:28,745 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:15:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6178, loss: 2.6178 +2025-05-29 06:14:31,820 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-29 06:15:48,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:15:48,192 - pyskl - INFO - +top1_acc 0.8163 +top5_acc 0.9683 +2025-05-29 06:15:48,194 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8163, top5_acc: 0.9683 +2025-05-29 06:16:51,943 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:14:48, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5629, loss: 2.5629 +2025-05-29 06:17:34,586 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:14:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6123, loss: 2.6123 +2025-05-29 06:18:17,241 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:13:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6144, loss: 2.6144 +2025-05-29 06:18:59,923 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:12:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5807, loss: 2.5807 +2025-05-29 06:19:42,803 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:11:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5627, loss: 2.5627 +2025-05-29 06:20:25,652 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:11:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.6178, loss: 2.6178 +2025-05-29 06:21:08,408 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:10:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6007, loss: 2.6007 +2025-05-29 06:21:51,150 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:09:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.6274, loss: 2.6274 +2025-05-29 06:22:33,833 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:08:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.6469, loss: 2.6469 +2025-05-29 06:23:16,639 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7580, loss: 2.7580 +2025-05-29 06:23:59,347 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:07:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5911, loss: 2.5911 +2025-05-29 06:24:42,125 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:06:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7213, loss: 2.7213 +2025-05-29 06:25:24,923 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:05:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5270, loss: 2.5270 +2025-05-29 06:26:07,658 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:05:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.6284, loss: 2.6284 +2025-05-29 06:26:50,390 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:04:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6557, loss: 2.6557 +2025-05-29 06:27:33,012 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:03:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.6118, loss: 2.6118 +2025-05-29 06:28:15,769 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:02:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5992, loss: 2.5992 +2025-05-29 06:28:58,658 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:02:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6190, loss: 2.6190 +2025-05-29 06:29:41,506 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:01:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.6704, loss: 2.6704 +2025-05-29 06:30:24,481 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:00:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6301, loss: 2.6301 +2025-05-29 06:31:07,301 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:59:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.6134, loss: 2.6134 +2025-05-29 06:31:49,973 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:59:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5281, loss: 2.5281 +2025-05-29 06:32:32,649 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:58:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.5690, loss: 2.5690 +2025-05-29 06:33:15,463 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:57:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.5679, loss: 2.5679 +2025-05-29 06:33:58,210 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:56:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7610, loss: 2.7610 +2025-05-29 06:34:01,228 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-29 06:35:17,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:35:17,699 - pyskl - INFO - +top1_acc 0.8490 +top5_acc 0.9812 +2025-05-29 06:35:17,702 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8490, top5_acc: 0.9812 +2025-05-29 06:36:21,551 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:56:28, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.5985, loss: 2.5985 +2025-05-29 06:37:04,461 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:55:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4437, loss: 2.4437 +2025-05-29 06:37:47,385 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:54:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5165, loss: 2.5165 +2025-05-29 06:38:30,310 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.5521, loss: 2.5521 +2025-05-29 06:39:13,271 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:53:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.6260, loss: 2.6260 +2025-05-29 06:39:56,382 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:52:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6172, loss: 2.6172 +2025-05-29 06:40:39,597 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:52:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6009, loss: 2.6009 +2025-05-29 06:41:22,633 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.5960, loss: 2.5960 +2025-05-29 06:42:05,493 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:50:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.6025, loss: 2.6025 +2025-05-29 06:42:48,527 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:49:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6111, loss: 2.6111 +2025-05-29 06:43:31,490 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:49:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5577, loss: 2.5577 +2025-05-29 06:44:14,374 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:48:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.5507, loss: 2.5507 +2025-05-29 06:44:57,385 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:47:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9944, loss_cls: 2.5277, loss: 2.5277 +2025-05-29 06:45:40,178 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:46:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.6547, loss: 2.6547 +2025-05-29 06:46:23,130 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6832, loss: 2.6832 +2025-05-29 06:47:06,042 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:45:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6109, loss: 2.6109 +2025-05-29 06:47:48,958 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:44:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5435, loss: 2.5435 +2025-05-29 06:48:31,947 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:43:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5757, loss: 2.5757 +2025-05-29 06:49:14,933 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:43:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.6660, loss: 2.6660 +2025-05-29 06:49:57,818 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:42:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6273, loss: 2.6273 +2025-05-29 06:50:40,695 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:41:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5420, loss: 2.5420 +2025-05-29 06:51:23,610 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:40:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.6034, loss: 2.6034 +2025-05-29 06:52:06,462 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:40:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5972, loss: 2.5972 +2025-05-29 06:52:49,383 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:39:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9762, loss_cls: 2.6179, loss: 2.6179 +2025-05-29 06:53:32,321 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:38:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5815, loss: 2.5815 +2025-05-29 06:53:35,343 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-29 06:54:51,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 06:54:51,791 - pyskl - INFO - +top1_acc 0.8487 +top5_acc 0.9763 +2025-05-29 06:54:51,794 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8487, top5_acc: 0.9763 +2025-05-29 06:55:55,769 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:38:16, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.5206, loss: 2.5206 +2025-05-29 06:56:38,710 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:37:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.4789, loss: 2.4789 +2025-05-29 06:57:21,636 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 06:58:04,511 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:36:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6503, loss: 2.6503 +2025-05-29 06:58:47,382 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:35:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.6349, loss: 2.6349 +2025-05-29 06:59:30,216 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:34:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.6447, loss: 2.6447 +2025-05-29 07:00:13,225 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5879, loss: 2.5879 +2025-05-29 07:00:56,113 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:33:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.5113, loss: 2.5113 +2025-05-29 07:01:39,007 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4876, loss: 2.4876 +2025-05-29 07:02:21,872 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:31:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.5134, loss: 2.5134 +2025-05-29 07:03:04,705 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:30:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5183, loss: 2.5183 +2025-05-29 07:03:47,529 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:30:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5256, loss: 2.5256 +2025-05-29 07:04:30,353 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:29:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.5438, loss: 2.5438 +2025-05-29 07:05:13,181 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:28:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.4993, loss: 2.4993 +2025-05-29 07:05:56,041 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6808, loss: 2.6808 +2025-05-29 07:06:38,853 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.6216, loss: 2.6216 +2025-05-29 07:07:21,591 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.6300, loss: 2.6300 +2025-05-29 07:08:04,563 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:25:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.5137, loss: 2.5137 +2025-05-29 07:08:47,533 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:24:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6646, loss: 2.6646 +2025-05-29 07:09:30,505 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:24:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5566, loss: 2.5566 +2025-05-29 07:10:13,405 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:23:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5470, loss: 2.5470 +2025-05-29 07:10:56,290 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:22:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5630, loss: 2.5630 +2025-05-29 07:11:39,168 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:21:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.5854, loss: 2.5854 +2025-05-29 07:12:22,050 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:21:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9931, loss_cls: 2.4846, loss: 2.4846 +2025-05-29 07:13:04,962 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:20:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5500, loss: 2.5500 +2025-05-29 07:13:08,015 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-29 07:21:27,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:21:27,798 - pyskl - INFO - +top1_acc 0.8474 +top5_acc 0.9773 +2025-05-29 07:21:27,802 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8474, top5_acc: 0.9773 +2025-05-29 07:22:32,226 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:20:02, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5997, loss: 2.5997 +2025-05-29 07:23:15,083 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:19:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.5210, loss: 2.5210 +2025-05-29 07:23:57,879 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:18:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.5085, loss: 2.5085 +2025-05-29 07:24:40,666 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:17:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5133, loss: 2.5133 +2025-05-29 07:25:23,446 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:17:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.5586, loss: 2.5586 +2025-05-29 07:26:06,307 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:16:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.4898, loss: 2.4898 +2025-05-29 07:26:49,041 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:15:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.4359, loss: 2.4359 +2025-05-29 07:27:31,922 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5597, loss: 2.5597 +2025-05-29 07:28:14,826 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:14:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.4534, loss: 2.4534 +2025-05-29 07:28:57,634 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:13:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5260, loss: 2.5260 +2025-05-29 07:29:40,468 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:12:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5522, loss: 2.5522 +2025-05-29 07:30:23,255 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:11:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4954, loss: 2.4954 +2025-05-29 07:31:06,069 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:11:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5953, loss: 2.5953 +2025-05-29 07:31:48,813 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:10:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.5937, loss: 2.5937 +2025-05-29 07:32:31,515 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:09:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5700, loss: 2.5700 +2025-05-29 07:33:14,243 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:08:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5887, loss: 2.5887 +2025-05-29 07:33:56,954 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:08:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9762, loss_cls: 2.7962, loss: 2.7962 +2025-05-29 07:34:39,691 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:07:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5617, loss: 2.5617 +2025-05-29 07:35:22,595 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:06:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6027, loss: 2.6027 +2025-05-29 07:36:05,506 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:05:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5963, loss: 2.5963 +2025-05-29 07:36:48,343 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:05:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6777, loss: 2.6777 +2025-05-29 07:37:31,235 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:04:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5545, loss: 2.5545 +2025-05-29 07:38:14,171 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:03:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5908, loss: 2.5908 +2025-05-29 07:38:57,109 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:02:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.6826, loss: 2.6826 +2025-05-29 07:39:39,994 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:02:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6359, loss: 2.6359 +2025-05-29 07:39:43,033 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-29 07:40:59,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 07:40:59,487 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9787 +2025-05-29 07:40:59,490 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8597, top5_acc: 0.9787 +2025-05-29 07:42:03,765 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:01:45, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 2.3898, loss: 2.3898 +2025-05-29 07:42:46,778 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:01:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.5404, loss: 2.5404 +2025-05-29 07:43:29,705 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:00:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6408, loss: 2.6408 +2025-05-29 07:44:12,513 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5999, loss: 2.5999 +2025-05-29 07:44:55,505 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:58:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.5249, loss: 2.5249 +2025-05-29 07:45:38,129 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:58:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.5860, loss: 2.5860 +2025-05-29 07:46:21,039 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:57:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5124, loss: 2.5124 +2025-05-29 07:47:03,880 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:56:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.5281, loss: 2.5281 +2025-05-29 07:47:46,376 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:55:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.5368, loss: 2.5368 +2025-05-29 07:48:28,818 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:55:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6524, loss: 2.6524 +2025-05-29 07:49:11,730 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:54:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5584, loss: 2.5584 +2025-05-29 07:49:54,568 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:53:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5847, loss: 2.5847 +2025-05-29 07:50:37,245 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.5157, loss: 2.5157 +2025-05-29 07:51:20,087 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:52:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9912, loss_cls: 2.5542, loss: 2.5542 +2025-05-29 07:52:02,918 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:51:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4653, loss: 2.4653 +2025-05-29 07:52:45,817 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:50:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.4960, loss: 2.4960 +2025-05-29 07:53:28,730 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:49:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5728, loss: 2.5728 +2025-05-29 07:54:11,658 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:49:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5620, loss: 2.5620 +2025-05-29 07:54:54,751 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:48:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 2.4880, loss: 2.4880 +2025-05-29 07:55:37,803 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:47:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.5481, loss: 2.5481 +2025-05-29 07:56:20,642 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:46:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.5836, loss: 2.5836 +2025-05-29 07:57:03,598 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:46:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5592, loss: 2.5592 +2025-05-29 07:57:46,437 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:45:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.6162, loss: 2.6162 +2025-05-29 07:58:29,314 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5898, loss: 2.5898 +2025-05-29 07:59:12,193 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:43:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4744, loss: 2.4744 +2025-05-29 07:59:15,248 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-29 08:00:31,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:00:31,576 - pyskl - INFO - +top1_acc 0.8572 +top5_acc 0.9802 +2025-05-29 08:00:31,579 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8572, top5_acc: 0.9802 +2025-05-29 08:01:35,161 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:43:29, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5814, loss: 2.5814 +2025-05-29 08:02:17,960 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:42:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4841, loss: 2.4841 +2025-05-29 08:03:00,741 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:41:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3646, loss: 2.3646 +2025-05-29 08:03:43,642 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:41:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.4718, loss: 2.4718 +2025-05-29 08:04:26,499 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:40:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.4644, loss: 2.4644 +2025-05-29 08:05:09,423 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:39:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.5379, loss: 2.5379 +2025-05-29 08:05:52,322 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4700, loss: 2.4700 +2025-05-29 08:06:35,131 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:38:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.5711, loss: 2.5711 +2025-05-29 08:07:17,958 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:37:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6245, loss: 2.6245 +2025-05-29 08:08:00,873 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5439, loss: 2.5439 +2025-05-29 08:08:43,863 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:36:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5744, loss: 2.5744 +2025-05-29 08:09:26,756 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:35:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5862, loss: 2.5862 +2025-05-29 08:10:09,729 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:34:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 2.5543, loss: 2.5543 +2025-05-29 08:10:52,691 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5635, loss: 2.5635 +2025-05-29 08:11:35,699 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:33:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5444, loss: 2.5444 +2025-05-29 08:12:18,518 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:32:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.5501, loss: 2.5501 +2025-05-29 08:13:01,362 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:31:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9931, loss_cls: 2.4765, loss: 2.4765 +2025-05-29 08:13:44,259 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:30:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.6770, loss: 2.6770 +2025-05-29 08:14:27,156 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:30:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4628, loss: 2.4628 +2025-05-29 08:15:10,070 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:29:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 2.5524, loss: 2.5524 +2025-05-29 08:15:53,195 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:28:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6231, loss: 2.6231 +2025-05-29 08:16:36,270 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:27:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4859, loss: 2.4859 +2025-05-29 08:17:19,162 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:27:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.5294, loss: 2.5294 +2025-05-29 08:18:02,003 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:26:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5779, loss: 2.5779 +2025-05-29 08:18:44,766 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:25:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.5092, loss: 2.5092 +2025-05-29 08:18:47,754 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-29 08:20:03,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:20:03,961 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9773 +2025-05-29 08:20:03,963 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8526, top5_acc: 0.9773 +2025-05-29 08:21:08,224 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:25:15, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.5028, loss: 2.5028 +2025-05-29 08:21:50,986 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:24:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.4730, loss: 2.4730 +2025-05-29 08:22:33,829 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:23:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4936, loss: 2.4936 +2025-05-29 08:23:16,689 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:23:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4826, loss: 2.4826 +2025-05-29 08:23:59,495 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:22:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5057, loss: 2.5057 +2025-05-29 08:24:42,345 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:21:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4886, loss: 2.4886 +2025-05-29 08:25:25,176 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:20:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.4901, loss: 2.4901 +2025-05-29 08:26:08,000 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:20:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.4931, loss: 2.4931 +2025-05-29 08:26:50,839 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:19:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4053, loss: 2.4053 +2025-05-29 08:27:33,697 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:18:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.4760, loss: 2.4760 +2025-05-29 08:28:16,576 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:17:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5820, loss: 2.5820 +2025-05-29 08:28:59,503 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:17:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.5361, loss: 2.5361 +2025-05-29 08:29:42,360 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:16:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.5057, loss: 2.5057 +2025-05-29 08:30:25,273 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:15:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.4361, loss: 2.4361 +2025-05-29 08:31:08,097 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:14:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.4863, loss: 2.4863 +2025-05-29 08:31:50,883 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:14:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.5803, loss: 2.5803 +2025-05-29 08:32:33,685 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:13:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6961, loss: 2.6961 +2025-05-29 08:33:16,494 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:12:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6846, loss: 2.6846 +2025-05-29 08:33:59,451 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:11:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5844, loss: 2.5844 +2025-05-29 08:34:42,338 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:11:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.4620, loss: 2.4620 +2025-05-29 08:35:25,161 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:10:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.5735, loss: 2.5735 +2025-05-29 08:36:08,022 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:09:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6552, loss: 2.6552 +2025-05-29 08:36:50,924 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:08:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4997, loss: 2.4997 +2025-05-29 08:37:33,834 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:08:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.6027, loss: 2.6027 +2025-05-29 08:38:16,838 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:07:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4790, loss: 2.4790 +2025-05-29 08:38:19,873 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-29 08:39:36,066 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 08:39:36,133 - pyskl - INFO - +top1_acc 0.8459 +top5_acc 0.9760 +2025-05-29 08:39:36,136 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8459, top5_acc: 0.9760 +2025-05-29 08:40:39,817 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:06:59, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3459, loss: 2.3459 +2025-05-29 08:41:22,582 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:06:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.5033, loss: 2.5033 +2025-05-29 08:42:05,252 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:05:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4071, loss: 2.4071 +2025-05-29 08:42:48,040 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:04:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 2.4938, loss: 2.4938 +2025-05-29 08:43:31,043 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:04:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5280, loss: 2.5280 +2025-05-29 08:44:13,949 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4890, loss: 2.4890 +2025-05-29 08:44:56,699 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:02:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4544, loss: 2.4544 +2025-05-29 08:45:39,410 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:01:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5432, loss: 2.5432 +2025-05-29 08:46:22,038 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:01:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.5966, loss: 2.5966 +2025-05-29 08:47:04,722 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:00:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6119, loss: 2.6119 +2025-05-29 08:47:47,599 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4870, loss: 2.4870 +2025-05-29 08:48:30,421 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:58:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.6521, loss: 2.6521 +2025-05-29 08:49:13,297 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:58:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.4549, loss: 2.4549 +2025-05-29 08:49:56,135 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:57:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.5712, loss: 2.5712 +2025-05-29 08:50:39,291 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:56:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4838, loss: 2.4838 +2025-05-29 08:51:22,111 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:55:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.4629, loss: 2.4629 +2025-05-29 08:52:04,975 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:55:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.5843, loss: 2.5843 +2025-05-29 08:52:47,718 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:54:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5718, loss: 2.5718 +2025-05-29 08:53:30,626 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:53:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.5269, loss: 2.5269 +2025-05-29 08:54:13,573 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:52:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4878, loss: 2.4878 +2025-05-29 08:54:56,537 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:52:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.4914, loss: 2.4914 +2025-05-29 08:55:39,551 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:51:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5472, loss: 2.5472 +2025-05-29 08:56:22,487 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:50:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.5383, loss: 2.5383 +2025-05-29 08:57:05,390 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:49:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.5450, loss: 2.5450 +2025-05-29 08:57:48,324 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:49:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.5406, loss: 2.5406 +2025-05-29 08:57:51,396 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-29 09:06:48,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:06:48,618 - pyskl - INFO - +top1_acc 0.8385 +top5_acc 0.9781 +2025-05-29 09:06:48,620 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8385, top5_acc: 0.9781 +2025-05-29 09:07:52,374 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:48:43, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.5310, loss: 2.5310 +2025-05-29 09:08:35,102 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:47:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.4923, loss: 2.4923 +2025-05-29 09:09:18,009 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:47:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4661, loss: 2.4661 +2025-05-29 09:10:00,902 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:46:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5490, loss: 2.5490 +2025-05-29 09:10:43,815 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:45:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4592, loss: 2.4592 +2025-05-29 09:11:26,761 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5864, loss: 2.5864 +2025-05-29 09:12:09,697 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:44:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.6127, loss: 2.6127 +2025-05-29 09:12:52,474 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:43:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4233, loss: 2.4233 +2025-05-29 09:13:35,333 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:42:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.5147, loss: 2.5147 +2025-05-29 09:14:18,091 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:42:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4837, loss: 2.4837 +2025-05-29 09:15:00,861 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:41:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4927, loss: 2.4927 +2025-05-29 09:15:43,569 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:40:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.5417, loss: 2.5417 +2025-05-29 09:16:26,337 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:39:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5247, loss: 2.5247 +2025-05-29 09:17:09,198 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:39:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4612, loss: 2.4612 +2025-05-29 09:17:51,937 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.5931, loss: 2.5931 +2025-05-29 09:18:34,790 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:37:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5293, loss: 2.5293 +2025-05-29 09:19:17,628 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5539, loss: 2.5539 +2025-05-29 09:20:00,490 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:36:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4954, loss: 2.4954 +2025-05-29 09:20:43,296 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:35:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4804, loss: 2.4804 +2025-05-29 09:21:26,298 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:34:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4489, loss: 2.4489 +2025-05-29 09:22:09,402 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:33:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.6686, loss: 2.6686 +2025-05-29 09:22:52,387 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:33:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.4279, loss: 2.4279 +2025-05-29 09:23:35,386 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:32:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4254, loss: 2.4254 +2025-05-29 09:24:18,435 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:31:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5766, loss: 2.5766 +2025-05-29 09:25:01,399 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:30:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4386, loss: 2.4386 +2025-05-29 09:25:04,448 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-29 09:26:20,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:26:20,541 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9797 +2025-05-29 09:26:20,544 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8454, top5_acc: 0.9797 +2025-05-29 09:27:24,487 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:30:29, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4843, loss: 2.4843 +2025-05-29 09:28:07,321 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.4365, loss: 2.4365 +2025-05-29 09:28:50,311 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:29:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4179, loss: 2.4179 +2025-05-29 09:29:33,100 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:28:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4929, loss: 2.4929 +2025-05-29 09:30:16,002 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:27:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4923, loss: 2.4923 +2025-05-29 09:30:58,858 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:26:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5126, loss: 2.5126 +2025-05-29 09:31:41,677 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:26:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4570, loss: 2.4570 +2025-05-29 09:32:24,468 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:25:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5257, loss: 2.5257 +2025-05-29 09:33:07,254 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:24:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.5252, loss: 2.5252 +2025-05-29 09:33:49,987 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:23:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.5356, loss: 2.5356 +2025-05-29 09:34:32,750 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:23:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5455, loss: 2.5455 +2025-05-29 09:35:15,478 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:22:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4949, loss: 2.4949 +2025-05-29 09:35:58,221 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:21:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.4692, loss: 2.4692 +2025-05-29 09:36:40,959 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:20:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4736, loss: 2.4736 +2025-05-29 09:37:23,655 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:20:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.4507, loss: 2.4507 +2025-05-29 09:38:06,376 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:19:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.5038, loss: 2.5038 +2025-05-29 09:38:49,111 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:18:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4701, loss: 2.4701 +2025-05-29 09:39:31,839 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:17:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5595, loss: 2.5595 +2025-05-29 09:40:14,585 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:17:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5904, loss: 2.5904 +2025-05-29 09:40:57,582 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:16:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5062, loss: 2.5062 +2025-05-29 09:41:40,559 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:15:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.5265, loss: 2.5265 +2025-05-29 09:42:23,460 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:14:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5665, loss: 2.5665 +2025-05-29 09:43:06,361 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:14:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.5352, loss: 2.5352 +2025-05-29 09:43:49,186 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:13:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4575, loss: 2.4575 +2025-05-29 09:44:31,967 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:12:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6290, loss: 2.6290 +2025-05-29 09:44:34,954 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-29 09:45:51,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 09:45:51,356 - pyskl - INFO - +top1_acc 0.8485 +top5_acc 0.9803 +2025-05-29 09:45:51,358 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8485, top5_acc: 0.9803 +2025-05-29 09:46:55,361 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:12:12, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4454, loss: 2.4454 +2025-05-29 09:47:38,188 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:11:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4034, loss: 2.4034 +2025-05-29 09:48:21,016 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:10:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4061, loss: 2.4061 +2025-05-29 09:49:03,869 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4709, loss: 2.4709 +2025-05-29 09:49:46,718 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:09:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.4866, loss: 2.4866 +2025-05-29 09:50:29,614 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:08:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.4018, loss: 2.4018 +2025-05-29 09:51:12,470 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:07:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9938, loss_cls: 2.5326, loss: 2.5326 +2025-05-29 09:51:55,290 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.5473, loss: 2.5473 +2025-05-29 09:52:38,115 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:06:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.4244, loss: 2.4244 +2025-05-29 09:53:20,874 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:05:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4484, loss: 2.4484 +2025-05-29 09:54:03,738 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:04:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.4232, loss: 2.4232 +2025-05-29 09:54:46,578 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:04:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5154, loss: 2.5154 +2025-05-29 09:55:29,467 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:03:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.5739, loss: 2.5739 +2025-05-29 09:56:12,336 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:02:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5285, loss: 2.5285 +2025-05-29 09:56:55,144 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4003, loss: 2.4003 +2025-05-29 09:57:37,989 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:01:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.5779, loss: 2.5779 +2025-05-29 09:58:20,937 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:00:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4816, loss: 2.4816 +2025-05-29 09:59:03,851 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:59:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4749, loss: 2.4749 +2025-05-29 09:59:46,842 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:58:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3366, loss: 2.3366 +2025-05-29 10:00:29,789 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:58:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.4759, loss: 2.4759 +2025-05-29 10:01:12,902 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:57:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.5199, loss: 2.5199 +2025-05-29 10:01:55,887 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:56:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4546, loss: 2.4546 +2025-05-29 10:02:38,767 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:55:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4238, loss: 2.4238 +2025-05-29 10:03:21,674 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:55:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4682, loss: 2.4682 +2025-05-29 10:04:04,725 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:54:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.4949, loss: 2.4949 +2025-05-29 10:04:07,748 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-29 10:05:24,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:05:24,156 - pyskl - INFO - +top1_acc 0.8406 +top5_acc 0.9792 +2025-05-29 10:05:24,159 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8406, top5_acc: 0.9792 +2025-05-29 10:06:28,214 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:53:58, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.4494, loss: 2.4494 +2025-05-29 10:07:10,683 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:53:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4722, loss: 2.4722 +2025-05-29 10:07:53,437 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.4656, loss: 2.4656 +2025-05-29 10:08:36,168 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:51:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.4269, loss: 2.4269 +2025-05-29 10:09:18,898 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:50:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3935, loss: 2.3935 +2025-05-29 10:10:01,624 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:50:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4172, loss: 2.4172 +2025-05-29 10:10:44,402 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:49:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3183, loss: 2.3183 +2025-05-29 10:11:27,154 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:48:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4093, loss: 2.4093 +2025-05-29 10:12:09,848 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.5022, loss: 2.5022 +2025-05-29 10:12:52,566 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4241, loss: 2.4241 +2025-05-29 10:13:35,246 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:46:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4750, loss: 2.4750 +2025-05-29 10:14:18,103 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:45:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.3908, loss: 2.3908 +2025-05-29 10:15:00,901 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:45:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.4569, loss: 2.4569 +2025-05-29 10:15:43,741 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.4703, loss: 2.4703 +2025-05-29 10:16:26,566 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:43:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3198, loss: 2.3198 +2025-05-29 10:17:09,381 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:42:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.4531, loss: 2.4531 +2025-05-29 10:17:52,243 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:42:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4260, loss: 2.4260 +2025-05-29 10:18:35,406 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:41:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9831, loss_cls: 2.4885, loss: 2.4885 +2025-05-29 10:19:18,579 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:40:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5679, loss: 2.5679 +2025-05-29 10:20:01,598 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.4483, loss: 2.4483 +2025-05-29 10:20:44,538 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:39:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.4338, loss: 2.4338 +2025-05-29 10:21:27,391 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:38:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.5180, loss: 2.5180 +2025-05-29 10:22:10,174 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:37:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4852, loss: 2.4852 +2025-05-29 10:22:53,001 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:36:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5033, loss: 2.5033 +2025-05-29 10:23:35,706 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:36:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5343, loss: 2.5343 +2025-05-29 10:23:38,698 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-29 10:24:55,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:24:55,337 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9814 +2025-05-29 10:24:55,414 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_52.pth was removed +2025-05-29 10:24:56,466 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-05-29 10:24:56,467 - pyskl - INFO - Best top1_acc is 0.8681 at 69 epoch. +2025-05-29 10:24:56,469 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8681, top5_acc: 0.9814 +2025-05-29 10:26:00,562 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:35:42, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.4382, loss: 2.4382 +2025-05-29 10:26:43,431 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:34:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.3973, loss: 2.3973 +2025-05-29 10:27:26,297 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:34:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3197, loss: 2.3197 +2025-05-29 10:28:09,103 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:33:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.4300, loss: 2.4300 +2025-05-29 10:28:51,896 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:32:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4369, loss: 2.4369 +2025-05-29 10:29:34,748 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:31:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.4151, loss: 2.4151 +2025-05-29 10:30:17,627 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:31:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4406, loss: 2.4406 +2025-05-29 10:31:00,500 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3889, loss: 2.3889 +2025-05-29 10:31:43,472 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:29:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5022, loss: 2.5022 +2025-05-29 10:32:26,302 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:29:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3897, loss: 2.3897 +2025-05-29 10:33:09,111 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:28:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.4855, loss: 2.4855 +2025-05-29 10:33:52,029 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:27:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.4228, loss: 2.4228 +2025-05-29 10:34:34,823 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:26:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4783, loss: 2.4783 +2025-05-29 10:35:17,702 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:26:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5811, loss: 2.5811 +2025-05-29 10:36:00,556 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4208, loss: 2.4208 +2025-05-29 10:36:43,424 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:24:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.4704, loss: 2.4704 +2025-05-29 10:37:26,229 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:23:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5014, loss: 2.5014 +2025-05-29 10:38:09,125 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:23:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.3517, loss: 2.3517 +2025-05-29 10:38:52,406 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:22:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.4338, loss: 2.4338 +2025-05-29 10:39:35,542 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:21:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.6525, loss: 2.6525 +2025-05-29 10:40:18,783 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:20:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.4721, loss: 2.4721 +2025-05-29 10:41:02,195 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:20:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4815, loss: 2.4815 +2025-05-29 10:41:45,367 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:19:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4687, loss: 2.4687 +2025-05-29 10:42:28,330 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:18:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4417, loss: 2.4417 +2025-05-29 10:43:11,125 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:17:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9944, loss_cls: 2.4319, loss: 2.4319 +2025-05-29 10:43:14,156 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-29 10:51:39,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 10:51:39,601 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9762 +2025-05-29 10:51:39,604 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8411, top5_acc: 0.9762 +2025-05-29 10:52:43,685 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:17:29, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3522, loss: 2.3522 +2025-05-29 10:53:26,618 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:16:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3291, loss: 2.3291 +2025-05-29 10:54:09,411 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.3972, loss: 2.3972 +2025-05-29 10:54:52,228 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3410, loss: 2.3410 +2025-05-29 10:55:34,975 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.4706, loss: 2.4706 +2025-05-29 10:56:17,683 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4606, loss: 2.4606 +2025-05-29 10:57:00,414 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:13:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3501, loss: 2.3501 +2025-05-29 10:57:43,185 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:12:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4411, loss: 2.4411 +2025-05-29 10:58:26,083 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:11:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4047, loss: 2.4047 +2025-05-29 10:59:09,163 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:10:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3964, loss: 2.3964 +2025-05-29 10:59:52,026 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:10:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4537, loss: 2.4537 +2025-05-29 11:00:34,796 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:09:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3874, loss: 2.3874 +2025-05-29 11:01:17,597 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:08:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4110, loss: 2.4110 +2025-05-29 11:02:00,282 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:07:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3648, loss: 2.3648 +2025-05-29 11:02:42,934 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:07:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.4805, loss: 2.4805 +2025-05-29 11:03:25,518 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:06:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3702, loss: 2.3702 +2025-05-29 11:04:08,165 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:05:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.5489, loss: 2.5489 +2025-05-29 11:04:50,821 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:04:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4549, loss: 2.4549 +2025-05-29 11:05:33,474 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:04:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3380, loss: 2.3380 +2025-05-29 11:06:16,139 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:03:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.4798, loss: 2.4798 +2025-05-29 11:06:58,795 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:02:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3675, loss: 2.3675 +2025-05-29 11:07:41,812 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:01:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5004, loss: 2.5004 +2025-05-29 11:08:24,774 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:01:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5581, loss: 2.5581 +2025-05-29 11:09:07,629 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:00:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.4451, loss: 2.4451 +2025-05-29 11:09:50,381 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:59:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5921, loss: 2.5921 +2025-05-29 11:09:53,374 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-29 11:11:09,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:11:09,702 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9751 +2025-05-29 11:11:09,704 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8346, top5_acc: 0.9751 +2025-05-29 11:12:13,660 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:59:12, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.3911, loss: 2.3911 +2025-05-29 11:12:56,519 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:58:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2754, loss: 2.2754 +2025-05-29 11:13:39,367 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:57:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.2874, loss: 2.2874 +2025-05-29 11:14:22,197 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:56:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4677, loss: 2.4677 +2025-05-29 11:15:05,133 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:56:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3761, loss: 2.3761 +2025-05-29 11:15:47,993 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:55:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3569, loss: 2.3569 +2025-05-29 11:16:30,949 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.3260, loss: 2.3260 +2025-05-29 11:17:13,822 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:54:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4714, loss: 2.4714 +2025-05-29 11:17:56,645 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:53:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4568, loss: 2.4568 +2025-05-29 11:18:39,598 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:52:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.3112, loss: 2.3112 +2025-05-29 11:19:22,919 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:51:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4628, loss: 2.4628 +2025-05-29 11:20:06,005 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:51:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.5141, loss: 2.5141 +2025-05-29 11:20:48,815 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:50:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5204, loss: 2.5204 +2025-05-29 11:21:31,538 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:49:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4459, loss: 2.4459 +2025-05-29 11:22:14,466 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:48:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4494, loss: 2.4494 +2025-05-29 11:22:57,289 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:48:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3426, loss: 2.3426 +2025-05-29 11:23:40,093 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:47:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.3838, loss: 2.3838 +2025-05-29 11:24:22,950 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:46:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3224, loss: 2.3224 +2025-05-29 11:25:05,743 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:45:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4684, loss: 2.4684 +2025-05-29 11:25:48,540 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:45:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5777, loss: 2.5777 +2025-05-29 11:26:31,337 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:44:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.5194, loss: 2.5194 +2025-05-29 11:27:14,221 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:43:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.4345, loss: 2.4345 +2025-05-29 11:27:57,078 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:42:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.4480, loss: 2.4480 +2025-05-29 11:28:39,986 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:42:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3774, loss: 2.3774 +2025-05-29 11:29:22,911 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:41:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.5654, loss: 2.5654 +2025-05-29 11:29:25,932 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-29 11:30:42,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:30:42,378 - pyskl - INFO - +top1_acc 0.8585 +top5_acc 0.9810 +2025-05-29 11:30:42,381 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8585, top5_acc: 0.9810 +2025-05-29 11:31:46,861 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:40:59, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.4243, loss: 2.4243 +2025-05-29 11:32:29,757 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:40:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.3243, loss: 2.3243 +2025-05-29 11:33:12,586 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:39:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.3864, loss: 2.3864 +2025-05-29 11:33:55,368 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3273, loss: 2.3273 +2025-05-29 11:34:38,182 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.3011, loss: 2.3011 +2025-05-29 11:35:20,986 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:37:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.4142, loss: 2.4142 +2025-05-29 11:36:03,814 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:36:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.3413, loss: 2.3413 +2025-05-29 11:36:46,570 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:35:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3077, loss: 2.3077 +2025-05-29 11:37:29,325 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:35:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.4216, loss: 2.4216 +2025-05-29 11:38:12,118 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:34:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4399, loss: 2.4399 +2025-05-29 11:38:54,977 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:33:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.4427, loss: 2.4427 +2025-05-29 11:39:37,759 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:32:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.3715, loss: 2.3715 +2025-05-29 11:40:20,425 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:32:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.4265, loss: 2.4265 +2025-05-29 11:41:03,139 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:31:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3925, loss: 2.3925 +2025-05-29 11:41:45,794 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:30:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 2.4545, loss: 2.4545 +2025-05-29 11:42:28,484 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:29:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3639, loss: 2.3639 +2025-05-29 11:43:11,158 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:29:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.4378, loss: 2.4378 +2025-05-29 11:43:53,885 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.4286, loss: 2.4286 +2025-05-29 11:44:36,534 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:27:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4010, loss: 2.4010 +2025-05-29 11:45:19,262 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:26:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5420, loss: 2.5420 +2025-05-29 11:46:02,029 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:26:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3101, loss: 2.3101 +2025-05-29 11:46:44,743 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.4724, loss: 2.4724 +2025-05-29 11:47:27,711 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.4644, loss: 2.4644 +2025-05-29 11:48:10,542 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:23:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4397, loss: 2.4397 +2025-05-29 11:48:53,556 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.3533, loss: 2.3533 +2025-05-29 11:48:56,629 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-29 11:50:12,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 11:50:13,000 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9766 +2025-05-29 11:50:13,002 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8590, top5_acc: 0.9766 +2025-05-29 11:51:16,520 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:22:42, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.2931, loss: 2.2931 +2025-05-29 11:51:59,254 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:21:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.2528, loss: 2.2528 +2025-05-29 11:52:42,105 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:21:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3422, loss: 2.3422 +2025-05-29 11:53:24,934 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.3244, loss: 2.3244 +2025-05-29 11:54:07,682 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:19:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3392, loss: 2.3392 +2025-05-29 11:54:50,420 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:18:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.3192, loss: 2.3192 +2025-05-29 11:55:33,170 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:18:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.3001, loss: 2.3001 +2025-05-29 11:56:15,898 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:17:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3896, loss: 2.3896 +2025-05-29 11:56:58,782 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:16:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.3544, loss: 2.3544 +2025-05-29 11:57:41,614 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:16:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.3501, loss: 2.3501 +2025-05-29 11:58:24,423 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9869, loss_cls: 2.4021, loss: 2.4021 +2025-05-29 11:59:07,237 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:14:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4577, loss: 2.4577 +2025-05-29 11:59:50,104 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:13:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4378, loss: 2.4378 +2025-05-29 12:00:32,974 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:13:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.4342, loss: 2.4342 +2025-05-29 12:01:15,750 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:12:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4259, loss: 2.4259 +2025-05-29 12:01:58,582 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:11:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3959, loss: 2.3959 +2025-05-29 12:02:41,397 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:10:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3925, loss: 2.3925 +2025-05-29 12:03:24,231 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:10:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3759, loss: 2.3759 +2025-05-29 12:04:06,994 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:09:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3344, loss: 2.3344 +2025-05-29 12:04:49,730 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:08:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.4799, loss: 2.4799 +2025-05-29 12:05:32,482 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:07:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4650, loss: 2.4650 +2025-05-29 12:06:15,302 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:07:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5205, loss: 2.5205 +2025-05-29 12:06:58,267 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:06:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4913, loss: 2.4913 +2025-05-29 12:07:41,429 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:05:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.4272, loss: 2.4272 +2025-05-29 12:08:24,300 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:04:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 2.4106, loss: 2.4106 +2025-05-29 12:08:27,374 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-29 12:09:43,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:09:43,959 - pyskl - INFO - +top1_acc 0.8586 +top5_acc 0.9792 +2025-05-29 12:09:43,962 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8586, top5_acc: 0.9792 +2025-05-29 12:10:47,769 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:04:26, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2732, loss: 2.2732 +2025-05-29 12:11:30,679 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:03:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.3048, loss: 2.3048 +2025-05-29 12:12:13,548 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:02:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4441, loss: 2.4441 +2025-05-29 12:12:56,433 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:02:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3038, loss: 2.3038 +2025-05-29 12:13:39,300 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:01:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2822, loss: 2.2822 +2025-05-29 12:14:22,151 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:00:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4761, loss: 2.4761 +2025-05-29 12:15:04,997 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.3501, loss: 2.3501 +2025-05-29 12:15:47,730 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:59:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.2945, loss: 2.2945 +2025-05-29 12:16:30,647 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:58:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3236, loss: 2.3236 +2025-05-29 12:17:13,467 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:57:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.4222, loss: 2.4222 +2025-05-29 12:17:56,545 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:57:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.4402, loss: 2.4402 +2025-05-29 12:18:39,388 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:56:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.3287, loss: 2.3287 +2025-05-29 12:19:22,228 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:55:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.5092, loss: 2.5092 +2025-05-29 12:20:05,117 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:54:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3615, loss: 2.3615 +2025-05-29 12:20:47,940 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:54:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.3917, loss: 2.3917 +2025-05-29 12:21:30,854 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:53:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3188, loss: 2.3188 +2025-05-29 12:22:13,742 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3644, loss: 2.3644 +2025-05-29 12:22:56,579 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:51:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.4085, loss: 2.4085 +2025-05-29 12:23:39,391 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.3550, loss: 2.3550 +2025-05-29 12:24:22,174 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:50:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4047, loss: 2.4047 +2025-05-29 12:25:04,980 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:49:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3446, loss: 2.3446 +2025-05-29 12:25:47,850 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:48:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4486, loss: 2.4486 +2025-05-29 12:26:30,714 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:48:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2967, loss: 2.2967 +2025-05-29 12:27:13,686 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:47:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4627, loss: 2.4627 +2025-05-29 12:27:56,613 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:46:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.3499, loss: 2.3499 +2025-05-29 12:27:59,643 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-29 12:37:02,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:37:02,304 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9806 +2025-05-29 12:37:02,357 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_69.pth was removed +2025-05-29 12:37:03,339 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-05-29 12:37:03,340 - pyskl - INFO - Best top1_acc is 0.8786 at 75 epoch. +2025-05-29 12:37:03,342 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8786, top5_acc: 0.9806 +2025-05-29 12:38:07,115 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:46:12, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1677, loss: 2.1677 +2025-05-29 12:38:49,766 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1990, loss: 2.1990 +2025-05-29 12:39:32,546 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:44:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2710, loss: 2.2710 +2025-05-29 12:40:15,385 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:43:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.2701, loss: 2.2701 +2025-05-29 12:40:57,998 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:43:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3603, loss: 2.3603 +2025-05-29 12:41:40,761 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:42:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.3082, loss: 2.3082 +2025-05-29 12:42:23,504 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:41:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3668, loss: 2.3668 +2025-05-29 12:43:06,248 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:41:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.2948, loss: 2.2948 +2025-05-29 12:43:49,106 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:40:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4424, loss: 2.4424 +2025-05-29 12:44:31,912 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:39:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3970, loss: 2.3970 +2025-05-29 12:45:14,793 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.4763, loss: 2.4763 +2025-05-29 12:45:57,602 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:38:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3867, loss: 2.3867 +2025-05-29 12:46:40,634 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:37:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.3186, loss: 2.3186 +2025-05-29 12:47:23,377 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:36:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2912, loss: 2.2912 +2025-05-29 12:48:05,763 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:35:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4792, loss: 2.4792 +2025-05-29 12:48:48,462 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:35:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.4210, loss: 2.4210 +2025-05-29 12:49:31,254 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:34:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 2.3022, loss: 2.3022 +2025-05-29 12:50:13,910 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:33:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.3685, loss: 2.3685 +2025-05-29 12:50:56,530 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:32:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.2495, loss: 2.2495 +2025-05-29 12:51:39,241 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:32:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.3982, loss: 2.3982 +2025-05-29 12:52:21,986 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.4045, loss: 2.4045 +2025-05-29 12:53:04,741 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:30:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.4499, loss: 2.4499 +2025-05-29 12:53:47,526 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:29:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3265, loss: 2.3265 +2025-05-29 12:54:30,239 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:29:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3171, loss: 2.3171 +2025-05-29 12:55:13,178 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:28:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4322, loss: 2.4322 +2025-05-29 12:55:16,220 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-29 12:56:32,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 12:56:32,464 - pyskl - INFO - +top1_acc 0.8434 +top5_acc 0.9757 +2025-05-29 12:56:32,466 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8434, top5_acc: 0.9757 +2025-05-29 12:57:36,606 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:27:55, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2663, loss: 2.2663 +2025-05-29 12:58:19,474 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:27:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.3104, loss: 2.3104 +2025-05-29 12:59:02,393 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:26:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2044, loss: 2.2044 +2025-05-29 12:59:45,310 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:25:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3485, loss: 2.3485 +2025-05-29 13:00:28,219 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:24:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3449, loss: 2.3449 +2025-05-29 13:01:11,127 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:24:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3205, loss: 2.3205 +2025-05-29 13:01:54,034 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:23:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.3191, loss: 2.3191 +2025-05-29 13:02:37,022 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:22:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3158, loss: 2.3158 +2025-05-29 13:03:19,990 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:22:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.2544, loss: 2.2544 +2025-05-29 13:04:02,778 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:21:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2890, loss: 2.2890 +2025-05-29 13:04:45,501 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.4149, loss: 2.4149 +2025-05-29 13:05:28,299 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:19:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2984, loss: 2.2984 +2025-05-29 13:06:11,088 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:19:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3599, loss: 2.3599 +2025-05-29 13:06:53,963 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:18:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.3642, loss: 2.3642 +2025-05-29 13:07:36,811 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:17:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3232, loss: 2.3232 +2025-05-29 13:08:19,707 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:16:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.3427, loss: 2.3427 +2025-05-29 13:09:02,933 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:16:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.3643, loss: 2.3643 +2025-05-29 13:09:45,935 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:15:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.3324, loss: 2.3324 +2025-05-29 13:10:28,782 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:14:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.3813, loss: 2.3813 +2025-05-29 13:11:11,610 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:13:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2511, loss: 2.2511 +2025-05-29 13:11:54,538 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:13:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2897, loss: 2.2897 +2025-05-29 13:12:37,336 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:12:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2176, loss: 2.2176 +2025-05-29 13:13:20,198 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:11:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.3268, loss: 2.3268 +2025-05-29 13:14:03,053 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:10:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3977, loss: 2.3977 +2025-05-29 13:14:46,029 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:10:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4278, loss: 2.4278 +2025-05-29 13:14:49,089 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-29 13:16:05,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:16:05,081 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9792 +2025-05-29 13:16:05,083 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8463, top5_acc: 0.9792 +2025-05-29 13:17:09,377 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:09:41, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2328, loss: 2.2328 +2025-05-29 13:17:52,386 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:08:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.2691, loss: 2.2691 +2025-05-29 13:18:35,327 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:08:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2190, loss: 2.2190 +2025-05-29 13:19:18,294 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:07:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.3158, loss: 2.3158 +2025-05-29 13:20:01,218 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:06:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.3291, loss: 2.3291 +2025-05-29 13:20:44,154 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4311, loss: 2.4311 +2025-05-29 13:21:27,090 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:05:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.3066, loss: 2.3066 +2025-05-29 13:22:09,994 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:04:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2888, loss: 2.2888 +2025-05-29 13:22:52,923 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:03:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.2475, loss: 2.2475 +2025-05-29 13:23:35,746 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:03:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3926, loss: 2.3926 +2025-05-29 13:24:18,587 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:02:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.2932, loss: 2.2932 +2025-05-29 13:25:01,539 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:01:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3649, loss: 2.3649 +2025-05-29 13:25:44,566 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:00:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.2386, loss: 2.2386 +2025-05-29 13:26:27,482 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:00:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.3349, loss: 2.3349 +2025-05-29 13:27:10,358 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:59:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.3599, loss: 2.3599 +2025-05-29 13:27:53,174 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:58:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3927, loss: 2.3927 +2025-05-29 13:28:36,004 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:57:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3431, loss: 2.3431 +2025-05-29 13:29:18,989 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:57:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.3818, loss: 2.3818 +2025-05-29 13:30:01,852 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:56:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.3481, loss: 2.3481 +2025-05-29 13:30:44,667 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:55:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.3779, loss: 2.3779 +2025-05-29 13:31:27,542 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:54:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3344, loss: 2.3344 +2025-05-29 13:32:10,532 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:54:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3889, loss: 2.3889 +2025-05-29 13:32:53,519 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:53:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3131, loss: 2.3131 +2025-05-29 13:33:36,533 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:52:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.3305, loss: 2.3305 +2025-05-29 13:34:19,453 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:51:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3737, loss: 2.3737 +2025-05-29 13:34:22,522 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-29 13:35:38,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:35:38,811 - pyskl - INFO - +top1_acc 0.8719 +top5_acc 0.9819 +2025-05-29 13:35:38,813 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8719, top5_acc: 0.9819 +2025-05-29 13:36:43,417 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:51:29, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.2505, loss: 2.2505 +2025-05-29 13:37:26,406 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:50:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.3671, loss: 2.3671 +2025-05-29 13:38:09,754 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:50:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2912, loss: 2.2912 +2025-05-29 13:38:53,130 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:49:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3217, loss: 2.3217 +2025-05-29 13:39:36,186 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:48:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2745, loss: 2.2745 +2025-05-29 13:40:19,071 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:47:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.2696, loss: 2.2696 +2025-05-29 13:41:02,214 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3120, loss: 2.3120 +2025-05-29 13:41:45,132 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:46:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.2291, loss: 2.2291 +2025-05-29 13:42:28,175 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3552, loss: 2.3552 +2025-05-29 13:43:11,183 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:44:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2817, loss: 2.2817 +2025-05-29 13:43:53,946 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:44:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2480, loss: 2.2480 +2025-05-29 13:44:36,798 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:43:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.2454, loss: 2.2454 +2025-05-29 13:45:19,674 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:42:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3164, loss: 2.3164 +2025-05-29 13:46:02,494 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:41:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2935, loss: 2.2935 +2025-05-29 13:46:45,212 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:41:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.3790, loss: 2.3790 +2025-05-29 13:47:28,136 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:40:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2979, loss: 2.2979 +2025-05-29 13:48:10,997 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:39:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3278, loss: 2.3278 +2025-05-29 13:48:53,899 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:38:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.4062, loss: 2.4062 +2025-05-29 13:49:36,757 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:38:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9875, loss_cls: 2.2008, loss: 2.2008 +2025-05-29 13:50:19,635 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:37:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.2843, loss: 2.2843 +2025-05-29 13:51:02,495 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:36:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3574, loss: 2.3574 +2025-05-29 13:51:45,374 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:36:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.3135, loss: 2.3135 +2025-05-29 13:52:28,260 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:35:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.2848, loss: 2.2848 +2025-05-29 13:53:11,089 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:34:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3275, loss: 2.3275 +2025-05-29 13:53:54,277 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:33:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3964, loss: 2.3964 +2025-05-29 13:53:57,339 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-29 13:55:13,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 13:55:13,675 - pyskl - INFO - +top1_acc 0.8343 +top5_acc 0.9780 +2025-05-29 13:55:13,678 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8343, top5_acc: 0.9780 +2025-05-29 13:56:17,493 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:33:16, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2746, loss: 2.2746 +2025-05-29 13:57:00,410 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:32:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1776, loss: 2.1776 +2025-05-29 13:57:43,234 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:31:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2908, loss: 2.2908 +2025-05-29 13:58:26,225 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:31:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2935, loss: 2.2935 +2025-05-29 13:59:09,186 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:30:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2909, loss: 2.2909 +2025-05-29 13:59:52,073 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.3243, loss: 2.3243 +2025-05-29 14:00:34,929 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:28:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.2237, loss: 2.2237 +2025-05-29 14:01:17,774 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3195, loss: 2.3195 +2025-05-29 14:02:00,650 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:27:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 2.2432, loss: 2.2432 +2025-05-29 14:02:43,424 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:26:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2477, loss: 2.2477 +2025-05-29 14:03:26,267 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2703, loss: 2.2703 +2025-05-29 14:04:09,085 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:25:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.2998, loss: 2.2998 +2025-05-29 14:04:51,979 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.4048, loss: 2.4048 +2025-05-29 14:05:34,896 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:23:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2326, loss: 2.2326 +2025-05-29 14:06:17,714 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:22:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.3231, loss: 2.3231 +2025-05-29 14:07:00,546 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:22:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.3271, loss: 2.3271 +2025-05-29 14:07:43,363 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:21:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3000, loss: 2.3000 +2025-05-29 14:08:26,129 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:20:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3920, loss: 2.3920 +2025-05-29 14:09:08,963 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:19:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3559, loss: 2.3559 +2025-05-29 14:09:51,786 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:19:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.3149, loss: 2.3149 +2025-05-29 14:10:34,598 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:18:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3220, loss: 2.3220 +2025-05-29 14:11:17,446 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:17:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2729, loss: 2.2729 +2025-05-29 14:12:00,322 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:17:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.4073, loss: 2.4073 +2025-05-29 14:12:43,153 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:16:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 2.2943, loss: 2.2943 +2025-05-29 14:13:26,082 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:15:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3185, loss: 2.3185 +2025-05-29 14:13:29,130 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-29 14:22:22,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:22:22,517 - pyskl - INFO - +top1_acc 0.8520 +top5_acc 0.9798 +2025-05-29 14:22:22,520 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8520, top5_acc: 0.9798 +2025-05-29 14:23:26,358 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:15:02, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1407, loss: 2.1407 +2025-05-29 14:24:09,086 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:14:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3149, loss: 2.3149 +2025-05-29 14:24:51,855 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:13:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.2192, loss: 2.2192 +2025-05-29 14:25:34,452 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:12:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2754, loss: 2.2754 +2025-05-29 14:26:17,327 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.2258, loss: 2.2258 +2025-05-29 14:27:00,187 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:11:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.3780, loss: 2.3780 +2025-05-29 14:27:42,979 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:10:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2576, loss: 2.2576 +2025-05-29 14:28:25,748 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:09:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.3050, loss: 2.3050 +2025-05-29 14:29:08,589 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.1929, loss: 2.1929 +2025-05-29 14:29:51,365 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:08:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2519, loss: 2.2519 +2025-05-29 14:30:34,117 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:07:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1609, loss: 2.1609 +2025-05-29 14:31:16,834 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:06:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.2841, loss: 2.2841 +2025-05-29 14:31:59,589 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1853, loss: 2.1853 +2025-05-29 14:32:42,329 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:05:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.2725, loss: 2.2725 +2025-05-29 14:33:25,153 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:04:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.2717, loss: 2.2717 +2025-05-29 14:34:07,899 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:03:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3563, loss: 2.3563 +2025-05-29 14:34:50,577 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:03:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3491, loss: 2.3491 +2025-05-29 14:35:33,282 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:02:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.3071, loss: 2.3071 +2025-05-29 14:36:16,131 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3645, loss: 2.3645 +2025-05-29 14:36:58,972 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:00:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.2420, loss: 2.2420 +2025-05-29 14:37:41,902 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:00:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3017, loss: 2.3017 +2025-05-29 14:38:24,869 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:59:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4216, loss: 2.4216 +2025-05-29 14:39:07,986 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:58:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2863, loss: 2.2863 +2025-05-29 14:39:51,042 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:58:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1949, loss: 2.1949 +2025-05-29 14:40:33,956 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:57:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.2980, loss: 2.2980 +2025-05-29 14:40:36,999 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-29 14:41:53,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 14:41:53,199 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9786 +2025-05-29 14:41:53,201 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8573, top5_acc: 0.9786 +2025-05-29 14:42:57,636 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:56:47, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2415, loss: 2.2415 +2025-05-29 14:43:40,788 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:56:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2333, loss: 2.2333 +2025-05-29 14:44:23,797 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:55:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1903, loss: 2.1903 +2025-05-29 14:45:06,850 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:54:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.2587, loss: 2.2587 +2025-05-29 14:45:49,814 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:53:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.2437, loss: 2.2437 +2025-05-29 14:46:32,852 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:53:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.1410, loss: 2.1410 +2025-05-29 14:47:15,836 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:52:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.2714, loss: 2.2714 +2025-05-29 14:47:58,694 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:51:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3155, loss: 2.3155 +2025-05-29 14:48:41,661 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:50:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.3368, loss: 2.3368 +2025-05-29 14:49:24,670 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:50:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2990, loss: 2.2990 +2025-05-29 14:50:07,709 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:49:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2652, loss: 2.2652 +2025-05-29 14:50:50,685 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:48:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1981, loss: 2.1981 +2025-05-29 14:51:33,694 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:47:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.4057, loss: 2.4057 +2025-05-29 14:52:16,651 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:47:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2794, loss: 2.2794 +2025-05-29 14:52:59,602 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:46:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2673, loss: 2.2673 +2025-05-29 14:53:42,566 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:45:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.2067, loss: 2.2067 +2025-05-29 14:54:25,251 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:45:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.3282, loss: 2.3282 +2025-05-29 14:55:08,016 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:44:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.3171, loss: 2.3171 +2025-05-29 14:55:50,812 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:43:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 2.1568, loss: 2.1568 +2025-05-29 14:56:33,626 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:42:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2737, loss: 2.2737 +2025-05-29 14:57:16,369 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:42:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3343, loss: 2.3343 +2025-05-29 14:57:59,342 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:41:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1868, loss: 2.1868 +2025-05-29 14:58:42,398 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:40:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.3718, loss: 2.3718 +2025-05-29 14:59:25,365 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3287, loss: 2.3287 +2025-05-29 15:00:08,319 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:39:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3286, loss: 2.3286 +2025-05-29 15:00:11,361 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-29 15:01:27,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:01:27,743 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9821 +2025-05-29 15:01:27,746 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8628, top5_acc: 0.9821 +2025-05-29 15:02:31,717 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:38:35, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2031, loss: 2.2031 +2025-05-29 15:03:14,418 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:37:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.2337, loss: 2.2337 +2025-05-29 15:03:56,971 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:37:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.2276, loss: 2.2276 +2025-05-29 15:04:39,681 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:36:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2407, loss: 2.2407 +2025-05-29 15:05:22,381 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:35:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1727, loss: 2.1727 +2025-05-29 15:06:05,091 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:34:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2092, loss: 2.2092 +2025-05-29 15:06:47,802 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:34:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.2297, loss: 2.2297 +2025-05-29 15:07:30,538 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:33:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.2000, loss: 2.2000 +2025-05-29 15:08:13,247 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2611, loss: 2.2611 +2025-05-29 15:08:55,977 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.2373, loss: 2.2373 +2025-05-29 15:09:38,693 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:31:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.3094, loss: 2.3094 +2025-05-29 15:10:21,419 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:30:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1692, loss: 2.1692 +2025-05-29 15:11:04,110 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:29:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1672, loss: 2.1672 +2025-05-29 15:11:46,921 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:28:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.3912, loss: 2.3912 +2025-05-29 15:12:29,566 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:28:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2945, loss: 2.2945 +2025-05-29 15:13:12,248 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:27:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.2890, loss: 2.2890 +2025-05-29 15:13:55,023 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:26:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1789, loss: 2.1789 +2025-05-29 15:14:37,785 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:26:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3619, loss: 2.3619 +2025-05-29 15:15:20,522 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:25:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.3007, loss: 2.3007 +2025-05-29 15:16:03,226 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:24:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2723, loss: 2.2723 +2025-05-29 15:16:45,973 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:23:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2722, loss: 2.2722 +2025-05-29 15:17:28,810 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:23:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.2136, loss: 2.2136 +2025-05-29 15:18:11,735 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:22:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.1641, loss: 2.1641 +2025-05-29 15:18:54,691 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.2334, loss: 2.2334 +2025-05-29 15:19:37,536 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:20:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1944, loss: 2.1944 +2025-05-29 15:19:40,609 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-29 15:20:57,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:20:57,286 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9831 +2025-05-29 15:20:57,289 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8674, top5_acc: 0.9831 +2025-05-29 15:22:01,403 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:20:18, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 2.1325, loss: 2.1325 +2025-05-29 15:22:44,186 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:19:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.2231, loss: 2.2231 +2025-05-29 15:23:26,981 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:18:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.2164, loss: 2.2164 +2025-05-29 15:24:09,832 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:18:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.1723, loss: 2.1723 +2025-05-29 15:24:52,582 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0693, loss: 2.0693 +2025-05-29 15:25:35,337 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:16:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1603, loss: 2.1603 +2025-05-29 15:26:18,146 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:15:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2264, loss: 2.2264 +2025-05-29 15:27:01,051 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:15:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.1407, loss: 2.1407 +2025-05-29 15:27:43,903 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:14:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2651, loss: 2.2651 +2025-05-29 15:28:26,654 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:13:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1590, loss: 2.1590 +2025-05-29 15:29:09,438 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.3317, loss: 2.3317 +2025-05-29 15:29:52,189 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2299, loss: 2.2299 +2025-05-29 15:30:35,017 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.2728, loss: 2.2728 +2025-05-29 15:31:17,861 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:10:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1099, loss: 2.1099 +2025-05-29 15:32:00,651 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:09:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2400, loss: 2.2400 +2025-05-29 15:32:43,346 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:09:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2974, loss: 2.2974 +2025-05-29 15:33:26,043 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:08:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.2658, loss: 2.2658 +2025-05-29 15:34:08,793 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:07:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2602, loss: 2.2602 +2025-05-29 15:34:51,599 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1804, loss: 2.1804 +2025-05-29 15:35:34,382 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:06:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2480, loss: 2.2480 +2025-05-29 15:36:17,207 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:05:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1634, loss: 2.1634 +2025-05-29 15:37:00,097 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:04:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 2.3653, loss: 2.3653 +2025-05-29 15:37:43,053 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.4192, loss: 2.4192 +2025-05-29 15:38:25,925 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:03:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.4679, loss: 2.4679 +2025-05-29 15:39:09,051 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:02:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.3163, loss: 2.3163 +2025-05-29 15:39:12,044 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-29 15:40:28,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 15:40:28,495 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9770 +2025-05-29 15:40:28,497 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8609, top5_acc: 0.9770 +2025-05-29 15:41:32,612 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:02:03, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1755, loss: 2.1755 +2025-05-29 15:42:15,521 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:01:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1811, loss: 2.1811 +2025-05-29 15:42:58,331 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:00:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0644, loss: 2.0644 +2025-05-29 15:43:41,110 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:59:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1932, loss: 2.1932 +2025-05-29 15:44:23,893 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:59:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.2175, loss: 2.2175 +2025-05-29 15:45:06,862 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:58:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.1642, loss: 2.1642 +2025-05-29 15:45:49,791 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:57:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2731, loss: 2.2731 +2025-05-29 15:46:32,651 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:56:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.1479, loss: 2.1479 +2025-05-29 15:47:15,321 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:56:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.2711, loss: 2.2711 +2025-05-29 15:47:58,192 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:55:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.2924, loss: 2.2924 +2025-05-29 15:48:41,104 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.2511, loss: 2.2511 +2025-05-29 15:49:23,909 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:53:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.2172, loss: 2.2172 +2025-05-29 15:50:06,737 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.3077, loss: 2.3077 +2025-05-29 15:50:49,510 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:52:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2468, loss: 2.2468 +2025-05-29 15:51:32,346 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:51:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2338, loss: 2.2338 +2025-05-29 15:52:15,117 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:51:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2211, loss: 2.2211 +2025-05-29 15:52:57,842 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:50:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1729, loss: 2.1729 +2025-05-29 15:53:40,661 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:49:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2431, loss: 2.2431 +2025-05-29 15:54:23,590 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:48:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2253, loss: 2.2253 +2025-05-29 15:55:06,496 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:48:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1492, loss: 2.1492 +2025-05-29 15:55:49,068 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:47:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1820, loss: 2.1820 +2025-05-29 15:56:31,700 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:46:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.2570, loss: 2.2570 +2025-05-29 15:57:14,528 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:45:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.1935, loss: 2.1935 +2025-05-29 15:57:57,340 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:45:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2700, loss: 2.2700 +2025-05-29 15:58:40,011 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:44:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1870, loss: 2.1870 +2025-05-29 15:58:43,034 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-29 16:07:09,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:07:10,003 - pyskl - INFO - +top1_acc 0.8759 +top5_acc 0.9820 +2025-05-29 16:07:10,005 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8759, top5_acc: 0.9820 +2025-05-29 16:08:13,812 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:43:48, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1236, loss: 2.1236 +2025-05-29 16:08:56,571 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:43:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1660, loss: 2.1660 +2025-05-29 16:09:39,416 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:42:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1577, loss: 2.1577 +2025-05-29 16:10:22,216 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:41:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1273, loss: 2.1273 +2025-05-29 16:11:04,999 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:40:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1637, loss: 2.1637 +2025-05-29 16:11:47,805 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:40:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1672, loss: 2.1672 +2025-05-29 16:12:30,654 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:39:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.1109, loss: 2.1109 +2025-05-29 16:13:13,593 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:38:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 2.1674, loss: 2.1674 +2025-05-29 16:13:56,397 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:37:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2513, loss: 2.2513 +2025-05-29 16:14:39,298 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:37:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1758, loss: 2.1758 +2025-05-29 16:15:22,154 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:36:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1442, loss: 2.1442 +2025-05-29 16:16:05,022 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:35:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.1892, loss: 2.1892 +2025-05-29 16:16:47,902 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:34:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.3308, loss: 2.3308 +2025-05-29 16:17:30,758 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:34:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.2407, loss: 2.2407 +2025-05-29 16:18:13,518 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:33:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.2085, loss: 2.2085 +2025-05-29 16:18:56,367 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:32:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.1451, loss: 2.1451 +2025-05-29 16:19:39,173 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:32:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2082, loss: 2.2082 +2025-05-29 16:20:21,928 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:31:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.1870, loss: 2.1870 +2025-05-29 16:21:04,748 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:30:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2352, loss: 2.2352 +2025-05-29 16:21:47,501 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:29:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 2.1760, loss: 2.1760 +2025-05-29 16:22:30,306 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:29:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 2.2053, loss: 2.2053 +2025-05-29 16:23:12,939 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:28:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1567, loss: 2.1567 +2025-05-29 16:23:55,701 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:27:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1981, loss: 2.1981 +2025-05-29 16:24:38,517 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:26:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2789, loss: 2.2789 +2025-05-29 16:25:21,304 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1922, loss: 2.1922 +2025-05-29 16:25:24,309 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-29 16:26:40,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:26:40,919 - pyskl - INFO - +top1_acc 0.8814 +top5_acc 0.9848 +2025-05-29 16:26:40,974 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_75.pth was removed +2025-05-29 16:26:41,972 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-05-29 16:26:41,973 - pyskl - INFO - Best top1_acc is 0.8814 at 86 epoch. +2025-05-29 16:26:41,976 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8814, top5_acc: 0.9848 +2025-05-29 16:27:46,403 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:25:34, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 2.1301, loss: 2.1301 +2025-05-29 16:28:29,530 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:24:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1133, loss: 2.1133 +2025-05-29 16:29:12,518 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:24:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2143, loss: 2.2143 +2025-05-29 16:29:55,402 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:23:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.2339, loss: 2.2339 +2025-05-29 16:30:38,225 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1431, loss: 2.1431 +2025-05-29 16:31:21,078 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:21:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1415, loss: 2.1415 +2025-05-29 16:32:03,842 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:21:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1283, loss: 2.1283 +2025-05-29 16:32:46,625 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:20:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.0809, loss: 2.0809 +2025-05-29 16:33:29,458 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:19:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1043, loss: 2.1043 +2025-05-29 16:34:12,444 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:18:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1528, loss: 2.1528 +2025-05-29 16:34:55,447 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:18:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0799, loss: 2.0799 +2025-05-29 16:35:37,985 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:17:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.1232, loss: 2.1232 +2025-05-29 16:36:20,811 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:16:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.2866, loss: 2.2866 +2025-05-29 16:37:03,666 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:15:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2808, loss: 2.2808 +2025-05-29 16:37:46,431 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9894, loss_cls: 2.1097, loss: 2.1097 +2025-05-29 16:38:29,159 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:14:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0691, loss: 2.0691 +2025-05-29 16:39:11,961 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:13:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.1766, loss: 2.1766 +2025-05-29 16:39:54,720 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:13:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1597, loss: 2.1597 +2025-05-29 16:40:37,428 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:12:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.2762, loss: 2.2762 +2025-05-29 16:41:20,246 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:11:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2365, loss: 2.2365 +2025-05-29 16:42:03,122 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:10:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.1498, loss: 2.1498 +2025-05-29 16:42:45,948 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:10:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1768, loss: 2.1768 +2025-05-29 16:43:28,715 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:09:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3259, loss: 2.3259 +2025-05-29 16:44:11,596 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:08:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.3043, loss: 2.3043 +2025-05-29 16:44:54,404 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:07:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1948, loss: 2.1948 +2025-05-29 16:44:57,438 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-29 16:46:13,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 16:46:13,934 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9836 +2025-05-29 16:46:13,989 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_86.pth was removed +2025-05-29 16:46:14,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-05-29 16:46:14,981 - pyskl - INFO - Best top1_acc is 0.8842 at 87 epoch. +2025-05-29 16:46:14,983 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8842, top5_acc: 0.9836 +2025-05-29 16:47:18,471 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:07:19, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.2056, loss: 2.2056 +2025-05-29 16:48:01,425 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:06:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0087, loss: 2.0087 +2025-05-29 16:48:44,421 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:05:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1665, loss: 2.1665 +2025-05-29 16:49:27,221 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:05:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.1307, loss: 2.1307 +2025-05-29 16:50:10,112 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:04:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.0240, loss: 2.0240 +2025-05-29 16:50:52,918 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:03:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1649, loss: 2.1649 +2025-05-29 16:51:35,746 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:02:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0839, loss: 2.0839 +2025-05-29 16:52:18,607 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:02:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1216, loss: 2.1216 +2025-05-29 16:53:01,328 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:01:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9900, loss_cls: 2.2015, loss: 2.2015 +2025-05-29 16:53:44,082 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:00:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.1571, loss: 2.1571 +2025-05-29 16:54:26,893 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:59:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.1044, loss: 2.1044 +2025-05-29 16:55:09,689 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:59:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.1027, loss: 2.1027 +2025-05-29 16:55:52,539 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.1692, loss: 2.1692 +2025-05-29 16:56:35,397 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:57:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1996, loss: 2.1996 +2025-05-29 16:57:18,298 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:57:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1683, loss: 2.1683 +2025-05-29 16:58:01,146 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:56:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.1388, loss: 2.1388 +2025-05-29 16:58:44,006 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:55:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.2423, loss: 2.2423 +2025-05-29 16:59:26,900 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:54:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1184, loss: 2.1184 +2025-05-29 17:00:09,756 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:54:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2373, loss: 2.2373 +2025-05-29 17:00:52,707 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:53:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1193, loss: 2.1193 +2025-05-29 17:01:35,590 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.1961, loss: 2.1961 +2025-05-29 17:02:18,280 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:51:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.1174, loss: 2.1174 +2025-05-29 17:03:01,078 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1160, loss: 2.1160 +2025-05-29 17:03:43,903 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2235, loss: 2.2235 +2025-05-29 17:04:26,728 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:49:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2816, loss: 2.2816 +2025-05-29 17:04:29,722 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-29 17:05:46,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:05:46,102 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9818 +2025-05-29 17:05:46,104 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8744, top5_acc: 0.9818 +2025-05-29 17:06:50,661 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:49:05, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 2.0746, loss: 2.0746 +2025-05-29 17:07:33,827 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:48:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0980, loss: 2.0980 +2025-05-29 17:08:16,758 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:47:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.1003, loss: 2.1003 +2025-05-29 17:08:59,561 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:46:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 2.2220, loss: 2.2220 +2025-05-29 17:09:42,429 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:46:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.0838, loss: 2.0838 +2025-05-29 17:10:25,230 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:45:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1076, loss: 2.1076 +2025-05-29 17:11:08,010 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:44:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0558, loss: 2.0558 +2025-05-29 17:11:50,782 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:43:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.1177, loss: 2.1177 +2025-05-29 17:12:33,550 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:43:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.2121, loss: 2.2121 +2025-05-29 17:13:16,345 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:42:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.2180, loss: 2.2180 +2025-05-29 17:13:59,123 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:41:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0435, loss: 2.0435 +2025-05-29 17:14:41,926 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2755, loss: 2.2755 +2025-05-29 17:15:24,861 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:40:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1723, loss: 2.1723 +2025-05-29 17:16:07,999 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:39:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 2.1019, loss: 2.1019 +2025-05-29 17:16:51,035 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:38:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1286, loss: 2.1286 +2025-05-29 17:17:33,922 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:38:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1248, loss: 2.1248 +2025-05-29 17:18:16,830 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:37:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1467, loss: 2.1467 +2025-05-29 17:18:59,715 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:36:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1123, loss: 2.1123 +2025-05-29 17:19:42,587 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:35:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.2083, loss: 2.2083 +2025-05-29 17:20:25,473 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:35:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2358, loss: 2.2358 +2025-05-29 17:21:08,386 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:34:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.0783, loss: 2.0783 +2025-05-29 17:21:51,197 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:33:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0864, loss: 2.0864 +2025-05-29 17:22:34,070 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:32:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1057, loss: 2.1057 +2025-05-29 17:23:16,927 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1643, loss: 2.1643 +2025-05-29 17:23:59,689 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:31:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 2.2180, loss: 2.2180 +2025-05-29 17:24:02,664 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-29 17:25:18,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:25:18,979 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9810 +2025-05-29 17:25:18,981 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8735, top5_acc: 0.9810 +2025-05-29 17:26:22,621 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:30:51, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0245, loss: 2.0245 +2025-05-29 17:27:05,539 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:30:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1375, loss: 2.1375 +2025-05-29 17:27:48,509 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:29:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1118, loss: 2.1118 +2025-05-29 17:28:31,406 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:28:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.0522, loss: 2.0522 +2025-05-29 17:29:14,274 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:27:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1334, loss: 2.1334 +2025-05-29 17:29:57,166 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:27:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0900, loss: 2.0900 +2025-05-29 17:30:40,145 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0875, loss: 2.0875 +2025-05-29 17:31:23,143 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:25:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1143, loss: 2.1143 +2025-05-29 17:32:06,126 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:24:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 2.0574, loss: 2.0574 +2025-05-29 17:32:49,084 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:24:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.1675, loss: 2.1675 +2025-05-29 17:33:31,937 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1312, loss: 2.1312 +2025-05-29 17:34:14,790 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:22:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.1119, loss: 2.1119 +2025-05-29 17:34:57,635 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:22:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2156, loss: 2.2156 +2025-05-29 17:35:40,470 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:21:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0630, loss: 2.0630 +2025-05-29 17:36:23,298 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:20:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1005, loss: 2.1005 +2025-05-29 17:37:06,187 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:19:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9981, loss_cls: 2.2448, loss: 2.2448 +2025-05-29 17:37:48,997 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:19:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.1503, loss: 2.1503 +2025-05-29 17:38:31,820 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:18:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.0480, loss: 2.0480 +2025-05-29 17:39:14,601 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:17:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1769, loss: 2.1769 +2025-05-29 17:39:57,458 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:16:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0791, loss: 2.0791 +2025-05-29 17:40:40,258 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:16:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2539, loss: 2.2539 +2025-05-29 17:41:23,119 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:15:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0445, loss: 2.0445 +2025-05-29 17:42:05,938 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:14:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1009, loss: 2.1009 +2025-05-29 17:42:48,748 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:13:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1109, loss: 2.1109 +2025-05-29 17:43:31,565 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:13:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.1151, loss: 2.1151 +2025-05-29 17:43:34,610 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-29 17:52:25,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 17:52:25,547 - pyskl - INFO - +top1_acc 0.8863 +top5_acc 0.9825 +2025-05-29 17:52:25,606 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_87.pth was removed +2025-05-29 17:52:26,670 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-05-29 17:52:26,671 - pyskl - INFO - Best top1_acc is 0.8863 at 90 epoch. +2025-05-29 17:52:26,674 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8863, top5_acc: 0.9825 +2025-05-29 17:53:30,607 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:12:38, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.0774, loss: 2.0774 +2025-05-29 17:54:13,415 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.9742, loss: 1.9742 +2025-05-29 17:54:56,137 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:11:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.0471, loss: 2.0471 +2025-05-29 17:55:39,022 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:10:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.1999, loss: 2.1999 +2025-05-29 17:56:21,890 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:09:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0552, loss: 2.0552 +2025-05-29 17:57:04,774 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:08:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0575, loss: 2.0575 +2025-05-29 17:57:47,626 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:08:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0235, loss: 2.0235 +2025-05-29 17:58:30,566 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:07:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0911, loss: 2.0911 +2025-05-29 17:59:13,399 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:06:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.0847, loss: 2.0847 +2025-05-29 17:59:56,260 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1695, loss: 2.1695 +2025-05-29 18:00:39,166 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:05:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1284, loss: 2.1284 +2025-05-29 18:01:22,018 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:04:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.0642, loss: 2.0642 +2025-05-29 18:02:04,946 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:03:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9929, loss: 1.9929 +2025-05-29 18:02:47,905 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:03:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 2.0433, loss: 2.0433 +2025-05-29 18:03:30,734 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:02:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0255, loss: 2.0255 +2025-05-29 18:04:13,551 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:01:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1070, loss: 2.1070 +2025-05-29 18:04:56,369 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:00:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.1276, loss: 2.1276 +2025-05-29 18:05:39,139 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:00:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.1759, loss: 2.1759 +2025-05-29 18:06:21,838 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:59:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.1102, loss: 2.1102 +2025-05-29 18:07:04,520 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1236, loss: 2.1236 +2025-05-29 18:07:47,157 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:57:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1240, loss: 2.1240 +2025-05-29 18:08:29,809 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1302, loss: 2.1302 +2025-05-29 18:09:12,494 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:56:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1013, loss: 2.1013 +2025-05-29 18:09:55,163 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:55:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0271, loss: 2.0271 +2025-05-29 18:10:37,862 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:54:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1021, loss: 2.1021 +2025-05-29 18:10:40,889 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-29 18:11:57,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:11:57,396 - pyskl - INFO - +top1_acc 0.8764 +top5_acc 0.9826 +2025-05-29 18:11:57,399 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8764, top5_acc: 0.9826 +2025-05-29 18:13:01,439 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:54:23, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1124, loss: 2.1124 +2025-05-29 18:13:44,184 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:53:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9575, loss: 1.9575 +2025-05-29 18:14:26,968 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:52:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0006, loss: 2.0006 +2025-05-29 18:15:09,780 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:52:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.1007, loss: 2.1007 +2025-05-29 18:15:52,699 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:51:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.0958, loss: 2.0958 +2025-05-29 18:16:35,624 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:50:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 2.0581, loss: 2.0581 +2025-05-29 18:17:18,486 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:49:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.0392, loss: 2.0392 +2025-05-29 18:18:01,362 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:49:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.1148, loss: 2.1148 +2025-05-29 18:18:44,068 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:48:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.0427, loss: 2.0427 +2025-05-29 18:19:26,848 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:47:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0412, loss: 2.0412 +2025-05-29 18:20:09,685 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:47:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0586, loss: 2.0586 +2025-05-29 18:20:52,551 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:46:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0657, loss: 2.0657 +2025-05-29 18:21:35,354 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:45:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1161, loss: 2.1161 +2025-05-29 18:22:18,162 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:44:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1200, loss: 2.1200 +2025-05-29 18:23:01,005 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:44:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.1373, loss: 2.1373 +2025-05-29 18:23:43,890 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:43:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1368, loss: 2.1368 +2025-05-29 18:24:26,726 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.9803, loss: 1.9803 +2025-05-29 18:25:09,497 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:41:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.1050, loss: 2.1050 +2025-05-29 18:25:52,313 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:41:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.1104, loss: 2.1104 +2025-05-29 18:26:35,186 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:40:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.1109, loss: 2.1109 +2025-05-29 18:27:17,962 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:39:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1726, loss: 2.1726 +2025-05-29 18:28:00,706 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:38:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1336, loss: 2.1336 +2025-05-29 18:28:43,289 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:38:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9991, loss: 1.9991 +2025-05-29 18:29:26,063 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0876, loss: 2.0876 +2025-05-29 18:30:08,753 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:36:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1126, loss: 2.1126 +2025-05-29 18:30:11,746 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-29 18:31:28,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:31:28,351 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9820 +2025-05-29 18:31:28,353 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8730, top5_acc: 0.9820 +2025-05-29 18:32:32,601 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:36:08, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 2.0350, loss: 2.0350 +2025-05-29 18:33:15,346 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:35:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.9887, loss: 1.9887 +2025-05-29 18:33:58,257 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.0370, loss: 2.0370 +2025-05-29 18:34:41,170 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:33:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9935, loss: 1.9935 +2025-05-29 18:35:24,167 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:33:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9829, loss: 1.9829 +2025-05-29 18:36:07,025 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:32:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.0822, loss: 2.0822 +2025-05-29 18:36:49,737 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:31:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9725, loss: 1.9725 +2025-05-29 18:37:32,605 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:31:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.0203, loss: 2.0203 +2025-05-29 18:38:15,372 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.9937, loss: 1.9937 +2025-05-29 18:38:57,959 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:29:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9920, loss: 1.9920 +2025-05-29 18:39:40,677 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:28:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.1224, loss: 2.1224 +2025-05-29 18:40:23,458 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:28:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0272, loss: 2.0272 +2025-05-29 18:41:06,113 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:27:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0422, loss: 2.0422 +2025-05-29 18:41:48,789 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:26:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.1188, loss: 2.1188 +2025-05-29 18:42:31,481 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:25:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.1139, loss: 2.1139 +2025-05-29 18:43:14,194 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.1366, loss: 2.1366 +2025-05-29 18:43:56,929 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:24:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9784, loss: 1.9784 +2025-05-29 18:44:39,529 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:23:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0474, loss: 2.0474 +2025-05-29 18:45:22,290 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:22:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0729, loss: 2.0729 +2025-05-29 18:46:05,080 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:22:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.0389, loss: 2.0389 +2025-05-29 18:46:47,827 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:21:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.0736, loss: 2.0736 +2025-05-29 18:47:30,441 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:20:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.1094, loss: 2.1094 +2025-05-29 18:48:13,156 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:19:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1643, loss: 2.1643 +2025-05-29 18:48:56,009 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:19:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1291, loss: 2.1291 +2025-05-29 18:49:38,765 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:18:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.0647, loss: 2.0647 +2025-05-29 18:49:41,766 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-29 18:50:57,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 18:50:57,981 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9791 +2025-05-29 18:50:57,983 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8686, top5_acc: 0.9791 +2025-05-29 18:52:02,386 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:17:53, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.9634, loss: 1.9634 +2025-05-29 18:52:45,387 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:17:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0125, loss: 2.0125 +2025-05-29 18:53:28,339 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:16:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0232, loss: 2.0232 +2025-05-29 18:54:11,187 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:15:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.9698, loss: 1.9698 +2025-05-29 18:54:54,271 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:14:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.0211, loss: 2.0211 +2025-05-29 18:55:37,292 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:14:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.0516, loss: 2.0516 +2025-05-29 18:56:20,282 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:13:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.0792, loss: 2.0792 +2025-05-29 18:57:03,237 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:12:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0574, loss: 2.0574 +2025-05-29 18:57:46,187 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:12:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.0866, loss: 2.0866 +2025-05-29 18:58:29,142 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:11:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.0179, loss: 2.0179 +2025-05-29 18:59:12,045 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:10:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.0773, loss: 2.0773 +2025-05-29 18:59:54,906 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:09:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9902, loss: 1.9902 +2025-05-29 19:00:37,899 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:09:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.0400, loss: 2.0400 +2025-05-29 19:01:20,795 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:08:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.1458, loss: 2.1458 +2025-05-29 19:02:03,693 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:07:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0025, loss: 2.0025 +2025-05-29 19:02:46,823 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:06:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9633, loss: 1.9633 +2025-05-29 19:03:29,640 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.1650, loss: 2.1650 +2025-05-29 19:04:12,464 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:05:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 2.1228, loss: 2.1228 +2025-05-29 19:04:55,353 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.0993, loss: 2.0993 +2025-05-29 19:05:38,468 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:03:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.0722, loss: 2.0722 +2025-05-29 19:06:21,339 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:03:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0783, loss: 2.0783 +2025-05-29 19:07:04,220 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:02:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.1170, loss: 2.1170 +2025-05-29 19:07:47,046 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:01:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0141, loss: 2.0141 +2025-05-29 19:08:29,929 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:01:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.0233, loss: 2.0233 +2025-05-29 19:09:12,890 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:00:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.0903, loss: 2.0903 +2025-05-29 19:09:15,905 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-29 19:10:32,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:10:32,745 - pyskl - INFO - +top1_acc 0.8804 +top5_acc 0.9845 +2025-05-29 19:10:32,747 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8804, top5_acc: 0.9845 +2025-05-29 19:11:36,762 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:59:41, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9905, loss: 1.9905 +2025-05-29 19:12:19,666 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:58:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0240, loss: 2.0240 +2025-05-29 19:13:02,567 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:58:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9574, loss: 1.9574 +2025-05-29 19:13:45,598 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:57:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.0181, loss: 2.0181 +2025-05-29 19:14:28,653 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:56:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.0301, loss: 2.0301 +2025-05-29 19:15:11,756 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:56:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0279, loss: 2.0279 +2025-05-29 19:15:54,754 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:55:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.9849, loss: 1.9849 +2025-05-29 19:16:37,713 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:54:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.0529, loss: 2.0529 +2025-05-29 19:17:20,780 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:53:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9814, loss: 1.9814 +2025-05-29 19:18:03,770 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:53:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.0005, loss: 2.0005 +2025-05-29 19:18:46,801 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:52:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0077, loss: 2.0077 +2025-05-29 19:19:29,785 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:51:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9371, loss: 1.9371 +2025-05-29 19:20:12,845 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:50:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.0765, loss: 2.0765 +2025-05-29 19:20:55,897 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:50:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0605, loss: 2.0605 +2025-05-29 19:21:38,916 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:49:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.0291, loss: 2.0291 +2025-05-29 19:22:21,985 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:48:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0620, loss: 2.0620 +2025-05-29 19:23:04,861 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:47:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.0362, loss: 2.0362 +2025-05-29 19:23:47,685 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:47:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0887, loss: 2.0887 +2025-05-29 19:24:30,597 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:46:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0346, loss: 2.0346 +2025-05-29 19:25:13,482 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:45:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0557, loss: 2.0557 +2025-05-29 19:25:56,374 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:45:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.0235, loss: 2.0235 +2025-05-29 19:26:39,197 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:44:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9962, loss: 1.9962 +2025-05-29 19:27:22,058 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:43:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.9942, loss: 1.9942 +2025-05-29 19:28:04,881 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:42:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 2.0578, loss: 2.0578 +2025-05-29 19:28:47,666 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:42:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0433, loss: 2.0433 +2025-05-29 19:28:50,674 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-29 19:37:36,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:37:36,533 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9858 +2025-05-29 19:37:36,535 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8835, top5_acc: 0.9858 +2025-05-29 19:38:40,803 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:41:29, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.0274, loss: 2.0274 +2025-05-29 19:39:23,762 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:40:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9983, loss: 1.9983 +2025-05-29 19:40:06,687 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:40:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.9185, loss: 1.9185 +2025-05-29 19:40:49,599 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:39:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.9709, loss: 1.9709 +2025-05-29 19:41:32,471 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:38:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9345, loss: 1.9345 +2025-05-29 19:42:15,541 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.0473, loss: 2.0473 +2025-05-29 19:42:58,371 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.9789, loss: 1.9789 +2025-05-29 19:43:41,194 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:36:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.9583, loss: 1.9583 +2025-05-29 19:44:24,030 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:35:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.9395, loss: 1.9395 +2025-05-29 19:45:07,163 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9652, loss: 1.9652 +2025-05-29 19:45:50,341 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:34:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0760, loss: 2.0760 +2025-05-29 19:46:33,422 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:33:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.0290, loss: 2.0290 +2025-05-29 19:47:16,387 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:32:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9814, loss: 1.9814 +2025-05-29 19:47:59,378 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:31:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1699, loss: 2.1699 +2025-05-29 19:48:42,390 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:31:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9980, loss: 1.9980 +2025-05-29 19:49:25,391 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:30:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.0794, loss: 2.0794 +2025-05-29 19:50:08,387 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:29:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.9969, loss: 1.9969 +2025-05-29 19:50:51,313 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:29:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9316, loss: 1.9316 +2025-05-29 19:51:34,298 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:28:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0491, loss: 2.0491 +2025-05-29 19:52:17,395 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:27:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.0210, loss: 2.0210 +2025-05-29 19:53:00,417 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:26:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 2.0193, loss: 2.0193 +2025-05-29 19:53:43,371 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:26:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.9903, loss: 1.9903 +2025-05-29 19:54:26,202 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:25:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9792, loss: 1.9792 +2025-05-29 19:55:09,084 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:24:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0149, loss: 2.0149 +2025-05-29 19:55:51,917 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:23:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9505, loss: 1.9505 +2025-05-29 19:55:54,958 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-29 19:57:10,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 19:57:11,013 - pyskl - INFO - +top1_acc 0.8923 +top5_acc 0.9842 +2025-05-29 19:57:11,066 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_90.pth was removed +2025-05-29 19:57:12,055 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-05-29 19:57:12,056 - pyskl - INFO - Best top1_acc is 0.8923 at 96 epoch. +2025-05-29 19:57:12,058 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8923, top5_acc: 0.9842 +2025-05-29 19:58:15,962 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:23:16, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.0020, loss: 2.0020 +2025-05-29 19:58:58,673 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:22:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8830, loss: 1.8830 +2025-05-29 19:59:41,410 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.9525, loss: 1.9525 +2025-05-29 20:00:24,153 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:21:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8975, loss: 1.8975 +2025-05-29 20:01:07,012 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:20:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8733, loss: 1.8733 +2025-05-29 20:01:49,789 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:19:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9299, loss: 1.9299 +2025-05-29 20:02:32,541 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:18:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0059, loss: 2.0059 +2025-05-29 20:03:15,307 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:18:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9656, loss: 1.9656 +2025-05-29 20:03:58,102 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:17:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.9339, loss: 1.9339 +2025-05-29 20:04:40,807 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:16:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.9816, loss: 1.9816 +2025-05-29 20:05:23,750 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:15:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9803, loss: 1.9803 +2025-05-29 20:06:06,695 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:15:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.0301, loss: 2.0301 +2025-05-29 20:06:49,633 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:14:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0209, loss: 2.0209 +2025-05-29 20:07:32,553 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:13:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 1.9553, loss: 1.9553 +2025-05-29 20:08:15,407 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.0205, loss: 2.0205 +2025-05-29 20:08:58,238 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:12:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9112, loss: 1.9112 +2025-05-29 20:09:41,150 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:11:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9952, loss: 1.9952 +2025-05-29 20:10:23,985 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:10:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0381, loss: 2.0381 +2025-05-29 20:11:06,818 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:10:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 2.0048, loss: 2.0048 +2025-05-29 20:11:49,588 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:09:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0183, loss: 2.0183 +2025-05-29 20:12:32,357 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:08:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8848, loss: 1.8848 +2025-05-29 20:13:15,149 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:07:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9733, loss: 1.9733 +2025-05-29 20:13:57,914 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:07:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0430, loss: 2.0430 +2025-05-29 20:14:40,654 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:06:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1293, loss: 2.1293 +2025-05-29 20:15:23,359 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:05:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9860, loss: 1.9860 +2025-05-29 20:15:26,385 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-29 20:16:42,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:16:42,820 - pyskl - INFO - +top1_acc 0.8883 +top5_acc 0.9845 +2025-05-29 20:16:42,823 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8883, top5_acc: 0.9845 +2025-05-29 20:17:46,959 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:05:02, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.8673, loss: 1.8673 +2025-05-29 20:18:29,854 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:04:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.9016, loss: 1.9016 +2025-05-29 20:19:12,814 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:03:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9652, loss: 1.9652 +2025-05-29 20:19:55,788 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:02:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.9838, loss: 1.9838 +2025-05-29 20:20:38,791 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:02:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8593, loss: 1.8593 +2025-05-29 20:21:21,689 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:01:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9235, loss: 1.9235 +2025-05-29 20:22:04,653 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:00:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9919, loss_cls: 2.0070, loss: 2.0070 +2025-05-29 20:22:47,491 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:59:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9959, loss: 1.9959 +2025-05-29 20:23:30,419 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:59:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9188, loss: 1.9188 +2025-05-29 20:24:13,274 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:58:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.9416, loss: 1.9416 +2025-05-29 20:24:56,128 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:57:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9760, loss: 1.9760 +2025-05-29 20:25:39,026 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:56:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9263, loss: 1.9263 +2025-05-29 20:26:21,882 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:56:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8609, loss: 1.8609 +2025-05-29 20:27:04,904 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:55:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.0441, loss: 2.0441 +2025-05-29 20:27:47,872 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.0184, loss: 2.0184 +2025-05-29 20:28:30,773 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:54:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0338, loss: 2.0338 +2025-05-29 20:29:13,693 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:53:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.9567, loss: 1.9567 +2025-05-29 20:29:56,744 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:52:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9694, loss: 1.9694 +2025-05-29 20:30:39,774 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.9516, loss: 1.9516 +2025-05-29 20:31:22,737 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:51:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 1.9485, loss: 1.9485 +2025-05-29 20:32:05,906 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:50:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9698, loss: 1.9698 +2025-05-29 20:32:48,803 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:49:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.9514, loss: 1.9514 +2025-05-29 20:33:31,766 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:48:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.9994, loss: 1.9994 +2025-05-29 20:34:14,811 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0619, loss: 2.0619 +2025-05-29 20:34:57,949 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:47:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9856, loss: 1.9856 +2025-05-29 20:35:01,061 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-29 20:36:17,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:36:17,615 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9851 +2025-05-29 20:36:17,617 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8798, top5_acc: 0.9851 +2025-05-29 20:37:21,313 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:46:49, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9344, loss: 1.9344 +2025-05-29 20:38:04,225 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:46:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8882, loss: 1.8882 +2025-05-29 20:38:47,013 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:45:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.8674, loss: 1.8674 +2025-05-29 20:39:29,906 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:44:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9532, loss: 1.9532 +2025-05-29 20:40:12,840 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:43:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.9270, loss: 1.9270 +2025-05-29 20:40:55,718 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:43:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 2.0396, loss: 2.0396 +2025-05-29 20:41:38,513 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8875, loss: 1.8875 +2025-05-29 20:42:21,450 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:41:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.9056, loss: 1.9056 +2025-05-29 20:43:04,255 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:40:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9877, loss: 1.9877 +2025-05-29 20:43:47,093 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9124, loss: 1.9124 +2025-05-29 20:44:29,934 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.8933, loss: 1.8933 +2025-05-29 20:45:12,754 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9716, loss: 1.9716 +2025-05-29 20:45:55,638 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9010, loss: 1.9010 +2025-05-29 20:46:38,795 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:37:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9480, loss: 1.9480 +2025-05-29 20:47:21,941 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:36:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9796, loss: 1.9796 +2025-05-29 20:48:04,762 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:35:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.9358, loss: 1.9358 +2025-05-29 20:48:47,730 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:35:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.0049, loss: 2.0049 +2025-05-29 20:49:30,668 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:34:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.9825, loss: 1.9825 +2025-05-29 20:50:13,425 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:33:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.0474, loss: 2.0474 +2025-05-29 20:50:56,298 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:32:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.9714, loss: 1.9714 +2025-05-29 20:51:39,135 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:32:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.9566, loss: 1.9566 +2025-05-29 20:52:21,861 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9796, loss: 1.9796 +2025-05-29 20:53:04,552 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:30:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0523, loss: 2.0523 +2025-05-29 20:53:47,438 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:29:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0002, loss: 2.0002 +2025-05-29 20:54:30,308 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:29:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.9052, loss: 1.9052 +2025-05-29 20:54:33,350 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-29 20:55:49,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 20:55:49,752 - pyskl - INFO - +top1_acc 0.8909 +top5_acc 0.9853 +2025-05-29 20:55:49,754 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8909, top5_acc: 0.9853 +2025-05-29 20:56:54,073 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:28:36, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9296, loss: 1.9296 +2025-05-29 20:57:37,135 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:27:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7924, loss: 1.7924 +2025-05-29 20:58:20,190 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:27:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9678, loss: 1.9678 +2025-05-29 20:59:03,150 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:26:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.9162, loss: 1.9162 +2025-05-29 20:59:46,170 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:25:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8461, loss: 1.8461 +2025-05-29 21:00:29,185 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:24:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.9126, loss: 1.9126 +2025-05-29 21:01:12,062 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:24:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8861, loss: 1.8861 +2025-05-29 21:01:54,984 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:23:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8158, loss: 1.8158 +2025-05-29 21:02:37,943 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:22:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9217, loss: 1.9217 +2025-05-29 21:03:20,980 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:22:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9183, loss: 1.9183 +2025-05-29 21:04:03,983 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:21:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9002, loss: 1.9002 +2025-05-29 21:04:47,003 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:20:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.0014, loss: 2.0014 +2025-05-29 21:05:29,957 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:19:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.8707, loss: 1.8707 +2025-05-29 21:06:12,888 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9254, loss: 1.9254 +2025-05-29 21:06:55,661 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:18:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9694, loss: 1.9694 +2025-05-29 21:07:38,492 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:17:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.9766, loss: 1.9766 +2025-05-29 21:08:21,400 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:16:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9739, loss: 1.9739 +2025-05-29 21:09:04,243 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:16:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9580, loss: 1.9580 +2025-05-29 21:09:47,217 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:15:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9810, loss: 1.9810 +2025-05-29 21:10:29,950 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:14:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8795, loss: 1.8795 +2025-05-29 21:11:12,858 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:13:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.9738, loss: 1.9738 +2025-05-29 21:11:55,909 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:13:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9155, loss: 1.9155 +2025-05-29 21:12:38,913 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:12:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9891, loss: 1.9891 +2025-05-29 21:13:21,881 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:11:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9246, loss: 1.9246 +2025-05-29 21:14:05,445 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:11:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.8833, loss: 1.8833 +2025-05-29 21:14:08,518 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-29 21:23:04,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:23:04,463 - pyskl - INFO - +top1_acc 0.8953 +top5_acc 0.9851 +2025-05-29 21:23:04,522 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_96.pth was removed +2025-05-29 21:23:05,619 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-05-29 21:23:05,620 - pyskl - INFO - Best top1_acc is 0.8953 at 100 epoch. +2025-05-29 21:23:05,622 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8953, top5_acc: 0.9851 +2025-05-29 21:24:09,759 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:10:24, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8194, loss: 1.8194 +2025-05-29 21:24:52,570 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:09:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 21:25:35,474 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:08:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8992, loss: 1.8992 +2025-05-29 21:26:18,451 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:08:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8639, loss: 1.8639 +2025-05-29 21:27:01,321 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:07:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.8527, loss: 1.8527 +2025-05-29 21:27:44,216 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:06:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8887, loss: 1.8887 +2025-05-29 21:28:27,179 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:06:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 2.0022, loss: 2.0022 +2025-05-29 21:29:09,994 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:05:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9147, loss: 1.9147 +2025-05-29 21:29:52,954 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:04:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8721, loss: 1.8721 +2025-05-29 21:30:35,742 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:03:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9181, loss: 1.9181 +2025-05-29 21:31:18,576 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:03:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.9652, loss: 1.9652 +2025-05-29 21:32:01,417 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:02:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9956, loss: 1.9956 +2025-05-29 21:32:44,378 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:01:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8706, loss: 1.8706 +2025-05-29 21:33:27,290 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:00:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9855, loss: 1.9855 +2025-05-29 21:34:10,169 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:00:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.8367, loss: 1.8367 +2025-05-29 21:34:53,021 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:59:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8917, loss: 1.8917 +2025-05-29 21:35:35,899 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:58:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9143, loss: 1.9143 +2025-05-29 21:36:18,805 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:57:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8614, loss: 1.8614 +2025-05-29 21:37:01,595 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:57:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9311, loss: 1.9311 +2025-05-29 21:37:44,374 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:56:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9096, loss: 1.9096 +2025-05-29 21:38:27,202 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:55:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.8554, loss: 1.8554 +2025-05-29 21:39:10,015 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:55:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9088, loss: 1.9088 +2025-05-29 21:39:52,741 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:54:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.8882, loss: 1.8882 +2025-05-29 21:40:35,454 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:53:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0003, loss: 2.0003 +2025-05-29 21:41:18,122 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9698, loss: 1.9698 +2025-05-29 21:41:21,161 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-29 21:42:36,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 21:42:37,015 - pyskl - INFO - +top1_acc 0.8845 +top5_acc 0.9834 +2025-05-29 21:42:37,017 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8845, top5_acc: 0.9834 +2025-05-29 21:43:41,434 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:52:10, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8604, loss: 1.8604 +2025-05-29 21:44:24,342 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:51:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.8754, loss: 1.8754 +2025-05-29 21:45:07,151 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:50:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8114, loss: 1.8114 +2025-05-29 21:45:49,922 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:49:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8055, loss: 1.8055 +2025-05-29 21:46:32,748 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:49:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9026, loss: 1.9026 +2025-05-29 21:47:15,691 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:48:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8519, loss: 1.8519 +2025-05-29 21:47:58,711 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:47:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8709, loss: 1.8709 +2025-05-29 21:48:41,597 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:47:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8279, loss: 1.8279 +2025-05-29 21:49:24,421 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:46:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7933, loss: 1.7933 +2025-05-29 21:50:07,366 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:45:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8759, loss: 1.8759 +2025-05-29 21:50:50,329 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:44:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.9054, loss: 1.9054 +2025-05-29 21:51:33,316 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:44:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8040, loss: 1.8040 +2025-05-29 21:52:16,364 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:43:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8249, loss: 1.8249 +2025-05-29 21:52:59,338 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:42:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.9039, loss: 1.9039 +2025-05-29 21:53:42,206 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:41:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8703, loss: 1.8703 +2025-05-29 21:54:25,391 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:41:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7989, loss: 1.7989 +2025-05-29 21:55:08,461 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:40:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8691, loss: 1.8691 +2025-05-29 21:55:51,435 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:39:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7375, loss: 1.7375 +2025-05-29 21:56:34,194 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:38:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9483, loss: 1.9483 +2025-05-29 21:57:17,058 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:38:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9759, loss: 1.9759 +2025-05-29 21:57:59,891 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:37:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.9063, loss: 1.9063 +2025-05-29 21:58:42,713 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:36:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.9066, loss: 1.9066 +2025-05-29 21:59:25,668 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:36:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9721, loss: 1.9721 +2025-05-29 22:00:08,584 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:35:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.8497, loss: 1.8497 +2025-05-29 22:00:51,533 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:34:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9210, loss: 1.9210 +2025-05-29 22:00:54,547 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-29 22:02:10,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:02:11,065 - pyskl - INFO - +top1_acc 0.8932 +top5_acc 0.9857 +2025-05-29 22:02:11,068 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8932, top5_acc: 0.9857 +2025-05-29 22:03:15,102 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:33:57, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8598, loss: 1.8598 +2025-05-29 22:03:57,983 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:33:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.8923, loss: 1.8923 +2025-05-29 22:04:40,894 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:32:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8237, loss: 1.8237 +2025-05-29 22:05:23,707 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:31:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.8609, loss: 1.8609 +2025-05-29 22:06:06,459 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8892, loss: 1.8892 +2025-05-29 22:06:49,439 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:30:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7937, loss: 1.7937 +2025-05-29 22:07:32,545 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:29:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8779, loss: 1.8779 +2025-05-29 22:08:15,930 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:28:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8122, loss: 1.8122 +2025-05-29 22:08:58,870 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:28:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.9015, loss: 1.9015 +2025-05-29 22:09:41,670 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:27:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7763, loss: 1.7763 +2025-05-29 22:10:24,634 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:26:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8497, loss: 1.8497 +2025-05-29 22:11:07,644 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:25:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 1.7882, loss: 1.7882 +2025-05-29 22:11:50,516 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:25:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.8699, loss: 1.8699 +2025-05-29 22:12:33,327 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:24:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8554, loss: 1.8554 +2025-05-29 22:13:16,268 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:23:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8130, loss: 1.8130 +2025-05-29 22:13:59,069 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9102, loss: 1.9102 +2025-05-29 22:14:42,043 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:22:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8489, loss: 1.8489 +2025-05-29 22:15:24,942 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:21:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9247, loss: 1.9247 +2025-05-29 22:16:07,893 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:20:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.8209, loss: 1.8209 +2025-05-29 22:16:50,893 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:20:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.7974, loss: 1.7974 +2025-05-29 22:17:34,033 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:19:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.8169, loss: 1.8169 +2025-05-29 22:18:17,018 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:18:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 1.7582, loss: 1.7582 +2025-05-29 22:18:59,894 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:17:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.9325, loss: 1.9325 +2025-05-29 22:19:42,755 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:17:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8937, loss: 1.8937 +2025-05-29 22:20:25,643 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:16:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8926, loss: 1.8926 +2025-05-29 22:20:28,647 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-29 22:21:44,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:21:45,065 - pyskl - INFO - +top1_acc 0.8863 +top5_acc 0.9842 +2025-05-29 22:21:45,067 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8863, top5_acc: 0.9842 +2025-05-29 22:22:49,199 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:15:44, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.7920, loss: 1.7920 +2025-05-29 22:23:32,088 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:15:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.7429, loss: 1.7429 +2025-05-29 22:24:15,211 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:14:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.8132, loss: 1.8132 +2025-05-29 22:24:58,167 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:13:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.7911, loss: 1.7911 +2025-05-29 22:25:41,102 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:12:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7626, loss: 1.7626 +2025-05-29 22:26:24,030 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:12:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7425, loss: 1.7425 +2025-05-29 22:27:06,988 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:11:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.8336, loss: 1.8336 +2025-05-29 22:27:49,937 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:10:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.8224, loss: 1.8224 +2025-05-29 22:28:32,893 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:09:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.8486, loss: 1.8486 +2025-05-29 22:29:15,760 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:09:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.8979, loss: 1.8979 +2025-05-29 22:29:58,652 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:08:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8995, loss: 1.8995 +2025-05-29 22:30:41,509 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:07:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8659, loss: 1.8659 +2025-05-29 22:31:24,435 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:06:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.8251, loss: 1.8251 +2025-05-29 22:32:07,358 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:06:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8487, loss: 1.8487 +2025-05-29 22:32:50,213 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:05:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8679, loss: 1.8679 +2025-05-29 22:33:33,211 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:04:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8142, loss: 1.8142 +2025-05-29 22:34:16,172 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:04:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7993, loss: 1.7993 +2025-05-29 22:34:59,158 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:03:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8621, loss: 1.8621 +2025-05-29 22:35:42,062 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:02:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.8555, loss: 1.8555 +2025-05-29 22:36:24,906 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:01:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8450, loss: 1.8450 +2025-05-29 22:37:07,766 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:01:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.8575, loss: 1.8575 +2025-05-29 22:37:50,587 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:00:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8631, loss: 1.8631 +2025-05-29 22:38:33,474 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:59:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.8539, loss: 1.8539 +2025-05-29 22:39:16,330 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:58:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8409, loss: 1.8409 +2025-05-29 22:39:59,214 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:58:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8546, loss: 1.8546 +2025-05-29 22:40:02,286 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-29 22:41:18,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 22:41:18,686 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9854 +2025-05-29 22:41:18,745 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_100.pth was removed +2025-05-29 22:41:19,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-05-29 22:41:19,782 - pyskl - INFO - Best top1_acc is 0.8972 at 104 epoch. +2025-05-29 22:41:19,784 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8972, top5_acc: 0.9854 +2025-05-29 22:42:23,662 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:57:31, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8103, loss: 1.8103 +2025-05-29 22:43:06,578 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:56:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7238, loss: 1.7238 +2025-05-29 22:43:49,472 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:56:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.7654, loss: 1.7654 +2025-05-29 22:44:32,390 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:55:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.8067, loss: 1.8067 +2025-05-29 22:45:15,257 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:54:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.8026, loss: 1.8026 +2025-05-29 22:45:58,107 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:53:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9279, loss: 1.9279 +2025-05-29 22:46:41,019 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:53:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7969, loss: 1.7969 +2025-05-29 22:47:23,948 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:52:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7608, loss: 1.7608 +2025-05-29 22:48:06,860 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:51:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7948, loss: 1.7948 +2025-05-29 22:48:49,781 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:50:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8427, loss: 1.8427 +2025-05-29 22:49:32,636 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:50:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.8220, loss: 1.8220 +2025-05-29 22:50:15,510 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:49:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.9186, loss: 1.9186 +2025-05-29 22:50:58,350 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:48:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.8176, loss: 1.8176 +2025-05-29 22:51:41,176 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:48:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8342, loss: 1.8342 +2025-05-29 22:52:24,002 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:47:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8173, loss: 1.8173 +2025-05-29 22:53:06,990 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:46:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7812, loss: 1.7812 +2025-05-29 22:53:49,819 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:45:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7567, loss: 1.7567 +2025-05-29 22:54:32,532 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:45:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.8095, loss: 1.8095 +2025-05-29 22:55:15,286 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:44:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8492, loss: 1.8492 +2025-05-29 22:55:58,092 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:43:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8854, loss: 1.8854 +2025-05-29 22:56:41,193 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:42:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8680, loss: 1.8680 +2025-05-29 22:57:24,117 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:42:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8522, loss: 1.8522 +2025-05-29 22:58:06,803 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:41:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.8249, loss: 1.8249 +2025-05-29 22:58:49,606 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:40:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.8563, loss: 1.8563 +2025-05-29 22:59:32,550 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:39:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8725, loss: 1.8725 +2025-05-29 22:59:35,606 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-29 23:08:19,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:08:19,418 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9831 +2025-05-29 23:08:19,420 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8946, top5_acc: 0.9831 +2025-05-29 23:09:23,679 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:39:18, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7930, loss: 1.7930 +2025-05-29 23:10:06,654 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:38:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.7636, loss: 1.7636 +2025-05-29 23:10:49,426 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:37:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7857, loss: 1.7857 +2025-05-29 23:11:32,277 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:37:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8134, loss: 1.8134 +2025-05-29 23:12:15,118 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:36:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.8316, loss: 1.8316 +2025-05-29 23:12:57,914 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:35:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.7760, loss: 1.7760 +2025-05-29 23:13:40,825 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.8019, loss: 1.8019 +2025-05-29 23:14:23,638 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:34:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.7835, loss: 1.7835 +2025-05-29 23:15:06,497 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:33:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8244, loss: 1.8244 +2025-05-29 23:15:49,304 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:32:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7656, loss: 1.7656 +2025-05-29 23:16:32,087 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:31:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 1.8469, loss: 1.8469 +2025-05-29 23:17:14,991 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:31:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7706, loss: 1.7706 +2025-05-29 23:17:57,885 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7236, loss: 1.7236 +2025-05-29 23:18:40,772 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:29:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8171, loss: 1.8171 +2025-05-29 23:19:23,638 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:29:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8744, loss: 1.8744 +2025-05-29 23:20:06,498 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:28:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.7190, loss: 1.7190 +2025-05-29 23:20:49,344 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:27:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8079, loss: 1.8079 +2025-05-29 23:21:32,218 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:26:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.7752, loss: 1.7752 +2025-05-29 23:22:15,041 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:26:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7573, loss: 1.7573 +2025-05-29 23:22:57,816 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:25:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.8516, loss: 1.8516 +2025-05-29 23:23:40,673 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:24:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.8273, loss: 1.8273 +2025-05-29 23:24:23,498 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:23:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.8051, loss: 1.8051 +2025-05-29 23:25:06,330 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:23:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8189, loss: 1.8189 +2025-05-29 23:25:49,089 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:22:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8325, loss: 1.8325 +2025-05-29 23:26:31,742 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:21:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.8080, loss: 1.8080 +2025-05-29 23:26:34,729 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-29 23:27:51,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:27:51,093 - pyskl - INFO - +top1_acc 0.8968 +top5_acc 0.9833 +2025-05-29 23:27:51,096 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8968, top5_acc: 0.9833 +2025-05-29 23:28:54,956 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:21:04, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7526, loss: 1.7526 +2025-05-29 23:29:37,801 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:20:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7138, loss: 1.7138 +2025-05-29 23:30:20,567 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:19:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7084, loss: 1.7084 +2025-05-29 23:31:03,400 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:18:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7420, loss: 1.7420 +2025-05-29 23:31:46,181 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:18:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7912, loss: 1.7912 +2025-05-29 23:32:28,903 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:17:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7880, loss: 1.7880 +2025-05-29 23:33:11,755 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:16:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8025, loss: 1.8025 +2025-05-29 23:33:54,726 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:15:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7343, loss: 1.7343 +2025-05-29 23:34:37,679 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:15:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7630, loss: 1.7630 +2025-05-29 23:35:20,532 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:14:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7148, loss: 1.7148 +2025-05-29 23:36:03,246 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:13:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8141, loss: 1.8141 +2025-05-29 23:36:46,165 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:13:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.7844, loss: 1.7844 +2025-05-29 23:37:29,111 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:12:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7508, loss: 1.7508 +2025-05-29 23:38:11,970 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:11:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8850, loss: 1.8850 +2025-05-29 23:38:54,735 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:10:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7899, loss: 1.7899 +2025-05-29 23:39:37,670 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:10:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7446, loss: 1.7446 +2025-05-29 23:40:20,515 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:09:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.8270, loss: 1.8270 +2025-05-29 23:41:03,135 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:08:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8129, loss: 1.8129 +2025-05-29 23:41:46,028 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:07:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7682, loss: 1.7682 +2025-05-29 23:42:28,850 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:07:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7663, loss: 1.7663 +2025-05-29 23:43:11,671 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:06:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7839, loss: 1.7839 +2025-05-29 23:43:54,591 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:05:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7510, loss: 1.7510 +2025-05-29 23:44:37,335 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:04:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8741, loss: 1.8741 +2025-05-29 23:45:20,162 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8058, loss: 1.8058 +2025-05-29 23:46:03,033 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:03:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.8158, loss: 1.8158 +2025-05-29 23:46:06,063 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-29 23:47:22,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-29 23:47:22,538 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9829 +2025-05-29 23:47:22,540 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8928, top5_acc: 0.9829 +2025-05-29 23:48:26,883 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:02:50, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7366, loss: 1.7366 +2025-05-29 23:49:09,904 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:02:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7095, loss: 1.7095 +2025-05-29 23:49:52,814 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:01:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6471, loss: 1.6471 +2025-05-29 23:50:35,757 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:00:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.7723, loss: 1.7723 +2025-05-29 23:51:18,557 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:59:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7684, loss: 1.7684 +2025-05-29 23:52:01,405 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:59:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7636, loss: 1.7636 +2025-05-29 23:52:44,295 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:58:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6971, loss: 1.6971 +2025-05-29 23:53:27,422 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:57:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.7338, loss: 1.7338 +2025-05-29 23:54:10,304 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:56:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7277, loss: 1.7277 +2025-05-29 23:54:53,254 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:56:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8389, loss: 1.8389 +2025-05-29 23:55:36,270 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:55:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7623, loss: 1.7623 +2025-05-29 23:56:19,397 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:54:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7619, loss: 1.7619 +2025-05-29 23:57:02,247 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:54:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7488, loss: 1.7488 +2025-05-29 23:57:45,051 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:53:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7215, loss: 1.7215 +2025-05-29 23:58:27,939 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8056, loss: 1.8056 +2025-05-29 23:59:10,602 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:51:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8292, loss: 1.8292 +2025-05-29 23:59:53,231 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:51:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8403, loss: 1.8403 +2025-05-30 00:00:36,014 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.8045, loss: 1.8045 +2025-05-30 00:01:18,879 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:49:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7605, loss: 1.7605 +2025-05-30 00:02:01,862 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:48:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7514, loss: 1.7514 +2025-05-30 00:02:44,866 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:48:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7932, loss: 1.7932 +2025-05-30 00:03:27,786 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:47:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.9002, loss: 1.9002 +2025-05-30 00:04:10,693 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:46:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7997, loss: 1.7997 +2025-05-30 00:04:53,661 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:46:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7357, loss: 1.7357 +2025-05-30 00:05:36,660 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:45:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7718, loss: 1.7718 +2025-05-30 00:05:39,756 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-30 00:06:56,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:06:56,279 - pyskl - INFO - +top1_acc 0.8935 +top5_acc 0.9842 +2025-05-30 00:06:56,281 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8935, top5_acc: 0.9842 +2025-05-30 00:08:00,032 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:44:37, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7181, loss: 1.7181 +2025-05-30 00:08:42,882 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:43:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7120, loss: 1.7120 +2025-05-30 00:09:25,759 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:43:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.6251, loss: 1.6251 +2025-05-30 00:10:08,581 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7195, loss: 1.7195 +2025-05-30 00:10:51,291 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:41:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6895, loss: 1.6895 +2025-05-30 00:11:34,306 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:40:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6940, loss: 1.6940 +2025-05-30 00:12:17,394 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:40:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6932, loss: 1.6932 +2025-05-30 00:13:00,378 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:39:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 1.6809, loss: 1.6809 +2025-05-30 00:13:43,335 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:38:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7317, loss: 1.7317 +2025-05-30 00:14:26,274 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7186, loss: 1.7186 +2025-05-30 00:15:09,257 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:37:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7074, loss: 1.7074 +2025-05-30 00:15:52,018 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:36:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7449, loss: 1.7449 +2025-05-30 00:16:34,883 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:35:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6963, loss: 1.6963 +2025-05-30 00:17:17,797 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:35:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8445, loss: 1.8445 +2025-05-30 00:18:00,790 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:34:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6779, loss: 1.6779 +2025-05-30 00:18:43,700 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:33:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6703, loss: 1.6703 +2025-05-30 00:19:26,488 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:32:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7171, loss: 1.7171 +2025-05-30 00:20:09,414 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8112, loss: 1.8112 +2025-05-30 00:20:52,240 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:31:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7019, loss: 1.7019 +2025-05-30 00:21:35,039 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:30:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7193, loss: 1.7193 +2025-05-30 00:22:17,870 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7828, loss: 1.7828 +2025-05-30 00:23:00,710 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:29:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.7314, loss: 1.7314 +2025-05-30 00:23:43,494 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:28:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6904, loss: 1.6904 +2025-05-30 00:24:26,429 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:27:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7574, loss: 1.7574 +2025-05-30 00:25:09,434 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:27:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8135, loss: 1.8135 +2025-05-30 00:25:12,447 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-30 00:26:29,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:26:29,089 - pyskl - INFO - +top1_acc 0.8828 +top5_acc 0.9835 +2025-05-30 00:26:29,092 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8828, top5_acc: 0.9835 +2025-05-30 00:27:33,032 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:26:23, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6702, loss: 1.6702 +2025-05-30 00:28:15,795 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:25:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6987, loss: 1.6987 +2025-05-30 00:28:58,679 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:24:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6611, loss: 1.6611 +2025-05-30 00:29:41,612 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:24:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7387, loss: 1.7387 +2025-05-30 00:30:24,442 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:23:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6979, loss: 1.6979 +2025-05-30 00:31:07,219 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:22:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6315, loss: 1.6315 +2025-05-30 00:31:49,937 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:22:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7194, loss: 1.7194 +2025-05-30 00:32:33,125 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:21:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6918, loss: 1.6918 +2025-05-30 00:33:16,162 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:20:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6590, loss: 1.6590 +2025-05-30 00:33:59,066 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:19:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7013, loss: 1.7013 +2025-05-30 00:34:41,929 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7224, loss: 1.7224 +2025-05-30 00:35:24,827 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:18:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2025-05-30 00:36:07,671 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:17:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7434, loss: 1.7434 +2025-05-30 00:36:50,426 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:16:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6773, loss: 1.6773 +2025-05-30 00:37:33,123 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:16:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7489, loss: 1.7489 +2025-05-30 00:38:15,885 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:15:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7248, loss: 1.7248 +2025-05-30 00:38:58,673 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:14:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7514, loss: 1.7514 +2025-05-30 00:39:41,490 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:13:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6688, loss: 1.6688 +2025-05-30 00:40:24,287 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:13:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6764, loss: 1.6764 +2025-05-30 00:41:07,056 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:12:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7586, loss: 1.7586 +2025-05-30 00:41:49,686 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:11:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.7339, loss: 1.7339 +2025-05-30 00:42:32,527 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:11:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5993, loss: 1.5993 +2025-05-30 00:43:15,273 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:10:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7225, loss: 1.7225 +2025-05-30 00:43:58,031 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:09:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8154, loss: 1.8154 +2025-05-30 00:44:40,831 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:08:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.7125, loss: 1.7125 +2025-05-30 00:44:43,833 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-30 00:53:04,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 00:53:04,428 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9840 +2025-05-30 00:53:04,431 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8912, top5_acc: 0.9840 +2025-05-30 00:54:08,331 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:08:09, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6921, loss: 1.6921 +2025-05-30 00:54:51,158 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:07:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6718, loss: 1.6718 +2025-05-30 00:55:34,018 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:06:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6794, loss: 1.6794 +2025-05-30 00:56:16,761 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:05:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6574, loss: 1.6574 +2025-05-30 00:56:59,487 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:05:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5960, loss: 1.5960 +2025-05-30 00:57:42,248 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:04:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6595, loss: 1.6595 +2025-05-30 00:58:25,104 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:03:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7021, loss: 1.7021 +2025-05-30 00:59:07,975 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:03:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.5798, loss: 1.5798 +2025-05-30 00:59:50,826 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:02:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6451, loss: 1.6451 +2025-05-30 01:00:33,611 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:01:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7058, loss: 1.7058 +2025-05-30 01:01:16,423 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:00:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-05-30 01:01:59,278 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:00:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6924, loss: 1.6924 +2025-05-30 01:02:41,955 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:59:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6573, loss: 1.6573 +2025-05-30 01:03:24,796 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:58:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7378, loss: 1.7378 +2025-05-30 01:04:07,515 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:57:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6914, loss: 1.6914 +2025-05-30 01:04:50,394 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:57:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6868, loss: 1.6868 +2025-05-30 01:05:33,323 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:56:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7630, loss: 1.7630 +2025-05-30 01:06:16,151 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:55:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6844, loss: 1.6844 +2025-05-30 01:06:58,997 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:54:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.7470, loss: 1.7470 +2025-05-30 01:07:41,853 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:54:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6994, loss: 1.6994 +2025-05-30 01:08:24,643 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:53:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7126, loss: 1.7126 +2025-05-30 01:09:07,328 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6785, loss: 1.6785 +2025-05-30 01:09:50,046 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7519, loss: 1.7519 +2025-05-30 01:10:32,710 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7275, loss: 1.7275 +2025-05-30 01:11:15,422 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:50:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6977, loss: 1.6977 +2025-05-30 01:11:18,463 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-30 01:12:34,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:12:34,809 - pyskl - INFO - +top1_acc 0.8944 +top5_acc 0.9830 +2025-05-30 01:12:34,811 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8944, top5_acc: 0.9830 +2025-05-30 01:13:38,447 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:49:55, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 +2025-05-30 01:14:21,217 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:49:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6469, loss: 1.6469 +2025-05-30 01:15:03,823 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:48:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6339, loss: 1.6339 +2025-05-30 01:15:46,443 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:47:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6094, loss: 1.6094 +2025-05-30 01:16:29,278 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:46:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5874, loss: 1.5874 +2025-05-30 01:17:12,007 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6736, loss: 1.6736 +2025-05-30 01:17:54,754 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:45:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5273, loss: 1.5273 +2025-05-30 01:18:37,505 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:44:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6438, loss: 1.6438 +2025-05-30 01:19:20,384 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:44:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6628, loss: 1.6628 +2025-05-30 01:20:03,270 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:43:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6790, loss: 1.6790 +2025-05-30 01:20:46,091 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:42:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.6562, loss: 1.6562 +2025-05-30 01:21:28,793 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:41:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7268, loss: 1.7268 +2025-05-30 01:22:11,534 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:41:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6841, loss: 1.6841 +2025-05-30 01:22:54,220 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:40:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6777, loss: 1.6777 +2025-05-30 01:23:36,920 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:39:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6846, loss: 1.6846 +2025-05-30 01:24:19,686 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:38:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6449, loss: 1.6449 +2025-05-30 01:25:02,537 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:38:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6342, loss: 1.6342 +2025-05-30 01:25:45,290 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:37:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7189, loss: 1.7189 +2025-05-30 01:26:28,175 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:36:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6457, loss: 1.6457 +2025-05-30 01:27:11,018 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:36:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7474, loss: 1.7474 +2025-05-30 01:27:53,820 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6128, loss: 1.6128 +2025-05-30 01:28:36,655 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7263, loss: 1.7263 +2025-05-30 01:29:19,474 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:33:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6218, loss: 1.6218 +2025-05-30 01:30:02,204 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:33:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.6927, loss: 1.6927 +2025-05-30 01:30:44,966 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:32:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6726, loss: 1.6726 +2025-05-30 01:30:47,997 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-30 01:32:04,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:32:04,392 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9833 +2025-05-30 01:32:04,446 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_104.pth was removed +2025-05-30 01:32:05,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-05-30 01:32:05,429 - pyskl - INFO - Best top1_acc is 0.8974 at 112 epoch. +2025-05-30 01:32:05,432 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8974, top5_acc: 0.9833 +2025-05-30 01:33:09,550 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:31:41, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6792, loss: 1.6792 +2025-05-30 01:33:52,400 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:30:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5609, loss: 1.5609 +2025-05-30 01:34:35,378 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:30:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6337, loss: 1.6337 +2025-05-30 01:35:18,110 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6446, loss: 1.6446 +2025-05-30 01:36:00,785 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:28:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7130, loss: 1.7130 +2025-05-30 01:36:43,510 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:28:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6396, loss: 1.6396 +2025-05-30 01:37:26,245 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:27:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6450, loss: 1.6450 +2025-05-30 01:38:09,069 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:26:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7796, loss: 1.7796 +2025-05-30 01:38:51,833 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:25:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6977, loss: 1.6977 +2025-05-30 01:39:34,599 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6099, loss: 1.6099 +2025-05-30 01:40:17,508 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:24:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.6549, loss: 1.6549 +2025-05-30 01:41:00,286 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:23:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6676, loss: 1.6676 +2025-05-30 01:41:42,732 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:22:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6691, loss: 1.6691 +2025-05-30 01:42:25,557 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:22:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6298, loss: 1.6298 +2025-05-30 01:43:08,296 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:21:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5606, loss: 1.5606 +2025-05-30 01:43:50,673 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:20:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6347, loss: 1.6347 +2025-05-30 01:44:33,407 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:19:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6493, loss: 1.6493 +2025-05-30 01:45:16,262 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:19:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.5899, loss: 1.5899 +2025-05-30 01:45:58,904 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:18:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6537, loss: 1.6537 +2025-05-30 01:46:41,700 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:17:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6946, loss: 1.6946 +2025-05-30 01:47:24,514 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:17:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6220, loss: 1.6220 +2025-05-30 01:48:07,403 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:16:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6286, loss: 1.6286 +2025-05-30 01:48:50,360 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:15:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6740, loss: 1.6740 +2025-05-30 01:49:33,214 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:14:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6642, loss: 1.6642 +2025-05-30 01:50:15,966 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:14:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7149, loss: 1.7149 +2025-05-30 01:50:19,000 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-30 01:51:35,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 01:51:35,372 - pyskl - INFO - +top1_acc 0.9011 +top5_acc 0.9850 +2025-05-30 01:51:35,427 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_112.pth was removed +2025-05-30 01:51:36,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-30 01:51:36,532 - pyskl - INFO - Best top1_acc is 0.9011 at 113 epoch. +2025-05-30 01:51:36,534 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.9011, top5_acc: 0.9850 +2025-05-30 01:52:40,985 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:13:27, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5820, loss: 1.5820 +2025-05-30 01:53:24,025 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:12:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6239, loss: 1.6239 +2025-05-30 01:54:07,019 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:11:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5928, loss: 1.5928 +2025-05-30 01:54:49,818 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:11:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6131, loss: 1.6131 +2025-05-30 01:55:32,880 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:10:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6109, loss: 1.6109 +2025-05-30 01:56:15,690 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:09:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5949, loss: 1.5949 +2025-05-30 01:56:58,543 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:09:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5662, loss: 1.5662 +2025-05-30 01:57:41,473 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:08:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2025-05-30 01:58:24,422 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:07:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5807, loss: 1.5807 +2025-05-30 01:59:07,507 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:06:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6134, loss: 1.6134 +2025-05-30 01:59:50,653 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:06:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6393, loss: 1.6393 +2025-05-30 02:00:33,422 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:05:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5980, loss: 1.5980 +2025-05-30 02:01:16,321 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5853, loss: 1.5853 +2025-05-30 02:01:59,590 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:03:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6281, loss: 1.6281 +2025-05-30 02:02:42,522 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:03:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5990, loss: 1.5990 +2025-05-30 02:03:25,480 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5597, loss: 1.5597 +2025-05-30 02:04:08,392 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:01:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6251, loss: 1.6251 +2025-05-30 02:04:51,394 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:01:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6277, loss: 1.6277 +2025-05-30 02:05:34,438 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:00:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6636, loss: 1.6636 +2025-05-30 02:06:17,391 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:59:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.6600, loss: 1.6600 +2025-05-30 02:07:00,406 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:58:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6521, loss: 1.6521 +2025-05-30 02:07:43,371 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:58:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5974, loss: 1.5974 +2025-05-30 02:08:26,579 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:57:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6132, loss: 1.6132 +2025-05-30 02:09:09,723 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:56:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6801, loss: 1.6801 +2025-05-30 02:09:52,822 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:55:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.5852, loss: 1.5852 +2025-05-30 02:09:55,856 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-30 02:11:12,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:11:12,121 - pyskl - INFO - +top1_acc 0.8994 +top5_acc 0.9850 +2025-05-30 02:11:12,123 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8994, top5_acc: 0.9850 +2025-05-30 02:12:16,235 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:55:14, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6300, loss: 1.6300 +2025-05-30 02:12:59,119 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:54:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.5760, loss: 1.5760 +2025-05-30 02:13:42,119 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:53:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5041, loss: 1.5041 +2025-05-30 02:14:25,075 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:53:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5720, loss: 1.5720 +2025-05-30 02:15:08,113 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:52:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-05-30 02:15:50,858 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:51:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4810, loss: 1.4810 +2025-05-30 02:16:33,739 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:50:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-05-30 02:17:16,509 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:50:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-05-30 02:17:59,106 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:49:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5616, loss: 1.5616 +2025-05-30 02:18:42,211 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:48:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4905, loss: 1.4905 +2025-05-30 02:19:25,285 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:47:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5844, loss: 1.5844 +2025-05-30 02:20:08,030 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:47:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5987, loss: 1.5987 +2025-05-30 02:20:50,809 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:46:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-05-30 02:21:33,797 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:45:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5564, loss: 1.5564 +2025-05-30 02:22:16,683 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.6007, loss: 1.6007 +2025-05-30 02:22:59,617 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:44:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.6243, loss: 1.6243 +2025-05-30 02:23:42,369 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:43:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6284, loss: 1.6284 +2025-05-30 02:24:25,177 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:42:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5802, loss: 1.5802 +2025-05-30 02:25:07,946 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:42:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6297, loss: 1.6297 +2025-05-30 02:25:50,711 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:41:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6379, loss: 1.6379 +2025-05-30 02:26:33,438 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:40:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5568, loss: 1.5568 +2025-05-30 02:27:16,226 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5684, loss: 1.5684 +2025-05-30 02:27:58,924 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:39:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2025-05-30 02:28:41,638 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:38:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6454, loss: 1.6454 +2025-05-30 02:29:24,349 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5361, loss: 1.5361 +2025-05-30 02:29:27,412 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-30 02:38:18,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:38:18,503 - pyskl - INFO - +top1_acc 0.9041 +top5_acc 0.9858 +2025-05-30 02:38:18,573 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_113.pth was removed +2025-05-30 02:38:19,754 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-30 02:38:19,755 - pyskl - INFO - Best top1_acc is 0.9041 at 115 epoch. +2025-05-30 02:38:19,757 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.9041, top5_acc: 0.9858 +2025-05-30 02:39:25,109 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:37:01, time: 0.653, data_time: 0.222, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6097, loss: 1.6097 +2025-05-30 02:40:07,990 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:36:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5356, loss: 1.5356 +2025-05-30 02:40:51,143 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:35:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5253, loss: 1.5253 +2025-05-30 02:41:34,265 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:34:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4883, loss: 1.4883 +2025-05-30 02:42:17,314 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:34:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5445, loss: 1.5445 +2025-05-30 02:43:00,333 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:33:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-05-30 02:43:43,130 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:32:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5929, loss: 1.5929 +2025-05-30 02:44:25,978 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:31:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5830, loss: 1.5830 +2025-05-30 02:45:08,766 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:31:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5799, loss: 1.5799 +2025-05-30 02:45:51,581 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:30:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5964, loss: 1.5964 +2025-05-30 02:46:34,445 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:29:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5740, loss: 1.5740 +2025-05-30 02:47:17,357 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:28:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5221, loss: 1.5221 +2025-05-30 02:48:00,260 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:28:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5390, loss: 1.5390 +2025-05-30 02:48:43,053 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:27:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5674, loss: 1.5674 +2025-05-30 02:49:25,981 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:26:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6357, loss: 1.6357 +2025-05-30 02:50:08,890 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:26:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6006, loss: 1.6006 +2025-05-30 02:50:51,830 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:25:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5109, loss: 1.5109 +2025-05-30 02:51:34,634 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:24:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5713, loss: 1.5713 +2025-05-30 02:52:17,446 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:23:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6291, loss: 1.6291 +2025-05-30 02:53:00,263 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:23:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6427, loss: 1.6427 +2025-05-30 02:53:42,904 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:22:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6317, loss: 1.6317 +2025-05-30 02:54:25,747 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:21:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-05-30 02:55:08,507 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:20:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6432, loss: 1.6432 +2025-05-30 02:55:51,275 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:20:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5921, loss: 1.5921 +2025-05-30 02:56:34,020 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:19:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5666, loss: 1.5666 +2025-05-30 02:56:37,132 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-30 02:57:53,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 02:57:54,063 - pyskl - INFO - +top1_acc 0.8996 +top5_acc 0.9856 +2025-05-30 02:57:54,065 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8996, top5_acc: 0.9856 +2025-05-30 02:58:58,458 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:18:48, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4851, loss: 1.4851 +2025-05-30 02:59:41,494 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:18:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-05-30 03:00:24,351 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:17:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.6098, loss: 1.6098 +2025-05-30 03:01:07,146 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:16:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5088, loss: 1.5088 +2025-05-30 03:01:50,073 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:15:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5246, loss: 1.5246 +2025-05-30 03:02:32,981 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:15:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5140, loss: 1.5140 +2025-05-30 03:03:15,809 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:14:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.5435, loss: 1.5435 +2025-05-30 03:03:58,681 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:13:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4515, loss: 1.4515 +2025-05-30 03:04:41,458 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:12:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5744, loss: 1.5744 +2025-05-30 03:05:24,216 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:12:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5942, loss: 1.5942 +2025-05-30 03:06:07,270 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:11:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5341, loss: 1.5341 +2025-05-30 03:06:50,313 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:10:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5825, loss: 1.5825 +2025-05-30 03:07:33,197 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:10:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5580, loss: 1.5580 +2025-05-30 03:08:16,114 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:09:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5676, loss: 1.5676 +2025-05-30 03:08:59,005 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:08:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-05-30 03:09:41,893 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:07:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.5649, loss: 1.5649 +2025-05-30 03:10:24,768 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:07:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5118, loss: 1.5118 +2025-05-30 03:11:07,649 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:06:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-05-30 03:11:50,477 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:05:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5414, loss: 1.5414 +2025-05-30 03:12:33,281 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:04:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5731, loss: 1.5731 +2025-05-30 03:13:16,116 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:04:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5102, loss: 1.5102 +2025-05-30 03:13:58,941 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:03:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.6379, loss: 1.6379 +2025-05-30 03:14:41,794 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:02:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5484, loss: 1.5484 +2025-05-30 03:15:24,570 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:01:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5846, loss: 1.5846 +2025-05-30 03:16:07,361 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:01:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5904, loss: 1.5904 +2025-05-30 03:16:10,369 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-30 03:17:26,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:17:26,767 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9857 +2025-05-30 03:17:26,822 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_115.pth was removed +2025-05-30 03:17:27,886 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-05-30 03:17:27,887 - pyskl - INFO - Best top1_acc is 0.9048 at 117 epoch. +2025-05-30 03:17:27,889 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.9048, top5_acc: 0.9857 +2025-05-30 03:18:31,887 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:00:34, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-05-30 03:19:14,722 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:59:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4351, loss: 1.4351 +2025-05-30 03:19:57,621 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:59:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5136, loss: 1.5136 +2025-05-30 03:20:40,509 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:58:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-05-30 03:21:23,446 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:57:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5232, loss: 1.5232 +2025-05-30 03:22:06,559 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:56:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5387, loss: 1.5387 +2025-05-30 03:22:49,855 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:56:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4971, loss: 1.4971 +2025-05-30 03:23:33,021 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:55:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4741, loss: 1.4741 +2025-05-30 03:24:16,034 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:54:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4960, loss: 1.4960 +2025-05-30 03:24:58,996 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:54:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5202, loss: 1.5202 +2025-05-30 03:25:42,200 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:53:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5013, loss: 1.5013 +2025-05-30 03:26:25,430 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:52:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4753, loss: 1.4753 +2025-05-30 03:27:08,470 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:51:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4971, loss: 1.4971 +2025-05-30 03:27:51,414 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:51:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5236, loss: 1.5236 +2025-05-30 03:28:34,304 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:50:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5534, loss: 1.5534 +2025-05-30 03:29:17,241 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:49:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5447, loss: 1.5447 +2025-05-30 03:30:00,266 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:48:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5291, loss: 1.5291 +2025-05-30 03:30:43,221 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5735, loss: 1.5735 +2025-05-30 03:31:26,199 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:47:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5536, loss: 1.5536 +2025-05-30 03:32:09,151 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:46:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5336, loss: 1.5336 +2025-05-30 03:32:52,065 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:45:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5236, loss: 1.5236 +2025-05-30 03:33:35,082 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:45:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5184, loss: 1.5184 +2025-05-30 03:34:18,078 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:44:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5087, loss: 1.5087 +2025-05-30 03:35:01,081 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:43:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4857, loss: 1.4857 +2025-05-30 03:35:43,875 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:43:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4901, loss: 1.4901 +2025-05-30 03:35:46,862 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-30 03:37:03,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:37:03,285 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9858 +2025-05-30 03:37:03,339 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_117.pth was removed +2025-05-30 03:37:04,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-30 03:37:04,329 - pyskl - INFO - Best top1_acc is 0.9076 at 118 epoch. +2025-05-30 03:37:04,331 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.9076, top5_acc: 0.9858 +2025-05-30 03:38:08,405 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:42:22, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5414, loss: 1.5414 +2025-05-30 03:38:51,255 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:41:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5075, loss: 1.5075 +2025-05-30 03:39:34,109 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:40:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4872, loss: 1.4872 +2025-05-30 03:40:16,806 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:40:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4947, loss: 1.4947 +2025-05-30 03:40:59,709 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:39:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4658, loss: 1.4658 +2025-05-30 03:41:42,663 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:38:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5120, loss: 1.5120 +2025-05-30 03:42:25,651 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:37:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4746, loss: 1.4746 +2025-05-30 03:43:08,721 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:37:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4517, loss: 1.4517 +2025-05-30 03:43:51,622 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:36:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4875, loss: 1.4875 +2025-05-30 03:44:34,580 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:35:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5223, loss: 1.5223 +2025-05-30 03:45:17,575 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:35:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4926, loss: 1.4926 +2025-05-30 03:46:00,478 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:34:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4831, loss: 1.4831 +2025-05-30 03:46:43,389 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:33:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5510, loss: 1.5510 +2025-05-30 03:47:26,245 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:32:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4889, loss: 1.4889 +2025-05-30 03:48:09,101 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:32:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5004, loss: 1.5004 +2025-05-30 03:48:52,002 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:31:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4800, loss: 1.4800 +2025-05-30 03:49:34,987 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5033, loss: 1.5033 +2025-05-30 03:50:17,950 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4559, loss: 1.4559 +2025-05-30 03:51:00,860 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:29:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4723, loss: 1.4723 +2025-05-30 03:51:43,693 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:28:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.5092, loss: 1.5092 +2025-05-30 03:52:26,517 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:27:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4770, loss: 1.4770 +2025-05-30 03:53:09,366 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:27:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5015, loss: 1.5015 +2025-05-30 03:53:52,191 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:26:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4542, loss: 1.4542 +2025-05-30 03:54:35,015 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:25:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4963, loss: 1.4963 +2025-05-30 03:55:17,847 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:24:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5203, loss: 1.5203 +2025-05-30 03:55:20,909 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-30 03:56:37,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 03:56:37,460 - pyskl - INFO - +top1_acc 0.9056 +top5_acc 0.9851 +2025-05-30 03:56:37,463 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9056, top5_acc: 0.9851 +2025-05-30 03:57:41,626 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:24:09, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5133, loss: 1.5133 +2025-05-30 03:58:24,303 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:23:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-05-30 03:59:07,138 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:22:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4742, loss: 1.4742 +2025-05-30 03:59:50,135 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:21:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4394, loss: 1.4394 +2025-05-30 04:00:32,917 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:21:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-05-30 04:01:15,751 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:20:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4331, loss: 1.4331 +2025-05-30 04:01:58,554 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:19:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4691, loss: 1.4691 +2025-05-30 04:02:41,490 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:19:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4716, loss: 1.4716 +2025-05-30 04:03:24,437 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:18:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4169, loss: 1.4169 +2025-05-30 04:04:07,344 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:17:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5207, loss: 1.5207 +2025-05-30 04:04:50,252 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:16:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4427, loss: 1.4427 +2025-05-30 04:05:33,065 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:16:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3949, loss: 1.3949 +2025-05-30 04:06:15,930 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:15:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5105, loss: 1.5105 +2025-05-30 04:06:58,858 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:14:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5050, loss: 1.5050 +2025-05-30 04:07:41,735 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:13:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4736, loss: 1.4736 +2025-05-30 04:08:24,670 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:13:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4863, loss: 1.4863 +2025-05-30 04:09:07,433 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:12:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4460, loss: 1.4460 +2025-05-30 04:09:50,213 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:11:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-05-30 04:10:32,990 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:11:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-05-30 04:11:16,229 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:10:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4521, loss: 1.4521 +2025-05-30 04:11:59,725 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:09:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4170, loss: 1.4170 +2025-05-30 04:12:43,090 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:08:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-05-30 04:13:26,360 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:08:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5598, loss: 1.5598 +2025-05-30 04:14:09,411 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:07:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5372, loss: 1.5372 +2025-05-30 04:14:52,417 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:06:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4344, loss: 1.4344 +2025-05-30 04:14:55,417 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-30 04:24:02,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:24:02,280 - pyskl - INFO - +top1_acc 0.9023 +top5_acc 0.9849 +2025-05-30 04:24:02,283 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9023, top5_acc: 0.9849 +2025-05-30 04:25:06,069 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:05:56, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-05-30 04:25:48,848 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:05:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4134, loss: 1.4134 +2025-05-30 04:26:31,853 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:04:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3853, loss: 1.3853 +2025-05-30 04:27:14,654 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:03:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4376, loss: 1.4376 +2025-05-30 04:27:57,407 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:03:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4160, loss: 1.4160 +2025-05-30 04:28:40,140 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:02:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3422, loss: 1.3422 +2025-05-30 04:29:22,921 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:01:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-05-30 04:30:05,758 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:00:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5087, loss: 1.5087 +2025-05-30 04:30:48,539 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:00:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4191, loss: 1.4191 +2025-05-30 04:31:31,475 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:59:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4729, loss: 1.4729 +2025-05-30 04:32:14,356 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:58:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4431, loss: 1.4431 +2025-05-30 04:32:57,122 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:57:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4313, loss: 1.4313 +2025-05-30 04:33:39,857 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4132, loss: 1.4132 +2025-05-30 04:34:22,574 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:56:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-05-30 04:35:05,337 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:55:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4782, loss: 1.4782 +2025-05-30 04:35:48,107 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:54:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4483, loss: 1.4483 +2025-05-30 04:36:30,825 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4349, loss: 1.4349 +2025-05-30 04:37:13,583 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:53:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4377, loss: 1.4377 +2025-05-30 04:37:56,268 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4190, loss: 1.4190 +2025-05-30 04:38:38,949 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3988, loss: 1.3988 +2025-05-30 04:39:21,707 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:51:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4602, loss: 1.4602 +2025-05-30 04:40:04,466 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:50:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3798, loss: 1.3798 +2025-05-30 04:40:47,131 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:49:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4808, loss: 1.4808 +2025-05-30 04:41:29,778 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:49:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4258, loss: 1.4258 +2025-05-30 04:42:12,407 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:48:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-05-30 04:42:15,434 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-30 04:43:32,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 04:43:32,243 - pyskl - INFO - +top1_acc 0.9133 +top5_acc 0.9865 +2025-05-30 04:43:32,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_118.pth was removed +2025-05-30 04:43:33,302 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-05-30 04:43:33,302 - pyskl - INFO - Best top1_acc is 0.9133 at 121 epoch. +2025-05-30 04:43:33,305 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9133, top5_acc: 0.9865 +2025-05-30 04:44:37,321 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:47:42, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4043, loss: 1.4043 +2025-05-30 04:45:20,139 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:46:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-05-30 04:46:02,900 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:46:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4266, loss: 1.4266 +2025-05-30 04:46:45,450 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:45:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-05-30 04:47:28,287 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4823, loss: 1.4823 +2025-05-30 04:48:11,050 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:44:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4454, loss: 1.4454 +2025-05-30 04:48:53,788 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:43:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3776, loss: 1.3776 +2025-05-30 04:49:36,547 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:42:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3605, loss: 1.3605 +2025-05-30 04:50:19,323 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:41:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4433, loss: 1.4433 +2025-05-30 04:51:01,935 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:41:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4204, loss: 1.4204 +2025-05-30 04:51:44,717 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:40:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-05-30 04:52:27,667 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:39:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4402, loss: 1.4402 +2025-05-30 04:53:10,506 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:38:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-30 04:53:53,441 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:38:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4001, loss: 1.4001 +2025-05-30 04:54:36,353 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:37:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4203, loss: 1.4203 +2025-05-30 04:55:19,187 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:36:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4237, loss: 1.4237 +2025-05-30 04:56:02,013 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4501, loss: 1.4501 +2025-05-30 04:56:44,762 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:35:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-05-30 04:57:27,634 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:34:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4550, loss: 1.4550 +2025-05-30 04:58:10,508 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:33:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4476, loss: 1.4476 +2025-05-30 04:58:53,366 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:33:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4197, loss: 1.4197 +2025-05-30 04:59:36,217 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:32:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3986, loss: 1.3986 +2025-05-30 05:00:19,077 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:31:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.4202, loss: 1.4202 +2025-05-30 05:01:01,971 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:30:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4134, loss: 1.4134 +2025-05-30 05:01:44,835 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:30:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-05-30 05:01:47,833 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-30 05:03:04,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:03:04,319 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9856 +2025-05-30 05:03:04,322 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.9072, top5_acc: 0.9856 +2025-05-30 05:04:08,387 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:29:28, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3756, loss: 1.3756 +2025-05-30 05:04:51,174 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:28:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-05-30 05:05:33,966 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:28:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4369, loss: 1.4369 +2025-05-30 05:06:16,754 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:27:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3895, loss: 1.3895 +2025-05-30 05:06:59,585 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:26:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 +2025-05-30 05:07:42,479 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:25:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3525, loss: 1.3525 +2025-05-30 05:08:25,369 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:25:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3897, loss: 1.3897 +2025-05-30 05:09:08,344 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:24:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-05-30 05:09:51,199 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:23:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-05-30 05:10:34,103 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:22:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4415, loss: 1.4415 +2025-05-30 05:11:17,042 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:22:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3794, loss: 1.3794 +2025-05-30 05:11:59,911 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:21:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4013, loss: 1.4013 +2025-05-30 05:12:42,781 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:20:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4376, loss: 1.4376 +2025-05-30 05:13:25,795 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:19:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-05-30 05:14:08,539 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:19:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3932, loss: 1.3932 +2025-05-30 05:14:51,252 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:18:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3807, loss: 1.3807 +2025-05-30 05:15:33,961 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:17:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4083, loss: 1.4083 +2025-05-30 05:16:16,718 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:17:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4063, loss: 1.4063 +2025-05-30 05:16:59,474 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:16:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3630, loss: 1.3630 +2025-05-30 05:17:42,194 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:15:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3830, loss: 1.3830 +2025-05-30 05:18:24,812 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:14:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-05-30 05:19:07,394 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:14:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3989, loss: 1.3989 +2025-05-30 05:19:50,112 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4270, loss: 1.4270 +2025-05-30 05:20:32,829 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:12:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3768, loss: 1.3768 +2025-05-30 05:21:15,544 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:11:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4089, loss: 1.4089 +2025-05-30 05:21:18,575 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-30 05:22:35,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:22:35,105 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9860 +2025-05-30 05:22:35,107 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9043, top5_acc: 0.9860 +2025-05-30 05:23:39,087 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:11:14, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3922, loss: 1.3922 +2025-05-30 05:24:21,977 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:10:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-05-30 05:25:04,850 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:09:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-05-30 05:25:47,678 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:09:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-05-30 05:26:30,514 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:08:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3966, loss: 1.3966 +2025-05-30 05:27:13,339 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:07:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3111, loss: 1.3111 +2025-05-30 05:27:56,219 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:06:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3694, loss: 1.3694 +2025-05-30 05:28:39,140 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:06:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-05-30 05:29:22,014 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:05:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3734, loss: 1.3734 +2025-05-30 05:30:04,922 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:04:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3492, loss: 1.3492 +2025-05-30 05:30:47,803 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:03:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-05-30 05:31:30,667 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:03:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-05-30 05:32:13,710 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-05-30 05:32:56,747 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:01:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3617, loss: 1.3617 +2025-05-30 05:33:39,930 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:01:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-05-30 05:34:22,807 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3482, loss: 1.3482 +2025-05-30 05:35:05,632 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:59:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3668, loss: 1.3668 +2025-05-30 05:35:48,371 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:58:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4034, loss: 1.4034 +2025-05-30 05:36:31,254 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:58:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3588, loss: 1.3588 +2025-05-30 05:37:14,106 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:57:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-05-30 05:37:56,997 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:56:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3231, loss: 1.3231 +2025-05-30 05:38:39,801 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:55:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3470, loss: 1.3470 +2025-05-30 05:39:22,629 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:55:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-05-30 05:40:05,439 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:54:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3450, loss: 1.3450 +2025-05-30 05:40:48,508 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:53:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3190, loss: 1.3190 +2025-05-30 05:40:51,561 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-30 05:42:08,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 05:42:08,089 - pyskl - INFO - +top1_acc 0.9100 +top5_acc 0.9847 +2025-05-30 05:42:08,092 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9100, top5_acc: 0.9847 +2025-05-30 05:43:11,735 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:53:01, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3471, loss: 1.3471 +2025-05-30 05:43:54,473 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3463, loss: 1.3463 +2025-05-30 05:44:37,266 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:51:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-05-30 05:45:20,122 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3586, loss: 1.3586 +2025-05-30 05:46:02,919 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:50:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3235, loss: 1.3235 +2025-05-30 05:46:45,788 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:49:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3101, loss: 1.3101 +2025-05-30 05:47:28,647 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:48:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3342, loss: 1.3342 +2025-05-30 05:48:11,490 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:47:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-05-30 05:48:54,310 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:47:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3564, loss: 1.3564 +2025-05-30 05:49:37,090 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:46:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-05-30 05:50:19,922 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:45:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-05-30 05:51:02,770 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:44:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3767, loss: 1.3767 +2025-05-30 05:51:45,710 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:44:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3685, loss: 1.3685 +2025-05-30 05:52:28,686 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3349, loss: 1.3349 +2025-05-30 05:53:11,585 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:42:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3230, loss: 1.3230 +2025-05-30 05:53:54,329 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:42:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3611, loss: 1.3611 +2025-05-30 05:54:37,012 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3472, loss: 1.3472 +2025-05-30 05:55:19,630 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:40:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3433, loss: 1.3433 +2025-05-30 05:56:02,350 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:39:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2654, loss: 1.2654 +2025-05-30 05:56:45,127 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:39:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-05-30 05:57:27,892 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:38:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3563, loss: 1.3563 +2025-05-30 05:58:10,546 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-05-30 05:58:53,190 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:36:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3407, loss: 1.3407 +2025-05-30 05:59:35,939 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:36:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2804, loss: 1.2804 +2025-05-30 06:00:18,672 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:35:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3415, loss: 1.3415 +2025-05-30 06:00:21,696 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-30 06:08:55,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:08:55,334 - pyskl - INFO - +top1_acc 0.9102 +top5_acc 0.9851 +2025-05-30 06:08:55,336 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9102, top5_acc: 0.9851 +2025-05-30 06:09:59,121 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:34:47, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-05-30 06:10:41,995 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:34:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-05-30 06:11:24,927 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:33:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3096, loss: 1.3096 +2025-05-30 06:12:07,821 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:32:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3088, loss: 1.3088 +2025-05-30 06:12:50,655 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:31:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3332, loss: 1.3332 +2025-05-30 06:13:33,403 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:31:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3493, loss: 1.3493 +2025-05-30 06:14:16,210 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:30:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3306, loss: 1.3306 +2025-05-30 06:14:59,088 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:29:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-05-30 06:15:41,894 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:28:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3030, loss: 1.3030 +2025-05-30 06:16:24,580 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:28:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2802, loss: 1.2802 +2025-05-30 06:17:07,363 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:27:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3123, loss: 1.3123 +2025-05-30 06:17:50,126 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:26:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-05-30 06:18:32,979 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:26:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3068, loss: 1.3068 +2025-05-30 06:19:15,810 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:25:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3225, loss: 1.3225 +2025-05-30 06:19:58,907 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:24:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3211, loss: 1.3211 +2025-05-30 06:20:41,771 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:23:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-05-30 06:21:24,546 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:23:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3169, loss: 1.3169 +2025-05-30 06:22:07,231 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:22:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3014, loss: 1.3014 +2025-05-30 06:22:50,047 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:21:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-05-30 06:23:32,974 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:20:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3155, loss: 1.3155 +2025-05-30 06:24:15,713 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3136, loss: 1.3136 +2025-05-30 06:24:58,605 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:19:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3091, loss: 1.3091 +2025-05-30 06:25:41,406 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:18:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3075, loss: 1.3075 +2025-05-30 06:26:24,179 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:18:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3480, loss: 1.3480 +2025-05-30 06:27:06,978 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:17:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2986, loss: 1.2986 +2025-05-30 06:27:09,974 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-30 06:28:26,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:28:26,267 - pyskl - INFO - +top1_acc 0.9061 +top5_acc 0.9839 +2025-05-30 06:28:26,269 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9061, top5_acc: 0.9839 +2025-05-30 06:29:30,594 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:16:34, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2667, loss: 1.2667 +2025-05-30 06:30:13,391 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:15:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2852, loss: 1.2852 +2025-05-30 06:30:56,079 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:15:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3096, loss: 1.3096 +2025-05-30 06:31:38,739 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:14:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-05-30 06:32:21,413 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:13:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2983, loss: 1.2983 +2025-05-30 06:33:04,059 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:12:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2861, loss: 1.2861 +2025-05-30 06:33:46,659 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:12:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-05-30 06:34:29,227 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:11:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2723, loss: 1.2723 +2025-05-30 06:35:11,931 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:10:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-05-30 06:35:54,540 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:09:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2186, loss: 1.2186 +2025-05-30 06:36:37,165 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:09:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3011, loss: 1.3011 +2025-05-30 06:37:19,795 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:08:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-05-30 06:38:02,619 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:07:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-05-30 06:38:45,670 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3066, loss: 1.3066 +2025-05-30 06:39:28,632 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:06:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3293, loss: 1.3293 +2025-05-30 06:40:11,625 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:05:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3095, loss: 1.3095 +2025-05-30 06:40:54,562 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:04:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-05-30 06:41:37,431 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:04:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-05-30 06:42:20,322 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:03:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-05-30 06:43:03,170 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:02:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2663, loss: 1.2663 +2025-05-30 06:43:45,730 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:01:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3017, loss: 1.3017 +2025-05-30 06:44:28,064 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:01:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3584, loss: 1.3584 +2025-05-30 06:45:10,850 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:00:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-05-30 06:45:53,761 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:59:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2751, loss: 1.2751 +2025-05-30 06:46:36,665 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:59:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2793, loss: 1.2793 +2025-05-30 06:46:39,650 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-30 06:47:56,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 06:47:56,238 - pyskl - INFO - +top1_acc 0.9136 +top5_acc 0.9844 +2025-05-30 06:47:56,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_121.pth was removed +2025-05-30 06:47:57,321 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-30 06:47:57,322 - pyskl - INFO - Best top1_acc is 0.9136 at 127 epoch. +2025-05-30 06:47:57,325 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9136, top5_acc: 0.9844 +2025-05-30 06:49:01,601 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:58:20, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2473, loss: 1.2473 +2025-05-30 06:49:44,404 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:57:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2755, loss: 1.2755 +2025-05-30 06:50:27,322 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:56:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2686, loss: 1.2686 +2025-05-30 06:51:10,270 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:56:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3124, loss: 1.3124 +2025-05-30 06:51:53,154 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:55:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2758, loss: 1.2758 +2025-05-30 06:52:36,015 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2737, loss: 1.2737 +2025-05-30 06:53:18,849 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:53:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3079, loss: 1.3079 +2025-05-30 06:54:01,695 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:53:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2731, loss: 1.2731 +2025-05-30 06:54:44,467 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:52:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-05-30 06:55:27,247 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:51:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2332, loss: 1.2332 +2025-05-30 06:56:10,071 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:51:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2719, loss: 1.2719 +2025-05-30 06:56:52,879 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:50:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2984, loss: 1.2984 +2025-05-30 06:57:35,726 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:49:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2665, loss: 1.2665 +2025-05-30 06:58:18,813 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:48:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2587, loss: 1.2587 +2025-05-30 06:59:01,648 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2999, loss: 1.2999 +2025-05-30 06:59:44,424 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:47:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-05-30 07:00:27,123 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:46:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 +2025-05-30 07:01:10,101 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:45:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-05-30 07:01:53,153 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:45:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2462, loss: 1.2462 +2025-05-30 07:02:36,121 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:44:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-05-30 07:03:19,000 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2710, loss: 1.2710 +2025-05-30 07:04:01,882 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:43:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2206, loss: 1.2206 +2025-05-30 07:04:44,715 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2301, loss: 1.2301 +2025-05-30 07:05:27,635 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:41:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-05-30 07:06:10,558 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:40:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2389, loss: 1.2389 +2025-05-30 07:06:13,616 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-30 07:07:29,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:07:29,742 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9841 +2025-05-30 07:07:29,802 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_127.pth was removed +2025-05-30 07:07:30,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-05-30 07:07:30,881 - pyskl - INFO - Best top1_acc is 0.9142 at 128 epoch. +2025-05-30 07:07:30,883 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9142, top5_acc: 0.9841 +2025-05-30 07:08:35,078 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:40:07, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2432, loss: 1.2432 +2025-05-30 07:09:17,934 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:39:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2224, loss: 1.2224 +2025-05-30 07:10:00,793 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:38:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2656, loss: 1.2656 +2025-05-30 07:10:43,690 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:37:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-05-30 07:11:26,565 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:37:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-05-30 07:12:09,391 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:36:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2650, loss: 1.2650 +2025-05-30 07:12:52,198 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:35:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-05-30 07:13:35,154 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:35:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2711, loss: 1.2711 +2025-05-30 07:14:18,074 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:34:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1952, loss: 1.1952 +2025-05-30 07:15:01,026 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:33:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-05-30 07:15:43,859 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:32:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-05-30 07:16:26,676 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:32:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2111, loss: 1.2111 +2025-05-30 07:17:09,561 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:31:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-05-30 07:17:52,410 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:30:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2428, loss: 1.2428 +2025-05-30 07:18:35,523 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:29:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2450, loss: 1.2450 +2025-05-30 07:19:18,518 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:29:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2096, loss: 1.2096 +2025-05-30 07:20:01,353 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:28:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1966, loss: 1.1966 +2025-05-30 07:20:44,205 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:27:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-05-30 07:21:27,302 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:26:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2223, loss: 1.2223 +2025-05-30 07:22:10,280 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2489, loss: 1.2489 +2025-05-30 07:22:53,233 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:25:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-05-30 07:23:36,146 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:24:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2729, loss: 1.2729 +2025-05-30 07:24:18,970 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:24:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2168, loss: 1.2168 +2025-05-30 07:25:01,802 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:23:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2462, loss: 1.2462 +2025-05-30 07:25:44,625 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2111, loss: 1.2111 +2025-05-30 07:25:47,677 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-30 07:27:03,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:27:03,957 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9837 +2025-05-30 07:27:03,959 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9112, top5_acc: 0.9837 +2025-05-30 07:28:08,455 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:21:53, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1974, loss: 1.1974 +2025-05-30 07:28:51,462 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:21:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-05-30 07:29:34,327 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:20:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2107, loss: 1.2107 +2025-05-30 07:30:17,100 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:19:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2011, loss: 1.2011 +2025-05-30 07:30:59,983 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:18:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2383, loss: 1.2383 +2025-05-30 07:31:42,753 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:18:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-05-30 07:32:25,465 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:17:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2243, loss: 1.2243 +2025-05-30 07:33:08,312 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:16:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2316, loss: 1.2316 +2025-05-30 07:33:51,126 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:16:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2116, loss: 1.2116 +2025-05-30 07:34:33,963 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:15:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-05-30 07:35:16,850 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:14:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-05-30 07:35:59,462 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:13:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2434, loss: 1.2434 +2025-05-30 07:36:42,316 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:13:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2269, loss: 1.2269 +2025-05-30 07:37:25,125 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:12:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2311, loss: 1.2311 +2025-05-30 07:38:08,061 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:11:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1980, loss: 1.1980 +2025-05-30 07:38:50,878 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:10:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2181, loss: 1.2181 +2025-05-30 07:39:33,615 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:10:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2311, loss: 1.2311 +2025-05-30 07:40:16,330 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:09:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-05-30 07:40:59,107 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:08:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2212, loss: 1.2212 +2025-05-30 07:41:41,891 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2562, loss: 1.2562 +2025-05-30 07:42:24,609 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:07:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2151, loss: 1.2151 +2025-05-30 07:43:07,334 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:06:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1922, loss: 1.1922 +2025-05-30 07:43:50,095 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:05:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-05-30 07:44:32,861 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:05:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2382, loss: 1.2382 +2025-05-30 07:45:15,562 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:04:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2146, loss: 1.2146 +2025-05-30 07:45:18,620 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-30 07:53:51,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 07:53:51,787 - pyskl - INFO - +top1_acc 0.9067 +top5_acc 0.9839 +2025-05-30 07:53:51,789 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9067, top5_acc: 0.9839 +2025-05-30 07:54:55,553 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:03:40, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1958, loss: 1.1958 +2025-05-30 07:55:38,258 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:02:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-05-30 07:56:21,042 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:02:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2150, loss: 1.2150 +2025-05-30 07:57:03,851 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:01:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1793, loss: 1.1793 +2025-05-30 07:57:46,887 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:00:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2430, loss: 1.2430 +2025-05-30 07:58:29,853 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:00:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1840, loss: 1.1840 +2025-05-30 07:59:12,681 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:59:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-05-30 07:59:55,604 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:58:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2053, loss: 1.2053 +2025-05-30 08:00:38,371 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:57:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2331, loss: 1.2331 +2025-05-30 08:01:21,151 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:57:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1886, loss: 1.1886 +2025-05-30 08:02:03,895 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:56:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1818, loss: 1.1818 +2025-05-30 08:02:46,515 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:55:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1739, loss: 1.1739 +2025-05-30 08:03:29,217 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:54:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1602, loss: 1.1602 +2025-05-30 08:04:11,974 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:54:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-05-30 08:04:54,778 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:53:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2394, loss: 1.2394 +2025-05-30 08:05:37,550 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:52:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2477, loss: 1.2477 +2025-05-30 08:06:20,305 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:52:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2308, loss: 1.2308 +2025-05-30 08:07:03,031 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:51:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-05-30 08:07:45,768 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:50:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-05-30 08:08:28,561 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1637, loss: 1.1637 +2025-05-30 08:09:11,507 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:49:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-05-30 08:09:54,457 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:48:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2181, loss: 1.2181 +2025-05-30 08:10:37,338 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:47:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2362, loss: 1.2362 +2025-05-30 08:11:20,284 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:46:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1970, loss: 1.1970 +2025-05-30 08:12:03,087 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:46:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1770, loss: 1.1770 +2025-05-30 08:12:06,147 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-30 08:13:22,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:13:22,516 - pyskl - INFO - +top1_acc 0.9006 +top5_acc 0.9733 +2025-05-30 08:13:22,518 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9006, top5_acc: 0.9733 +2025-05-30 08:14:26,626 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:45:26, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1827, loss: 1.1827 +2025-05-30 08:15:09,519 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:44:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1854, loss: 1.1854 +2025-05-30 08:15:52,509 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:43:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1516, loss: 1.1516 +2025-05-30 08:16:35,414 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:43:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1505, loss: 1.1505 +2025-05-30 08:17:18,432 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:42:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2422, loss: 1.2422 +2025-05-30 08:18:01,292 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:41:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1734, loss: 1.1734 +2025-05-30 08:18:44,186 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:41:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1497, loss: 1.1497 +2025-05-30 08:19:26,994 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:40:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1584, loss: 1.1584 +2025-05-30 08:20:09,846 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:39:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1779, loss: 1.1779 +2025-05-30 08:20:52,657 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:38:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1687, loss: 1.1687 +2025-05-30 08:21:35,575 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:38:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 +2025-05-30 08:22:18,382 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:37:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1481, loss: 1.1481 +2025-05-30 08:23:01,177 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:36:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2209, loss: 1.2209 +2025-05-30 08:23:43,925 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:35:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1419, loss: 1.1419 +2025-05-30 08:24:26,843 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:35:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-30 08:25:09,737 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1884, loss: 1.1884 +2025-05-30 08:25:52,747 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:33:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2078, loss: 1.2078 +2025-05-30 08:26:35,682 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:33:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1742, loss: 1.1742 +2025-05-30 08:27:18,609 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:32:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-05-30 08:28:01,428 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:31:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1660, loss: 1.1660 +2025-05-30 08:28:44,296 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:30:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1637, loss: 1.1637 +2025-05-30 08:29:27,371 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:30:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-05-30 08:30:10,397 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:29:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1791, loss: 1.1791 +2025-05-30 08:30:53,330 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:28:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1770, loss: 1.1770 +2025-05-30 08:31:36,193 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:27:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1952, loss: 1.1952 +2025-05-30 08:31:39,246 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-30 08:32:55,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:32:55,984 - pyskl - INFO - +top1_acc 0.9137 +top5_acc 0.9836 +2025-05-30 08:32:55,986 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9137, top5_acc: 0.9836 +2025-05-30 08:34:00,325 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:27:13, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1501, loss: 1.1501 +2025-05-30 08:34:43,213 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:26:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1307, loss: 1.1307 +2025-05-30 08:35:26,077 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:25:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1822, loss: 1.1822 +2025-05-30 08:36:08,865 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:25:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-05-30 08:36:51,739 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:24:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1456, loss: 1.1456 +2025-05-30 08:37:34,629 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:23:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1324, loss: 1.1324 +2025-05-30 08:38:17,514 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:22:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1736, loss: 1.1736 +2025-05-30 08:39:00,185 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:22:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1655, loss: 1.1655 +2025-05-30 08:39:43,045 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:21:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-05-30 08:40:25,902 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:20:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1978, loss: 1.1978 +2025-05-30 08:41:08,808 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:19:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1684, loss: 1.1684 +2025-05-30 08:41:51,698 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:19:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1222, loss: 1.1222 +2025-05-30 08:42:34,496 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:18:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 +2025-05-30 08:43:17,344 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:17:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1606, loss: 1.1606 +2025-05-30 08:44:00,356 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:17:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1605, loss: 1.1605 +2025-05-30 08:44:43,382 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:16:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1714, loss: 1.1714 +2025-05-30 08:45:26,395 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:15:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-05-30 08:46:09,261 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:14:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1677, loss: 1.1677 +2025-05-30 08:46:52,129 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:14:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-05-30 08:47:34,949 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:13:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1821, loss: 1.1821 +2025-05-30 08:48:17,750 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:12:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1773, loss: 1.1773 +2025-05-30 08:49:00,676 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:11:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-30 08:49:43,553 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:11:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1483, loss: 1.1483 +2025-05-30 08:50:26,526 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:10:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-05-30 08:51:09,461 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:09:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1476, loss: 1.1476 +2025-05-30 08:51:12,560 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-30 08:52:29,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 08:52:29,128 - pyskl - INFO - +top1_acc 0.9184 +top5_acc 0.9825 +2025-05-30 08:52:29,189 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_128.pth was removed +2025-05-30 08:52:30,251 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-30 08:52:30,252 - pyskl - INFO - Best top1_acc is 0.9184 at 133 epoch. +2025-05-30 08:52:30,255 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9184, top5_acc: 0.9825 +2025-05-30 08:53:34,304 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:09:00, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2071, loss: 1.2071 +2025-05-30 08:54:17,218 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:08:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1418, loss: 1.1418 +2025-05-30 08:55:00,101 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:07:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1961, loss: 1.1961 +2025-05-30 08:55:42,854 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:06:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1547, loss: 1.1547 +2025-05-30 08:56:25,707 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:06:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1328, loss: 1.1328 +2025-05-30 08:57:08,521 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:05:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-05-30 08:57:51,162 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:04:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1435, loss: 1.1435 +2025-05-30 08:58:33,931 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:03:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-05-30 08:59:16,631 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:03:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-30 08:59:59,354 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:02:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1253, loss: 1.1253 +2025-05-30 09:00:42,111 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1568, loss: 1.1568 +2025-05-30 09:01:25,033 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:00:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-05-30 09:02:07,814 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:00:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1935, loss: 1.1935 +2025-05-30 09:02:50,643 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:59:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1522, loss: 1.1522 +2025-05-30 09:03:33,582 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:58:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1471, loss: 1.1471 +2025-05-30 09:04:16,449 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:58:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1421, loss: 1.1421 +2025-05-30 09:04:59,193 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:57:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1594, loss: 1.1594 +2025-05-30 09:05:41,901 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:56:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1841, loss: 1.1841 +2025-05-30 09:06:24,583 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:55:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1430, loss: 1.1430 +2025-05-30 09:07:07,259 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:55:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1715, loss: 1.1715 +2025-05-30 09:07:50,035 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:54:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1955, loss: 1.1955 +2025-05-30 09:08:32,863 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:53:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1728, loss: 1.1728 +2025-05-30 09:09:15,624 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:52:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-05-30 09:09:58,403 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:52:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1549, loss: 1.1549 +2025-05-30 09:10:41,221 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:51:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1666, loss: 1.1666 +2025-05-30 09:10:44,246 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-30 09:12:00,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:12:00,352 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9828 +2025-05-30 09:12:00,354 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9178, top5_acc: 0.9828 +2025-05-30 09:13:04,378 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:50:47, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1591, loss: 1.1591 +2025-05-30 09:13:47,166 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:50:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1783, loss: 1.1783 +2025-05-30 09:14:30,000 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:49:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1413, loss: 1.1413 +2025-05-30 09:15:12,711 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:48:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1809, loss: 1.1809 +2025-05-30 09:15:55,439 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:47:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1322, loss: 1.1322 +2025-05-30 09:16:38,081 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:47:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-30 09:17:20,812 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:46:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0848, loss: 1.0848 +2025-05-30 09:18:03,595 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:45:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1626, loss: 1.1626 +2025-05-30 09:18:46,379 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:44:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1485, loss: 1.1485 +2025-05-30 09:19:29,080 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:44:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1342, loss: 1.1342 +2025-05-30 09:20:11,764 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:43:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1597, loss: 1.1597 +2025-05-30 09:20:54,504 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:42:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-30 09:21:37,215 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:42:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1482, loss: 1.1482 +2025-05-30 09:22:19,858 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:41:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1715, loss: 1.1715 +2025-05-30 09:23:02,518 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:40:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1684, loss: 1.1684 +2025-05-30 09:23:45,294 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:39:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-05-30 09:24:28,336 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:39:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1822, loss: 1.1822 +2025-05-30 09:25:11,346 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:38:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-05-30 09:25:54,371 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:37:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1206, loss: 1.1206 +2025-05-30 09:26:37,139 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:36:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1686, loss: 1.1686 +2025-05-30 09:27:19,849 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:36:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1501, loss: 1.1501 +2025-05-30 09:28:02,471 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:35:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-05-30 09:28:45,117 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:34:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1698, loss: 1.1698 +2025-05-30 09:29:27,833 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1691, loss: 1.1691 +2025-05-30 09:30:10,604 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:33:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1467, loss: 1.1467 +2025-05-30 09:30:13,657 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-30 09:39:16,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:39:16,291 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9842 +2025-05-30 09:39:16,294 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9153, top5_acc: 0.9842 +2025-05-30 09:40:20,030 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:32:33, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1488, loss: 1.1488 +2025-05-30 09:41:02,871 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:31:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1424, loss: 1.1424 +2025-05-30 09:41:45,987 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:31:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1329, loss: 1.1329 +2025-05-30 09:42:28,923 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:30:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-05-30 09:43:11,988 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:29:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-30 09:43:55,116 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:28:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-30 09:44:38,074 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:28:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1479, loss: 1.1479 +2025-05-30 09:45:21,081 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:27:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 09:46:04,014 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:26:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1674, loss: 1.1674 +2025-05-30 09:46:47,227 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1384, loss: 1.1384 +2025-05-30 09:47:30,515 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:25:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-05-30 09:48:13,433 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:24:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1759, loss: 1.1759 +2025-05-30 09:48:56,415 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:23:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 +2025-05-30 09:49:39,369 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:23:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1385, loss: 1.1385 +2025-05-30 09:50:22,247 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:22:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1112, loss: 1.1112 +2025-05-30 09:51:05,127 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1354, loss: 1.1354 +2025-05-30 09:51:48,023 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:20:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1406, loss: 1.1406 +2025-05-30 09:52:30,939 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:20:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1255, loss: 1.1255 +2025-05-30 09:53:13,781 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1023, loss: 1.1023 +2025-05-30 09:53:56,655 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:18:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1270, loss: 1.1270 +2025-05-30 09:54:39,479 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:17:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-05-30 09:55:22,335 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:17:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1307, loss: 1.1307 +2025-05-30 09:56:05,229 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:16:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 09:56:48,078 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:15:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1218, loss: 1.1218 +2025-05-30 09:57:30,938 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:15:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1622, loss: 1.1622 +2025-05-30 09:57:34,002 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-30 09:58:50,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 09:58:50,430 - pyskl - INFO - +top1_acc 0.9036 +top5_acc 0.9763 +2025-05-30 09:58:50,433 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9036, top5_acc: 0.9763 +2025-05-30 09:59:56,071 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:14:20, time: 0.656, data_time: 0.223, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1262, loss: 1.1262 +2025-05-30 10:00:39,054 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:13:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-30 10:01:22,155 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1286, loss: 1.1286 +2025-05-30 10:02:05,202 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1385, loss: 1.1385 +2025-05-30 10:02:48,276 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:11:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-30 10:03:31,150 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:10:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-05-30 10:04:14,022 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1219, loss: 1.1219 +2025-05-30 10:04:56,961 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:09:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-30 10:05:39,829 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:08:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1318, loss: 1.1318 +2025-05-30 10:06:22,749 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:07:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1156, loss: 1.1156 +2025-05-30 10:07:05,830 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1556, loss: 1.1556 +2025-05-30 10:07:48,793 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:06:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0671, loss: 1.0671 +2025-05-30 10:08:31,642 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:05:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-30 10:09:14,536 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:04:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1107, loss: 1.1107 +2025-05-30 10:09:57,366 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:04:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-05-30 10:10:40,179 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:03:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-05-30 10:11:23,187 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:02:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1463, loss: 1.1463 +2025-05-30 10:12:06,106 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:01:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1140, loss: 1.1140 +2025-05-30 10:12:49,117 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:01:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1355, loss: 1.1355 +2025-05-30 10:13:32,145 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:00:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0881, loss: 1.0881 +2025-05-30 10:14:15,161 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:59:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1106, loss: 1.1106 +2025-05-30 10:14:58,035 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:59:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0810, loss: 1.0810 +2025-05-30 10:15:40,901 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:58:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0902, loss: 1.0902 +2025-05-30 10:16:23,874 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:57:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0876, loss: 1.0876 +2025-05-30 10:17:06,887 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:56:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-30 10:17:09,936 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-30 10:18:26,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:18:26,677 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9834 +2025-05-30 10:18:26,680 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9181, top5_acc: 0.9834 +2025-05-30 10:19:30,934 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:56:07, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-05-30 10:20:13,751 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:55:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-30 10:20:56,885 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:54:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-30 10:21:39,640 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:53:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-30 10:22:22,572 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:53:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-30 10:23:05,519 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:52:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-30 10:23:48,346 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-05-30 10:24:31,100 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:51:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-05-30 10:25:13,987 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:50:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-30 10:25:56,872 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:49:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-30 10:26:39,835 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1247, loss: 1.1247 +2025-05-30 10:27:22,670 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1458, loss: 1.1458 +2025-05-30 10:28:05,462 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:47:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-30 10:28:48,275 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:46:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1200, loss: 1.1200 +2025-05-30 10:29:31,101 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:45:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1411, loss: 1.1411 +2025-05-30 10:30:14,007 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1244, loss: 1.1244 +2025-05-30 10:30:56,906 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:44:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1076, loss: 1.1076 +2025-05-30 10:31:39,774 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1162, loss: 1.1162 +2025-05-30 10:32:22,655 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:43:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0958, loss: 1.0958 +2025-05-30 10:33:05,495 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1237, loss: 1.1237 +2025-05-30 10:33:48,310 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:41:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-30 10:34:31,093 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:40:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1213, loss: 1.1213 +2025-05-30 10:35:13,869 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:40:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1207, loss: 1.1207 +2025-05-30 10:35:56,690 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:39:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0937, loss: 1.0937 +2025-05-30 10:36:39,486 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1225, loss: 1.1225 +2025-05-30 10:36:42,489 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-30 10:37:58,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:37:58,828 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9819 +2025-05-30 10:37:58,831 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9159, top5_acc: 0.9819 +2025-05-30 10:39:03,058 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:37:54, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1356, loss: 1.1356 +2025-05-30 10:39:46,223 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:37:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0840, loss: 1.0840 +2025-05-30 10:40:29,307 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:36:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-05-30 10:41:12,275 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:35:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 10:41:55,165 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:34:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-05-30 10:42:38,073 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:34:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0986, loss: 1.0986 +2025-05-30 10:43:20,956 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:33:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1153, loss: 1.1153 +2025-05-30 10:44:03,833 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:32:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1264, loss: 1.1264 +2025-05-30 10:44:46,719 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:32:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 +2025-05-30 10:45:29,593 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:31:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0839, loss: 1.0839 +2025-05-30 10:46:12,478 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:30:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-05-30 10:46:55,439 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:29:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0985, loss: 1.0985 +2025-05-30 10:47:38,262 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:29:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-05-30 10:48:21,264 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:28:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1017, loss: 1.1017 +2025-05-30 10:49:04,199 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:27:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0745, loss: 1.0745 +2025-05-30 10:49:47,143 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:26:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1417, loss: 1.1417 +2025-05-30 10:50:30,179 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-30 10:51:13,118 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:25:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-05-30 10:51:56,041 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:24:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0829, loss: 1.0829 +2025-05-30 10:52:38,931 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:24:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1317, loss: 1.1317 +2025-05-30 10:53:21,933 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:23:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1241, loss: 1.1241 +2025-05-30 10:54:04,833 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:22:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0801, loss: 1.0801 +2025-05-30 10:54:47,775 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:21:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-30 10:55:30,653 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:21:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0926, loss: 1.0926 +2025-05-30 10:56:13,606 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:20:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-30 10:56:16,606 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-30 10:57:32,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 10:57:32,935 - pyskl - INFO - +top1_acc 0.9058 +top5_acc 0.9713 +2025-05-30 10:57:32,938 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9058, top5_acc: 0.9713 +2025-05-30 10:58:37,185 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:19:41, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2025-05-30 10:59:20,088 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:18:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1175, loss: 1.1175 +2025-05-30 11:00:02,986 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:18:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-30 11:00:45,884 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:17:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0952, loss: 1.0952 +2025-05-30 11:01:28,747 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:16:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0812, loss: 1.0812 +2025-05-30 11:02:11,590 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:16:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-30 11:02:54,360 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0911, loss: 1.0911 +2025-05-30 11:03:37,274 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:14:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0962, loss: 1.0962 +2025-05-30 11:04:20,045 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:13:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-30 11:05:02,985 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:13:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0852, loss: 1.0852 +2025-05-30 11:05:45,772 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:12:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 +2025-05-30 11:06:28,629 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:11:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 +2025-05-30 11:07:11,477 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:10:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-05-30 11:07:54,283 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:10:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 11:08:37,129 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:09:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-30 11:09:20,130 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:08:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-05-30 11:10:03,231 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:08:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-30 11:10:46,538 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:07:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1050, loss: 1.1050 +2025-05-30 11:11:29,730 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:06:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-05-30 11:12:12,861 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:05:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-30 11:12:55,651 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:05:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1468, loss: 1.1468 +2025-05-30 11:13:38,784 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-30 11:14:21,785 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-05-30 11:15:04,689 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:02:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1060, loss: 1.1060 +2025-05-30 11:15:47,803 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1035, loss: 1.1035 +2025-05-30 11:15:50,869 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-30 11:24:40,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:24:40,686 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9830 +2025-05-30 11:24:40,689 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9154, top5_acc: 0.9830 +2025-05-30 11:25:44,892 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:01:28, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-30 11:26:27,832 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:00:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1022, loss: 1.1022 +2025-05-30 11:27:10,623 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:00:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-30 11:27:53,390 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:59:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0985, loss: 1.0985 +2025-05-30 11:28:36,200 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:58:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 11:29:19,305 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:57:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0894, loss: 1.0894 +2025-05-30 11:30:02,334 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:57:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-30 11:30:45,230 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:56:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-05-30 11:31:28,017 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:55:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-05-30 11:32:10,741 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:54:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0780, loss: 1.0780 +2025-05-30 11:32:53,613 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:54:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 +2025-05-30 11:33:36,480 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:53:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-30 11:34:19,368 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:52:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-30 11:35:02,227 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:52:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-30 11:35:45,052 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:51:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-05-30 11:36:27,842 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:50:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-30 11:37:10,657 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:49:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-05-30 11:37:53,449 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:49:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 11:38:36,205 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:48:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1067, loss: 1.1067 +2025-05-30 11:39:18,954 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:47:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-05-30 11:40:01,754 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:46:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-30 11:40:44,592 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:46:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1188, loss: 1.1188 +2025-05-30 11:41:27,326 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-30 11:42:10,077 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:44:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-30 11:42:52,903 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:44:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0503, loss: 1.0503 +2025-05-30 11:42:55,916 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-30 11:44:12,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 11:44:12,382 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9832 +2025-05-30 11:44:12,438 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_133.pth was removed +2025-05-30 11:44:13,450 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-30 11:44:13,451 - pyskl - INFO - Best top1_acc is 0.9191 at 141 epoch. +2025-05-30 11:44:13,453 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9191, top5_acc: 0.9832 +2025-05-30 11:45:17,511 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:43:15, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0812, loss: 1.0812 +2025-05-30 11:46:00,255 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:42:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0814, loss: 1.0814 +2025-05-30 11:46:43,074 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:41:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-05-30 11:47:25,896 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:41:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-05-30 11:48:08,822 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:40:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-30 11:48:51,845 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:39:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2025-05-30 11:49:34,755 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:38:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-30 11:50:17,513 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:38:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 +2025-05-30 11:51:00,266 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:37:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-30 11:51:43,069 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:36:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1260, loss: 1.1260 +2025-05-30 11:52:25,881 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:35:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-30 11:53:08,633 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:35:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1174, loss: 1.1174 +2025-05-30 11:53:51,370 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:34:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1236, loss: 1.1236 +2025-05-30 11:54:34,097 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:33:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0861, loss: 1.0861 +2025-05-30 11:55:16,846 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:33:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0477, loss: 1.0477 +2025-05-30 11:55:59,629 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:32:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-05-30 11:56:42,429 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:31:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-30 11:57:25,359 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:30:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-30 11:58:08,199 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:30:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0967, loss: 1.0967 +2025-05-30 11:58:51,069 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:29:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0973, loss: 1.0973 +2025-05-30 11:59:33,879 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:28:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0957, loss: 1.0957 +2025-05-30 12:00:16,697 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:27:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-05-30 12:00:59,571 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:27:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-30 12:01:42,374 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:26:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0868, loss: 1.0868 +2025-05-30 12:02:25,194 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:25:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-05-30 12:02:28,248 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-30 12:03:44,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:03:44,844 - pyskl - INFO - +top1_acc 0.9200 +top5_acc 0.9835 +2025-05-30 12:03:44,904 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_141.pth was removed +2025-05-30 12:03:45,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-30 12:03:45,951 - pyskl - INFO - Best top1_acc is 0.9200 at 142 epoch. +2025-05-30 12:03:45,953 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9200, top5_acc: 0.9835 +2025-05-30 12:04:50,205 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:25:01, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-30 12:05:33,093 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:24:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0795, loss: 1.0795 +2025-05-30 12:06:15,895 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:23:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-30 12:06:58,713 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:22:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-30 12:07:41,517 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:22:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0915, loss: 1.0915 +2025-05-30 12:08:24,385 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:21:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0756, loss: 1.0756 +2025-05-30 12:09:07,310 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:20:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 +2025-05-30 12:09:50,277 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:19:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-30 12:10:33,257 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:19:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0981, loss: 1.0981 +2025-05-30 12:11:16,069 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:18:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-05-30 12:11:58,812 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:17:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-30 12:12:41,607 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:17:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0847, loss: 1.0847 +2025-05-30 12:13:24,444 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:16:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-05-30 12:14:07,322 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-30 12:14:50,077 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:14:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-05-30 12:15:32,850 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:14:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 12:16:15,591 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:13:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0646, loss: 1.0646 +2025-05-30 12:16:58,603 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-05-30 12:17:41,543 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:11:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0480, loss: 1.0480 +2025-05-30 12:18:24,492 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:11:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-30 12:19:07,420 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:10:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-30 12:19:50,172 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:09:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0882, loss: 1.0882 +2025-05-30 12:20:32,951 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:09:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0935, loss: 1.0935 +2025-05-30 12:21:15,683 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:08:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-05-30 12:21:58,371 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0855, loss: 1.0855 +2025-05-30 12:22:01,473 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-30 12:23:17,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:23:17,972 - pyskl - INFO - +top1_acc 0.9156 +top5_acc 0.9840 +2025-05-30 12:23:17,974 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9156, top5_acc: 0.9840 +2025-05-30 12:24:21,646 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:06:48, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-30 12:25:04,362 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:06:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-30 12:25:47,213 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:05:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-05-30 12:26:30,277 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-30 12:27:13,302 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-30 12:27:56,086 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:03:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0740, loss: 1.0740 +2025-05-30 12:28:38,864 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:02:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0607, loss: 1.0607 +2025-05-30 12:29:21,742 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:01:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-05-30 12:30:04,611 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0441, loss: 1.0441 +2025-05-30 12:30:47,508 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:00:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-30 12:31:30,268 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-05-30 12:32:13,013 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:58:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0888, loss: 1.0888 +2025-05-30 12:32:55,792 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:58:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2025-05-30 12:33:38,524 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0761, loss: 1.0761 +2025-05-30 12:34:21,283 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-30 12:35:04,110 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-30 12:35:46,925 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:55:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0934, loss: 1.0934 +2025-05-30 12:36:29,812 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:54:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-05-30 12:37:12,741 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-05-30 12:37:55,674 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-30 12:38:38,554 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:52:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0474, loss: 1.0474 +2025-05-30 12:39:21,400 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-30 12:40:04,217 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-30 12:40:47,130 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:50:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0670, loss: 1.0670 +2025-05-30 12:41:30,053 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0590, loss: 1.0590 +2025-05-30 12:41:33,130 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-30 12:42:49,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 12:42:49,556 - pyskl - INFO - +top1_acc 0.9211 +top5_acc 0.9839 +2025-05-30 12:42:49,611 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_142.pth was removed +2025-05-30 12:42:50,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2025-05-30 12:42:50,603 - pyskl - INFO - Best top1_acc is 0.9211 at 144 epoch. +2025-05-30 12:42:50,605 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9211, top5_acc: 0.9839 +2025-05-30 12:43:54,608 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:35, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 +2025-05-30 12:44:37,546 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-30 12:45:20,662 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:47:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0841, loss: 1.0841 +2025-05-30 12:46:03,699 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0590, loss: 1.0590 +2025-05-30 12:46:46,622 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0843, loss: 1.0843 +2025-05-30 12:47:29,588 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0639, loss: 1.0639 +2025-05-30 12:48:12,490 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:44:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-30 12:48:55,471 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0771, loss: 1.0771 +2025-05-30 12:49:38,618 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-05-30 12:50:21,554 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:42:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-05-30 12:51:04,495 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0803, loss: 1.0803 +2025-05-30 12:51:47,379 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-05-30 12:52:30,342 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0716, loss: 1.0716 +2025-05-30 12:53:13,366 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:39:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0817, loss: 1.0817 +2025-05-30 12:53:56,441 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0829, loss: 1.0829 +2025-05-30 12:54:39,341 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-30 12:55:22,233 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-30 12:56:05,323 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:36:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0725, loss: 1.0725 +2025-05-30 12:56:48,753 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-30 12:57:32,050 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-30 12:58:14,890 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:34:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-30 12:58:57,704 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-30 12:59:40,558 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-30 13:00:23,422 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0713, loss: 1.0713 +2025-05-30 13:01:06,197 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:31:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0625, loss: 1.0625 +2025-05-30 13:01:09,227 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-30 13:09:36,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:09:36,320 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9733 +2025-05-30 13:09:36,322 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9082, top5_acc: 0.9733 +2025-05-30 13:10:40,600 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:22, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0766, loss: 1.0766 +2025-05-30 13:11:23,479 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0573, loss: 1.0573 +2025-05-30 13:12:06,309 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-05-30 13:12:49,108 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:28:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0457, loss: 1.0457 +2025-05-30 13:13:31,862 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-30 13:14:14,610 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-30 13:14:57,328 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0910, loss: 1.0910 +2025-05-30 13:15:40,253 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-05-30 13:16:23,150 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-30 13:17:06,015 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2025-05-30 13:17:48,805 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:23:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0613, loss: 1.0613 +2025-05-30 13:18:31,618 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0439, loss: 1.0439 +2025-05-30 13:19:14,417 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-30 13:19:57,114 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1056, loss: 1.1056 +2025-05-30 13:20:39,805 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 13:21:22,570 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0444, loss: 1.0444 +2025-05-30 13:22:05,351 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 13:22:48,074 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0327, loss: 1.0327 +2025-05-30 13:23:30,860 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-05-30 13:24:13,581 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0522, loss: 1.0522 +2025-05-30 13:24:56,271 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-05-30 13:25:39,034 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-30 13:26:21,812 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-30 13:27:04,513 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-30 13:27:47,248 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-05-30 13:27:50,251 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-30 13:29:06,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:29:06,371 - pyskl - INFO - +top1_acc 0.9152 +top5_acc 0.9834 +2025-05-30 13:29:06,373 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9152, top5_acc: 0.9834 +2025-05-30 13:30:10,416 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:09, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0937, loss: 1.0937 +2025-05-30 13:30:53,319 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0799, loss: 1.0799 +2025-05-30 13:31:36,426 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0885, loss: 1.0885 +2025-05-30 13:32:19,333 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0711, loss: 1.0711 +2025-05-30 13:33:02,180 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-30 13:33:45,007 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-30 13:34:27,940 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0454, loss: 1.0454 +2025-05-30 13:35:10,819 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0857, loss: 1.0857 +2025-05-30 13:35:53,698 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-30 13:36:36,535 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0530, loss: 1.0530 +2025-05-30 13:37:19,351 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 13:38:02,251 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-05-30 13:38:45,080 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0472, loss: 1.0472 +2025-05-30 13:39:27,924 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-30 13:40:10,700 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0757, loss: 1.0757 +2025-05-30 13:40:53,628 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 13:41:36,566 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-30 13:42:19,545 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-05-30 13:43:02,600 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-30 13:43:45,597 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-30 13:44:28,548 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0696, loss: 1.0696 +2025-05-30 13:45:11,453 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 +2025-05-30 13:45:54,319 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0479, loss: 1.0479 +2025-05-30 13:46:37,272 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-30 13:47:20,221 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-30 13:47:23,255 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-30 13:48:39,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 13:48:39,981 - pyskl - INFO - +top1_acc 0.9071 +top5_acc 0.9743 +2025-05-30 13:48:39,983 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9071, top5_acc: 0.9743 +2025-05-30 13:49:43,882 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:55, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-30 13:50:26,730 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-30 13:51:09,473 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-05-30 13:51:52,315 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-30 13:52:35,167 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0689, loss: 1.0689 +2025-05-30 13:53:18,051 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-30 13:54:01,092 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-30 13:54:44,028 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-05-30 13:55:26,924 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0565, loss: 1.0565 +2025-05-30 13:56:09,862 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-05-30 13:56:52,754 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-05-30 13:57:35,466 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0804, loss: 1.0804 +2025-05-30 13:58:18,407 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-30 13:59:01,534 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 13:59:44,481 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0633, loss: 1.0633 +2025-05-30 14:00:27,405 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-05-30 14:01:10,329 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-30 14:01:53,118 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-30 14:02:35,955 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-05-30 14:03:18,796 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-30 14:04:01,751 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-30 14:04:44,618 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-30 14:05:27,424 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-30 14:06:10,245 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0913, loss: 1.0913 +2025-05-30 14:06:53,082 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-30 14:06:56,180 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-30 14:08:12,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:08:12,504 - pyskl - INFO - +top1_acc 0.9202 +top5_acc 0.9836 +2025-05-30 14:08:12,507 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9202, top5_acc: 0.9836 +2025-05-30 14:09:16,482 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:42, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0689, loss: 1.0689 +2025-05-30 14:09:59,266 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-30 14:10:42,115 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0637, loss: 1.0637 +2025-05-30 14:11:24,937 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-30 14:12:07,761 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-30 14:12:50,566 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-05-30 14:13:33,386 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0737, loss: 1.0737 +2025-05-30 14:14:16,193 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0694, loss: 1.0694 +2025-05-30 14:14:59,000 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0880, loss: 1.0880 +2025-05-30 14:15:41,866 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 +2025-05-30 14:16:24,730 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-30 14:17:07,719 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 +2025-05-30 14:17:50,694 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0640, loss: 1.0640 +2025-05-30 14:18:33,655 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0507, loss: 1.0507 +2025-05-30 14:19:16,422 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-30 14:19:59,161 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-30 14:20:41,838 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0671, loss: 1.0671 +2025-05-30 14:21:24,554 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-05-30 14:22:07,326 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-30 14:22:50,114 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-30 14:23:32,891 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0456, loss: 1.0456 +2025-05-30 14:24:15,669 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-05-30 14:24:58,471 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1086, loss: 1.1086 +2025-05-30 14:25:41,285 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0546, loss: 1.0546 +2025-05-30 14:26:24,030 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0944, loss: 1.0944 +2025-05-30 14:26:27,035 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-30 14:27:43,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:27:43,654 - pyskl - INFO - +top1_acc 0.9059 +top5_acc 0.9832 +2025-05-30 14:27:43,656 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9059, top5_acc: 0.9832 +2025-05-30 14:28:47,710 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:29, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-30 14:29:30,665 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-30 14:30:13,534 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0394, loss: 1.0394 +2025-05-30 14:30:56,262 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-30 14:31:39,028 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0956, loss: 1.0956 +2025-05-30 14:32:21,773 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-05-30 14:33:04,628 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-30 14:33:47,365 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0524, loss: 1.0524 +2025-05-30 14:34:30,192 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0559, loss: 1.0559 +2025-05-30 14:35:12,975 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0640, loss: 1.0640 +2025-05-30 14:35:55,934 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-05-30 14:36:38,750 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-30 14:37:21,638 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0807, loss: 1.0807 +2025-05-30 14:38:04,762 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0694, loss: 1.0694 +2025-05-30 14:38:47,605 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-30 14:39:30,474 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0688, loss: 1.0688 +2025-05-30 14:40:13,295 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-30 14:40:56,098 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0738, loss: 1.0738 +2025-05-30 14:41:39,229 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-05-30 14:42:21,907 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0733, loss: 1.0733 +2025-05-30 14:43:04,791 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-30 14:43:47,581 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-30 14:44:30,389 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0459, loss: 1.0459 +2025-05-30 14:45:13,159 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1232, loss: 1.1232 +2025-05-30 14:45:55,963 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0596, loss: 1.0596 +2025-05-30 14:45:59,031 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-30 14:47:15,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 14:47:15,558 - pyskl - INFO - +top1_acc 0.9215 +top5_acc 0.9838 +2025-05-30 14:47:15,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_144.pth was removed +2025-05-30 14:47:16,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2025-05-30 14:47:16,655 - pyskl - INFO - Best top1_acc is 0.9215 at 150 epoch. +2025-05-30 14:47:16,657 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9215, top5_acc: 0.9838 +2025-05-30 14:47:24,528 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-30 14:56:44,205 - pyskl - INFO - Testing results of the last checkpoint +2025-05-30 14:56:44,205 - pyskl - INFO - top1_acc: 0.9253 +2025-05-30 14:56:44,205 - pyskl - INFO - top5_acc: 0.9853 +2025-05-30 14:56:44,206 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/k_2/best_top1_acc_epoch_150.pth +2025-05-30 15:06:04,406 - pyskl - INFO - Testing results of the best checkpoint +2025-05-30 15:06:04,406 - pyskl - INFO - top1_acc: 0.9253 +2025-05-30 15:06:04,406 - pyskl - INFO - top5_acc: 0.9853 diff --git a/ntu60_xsub/k_2/best_pred.pkl b/ntu60_xsub/k_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..fd8b8c5545ab83ed942a6cfe29433516834ef82b --- /dev/null +++ b/ntu60_xsub/k_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:93014f03a1c2a17e4112736663153d34499bc2cae6664d76001cb122b21b824e +size 6639059 diff --git a/ntu60_xsub/k_2/best_top1_acc_epoch_150.pth b/ntu60_xsub/k_2/best_top1_acc_epoch_150.pth new file mode 100644 index 0000000000000000000000000000000000000000..75b112ff4979a37b14f23f28a378de6e1953e1cd --- /dev/null +++ b/ntu60_xsub/k_2/best_top1_acc_epoch_150.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d71b442fe07a6a08fdc3e6a5c59e393ffdc2c6979886701cc4ff37ccacd9ec5 +size 16153947 diff --git a/ntu60_xsub/km/20250428_141354.log b/ntu60_xsub/km/20250428_141354.log new file mode 100644 index 0000000000000000000000000000000000000000..ae2ed84826033d338e59aa7d7283affac90e8ce8 --- /dev/null +++ b/ntu60_xsub/km/20250428_141354.log @@ -0,0 +1,4954 @@ +2025-04-28 14:13:54,149 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-04-28 14:13:54,493 - pyskl - INFO - Config: modality = 'km' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/km' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/km', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-04-28 14:13:54,494 - pyskl - INFO - Set random seed to 35845519, deterministic: False +2025-04-28 14:14:04,058 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-04-28 14:14:09,727 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-04-28 14:14:09,755 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km +2025-04-28 14:14:09,755 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-04-28 14:14:09,755 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-04-28 14:14:09,755 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km by HardDiskBackend. +2025-04-28 14:15:14,718 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:48:35, time: 0.650, data_time: 0.219, memory: 13125, top1_acc: 0.0231, top5_acc: 0.1144, loss_cls: 11.8047, loss: 11.8047 +2025-04-28 14:15:56,979 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 7:56:51, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.0456, top5_acc: 0.1737, loss_cls: 10.0499, loss: 10.0499 +2025-04-28 14:16:39,346 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:01:21, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.0688, top5_acc: 0.2575, loss_cls: 9.6706, loss: 9.6706 +2025-04-28 14:17:21,888 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:05:59, time: 0.425, data_time: 0.000, memory: 13125, top1_acc: 0.0838, top5_acc: 0.3038, loss_cls: 9.3706, loss: 9.3706 +2025-04-28 14:18:04,276 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 0:54:33, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.0969, top5_acc: 0.3544, loss_cls: 9.1987, loss: 9.1987 +2025-04-28 14:18:46,654 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:06:35, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.0988, top5_acc: 0.3625, loss_cls: 9.0060, loss: 9.0060 +2025-04-28 14:19:28,981 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:31:41, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.1125, top5_acc: 0.3706, loss_cls: 8.8075, loss: 8.8075 +2025-04-28 14:20:11,283 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:05:07, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.0919, top5_acc: 0.3725, loss_cls: 8.7658, loss: 8.7658 +2025-04-28 14:20:53,548 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 22:44:03, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.1138, top5_acc: 0.3994, loss_cls: 8.7166, loss: 8.7166 +2025-04-28 14:21:35,741 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:26:36, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1388, top5_acc: 0.4219, loss_cls: 8.6423, loss: 8.6423 +2025-04-28 14:22:17,989 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:12:31, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1281, top5_acc: 0.4375, loss_cls: 8.5004, loss: 8.5004 +2025-04-28 14:23:00,369 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:01:21, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.1481, top5_acc: 0.4631, loss_cls: 8.2728, loss: 8.2728 +2025-04-28 14:23:42,745 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 21:51:46, time: 0.424, data_time: 0.000, memory: 13125, top1_acc: 0.1575, top5_acc: 0.4881, loss_cls: 8.1596, loss: 8.1596 +2025-04-28 14:24:24,988 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 21:42:51, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1550, top5_acc: 0.4925, loss_cls: 8.2940, loss: 8.2940 +2025-04-28 14:25:07,333 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 21:35:28, time: 0.423, data_time: 0.000, memory: 13125, top1_acc: 0.1581, top5_acc: 0.5194, loss_cls: 8.0920, loss: 8.0920 +2025-04-28 14:25:49,577 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 21:28:31, time: 0.422, data_time: 0.000, memory: 13125, top1_acc: 0.1600, top5_acc: 0.5062, loss_cls: 8.1645, loss: 8.1645 +2025-04-28 14:26:32,502 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:24:48, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1875, top5_acc: 0.5437, loss_cls: 7.9416, loss: 7.9416 +2025-04-28 14:27:15,406 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:21:21, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1700, top5_acc: 0.5238, loss_cls: 8.0048, loss: 8.0048 +2025-04-28 14:27:58,061 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:17:22, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1812, top5_acc: 0.5487, loss_cls: 7.9415, loss: 7.9415 +2025-04-28 14:28:40,971 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:14:31, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1938, top5_acc: 0.5519, loss_cls: 7.8973, loss: 7.8973 +2025-04-28 14:29:23,968 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:12:07, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2006, top5_acc: 0.5825, loss_cls: 7.7482, loss: 7.7482 +2025-04-28 14:30:06,994 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:09:57, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1975, top5_acc: 0.5913, loss_cls: 7.7623, loss: 7.7623 +2025-04-28 14:30:49,666 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:06:57, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2162, top5_acc: 0.5950, loss_cls: 7.6294, loss: 7.6294 +2025-04-28 14:31:32,262 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:03:57, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.2256, top5_acc: 0.6094, loss_cls: 7.5023, loss: 7.5023 +2025-04-28 14:32:14,959 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:01:23, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2131, top5_acc: 0.6044, loss_cls: 7.6336, loss: 7.6336 +2025-04-28 14:32:18,102 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-04-28 14:33:34,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 14:33:34,822 - pyskl - INFO - +top1_acc 0.2258 +top5_acc 0.6331 +2025-04-28 14:33:35,915 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-04-28 14:33:35,917 - pyskl - INFO - Best top1_acc is 0.2258 at 1 epoch. +2025-04-28 14:33:35,919 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.2258, top5_acc: 0.6331 +2025-04-28 14:34:41,712 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 21:47:50, time: 0.658, data_time: 0.230, memory: 13126, top1_acc: 0.2250, top5_acc: 0.6256, loss_cls: 7.5345, loss: 7.5345 +2025-04-28 14:35:24,225 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 21:43:18, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2400, top5_acc: 0.6388, loss_cls: 7.4493, loss: 7.4493 +2025-04-28 14:36:06,787 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 21:39:08, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.2387, top5_acc: 0.6525, loss_cls: 7.4158, loss: 7.4158 +2025-04-28 14:36:49,252 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:35:01, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2781, top5_acc: 0.6756, loss_cls: 7.2748, loss: 7.2748 +2025-04-28 14:37:31,732 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:31:08, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2687, top5_acc: 0.6631, loss_cls: 7.2791, loss: 7.2791 +2025-04-28 14:38:14,225 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:27:30, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2787, top5_acc: 0.6863, loss_cls: 7.1641, loss: 7.1641 +2025-04-28 14:38:56,638 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:23:54, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.2963, top5_acc: 0.6963, loss_cls: 7.0909, loss: 7.0909 +2025-04-28 14:39:39,112 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:20:34, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.2894, top5_acc: 0.6994, loss_cls: 7.0885, loss: 7.0885 +2025-04-28 14:40:21,584 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:17:24, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3287, top5_acc: 0.7175, loss_cls: 6.9627, loss: 6.9627 +2025-04-28 14:41:04,043 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:14:21, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3181, top5_acc: 0.7244, loss_cls: 6.9201, loss: 6.9201 +2025-04-28 14:41:46,536 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:11:29, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3200, top5_acc: 0.7113, loss_cls: 6.9236, loss: 6.9236 +2025-04-28 14:42:28,960 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:08:37, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3225, top5_acc: 0.7188, loss_cls: 6.9590, loss: 6.9590 +2025-04-28 14:43:11,426 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:05:56, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3287, top5_acc: 0.7269, loss_cls: 6.8178, loss: 6.8178 +2025-04-28 14:43:53,740 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:03:07, time: 0.423, data_time: 0.000, memory: 13126, top1_acc: 0.3431, top5_acc: 0.7206, loss_cls: 6.8462, loss: 6.8462 +2025-04-28 14:44:36,269 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:00:44, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3344, top5_acc: 0.7512, loss_cls: 6.7219, loss: 6.7219 +2025-04-28 14:45:18,739 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 20:58:21, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3425, top5_acc: 0.7362, loss_cls: 6.7715, loss: 6.7715 +2025-04-28 14:46:01,130 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 20:55:55, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3538, top5_acc: 0.7619, loss_cls: 6.6297, loss: 6.6297 +2025-04-28 14:46:43,574 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 20:53:39, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3463, top5_acc: 0.7669, loss_cls: 6.6811, loss: 6.6811 +2025-04-28 14:47:26,019 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 20:51:27, time: 0.424, data_time: 0.000, memory: 13126, top1_acc: 0.3781, top5_acc: 0.7650, loss_cls: 6.6145, loss: 6.6145 +2025-04-28 14:48:08,494 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 20:49:21, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3906, top5_acc: 0.7819, loss_cls: 6.5340, loss: 6.5340 +2025-04-28 14:48:50,980 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 20:47:20, time: 0.425, data_time: 0.000, memory: 13126, top1_acc: 0.3731, top5_acc: 0.7738, loss_cls: 6.4778, loss: 6.4778 +2025-04-28 14:49:33,583 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 20:45:32, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.3850, top5_acc: 0.7913, loss_cls: 6.4306, loss: 6.4306 +2025-04-28 14:50:16,197 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 20:43:47, time: 0.426, data_time: 0.000, memory: 13126, top1_acc: 0.3900, top5_acc: 0.8087, loss_cls: 6.3318, loss: 6.3318 +2025-04-28 14:50:59,170 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 20:42:32, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3812, top5_acc: 0.8400, loss_cls: 6.2987, loss: 6.2987 +2025-04-28 14:51:41,899 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 20:41:00, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4138, top5_acc: 0.7856, loss_cls: 6.2878, loss: 6.2878 +2025-04-28 14:51:45,043 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-04-28 14:53:02,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 14:53:02,321 - pyskl - INFO - +top1_acc 0.4274 +top5_acc 0.8109 +2025-04-28 14:53:02,373 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_1.pth was removed +2025-04-28 14:53:03,388 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-04-28 14:53:03,389 - pyskl - INFO - Best top1_acc is 0.4274 at 2 epoch. +2025-04-28 14:53:03,391 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4274, top5_acc: 0.8109 +2025-04-28 14:54:09,683 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:04:47, time: 0.663, data_time: 0.238, memory: 13127, top1_acc: 0.4481, top5_acc: 0.8331, loss_cls: 6.1153, loss: 6.1153 +2025-04-28 14:54:52,047 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:02:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4313, top5_acc: 0.8319, loss_cls: 6.1397, loss: 6.1397 +2025-04-28 14:55:34,463 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:00:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4400, top5_acc: 0.8256, loss_cls: 6.0881, loss: 6.0881 +2025-04-28 14:56:16,959 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 20:58:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4500, top5_acc: 0.8306, loss_cls: 6.0407, loss: 6.0407 +2025-04-28 14:56:59,418 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 20:55:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4444, top5_acc: 0.8225, loss_cls: 6.0433, loss: 6.0433 +2025-04-28 14:57:41,887 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 20:53:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4675, top5_acc: 0.8325, loss_cls: 5.9631, loss: 5.9631 +2025-04-28 14:58:24,375 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 20:51:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4562, top5_acc: 0.8325, loss_cls: 6.0424, loss: 6.0424 +2025-04-28 14:59:06,871 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 20:49:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4750, top5_acc: 0.8331, loss_cls: 5.9789, loss: 5.9789 +2025-04-28 14:59:49,371 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 20:48:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4913, top5_acc: 0.8588, loss_cls: 5.7724, loss: 5.7724 +2025-04-28 15:00:31,768 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 20:46:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4512, top5_acc: 0.8306, loss_cls: 5.8970, loss: 5.8970 +2025-04-28 15:01:14,108 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 20:44:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.4869, top5_acc: 0.8600, loss_cls: 5.8040, loss: 5.8040 +2025-04-28 15:01:56,484 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 20:42:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4769, top5_acc: 0.8612, loss_cls: 5.7711, loss: 5.7711 +2025-04-28 15:02:38,967 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 20:40:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.4806, top5_acc: 0.8531, loss_cls: 5.6969, loss: 5.6969 +2025-04-28 15:03:21,445 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:38:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5156, top5_acc: 0.8794, loss_cls: 5.7090, loss: 5.7090 +2025-04-28 15:04:03,801 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:36:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.4950, top5_acc: 0.8612, loss_cls: 5.6394, loss: 5.6394 +2025-04-28 15:04:46,244 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:35:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5175, top5_acc: 0.8619, loss_cls: 5.5232, loss: 5.5232 +2025-04-28 15:05:28,727 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:33:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5175, top5_acc: 0.8731, loss_cls: 5.5356, loss: 5.5356 +2025-04-28 15:06:11,159 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:31:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5138, top5_acc: 0.8700, loss_cls: 5.6358, loss: 5.6358 +2025-04-28 15:06:53,591 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:30:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5275, top5_acc: 0.8850, loss_cls: 5.4964, loss: 5.4964 +2025-04-28 15:07:36,131 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:28:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5463, top5_acc: 0.8931, loss_cls: 5.4616, loss: 5.4616 +2025-04-28 15:08:18,781 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:27:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5344, top5_acc: 0.8731, loss_cls: 5.4162, loss: 5.4162 +2025-04-28 15:09:01,631 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:26:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5275, top5_acc: 0.8619, loss_cls: 5.4385, loss: 5.4385 +2025-04-28 15:09:44,399 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:25:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5500, top5_acc: 0.8800, loss_cls: 5.4877, loss: 5.4877 +2025-04-28 15:10:27,018 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:23:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5519, top5_acc: 0.9000, loss_cls: 5.3045, loss: 5.3045 +2025-04-28 15:11:09,671 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:22:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5894, top5_acc: 0.8938, loss_cls: 5.1992, loss: 5.1992 +2025-04-28 15:11:12,942 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-04-28 15:12:29,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 15:12:29,960 - pyskl - INFO - +top1_acc 0.5205 +top5_acc 0.8603 +2025-04-28 15:12:30,013 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_2.pth was removed +2025-04-28 15:12:31,072 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-04-28 15:12:31,073 - pyskl - INFO - Best top1_acc is 0.5205 at 3 epoch. +2025-04-28 15:12:31,076 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5205, top5_acc: 0.8603 +2025-04-28 15:13:36,019 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:36:54, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.5856, top5_acc: 0.9075, loss_cls: 5.1319, loss: 5.1319 +2025-04-28 15:14:18,467 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:35:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5744, top5_acc: 0.9025, loss_cls: 5.2560, loss: 5.2560 +2025-04-28 15:15:00,890 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:33:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5887, top5_acc: 0.8894, loss_cls: 5.1710, loss: 5.1710 +2025-04-28 15:15:43,208 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:31:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.5875, top5_acc: 0.8981, loss_cls: 5.1802, loss: 5.1802 +2025-04-28 15:16:25,696 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:30:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.5969, top5_acc: 0.9012, loss_cls: 5.1365, loss: 5.1365 +2025-04-28 15:17:08,155 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:28:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6019, top5_acc: 0.9187, loss_cls: 5.0736, loss: 5.0736 +2025-04-28 15:17:50,534 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:27:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5756, top5_acc: 0.8988, loss_cls: 5.1594, loss: 5.1594 +2025-04-28 15:18:32,952 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:25:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9181, loss_cls: 4.8668, loss: 4.8668 +2025-04-28 15:19:15,351 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:24:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.5944, top5_acc: 0.9131, loss_cls: 4.9600, loss: 4.9600 +2025-04-28 15:19:57,751 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:22:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.9056, loss_cls: 5.0292, loss: 5.0292 +2025-04-28 15:20:40,192 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:21:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6219, top5_acc: 0.9187, loss_cls: 4.8548, loss: 4.8548 +2025-04-28 15:21:22,618 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:19:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9131, loss_cls: 4.8168, loss: 4.8168 +2025-04-28 15:22:05,110 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:18:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6225, top5_acc: 0.9062, loss_cls: 4.8607, loss: 4.8607 +2025-04-28 15:22:47,697 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:16:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6325, top5_acc: 0.9131, loss_cls: 4.8858, loss: 4.8858 +2025-04-28 15:23:30,030 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:15:30, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9175, loss_cls: 4.8232, loss: 4.8232 +2025-04-28 15:24:12,468 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:14:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6369, top5_acc: 0.9131, loss_cls: 4.9336, loss: 4.9336 +2025-04-28 15:24:54,848 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:12:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6188, top5_acc: 0.9219, loss_cls: 4.8748, loss: 4.8748 +2025-04-28 15:25:37,223 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:11:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6562, top5_acc: 0.9156, loss_cls: 4.7825, loss: 4.7825 +2025-04-28 15:26:19,647 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:09:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6550, top5_acc: 0.9069, loss_cls: 4.7252, loss: 4.7252 +2025-04-28 15:27:02,091 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:08:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9200, loss_cls: 4.7191, loss: 4.7191 +2025-04-28 15:27:44,677 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:07:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9281, loss_cls: 4.7386, loss: 4.7386 +2025-04-28 15:28:27,171 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:06:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9256, loss_cls: 4.8190, loss: 4.8190 +2025-04-28 15:29:09,928 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:05:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9163, loss_cls: 4.7386, loss: 4.7386 +2025-04-28 15:29:52,465 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:03:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6469, top5_acc: 0.9250, loss_cls: 4.7106, loss: 4.7106 +2025-04-28 15:30:34,922 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:02:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6669, top5_acc: 0.9337, loss_cls: 4.6792, loss: 4.6792 +2025-04-28 15:30:38,376 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-04-28 15:31:55,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 15:31:55,184 - pyskl - INFO - +top1_acc 0.6084 +top5_acc 0.9028 +2025-04-28 15:31:55,233 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_3.pth was removed +2025-04-28 15:31:56,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-04-28 15:31:56,267 - pyskl - INFO - Best top1_acc is 0.6084 at 4 epoch. +2025-04-28 15:31:56,270 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6084, top5_acc: 0.9028 +2025-04-28 15:33:00,992 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:13:05, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9300, loss_cls: 4.5876, loss: 4.5876 +2025-04-28 15:33:43,552 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:11:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6763, top5_acc: 0.9344, loss_cls: 4.5690, loss: 4.5690 +2025-04-28 15:34:26,122 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:10:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6687, top5_acc: 0.9319, loss_cls: 4.5229, loss: 4.5229 +2025-04-28 15:35:08,534 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:09:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9300, loss_cls: 4.5511, loss: 4.5511 +2025-04-28 15:35:50,926 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:07:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6544, top5_acc: 0.9306, loss_cls: 4.6148, loss: 4.6148 +2025-04-28 15:36:33,452 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:06:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6706, top5_acc: 0.9300, loss_cls: 4.5481, loss: 4.5481 +2025-04-28 15:37:16,046 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:05:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9250, loss_cls: 4.5737, loss: 4.5737 +2025-04-28 15:37:58,544 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:04:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6800, top5_acc: 0.9413, loss_cls: 4.5195, loss: 4.5195 +2025-04-28 15:38:41,051 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:02:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6744, top5_acc: 0.9394, loss_cls: 4.4891, loss: 4.4891 +2025-04-28 15:39:23,419 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:01:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9319, loss_cls: 4.5456, loss: 4.5456 +2025-04-28 15:40:05,873 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:00:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9313, loss_cls: 4.3801, loss: 4.3801 +2025-04-28 15:40:48,393 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 19:58:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9356, loss_cls: 4.4444, loss: 4.4444 +2025-04-28 15:41:30,905 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 19:57:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9300, loss_cls: 4.5033, loss: 4.5033 +2025-04-28 15:42:13,420 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 19:56:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6687, top5_acc: 0.9431, loss_cls: 4.5385, loss: 4.5385 +2025-04-28 15:42:55,937 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 19:55:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9375, loss_cls: 4.5327, loss: 4.5327 +2025-04-28 15:43:38,404 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 19:54:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9331, loss_cls: 4.3570, loss: 4.3570 +2025-04-28 15:44:20,992 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 19:53:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9431, loss_cls: 4.4801, loss: 4.4801 +2025-04-28 15:45:03,312 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 19:51:45, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9425, loss_cls: 4.3751, loss: 4.3751 +2025-04-28 15:45:45,819 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 19:50:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 4.3373, loss: 4.3373 +2025-04-28 15:46:27,909 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 19:49:14, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 4.2891, loss: 4.2891 +2025-04-28 15:47:10,138 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 19:47:57, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9456, loss_cls: 4.3446, loss: 4.3446 +2025-04-28 15:47:52,739 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 19:46:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9419, loss_cls: 4.2628, loss: 4.2628 +2025-04-28 15:48:35,382 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 19:45:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9425, loss_cls: 4.2911, loss: 4.2911 +2025-04-28 15:49:17,911 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 19:44:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9394, loss_cls: 4.3053, loss: 4.3053 +2025-04-28 15:50:00,426 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 19:43:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9425, loss_cls: 4.3150, loss: 4.3150 +2025-04-28 15:50:03,595 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-04-28 15:51:19,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 15:51:19,995 - pyskl - INFO - +top1_acc 0.6293 +top5_acc 0.9006 +2025-04-28 15:51:20,046 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_4.pth was removed +2025-04-28 15:51:21,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-04-28 15:51:21,077 - pyskl - INFO - Best top1_acc is 0.6293 at 5 epoch. +2025-04-28 15:51:21,080 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6293, top5_acc: 0.9006 +2025-04-28 15:52:25,735 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 19:51:46, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9431, loss_cls: 4.3313, loss: 4.3313 +2025-04-28 15:53:08,262 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 19:50:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9550, loss_cls: 4.1737, loss: 4.1737 +2025-04-28 15:53:50,727 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 19:49:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9513, loss_cls: 4.1120, loss: 4.1120 +2025-04-28 15:54:33,247 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 19:48:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9431, loss_cls: 4.2679, loss: 4.2679 +2025-04-28 15:55:15,762 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 19:47:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9419, loss_cls: 4.2386, loss: 4.2386 +2025-04-28 15:55:58,212 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 19:45:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9469, loss_cls: 4.3005, loss: 4.3005 +2025-04-28 15:56:40,711 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 19:44:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 4.1938, loss: 4.1938 +2025-04-28 15:57:23,110 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 19:43:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9494, loss_cls: 4.2758, loss: 4.2758 +2025-04-28 15:58:05,516 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 19:42:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9369, loss_cls: 4.2575, loss: 4.2575 +2025-04-28 15:58:47,934 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 19:41:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9544, loss_cls: 4.1174, loss: 4.1174 +2025-04-28 15:59:30,379 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:40:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9406, loss_cls: 4.3246, loss: 4.3246 +2025-04-28 16:00:12,841 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:38:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9450, loss_cls: 4.2590, loss: 4.2590 +2025-04-28 16:00:55,263 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:37:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9463, loss_cls: 4.2362, loss: 4.2362 +2025-04-28 16:01:37,739 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:36:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9456, loss_cls: 4.2875, loss: 4.2875 +2025-04-28 16:02:20,114 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:35:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 4.2163, loss: 4.2163 +2025-04-28 16:03:02,479 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:34:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9606, loss_cls: 4.1549, loss: 4.1549 +2025-04-28 16:03:44,908 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:33:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9525, loss_cls: 4.0826, loss: 4.0826 +2025-04-28 16:04:27,603 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:32:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 4.0582, loss: 4.0582 +2025-04-28 16:05:10,176 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:31:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 4.2430, loss: 4.2430 +2025-04-28 16:05:52,659 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:30:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9506, loss_cls: 4.2220, loss: 4.2220 +2025-04-28 16:06:35,274 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:29:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9513, loss_cls: 4.2269, loss: 4.2269 +2025-04-28 16:07:17,991 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:28:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 4.1006, loss: 4.1006 +2025-04-28 16:08:00,715 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:27:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9537, loss_cls: 4.1398, loss: 4.1398 +2025-04-28 16:08:43,382 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:26:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 4.0933, loss: 4.0933 +2025-04-28 16:09:25,867 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:25:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9544, loss_cls: 4.2198, loss: 4.2198 +2025-04-28 16:09:29,173 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-04-28 16:10:45,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 16:10:45,759 - pyskl - INFO - +top1_acc 0.6550 +top5_acc 0.9131 +2025-04-28 16:10:45,813 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_5.pth was removed +2025-04-28 16:10:46,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-04-28 16:10:46,883 - pyskl - INFO - Best top1_acc is 0.6550 at 6 epoch. +2025-04-28 16:10:46,885 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6550, top5_acc: 0.9131 +2025-04-28 16:11:51,734 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:31:53, time: 0.648, data_time: 0.224, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 3.8772, loss: 3.8772 +2025-04-28 16:12:34,181 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:30:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 4.0077, loss: 4.0077 +2025-04-28 16:13:16,711 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:29:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9544, loss_cls: 4.0655, loss: 4.0655 +2025-04-28 16:13:59,112 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:28:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 4.0327, loss: 4.0327 +2025-04-28 16:14:41,560 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:27:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7100, top5_acc: 0.9563, loss_cls: 4.0454, loss: 4.0454 +2025-04-28 16:15:23,899 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:26:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9606, loss_cls: 4.0435, loss: 4.0435 +2025-04-28 16:16:06,412 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:25:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 4.0369, loss: 4.0369 +2025-04-28 16:16:48,894 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:24:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9575, loss_cls: 4.0549, loss: 4.0549 +2025-04-28 16:17:31,198 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:23:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9556, loss_cls: 3.9770, loss: 3.9770 +2025-04-28 16:18:13,737 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:22:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9563, loss_cls: 3.9717, loss: 3.9717 +2025-04-28 16:18:56,227 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:20:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9494, loss_cls: 4.1659, loss: 4.1659 +2025-04-28 16:19:38,839 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:19:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9544, loss_cls: 4.0764, loss: 4.0764 +2025-04-28 16:20:21,362 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:18:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1416, loss: 4.1416 +2025-04-28 16:21:03,788 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:17:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9594, loss_cls: 4.0077, loss: 4.0077 +2025-04-28 16:21:46,313 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:16:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 4.0294, loss: 4.0294 +2025-04-28 16:22:28,845 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:15:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 4.0729, loss: 4.0729 +2025-04-28 16:23:11,389 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:14:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9663, loss_cls: 3.8660, loss: 3.8660 +2025-04-28 16:23:53,956 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:13:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.0018, loss: 4.0018 +2025-04-28 16:24:36,496 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:12:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9625, loss_cls: 3.9053, loss: 3.9053 +2025-04-28 16:25:18,889 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:11:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 4.0325, loss: 4.0325 +2025-04-28 16:26:01,452 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:10:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9556, loss_cls: 4.0530, loss: 4.0530 +2025-04-28 16:26:44,081 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:09:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 4.1262, loss: 4.1262 +2025-04-28 16:27:26,380 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:08:43, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 3.9304, loss: 3.9304 +2025-04-28 16:28:08,998 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:07:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.9569, loss: 3.9569 +2025-04-28 16:28:51,536 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:06:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9600, loss_cls: 4.0133, loss: 4.0133 +2025-04-28 16:28:54,821 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-04-28 16:30:11,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 16:30:11,575 - pyskl - INFO - +top1_acc 0.6839 +top5_acc 0.9326 +2025-04-28 16:30:11,625 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_6.pth was removed +2025-04-28 16:30:12,657 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-04-28 16:30:12,658 - pyskl - INFO - Best top1_acc is 0.6839 at 7 epoch. +2025-04-28 16:30:12,660 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.6839, top5_acc: 0.9326 +2025-04-28 16:31:17,510 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:12:24, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.7563, loss: 3.7563 +2025-04-28 16:32:00,102 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:11:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 3.8513, loss: 3.8513 +2025-04-28 16:32:42,662 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:10:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.0018, loss: 4.0018 +2025-04-28 16:33:25,175 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:09:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 4.0580, loss: 4.0580 +2025-04-28 16:34:07,663 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:08:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9550, loss_cls: 3.9739, loss: 3.9739 +2025-04-28 16:34:50,119 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:07:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.8418, loss: 3.8418 +2025-04-28 16:35:32,554 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:06:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9600, loss_cls: 3.8907, loss: 3.8907 +2025-04-28 16:36:15,071 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:05:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 4.0092, loss: 4.0092 +2025-04-28 16:36:57,528 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:04:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 3.9264, loss: 3.9264 +2025-04-28 16:37:40,089 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:03:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.0433, loss: 4.0433 +2025-04-28 16:38:22,671 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:02:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 3.8874, loss: 3.8874 +2025-04-28 16:39:05,191 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:01:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9606, loss_cls: 3.8983, loss: 3.8983 +2025-04-28 16:39:47,768 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:00:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 3.6985, loss: 3.6985 +2025-04-28 16:40:30,391 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 18:59:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 3.9269, loss: 3.9269 +2025-04-28 16:41:13,006 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 18:58:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 3.7827, loss: 3.7827 +2025-04-28 16:41:55,607 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 18:57:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 3.8917, loss: 3.8917 +2025-04-28 16:42:38,212 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 18:56:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9688, loss_cls: 3.8376, loss: 3.8376 +2025-04-28 16:43:20,884 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 18:55:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.7359, loss: 3.7359 +2025-04-28 16:44:03,422 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 18:54:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.8400, loss: 3.8400 +2025-04-28 16:44:46,008 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 18:53:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 3.8371, loss: 3.8371 +2025-04-28 16:45:28,614 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 18:52:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 3.8673, loss: 3.8673 +2025-04-28 16:46:11,204 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 18:51:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9563, loss_cls: 3.9409, loss: 3.9409 +2025-04-28 16:46:53,781 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 18:50:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 3.7885, loss: 3.7885 +2025-04-28 16:47:36,492 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 18:49:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9619, loss_cls: 3.9259, loss: 3.9259 +2025-04-28 16:48:19,031 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 18:48:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.8348, loss: 3.8348 +2025-04-28 16:48:22,180 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-04-28 16:49:38,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 16:49:38,678 - pyskl - INFO - +top1_acc 0.6868 +top5_acc 0.9310 +2025-04-28 16:49:38,728 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_7.pth was removed +2025-04-28 16:49:39,751 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-04-28 16:49:39,752 - pyskl - INFO - Best top1_acc is 0.6868 at 8 epoch. +2025-04-28 16:49:39,754 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.6868, top5_acc: 0.9310 +2025-04-28 16:50:44,171 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 18:53:39, time: 0.644, data_time: 0.219, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9712, loss_cls: 3.6837, loss: 3.6837 +2025-04-28 16:51:26,627 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 18:52:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.8853, loss: 3.8853 +2025-04-28 16:52:09,111 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 18:51:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 3.9122, loss: 3.9122 +2025-04-28 16:52:51,635 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 18:50:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 3.7981, loss: 3.7981 +2025-04-28 16:53:34,036 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 18:49:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9619, loss_cls: 3.9417, loss: 3.9417 +2025-04-28 16:54:16,540 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 18:48:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.8171, loss: 3.8171 +2025-04-28 16:54:58,939 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 18:47:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.8435, loss: 3.8435 +2025-04-28 16:55:41,366 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 18:46:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9587, loss_cls: 3.8902, loss: 3.8902 +2025-04-28 16:56:23,822 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 18:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.6967, loss: 3.6967 +2025-04-28 16:57:06,280 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 18:44:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 3.9644, loss: 3.9644 +2025-04-28 16:57:48,687 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 18:43:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9613, loss_cls: 3.8392, loss: 3.8392 +2025-04-28 16:58:31,130 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 18:42:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 3.8886, loss: 3.8886 +2025-04-28 16:59:13,635 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 18:41:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 3.9180, loss: 3.9180 +2025-04-28 16:59:56,022 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 18:40:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 3.8945, loss: 3.8945 +2025-04-28 17:00:38,526 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 18:39:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 3.7456, loss: 3.7456 +2025-04-28 17:01:20,962 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:38:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.8412, loss: 3.8412 +2025-04-28 17:02:03,394 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:37:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.5810, loss: 3.5810 +2025-04-28 17:02:45,870 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:36:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.8864, loss: 3.8864 +2025-04-28 17:03:28,370 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:36:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 3.7999, loss: 3.7999 +2025-04-28 17:04:10,824 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:35:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 3.7271, loss: 3.7271 +2025-04-28 17:04:53,290 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:34:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 3.7942, loss: 3.7942 +2025-04-28 17:05:35,875 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:33:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.8025, loss: 3.8025 +2025-04-28 17:06:18,327 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:32:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 3.7057, loss: 3.7057 +2025-04-28 17:07:00,843 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:31:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7804, loss: 3.7804 +2025-04-28 17:07:43,342 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:30:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.8086, loss: 3.8086 +2025-04-28 17:07:46,430 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-04-28 17:09:02,764 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 17:09:02,831 - pyskl - INFO - +top1_acc 0.6990 +top5_acc 0.9313 +2025-04-28 17:09:02,882 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_8.pth was removed +2025-04-28 17:09:03,904 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-04-28 17:09:03,905 - pyskl - INFO - Best top1_acc is 0.6990 at 9 epoch. +2025-04-28 17:09:03,907 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6990, top5_acc: 0.9313 +2025-04-28 17:10:08,661 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:34:31, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 3.7900, loss: 3.7900 +2025-04-28 17:10:51,016 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:33:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 3.6827, loss: 3.6827 +2025-04-28 17:11:33,527 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:32:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9719, loss_cls: 3.6628, loss: 3.6628 +2025-04-28 17:12:15,947 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:31:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 3.7283, loss: 3.7283 +2025-04-28 17:12:58,525 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:30:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 3.7763, loss: 3.7763 +2025-04-28 17:13:41,036 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:29:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9631, loss_cls: 3.8316, loss: 3.8316 +2025-04-28 17:14:23,562 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:28:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.7263, loss: 3.7263 +2025-04-28 17:15:06,008 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:27:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9525, loss_cls: 3.6736, loss: 3.6736 +2025-04-28 17:15:48,512 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:26:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.7758, loss: 3.7758 +2025-04-28 17:16:30,967 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:25:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.6493, loss: 3.6493 +2025-04-28 17:17:13,448 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:25:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 3.7088, loss: 3.7088 +2025-04-28 17:17:55,972 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:24:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 3.7823, loss: 3.7823 +2025-04-28 17:18:38,474 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:23:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.7046, loss: 3.7046 +2025-04-28 17:19:21,063 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:22:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 3.7656, loss: 3.7656 +2025-04-28 17:20:03,547 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:21:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.7511, loss: 3.7511 +2025-04-28 17:20:46,064 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:20:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9644, loss_cls: 3.8223, loss: 3.8223 +2025-04-28 17:21:28,507 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:19:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 3.7855, loss: 3.7855 +2025-04-28 17:22:11,037 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:18:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 3.7183, loss: 3.7183 +2025-04-28 17:22:53,522 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:17:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.7480, loss: 3.7480 +2025-04-28 17:23:35,919 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:16:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9706, loss_cls: 3.6871, loss: 3.6871 +2025-04-28 17:24:18,487 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:15:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.6607, loss: 3.6607 +2025-04-28 17:25:01,050 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:14:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.7375, loss: 3.7375 +2025-04-28 17:25:43,600 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:13:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9756, loss_cls: 3.6286, loss: 3.6286 +2025-04-28 17:26:26,090 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:13:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.6597, loss: 3.6597 +2025-04-28 17:27:08,632 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:12:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9656, loss_cls: 3.6076, loss: 3.6076 +2025-04-28 17:27:11,755 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-04-28 17:28:28,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 17:28:28,835 - pyskl - INFO - +top1_acc 0.7513 +top5_acc 0.9449 +2025-04-28 17:28:28,888 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_9.pth was removed +2025-04-28 17:28:29,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-04-28 17:28:29,944 - pyskl - INFO - Best top1_acc is 0.7513 at 10 epoch. +2025-04-28 17:28:29,946 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7513, top5_acc: 0.9449 +2025-04-28 17:29:34,459 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:15:44, time: 0.645, data_time: 0.220, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.6704, loss: 3.6704 +2025-04-28 17:30:16,989 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:14:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.5760, loss: 3.5760 +2025-04-28 17:30:59,487 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:13:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.6821, loss: 3.6821 +2025-04-28 17:31:42,032 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:12:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 3.6280, loss: 3.6280 +2025-04-28 17:32:24,615 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:12:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 3.7352, loss: 3.7352 +2025-04-28 17:33:07,171 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:11:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 3.6814, loss: 3.6814 +2025-04-28 17:33:49,774 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:10:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.7849, loss: 3.7849 +2025-04-28 17:34:32,367 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:09:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.7290, loss: 3.7290 +2025-04-28 17:35:14,956 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:08:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.6372, loss: 3.6372 +2025-04-28 17:35:57,495 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:07:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7196, loss: 3.7196 +2025-04-28 17:36:40,004 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:06:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.5693, loss: 3.5693 +2025-04-28 17:37:22,430 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:05:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 3.6064, loss: 3.6064 +2025-04-28 17:38:04,934 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:04:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.6817, loss: 3.6817 +2025-04-28 17:38:47,330 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:03:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 3.5649, loss: 3.5649 +2025-04-28 17:39:29,832 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:03:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9681, loss_cls: 3.7302, loss: 3.7302 +2025-04-28 17:40:12,321 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:02:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.6162, loss: 3.6162 +2025-04-28 17:40:54,795 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:01:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.6673, loss: 3.6673 +2025-04-28 17:41:37,299 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:00:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 3.6755, loss: 3.6755 +2025-04-28 17:42:19,873 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 17:59:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 3.6525, loss: 3.6525 +2025-04-28 17:43:02,520 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 17:58:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5872, loss: 3.5872 +2025-04-28 17:43:44,963 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 17:57:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9731, loss_cls: 3.5543, loss: 3.5543 +2025-04-28 17:44:27,712 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 17:56:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.5145, loss: 3.5145 +2025-04-28 17:45:10,464 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 17:55:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 3.6897, loss: 3.6897 +2025-04-28 17:45:53,202 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 17:55:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 3.7157, loss: 3.7157 +2025-04-28 17:46:35,853 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 17:54:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5242, loss: 3.5242 +2025-04-28 17:46:38,981 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-04-28 17:47:55,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 17:47:55,656 - pyskl - INFO - +top1_acc 0.7397 +top5_acc 0.9396 +2025-04-28 17:47:55,659 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7397, top5_acc: 0.9396 +2025-04-28 17:49:00,329 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 17:57:24, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5212, loss: 3.5212 +2025-04-28 17:49:42,777 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 17:56:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6786, loss: 3.6786 +2025-04-28 17:50:25,245 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 17:55:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.5328, loss: 3.5328 +2025-04-28 17:51:07,663 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 17:54:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.6820, loss: 3.6820 +2025-04-28 17:51:50,156 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 17:53:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.5913, loss: 3.5913 +2025-04-28 17:52:32,734 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 17:52:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9700, loss_cls: 3.7117, loss: 3.7117 +2025-04-28 17:53:15,267 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 17:51:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.5919, loss: 3.5919 +2025-04-28 17:53:57,824 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 17:51:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9769, loss_cls: 3.5182, loss: 3.5182 +2025-04-28 17:54:40,502 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 17:50:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.5859, loss: 3.5859 +2025-04-28 17:55:23,131 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 17:49:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.6969, loss: 3.6969 +2025-04-28 17:56:05,780 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 17:48:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.6223, loss: 3.6223 +2025-04-28 17:56:48,363 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:47:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.5553, loss: 3.5553 +2025-04-28 17:57:30,962 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:46:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 3.5942, loss: 3.5942 +2025-04-28 17:58:13,663 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 17:45:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.6606, loss: 3.6606 +2025-04-28 17:58:56,414 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 17:45:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6059, loss: 3.6059 +2025-04-28 17:59:38,911 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 17:44:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 3.5083, loss: 3.5083 +2025-04-28 18:00:21,563 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 17:43:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.6505, loss: 3.6505 +2025-04-28 18:01:04,047 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 17:42:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.6046, loss: 3.6046 +2025-04-28 18:01:46,613 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 17:41:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.6930, loss: 3.6930 +2025-04-28 18:02:29,185 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 17:40:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 3.6081, loss: 3.6081 +2025-04-28 18:03:11,831 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 17:39:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.6114, loss: 3.6114 +2025-04-28 18:03:54,468 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 17:38:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6475, loss: 3.6475 +2025-04-28 18:04:37,070 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:38:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3776, loss: 3.3776 +2025-04-28 18:05:19,729 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:37:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.5979, loss: 3.5979 +2025-04-28 18:06:02,311 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:36:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.6413, loss: 3.6413 +2025-04-28 18:06:05,411 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-04-28 18:07:22,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 18:07:22,160 - pyskl - INFO - +top1_acc 0.6965 +top5_acc 0.9371 +2025-04-28 18:07:22,162 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.6965, top5_acc: 0.9371 +2025-04-28 18:08:27,043 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 17:39:16, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.4534, loss: 3.4534 +2025-04-28 18:09:09,483 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:38:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.5680, loss: 3.5680 +2025-04-28 18:09:51,916 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:37:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 3.5775, loss: 3.5775 +2025-04-28 18:10:34,397 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:36:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.5548, loss: 3.5548 +2025-04-28 18:11:16,882 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:35:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.4747, loss: 3.4747 +2025-04-28 18:11:59,536 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:34:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4799, loss: 3.4799 +2025-04-28 18:12:42,181 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:33:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.5194, loss: 3.5194 +2025-04-28 18:13:24,730 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:33:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.6342, loss: 3.6342 +2025-04-28 18:14:07,329 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:32:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.6710, loss: 3.6710 +2025-04-28 18:14:49,908 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:31:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 3.4811, loss: 3.4811 +2025-04-28 18:15:32,394 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:30:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5615, loss: 3.5615 +2025-04-28 18:16:14,838 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:29:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 3.5777, loss: 3.5777 +2025-04-28 18:16:57,255 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:28:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.5778, loss: 3.5778 +2025-04-28 18:17:39,805 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:27:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.6215, loss: 3.6215 +2025-04-28 18:18:22,299 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:26:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9725, loss_cls: 3.5656, loss: 3.5656 +2025-04-28 18:19:04,799 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:26:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.6060, loss: 3.6060 +2025-04-28 18:19:47,280 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:25:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.6228, loss: 3.6228 +2025-04-28 18:20:29,625 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:24:19, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9750, loss_cls: 3.5832, loss: 3.5832 +2025-04-28 18:21:12,021 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:23:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9781, loss_cls: 3.4244, loss: 3.4244 +2025-04-28 18:21:54,499 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:22:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.5727, loss: 3.5727 +2025-04-28 18:22:36,993 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:21:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.5673, loss: 3.5673 +2025-04-28 18:23:19,488 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:20:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9750, loss_cls: 3.5819, loss: 3.5819 +2025-04-28 18:24:02,087 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:19:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.6635, loss: 3.6635 +2025-04-28 18:24:44,678 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:19:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.6032, loss: 3.6032 +2025-04-28 18:25:27,199 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:18:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.4930, loss: 3.4930 +2025-04-28 18:25:30,334 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-04-28 18:26:47,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 18:26:47,454 - pyskl - INFO - +top1_acc 0.7577 +top5_acc 0.9566 +2025-04-28 18:26:47,509 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_10.pth was removed +2025-04-28 18:26:48,587 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-04-28 18:26:48,588 - pyskl - INFO - Best top1_acc is 0.7577 at 13 epoch. +2025-04-28 18:26:48,590 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7577, top5_acc: 0.9566 +2025-04-28 18:27:53,904 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:20:53, time: 0.653, data_time: 0.226, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5481, loss: 3.5481 +2025-04-28 18:28:36,619 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:20:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 3.4015, loss: 3.4015 +2025-04-28 18:29:19,213 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:19:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.4139, loss: 3.4139 +2025-04-28 18:30:01,767 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:18:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.5075, loss: 3.5075 +2025-04-28 18:30:44,315 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:17:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.4968, loss: 3.4968 +2025-04-28 18:31:26,774 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:16:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.5511, loss: 3.5511 +2025-04-28 18:32:09,287 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:15:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.4106, loss: 3.4106 +2025-04-28 18:32:51,937 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:14:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.5346, loss: 3.5346 +2025-04-28 18:33:34,478 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:14:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5889, loss: 3.5889 +2025-04-28 18:34:16,999 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:13:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.5225, loss: 3.5225 +2025-04-28 18:34:59,591 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:12:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.5479, loss: 3.5479 +2025-04-28 18:35:42,100 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:11:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.4874, loss: 3.4874 +2025-04-28 18:36:24,643 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:10:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.4224, loss: 3.4224 +2025-04-28 18:37:07,211 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:09:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.4962, loss: 3.4962 +2025-04-28 18:37:49,830 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:08:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.5203, loss: 3.5203 +2025-04-28 18:38:32,358 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:08:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.5168, loss: 3.5168 +2025-04-28 18:39:14,855 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:07:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 3.4419, loss: 3.4419 +2025-04-28 18:39:57,384 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:06:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.4275, loss: 3.4275 +2025-04-28 18:40:39,887 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:05:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9794, loss_cls: 3.4740, loss: 3.4740 +2025-04-28 18:41:22,364 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:04:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.6218, loss: 3.6218 +2025-04-28 18:42:04,862 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:03:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5120, loss: 3.5120 +2025-04-28 18:42:47,358 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:02:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.5086, loss: 3.5086 +2025-04-28 18:43:29,800 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:02:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4681, loss: 3.4681 +2025-04-28 18:44:12,407 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:01:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.4655, loss: 3.4655 +2025-04-28 18:44:55,015 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:00:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 3.4643, loss: 3.4643 +2025-04-28 18:44:58,186 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-04-28 18:46:14,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 18:46:14,873 - pyskl - INFO - +top1_acc 0.7483 +top5_acc 0.9498 +2025-04-28 18:46:14,876 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7483, top5_acc: 0.9498 +2025-04-28 18:47:20,354 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:02:44, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.5890, loss: 3.5890 +2025-04-28 18:48:02,856 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:01:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.5089, loss: 3.5089 +2025-04-28 18:48:45,479 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:01:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.4207, loss: 3.4207 +2025-04-28 18:49:28,166 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:00:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.3841, loss: 3.3841 +2025-04-28 18:50:10,822 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 16:59:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.4342, loss: 3.4342 +2025-04-28 18:50:53,383 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 16:58:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.4930, loss: 3.4930 +2025-04-28 18:51:35,960 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 16:57:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4510, loss: 3.4510 +2025-04-28 18:52:18,600 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 16:56:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.4556, loss: 3.4556 +2025-04-28 18:53:01,215 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 16:55:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.4768, loss: 3.4768 +2025-04-28 18:53:43,768 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 16:55:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.4975, loss: 3.4975 +2025-04-28 18:54:26,555 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 16:54:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.4537, loss: 3.4537 +2025-04-28 18:55:09,295 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 16:53:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.5204, loss: 3.5204 +2025-04-28 18:55:52,007 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 16:52:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.3658, loss: 3.3658 +2025-04-28 18:56:34,651 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 16:51:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.4401, loss: 3.4401 +2025-04-28 18:57:17,336 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 16:51:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.3559, loss: 3.3559 +2025-04-28 18:57:59,964 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 16:50:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.4076, loss: 3.4076 +2025-04-28 18:58:42,726 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 16:49:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.4475, loss: 3.4475 +2025-04-28 18:59:25,503 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:48:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9731, loss_cls: 3.5219, loss: 3.5219 +2025-04-28 19:00:08,328 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:47:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9769, loss_cls: 3.4690, loss: 3.4690 +2025-04-28 19:00:50,962 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:46:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.5001, loss: 3.5001 +2025-04-28 19:01:33,570 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:46:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.4487, loss: 3.4487 +2025-04-28 19:02:16,195 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:45:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.5130, loss: 3.5130 +2025-04-28 19:02:58,698 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:44:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.5267, loss: 3.5267 +2025-04-28 19:03:41,340 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 16:43:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 3.4799, loss: 3.4799 +2025-04-28 19:04:23,920 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 16:42:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.4610, loss: 3.4610 +2025-04-28 19:04:27,190 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-04-28 19:05:44,527 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 19:05:44,593 - pyskl - INFO - +top1_acc 0.6723 +top5_acc 0.8989 +2025-04-28 19:05:44,596 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.6723, top5_acc: 0.8989 +2025-04-28 19:06:49,687 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:44:53, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.4933, loss: 3.4933 +2025-04-28 19:07:32,164 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 16:44:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.4295, loss: 3.4295 +2025-04-28 19:08:14,807 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 16:43:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.4933, loss: 3.4933 +2025-04-28 19:08:57,311 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 16:42:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.4229, loss: 3.4229 +2025-04-28 19:09:39,985 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 16:41:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 3.4162, loss: 3.4162 +2025-04-28 19:10:22,521 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 16:40:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9838, loss_cls: 3.3988, loss: 3.3988 +2025-04-28 19:11:04,964 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:39:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3695, loss: 3.3695 +2025-04-28 19:11:47,509 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:38:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.4695, loss: 3.4695 +2025-04-28 19:12:29,975 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:38:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.3362, loss: 3.3362 +2025-04-28 19:13:12,607 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:37:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.4957, loss: 3.4957 +2025-04-28 19:13:55,179 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:36:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.5121, loss: 3.5121 +2025-04-28 19:14:37,809 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:35:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.3831, loss: 3.3831 +2025-04-28 19:15:20,316 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:34:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.4758, loss: 3.4758 +2025-04-28 19:16:02,897 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:33:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.4016, loss: 3.4016 +2025-04-28 19:16:45,442 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:33:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4469, loss: 3.4469 +2025-04-28 19:17:28,014 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:32:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.4069, loss: 3.4069 +2025-04-28 19:18:10,580 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:31:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.4256, loss: 3.4256 +2025-04-28 19:18:53,189 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:30:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9769, loss_cls: 3.4371, loss: 3.4371 +2025-04-28 19:19:35,660 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:29:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9719, loss_cls: 3.6648, loss: 3.6648 +2025-04-28 19:20:18,235 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:28:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 3.4423, loss: 3.4423 +2025-04-28 19:21:00,812 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:28:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.2701, loss: 3.2701 +2025-04-28 19:21:43,458 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:27:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.5603, loss: 3.5603 +2025-04-28 19:22:25,990 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:26:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.4581, loss: 3.4581 +2025-04-28 19:23:08,490 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:25:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.3651, loss: 3.3651 +2025-04-28 19:23:51,075 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:24:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.3965, loss: 3.3965 +2025-04-28 19:23:54,462 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-04-28 19:25:11,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 19:25:11,481 - pyskl - INFO - +top1_acc 0.7722 +top5_acc 0.9601 +2025-04-28 19:25:11,534 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_13.pth was removed +2025-04-28 19:25:12,603 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-04-28 19:25:12,604 - pyskl - INFO - Best top1_acc is 0.7722 at 16 epoch. +2025-04-28 19:25:12,607 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7722, top5_acc: 0.9601 +2025-04-28 19:26:18,384 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:26:48, time: 0.658, data_time: 0.231, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.4329, loss: 3.4329 +2025-04-28 19:27:01,069 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:25:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 3.2631, loss: 3.2631 +2025-04-28 19:27:43,648 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.3584, loss: 3.3584 +2025-04-28 19:28:26,162 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:24:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.4089, loss: 3.4089 +2025-04-28 19:29:08,752 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:23:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.4146, loss: 3.4146 +2025-04-28 19:29:51,322 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:22:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.3082, loss: 3.3082 +2025-04-28 19:30:33,855 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:21:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.3871, loss: 3.3871 +2025-04-28 19:31:16,461 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:20:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.4794, loss: 3.4794 +2025-04-28 19:31:59,014 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:20:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4305, loss: 3.4305 +2025-04-28 19:32:41,487 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:19:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9800, loss_cls: 3.3041, loss: 3.3041 +2025-04-28 19:33:24,049 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:18:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.4202, loss: 3.4202 +2025-04-28 19:34:06,636 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.4324, loss: 3.4324 +2025-04-28 19:34:49,231 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:16:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.3919, loss: 3.3919 +2025-04-28 19:35:31,742 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:15:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.4957, loss: 3.4957 +2025-04-28 19:36:14,285 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:15:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 3.5514, loss: 3.5514 +2025-04-28 19:36:56,794 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:14:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9775, loss_cls: 3.3883, loss: 3.3883 +2025-04-28 19:37:39,368 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:13:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.2788, loss: 3.2788 +2025-04-28 19:38:21,919 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:12:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.4110, loss: 3.4110 +2025-04-28 19:39:04,467 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:11:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9794, loss_cls: 3.4037, loss: 3.4037 +2025-04-28 19:39:47,104 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:11:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.4642, loss: 3.4642 +2025-04-28 19:40:29,738 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:10:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.3999, loss: 3.3999 +2025-04-28 19:41:12,432 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.4319, loss: 3.4319 +2025-04-28 19:41:55,202 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:08:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.3882, loss: 3.3882 +2025-04-28 19:42:37,782 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:07:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 3.4272, loss: 3.4272 +2025-04-28 19:43:20,336 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:06:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.2792, loss: 3.2792 +2025-04-28 19:43:23,664 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-04-28 19:44:40,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 19:44:40,690 - pyskl - INFO - +top1_acc 0.7721 +top5_acc 0.9515 +2025-04-28 19:44:40,692 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7721, top5_acc: 0.9515 +2025-04-28 19:45:46,662 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:08:48, time: 0.660, data_time: 0.232, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.3054, loss: 3.3054 +2025-04-28 19:46:29,295 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:07:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.4096, loss: 3.4096 +2025-04-28 19:47:11,868 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:07:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.2729, loss: 3.2729 +2025-04-28 19:47:54,355 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:06:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 3.4385, loss: 3.4385 +2025-04-28 19:48:36,957 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:05:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.4594, loss: 3.4594 +2025-04-28 19:49:19,494 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:04:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.3074, loss: 3.3074 +2025-04-28 19:50:02,083 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:03:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 3.3937, loss: 3.3937 +2025-04-28 19:50:44,723 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:03:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.4542, loss: 3.4542 +2025-04-28 19:51:27,192 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:02:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.3028, loss: 3.3028 +2025-04-28 19:52:09,693 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:01:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.3839, loss: 3.3839 +2025-04-28 19:52:52,226 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:00:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.3827, loss: 3.3827 +2025-04-28 19:53:34,818 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 15:59:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.2676, loss: 3.2676 +2025-04-28 19:54:17,315 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 15:58:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.3721, loss: 3.3721 +2025-04-28 19:54:59,848 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 15:58:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 3.3441, loss: 3.3441 +2025-04-28 19:55:42,373 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 15:57:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.3564, loss: 3.3564 +2025-04-28 19:56:24,935 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 15:56:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4751, loss: 3.4751 +2025-04-28 19:57:07,450 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 15:55:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.1124, loss: 3.1124 +2025-04-28 19:57:49,918 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 15:54:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.3853, loss: 3.3853 +2025-04-28 19:58:32,403 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 15:53:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.5297, loss: 3.5297 +2025-04-28 19:59:14,817 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 15:53:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 3.3486, loss: 3.3486 +2025-04-28 19:59:57,271 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 15:52:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.5130, loss: 3.5130 +2025-04-28 20:00:39,779 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 15:51:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 3.3404, loss: 3.3404 +2025-04-28 20:01:22,366 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 15:50:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4150, loss: 3.4150 +2025-04-28 20:02:04,998 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 15:49:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.3897, loss: 3.3897 +2025-04-28 20:02:47,603 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:49:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.4724, loss: 3.4724 +2025-04-28 20:02:50,811 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-04-28 20:04:08,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 20:04:08,552 - pyskl - INFO - +top1_acc 0.7365 +top5_acc 0.9393 +2025-04-28 20:04:08,555 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7365, top5_acc: 0.9393 +2025-04-28 20:05:13,995 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 15:50:37, time: 0.654, data_time: 0.227, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.2444, loss: 3.2444 +2025-04-28 20:05:56,596 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:49:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.3442, loss: 3.3442 +2025-04-28 20:06:39,255 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:48:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9788, loss_cls: 3.3825, loss: 3.3825 +2025-04-28 20:07:21,867 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:48:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.3190, loss: 3.3190 +2025-04-28 20:08:04,514 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:47:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.5609, loss: 3.5609 +2025-04-28 20:08:47,138 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:46:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.3480, loss: 3.3480 +2025-04-28 20:09:29,607 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 3.5054, loss: 3.5054 +2025-04-28 20:10:12,123 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:44:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.4607, loss: 3.4607 +2025-04-28 20:10:54,651 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:44:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 3.2811, loss: 3.2811 +2025-04-28 20:11:37,160 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 15:43:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.2866, loss: 3.2866 +2025-04-28 20:12:19,695 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 15:42:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.3526, loss: 3.3526 +2025-04-28 20:13:02,183 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 15:41:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9794, loss_cls: 3.3557, loss: 3.3557 +2025-04-28 20:13:44,835 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:40:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.4081, loss: 3.4081 +2025-04-28 20:14:27,375 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:39:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.2463, loss: 3.2463 +2025-04-28 20:15:09,989 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:39:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.3553, loss: 3.3553 +2025-04-28 20:15:52,566 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:38:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.3788, loss: 3.3788 +2025-04-28 20:16:35,036 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:37:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4842, loss: 3.4842 +2025-04-28 20:17:17,622 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:36:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.2932, loss: 3.2932 +2025-04-28 20:18:00,179 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:35:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.2706, loss: 3.2706 +2025-04-28 20:18:42,700 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:35:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3362, loss: 3.3362 +2025-04-28 20:19:25,388 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:34:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.3142, loss: 3.3142 +2025-04-28 20:20:07,940 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:33:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.2935, loss: 3.2935 +2025-04-28 20:20:50,588 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:32:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.4246, loss: 3.4246 +2025-04-28 20:21:33,319 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:31:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 3.3632, loss: 3.3632 +2025-04-28 20:22:16,002 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:31:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.4297, loss: 3.4297 +2025-04-28 20:22:19,314 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-04-28 20:23:36,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 20:23:36,393 - pyskl - INFO - +top1_acc 0.7956 +top5_acc 0.9635 +2025-04-28 20:23:36,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_16.pth was removed +2025-04-28 20:23:37,456 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-04-28 20:23:37,457 - pyskl - INFO - Best top1_acc is 0.7956 at 19 epoch. +2025-04-28 20:23:37,459 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7956, top5_acc: 0.9635 +2025-04-28 20:24:42,607 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:32:31, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1526, loss: 3.1526 +2025-04-28 20:25:25,063 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:31:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.2908, loss: 3.2908 +2025-04-28 20:26:07,490 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:30:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.2593, loss: 3.2593 +2025-04-28 20:26:49,973 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:30:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.4043, loss: 3.4043 +2025-04-28 20:27:32,494 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:29:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4018, loss: 3.4018 +2025-04-28 20:28:14,931 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:28:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.3828, loss: 3.3828 +2025-04-28 20:28:57,510 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:27:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.2518, loss: 3.2518 +2025-04-28 20:29:40,019 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:26:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.4378, loss: 3.4378 +2025-04-28 20:30:22,539 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:25:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.3289, loss: 3.3289 +2025-04-28 20:31:04,927 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:25:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.2425, loss: 3.2425 +2025-04-28 20:31:47,347 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:24:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2058, loss: 3.2058 +2025-04-28 20:32:29,847 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:23:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2244, loss: 3.2244 +2025-04-28 20:33:12,262 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:22:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.2795, loss: 3.2795 +2025-04-28 20:33:54,738 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:21:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2794, loss: 3.2794 +2025-04-28 20:34:37,181 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:20:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.3490, loss: 3.3490 +2025-04-28 20:35:19,694 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:20:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.3440, loss: 3.3440 +2025-04-28 20:36:02,186 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:19:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9756, loss_cls: 3.2850, loss: 3.2850 +2025-04-28 20:36:44,759 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:18:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.4018, loss: 3.4018 +2025-04-28 20:37:27,307 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:17:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.3658, loss: 3.3658 +2025-04-28 20:38:09,740 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:16:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3198, loss: 3.3198 +2025-04-28 20:38:52,241 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:16:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.1833, loss: 3.1833 +2025-04-28 20:39:34,739 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:15:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2686, loss: 3.2686 +2025-04-28 20:40:17,395 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:14:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.3710, loss: 3.3710 +2025-04-28 20:41:00,103 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:13:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 3.3386, loss: 3.3386 +2025-04-28 20:41:42,743 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:12:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.3423, loss: 3.3423 +2025-04-28 20:41:46,088 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-04-28 20:43:02,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 20:43:02,933 - pyskl - INFO - +top1_acc 0.7569 +top5_acc 0.9537 +2025-04-28 20:43:02,936 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7569, top5_acc: 0.9537 +2025-04-28 20:44:08,218 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:14:14, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.3089, loss: 3.3089 +2025-04-28 20:44:50,926 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:13:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1441, loss: 3.1441 +2025-04-28 20:45:33,443 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:12:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.1778, loss: 3.1778 +2025-04-28 20:46:16,004 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:11:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.3125, loss: 3.3125 +2025-04-28 20:46:58,563 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:11:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.2939, loss: 3.2939 +2025-04-28 20:47:41,031 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:10:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.3394, loss: 3.3394 +2025-04-28 20:48:23,550 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:09:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9812, loss_cls: 3.3941, loss: 3.3941 +2025-04-28 20:49:06,091 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:08:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.1958, loss: 3.1958 +2025-04-28 20:49:48,679 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:07:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.3115, loss: 3.3115 +2025-04-28 20:50:31,278 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:06:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.3550, loss: 3.3550 +2025-04-28 20:51:13,794 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:06:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4051, loss: 3.4051 +2025-04-28 20:51:56,389 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:05:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.3270, loss: 3.3270 +2025-04-28 20:52:38,988 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:04:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.2763, loss: 3.2763 +2025-04-28 20:53:21,720 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:03:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2240, loss: 3.2240 +2025-04-28 20:54:04,404 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:02:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2817, loss: 3.2817 +2025-04-28 20:54:47,067 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:02:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2510, loss: 3.2510 +2025-04-28 20:55:29,780 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.3139, loss: 3.3139 +2025-04-28 20:56:12,357 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:00:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.3473, loss: 3.3473 +2025-04-28 20:56:54,950 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 14:59:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.3296, loss: 3.3296 +2025-04-28 20:57:37,522 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 14:58:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3321, loss: 3.3321 +2025-04-28 20:58:20,084 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 14:58:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.3901, loss: 3.3901 +2025-04-28 20:59:02,976 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 14:57:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.2004, loss: 3.2004 +2025-04-28 20:59:45,719 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 14:56:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.2339, loss: 3.2339 +2025-04-28 21:00:28,491 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 14:55:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2825, loss: 3.2825 +2025-04-28 21:01:11,104 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 14:55:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.3911, loss: 3.3911 +2025-04-28 21:01:14,401 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-04-28 21:02:31,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 21:02:31,497 - pyskl - INFO - +top1_acc 0.7732 +top5_acc 0.9540 +2025-04-28 21:02:31,499 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7732, top5_acc: 0.9540 +2025-04-28 21:03:36,532 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 14:56:13, time: 0.650, data_time: 0.226, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.2310, loss: 3.2310 +2025-04-28 21:04:18,959 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 14:55:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.0429, loss: 3.0429 +2025-04-28 21:05:01,486 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 14:54:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.2117, loss: 3.2117 +2025-04-28 21:05:43,935 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 14:53:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.4031, loss: 3.4031 +2025-04-28 21:06:26,403 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 14:52:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.2406, loss: 3.2406 +2025-04-28 21:07:08,866 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 14:52:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.2639, loss: 3.2639 +2025-04-28 21:07:51,377 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 14:51:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.1906, loss: 3.1906 +2025-04-28 21:08:33,863 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 14:50:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.2936, loss: 3.2936 +2025-04-28 21:09:16,314 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:49:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.2298, loss: 3.2298 +2025-04-28 21:09:58,756 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:48:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.4027, loss: 3.4027 +2025-04-28 21:10:41,183 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:48:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.3611, loss: 3.3611 +2025-04-28 21:11:23,581 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:47:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.2870, loss: 3.2870 +2025-04-28 21:12:05,942 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:46:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.2471, loss: 3.2471 +2025-04-28 21:12:48,382 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:45:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3352, loss: 3.3352 +2025-04-28 21:13:30,832 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:44:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.1633, loss: 3.1633 +2025-04-28 21:14:13,434 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:44:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 3.3760, loss: 3.3760 +2025-04-28 21:14:56,039 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:43:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.3255, loss: 3.3255 +2025-04-28 21:15:38,599 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 14:42:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 3.2114, loss: 3.2114 +2025-04-28 21:16:21,198 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:41:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.2625, loss: 3.2625 +2025-04-28 21:17:03,691 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:40:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.2437, loss: 3.2437 +2025-04-28 21:17:46,241 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:40:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 3.3569, loss: 3.3569 +2025-04-28 21:18:28,858 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:39:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.2734, loss: 3.2734 +2025-04-28 21:19:11,294 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:38:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 3.3216, loss: 3.3216 +2025-04-28 21:19:53,832 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:37:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 3.2691, loss: 3.2691 +2025-04-28 21:20:36,604 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:36:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.2981, loss: 3.2981 +2025-04-28 21:20:39,891 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-04-28 21:21:56,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 21:21:56,835 - pyskl - INFO - +top1_acc 0.7334 +top5_acc 0.9454 +2025-04-28 21:21:56,838 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7334, top5_acc: 0.9454 +2025-04-28 21:23:02,252 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:37:57, time: 0.654, data_time: 0.229, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.2354, loss: 3.2354 +2025-04-28 21:23:44,921 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:37:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.1244, loss: 3.1244 +2025-04-28 21:24:27,582 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:36:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 3.2038, loss: 3.2038 +2025-04-28 21:25:10,145 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:35:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 3.1080, loss: 3.1080 +2025-04-28 21:25:52,754 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:34:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.2507, loss: 3.2507 +2025-04-28 21:26:35,343 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:33:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9819, loss_cls: 3.1960, loss: 3.1960 +2025-04-28 21:27:17,873 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:33:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9806, loss_cls: 3.2215, loss: 3.2215 +2025-04-28 21:28:00,377 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:32:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.3387, loss: 3.3387 +2025-04-28 21:28:42,923 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:31:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.1295, loss: 3.1295 +2025-04-28 21:29:25,460 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:30:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.2740, loss: 3.2740 +2025-04-28 21:30:08,000 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:29:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 3.3072, loss: 3.3072 +2025-04-28 21:30:50,458 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:29:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.2241, loss: 3.2241 +2025-04-28 21:31:32,934 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:28:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.2760, loss: 3.2760 +2025-04-28 21:32:15,476 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:27:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.3053, loss: 3.3053 +2025-04-28 21:32:57,896 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:26:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.3309, loss: 3.3309 +2025-04-28 21:33:40,440 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:25:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.3260, loss: 3.3260 +2025-04-28 21:34:22,950 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:25:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3250, loss: 3.3250 +2025-04-28 21:35:05,431 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:24:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.3601, loss: 3.3601 +2025-04-28 21:35:47,959 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:23:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.1892, loss: 3.1892 +2025-04-28 21:36:30,534 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:22:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.2557, loss: 3.2557 +2025-04-28 21:37:13,174 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:21:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.2190, loss: 3.2190 +2025-04-28 21:37:55,807 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:21:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.2822, loss: 3.2822 +2025-04-28 21:38:38,596 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:20:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9812, loss_cls: 3.3488, loss: 3.3488 +2025-04-28 21:39:21,195 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:19:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.2677, loss: 3.2677 +2025-04-28 21:40:03,697 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:18:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.3954, loss: 3.3954 +2025-04-28 21:40:06,976 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-04-28 21:41:24,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 21:41:24,091 - pyskl - INFO - +top1_acc 0.7585 +top5_acc 0.9489 +2025-04-28 21:41:24,094 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7585, top5_acc: 0.9489 +2025-04-28 21:42:29,800 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:19:52, time: 0.657, data_time: 0.231, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.1742, loss: 3.1742 +2025-04-28 21:43:12,416 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:19:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.2852, loss: 3.2852 +2025-04-28 21:43:55,007 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:18:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1177, loss: 3.1177 +2025-04-28 21:44:37,673 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:17:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.2294, loss: 3.2294 +2025-04-28 21:45:20,263 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:16:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.1868, loss: 3.1868 +2025-04-28 21:46:02,800 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:15:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.1575, loss: 3.1575 +2025-04-28 21:46:45,352 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:15:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.1857, loss: 3.1857 +2025-04-28 21:47:27,983 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:14:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.2743, loss: 3.2743 +2025-04-28 21:48:10,603 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:13:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1973, loss: 3.1973 +2025-04-28 21:48:53,160 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:12:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.2911, loss: 3.2911 +2025-04-28 21:49:35,761 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:11:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.1537, loss: 3.1537 +2025-04-28 21:50:18,379 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:11:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.1875, loss: 3.1875 +2025-04-28 21:51:00,838 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:10:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9788, loss_cls: 3.3078, loss: 3.3078 +2025-04-28 21:51:43,303 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:09:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.2701, loss: 3.2701 +2025-04-28 21:52:25,829 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:08:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.2069, loss: 3.2069 +2025-04-28 21:53:08,395 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:07:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.2329, loss: 3.2329 +2025-04-28 21:53:50,947 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:07:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.3281, loss: 3.3281 +2025-04-28 21:54:33,746 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:06:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1983, loss: 3.1983 +2025-04-28 21:55:16,431 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:05:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.2654, loss: 3.2654 +2025-04-28 21:55:58,950 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:04:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.2184, loss: 3.2184 +2025-04-28 21:56:41,507 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:04:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.3325, loss: 3.3325 +2025-04-28 21:57:24,027 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:03:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.2664, loss: 3.2664 +2025-04-28 21:58:06,471 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:02:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.0996, loss: 3.0996 +2025-04-28 21:58:49,113 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:01:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.2898, loss: 3.2898 +2025-04-28 21:59:31,836 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:00:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.3967, loss: 3.3967 +2025-04-28 21:59:35,089 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-04-28 22:00:52,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 22:00:52,574 - pyskl - INFO - +top1_acc 0.7646 +top5_acc 0.9591 +2025-04-28 22:00:52,577 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7646, top5_acc: 0.9591 +2025-04-28 22:01:57,817 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:01:47, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.0120, loss: 3.0120 +2025-04-28 22:02:40,572 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:01:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.2301, loss: 3.2301 +2025-04-28 22:03:23,304 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:00:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 3.1052, loss: 3.1052 +2025-04-28 22:04:05,876 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 13:59:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2684, loss: 3.2684 +2025-04-28 22:04:48,502 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 13:58:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.2650, loss: 3.2650 +2025-04-28 22:05:31,103 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 13:57:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 3.3562, loss: 3.3562 +2025-04-28 22:06:13,782 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 13:57:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.3424, loss: 3.3424 +2025-04-28 22:06:56,388 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 13:56:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 3.2292, loss: 3.2292 +2025-04-28 22:07:38,995 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 13:55:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0848, loss: 3.0848 +2025-04-28 22:08:21,588 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 13:54:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.2905, loss: 3.2905 +2025-04-28 22:09:04,172 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 13:53:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.3520, loss: 3.3520 +2025-04-28 22:09:46,744 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 13:53:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.2246, loss: 3.2246 +2025-04-28 22:10:29,354 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 13:52:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 3.1826, loss: 3.1826 +2025-04-28 22:11:11,979 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 13:51:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1927, loss: 3.1927 +2025-04-28 22:11:54,537 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 13:50:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.2850, loss: 3.2850 +2025-04-28 22:12:37,169 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:49:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.0334, loss: 3.0334 +2025-04-28 22:13:19,638 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:49:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.3234, loss: 3.3234 +2025-04-28 22:14:02,350 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.1676, loss: 3.1676 +2025-04-28 22:14:44,970 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:47:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.2971, loss: 3.2971 +2025-04-28 22:15:27,584 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:46:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.2139, loss: 3.2139 +2025-04-28 22:16:10,220 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:46:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.1427, loss: 3.1427 +2025-04-28 22:16:52,914 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:45:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.2058, loss: 3.2058 +2025-04-28 22:17:35,539 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:44:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3850, loss: 3.3850 +2025-04-28 22:18:18,194 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:43:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.2087, loss: 3.2087 +2025-04-28 22:19:00,802 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:42:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.2540, loss: 3.2540 +2025-04-28 22:19:04,100 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-04-28 22:20:21,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 22:20:21,627 - pyskl - INFO - +top1_acc 0.7283 +top5_acc 0.9495 +2025-04-28 22:20:21,629 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7283, top5_acc: 0.9495 +2025-04-28 22:21:27,267 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:43:48, time: 0.656, data_time: 0.230, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.0222, loss: 3.0222 +2025-04-28 22:22:09,942 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:43:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.1494, loss: 3.1494 +2025-04-28 22:22:52,480 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:42:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1156, loss: 3.1156 +2025-04-28 22:23:35,046 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:41:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2460, loss: 3.2460 +2025-04-28 22:24:17,534 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:40:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2420, loss: 3.2420 +2025-04-28 22:25:00,045 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:39:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.1783, loss: 3.1783 +2025-04-28 22:25:42,570 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:39:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2297, loss: 3.2297 +2025-04-28 22:26:25,146 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:38:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.1544, loss: 3.1544 +2025-04-28 22:27:07,778 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:37:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.1801, loss: 3.1801 +2025-04-28 22:27:50,267 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:36:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9812, loss_cls: 3.3342, loss: 3.3342 +2025-04-28 22:28:32,784 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:35:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.1673, loss: 3.1673 +2025-04-28 22:29:15,266 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:35:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.2848, loss: 3.2848 +2025-04-28 22:29:57,787 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:34:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.1839, loss: 3.1839 +2025-04-28 22:30:40,624 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:33:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2066, loss: 3.2066 +2025-04-28 22:31:23,154 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:32:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2134, loss: 3.2134 +2025-04-28 22:32:05,787 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:31:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.1680, loss: 3.1680 +2025-04-28 22:32:48,374 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:31:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.3246, loss: 3.3246 +2025-04-28 22:33:31,003 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:30:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.2185, loss: 3.2185 +2025-04-28 22:34:13,611 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:29:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2322, loss: 3.2322 +2025-04-28 22:34:56,159 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:28:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.2782, loss: 3.2782 +2025-04-28 22:35:38,691 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:28:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.1243, loss: 3.1243 +2025-04-28 22:36:21,314 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:27:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.2349, loss: 3.2349 +2025-04-28 22:37:03,884 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:26:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1319, loss: 3.1319 +2025-04-28 22:37:46,555 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:25:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.2319, loss: 3.2319 +2025-04-28 22:38:29,188 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:24:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.2558, loss: 3.2558 +2025-04-28 22:38:32,487 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-04-28 22:39:49,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 22:39:49,608 - pyskl - INFO - +top1_acc 0.7303 +top5_acc 0.9465 +2025-04-28 22:39:49,610 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7303, top5_acc: 0.9465 +2025-04-28 22:40:55,289 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:25:44, time: 0.657, data_time: 0.231, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0778, loss: 3.0778 +2025-04-28 22:41:38,099 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:24:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0824, loss: 3.0824 +2025-04-28 22:42:20,798 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:24:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1269, loss: 3.1269 +2025-04-28 22:43:03,326 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:23:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.1408, loss: 3.1408 +2025-04-28 22:43:45,943 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:22:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.2603, loss: 3.2603 +2025-04-28 22:44:28,592 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:21:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1485, loss: 3.1485 +2025-04-28 22:45:11,233 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:21:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.2436, loss: 3.2436 +2025-04-28 22:45:53,668 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:20:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2118, loss: 3.2118 +2025-04-28 22:46:36,221 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:19:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.1851, loss: 3.1851 +2025-04-28 22:47:18,741 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:18:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2092, loss: 3.2092 +2025-04-28 22:48:01,272 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:17:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1620, loss: 3.1620 +2025-04-28 22:48:43,849 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:17:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 3.2649, loss: 3.2649 +2025-04-28 22:49:26,386 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:16:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.1258, loss: 3.1258 +2025-04-28 22:50:08,934 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:15:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1049, loss: 3.1049 +2025-04-28 22:50:51,579 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:14:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.3915, loss: 3.3915 +2025-04-28 22:51:34,037 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:13:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1731, loss: 3.1731 +2025-04-28 22:52:16,490 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:13:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.1590, loss: 3.1590 +2025-04-28 22:52:59,002 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:12:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.3138, loss: 3.3138 +2025-04-28 22:53:41,519 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:11:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1614, loss: 3.1614 +2025-04-28 22:54:24,146 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:10:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.1839, loss: 3.1839 +2025-04-28 22:55:06,531 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:10:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.2043, loss: 3.2043 +2025-04-28 22:55:49,054 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:09:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.2618, loss: 3.2618 +2025-04-28 22:56:31,686 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:08:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.2133, loss: 3.2133 +2025-04-28 22:57:14,355 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:07:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.2753, loss: 3.2753 +2025-04-28 22:57:56,877 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:06:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.1110, loss: 3.1110 +2025-04-28 22:58:00,211 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-04-28 22:59:17,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 22:59:17,411 - pyskl - INFO - +top1_acc 0.7896 +top5_acc 0.9677 +2025-04-28 22:59:17,414 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7896, top5_acc: 0.9677 +2025-04-28 23:00:23,097 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:07:38, time: 0.657, data_time: 0.229, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.1043, loss: 3.1043 +2025-04-28 23:01:05,731 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:06:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 3.1248, loss: 3.1248 +2025-04-28 23:01:48,239 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:06:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.1564, loss: 3.1564 +2025-04-28 23:02:30,745 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:05:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.1336, loss: 3.1336 +2025-04-28 23:03:13,300 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:04:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 3.1796, loss: 3.1796 +2025-04-28 23:03:55,750 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:03:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0878, loss: 3.0878 +2025-04-28 23:04:38,200 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:02:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.1678, loss: 3.1678 +2025-04-28 23:05:20,714 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:02:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.2291, loss: 3.2291 +2025-04-28 23:06:03,250 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:01:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.1930, loss: 3.1930 +2025-04-28 23:06:45,958 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:00:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 3.0759, loss: 3.0759 +2025-04-28 23:07:28,814 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 12:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.4153, loss: 3.4153 +2025-04-28 23:08:11,336 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 12:59:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.2659, loss: 3.2659 +2025-04-28 23:08:53,887 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 12:58:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.2198, loss: 3.2198 +2025-04-28 23:09:36,376 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 12:57:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9850, loss_cls: 3.1267, loss: 3.1267 +2025-04-28 23:10:18,891 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 12:56:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.1974, loss: 3.1974 +2025-04-28 23:11:01,403 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 12:55:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2215, loss: 3.2215 +2025-04-28 23:11:43,916 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 12:55:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 3.0703, loss: 3.0703 +2025-04-28 23:12:26,466 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 12:54:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.2251, loss: 3.2251 +2025-04-28 23:13:09,074 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 12:53:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9769, loss_cls: 3.2972, loss: 3.2972 +2025-04-28 23:13:51,564 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 12:52:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.2820, loss: 3.2820 +2025-04-28 23:14:34,145 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 12:51:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 3.1835, loss: 3.1835 +2025-04-28 23:15:16,822 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:51:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.2047, loss: 3.2047 +2025-04-28 23:15:59,436 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:50:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.1679, loss: 3.1679 +2025-04-28 23:16:41,956 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:49:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.1866, loss: 3.1866 +2025-04-28 23:17:24,358 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:48:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.0573, loss: 3.0573 +2025-04-28 23:17:27,622 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-04-28 23:18:44,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 23:18:44,897 - pyskl - INFO - +top1_acc 0.7755 +top5_acc 0.9578 +2025-04-28 23:18:44,900 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7755, top5_acc: 0.9578 +2025-04-28 23:19:50,146 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:49:29, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.1770, loss: 3.1770 +2025-04-28 23:20:32,780 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:48:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0500, loss: 3.0500 +2025-04-28 23:21:15,280 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:47:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.0838, loss: 3.0838 +2025-04-28 23:21:57,768 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:47:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0575, loss: 3.0575 +2025-04-28 23:22:40,182 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:46:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.1465, loss: 3.1465 +2025-04-28 23:23:22,679 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:45:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.2095, loss: 3.2095 +2025-04-28 23:24:05,307 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:44:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.2245, loss: 3.2245 +2025-04-28 23:24:47,683 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:43:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.2882, loss: 3.2882 +2025-04-28 23:25:30,334 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:43:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.1540, loss: 3.1540 +2025-04-28 23:26:12,996 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:42:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.2427, loss: 3.2427 +2025-04-28 23:26:55,593 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:41:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9911, loss: 2.9911 +2025-04-28 23:27:38,242 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:40:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0813, loss: 3.0813 +2025-04-28 23:28:20,746 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:40:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.1091, loss: 3.1091 +2025-04-28 23:29:03,240 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:39:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9901, loss: 2.9901 +2025-04-28 23:29:45,859 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9844, loss_cls: 3.2089, loss: 3.2089 +2025-04-28 23:30:28,326 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:37:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.1494, loss: 3.1494 +2025-04-28 23:31:10,888 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:36:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.0447, loss: 3.0447 +2025-04-28 23:31:53,468 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:36:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2524, loss: 3.2524 +2025-04-28 23:32:35,999 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:35:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1882, loss: 3.1882 +2025-04-28 23:33:18,498 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:34:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.0750, loss: 3.0750 +2025-04-28 23:34:01,096 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:33:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2100, loss: 3.2100 +2025-04-28 23:34:43,742 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:33:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.2946, loss: 3.2946 +2025-04-28 23:35:26,311 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:32:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.1890, loss: 3.1890 +2025-04-28 23:36:08,963 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:31:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.1736, loss: 3.1736 +2025-04-28 23:36:51,467 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:30:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.1640, loss: 3.1640 +2025-04-28 23:36:54,663 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-04-28 23:38:11,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 23:38:11,686 - pyskl - INFO - +top1_acc 0.7868 +top5_acc 0.9640 +2025-04-28 23:38:11,689 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7868, top5_acc: 0.9640 +2025-04-28 23:39:16,830 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:31:20, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0482, loss: 3.0482 +2025-04-28 23:39:59,411 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:30:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9800, loss_cls: 3.2433, loss: 3.2433 +2025-04-28 23:40:41,956 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:29:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.0873, loss: 3.0873 +2025-04-28 23:41:24,448 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:28:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.1988, loss: 3.1988 +2025-04-28 23:42:06,990 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:28:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1527, loss: 3.1527 +2025-04-28 23:42:49,403 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:27:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.0153, loss: 3.0153 +2025-04-28 23:43:31,936 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:26:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3087, loss: 3.3087 +2025-04-28 23:44:14,443 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:25:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1940, loss: 3.1940 +2025-04-28 23:44:56,973 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:25:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.1624, loss: 3.1624 +2025-04-28 23:45:39,698 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:24:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.2293, loss: 3.2293 +2025-04-28 23:46:22,426 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:23:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.1082, loss: 3.1082 +2025-04-28 23:47:05,039 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:22:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.0739, loss: 3.0739 +2025-04-28 23:47:47,652 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:22:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.1577, loss: 3.1577 +2025-04-28 23:48:30,271 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:21:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.2400, loss: 3.2400 +2025-04-28 23:49:12,780 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:20:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2310, loss: 3.2310 +2025-04-28 23:49:55,394 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:19:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9825, loss_cls: 3.1570, loss: 3.1570 +2025-04-28 23:50:37,999 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:18:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1349, loss: 3.1349 +2025-04-28 23:51:20,583 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:18:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0501, loss: 3.0501 +2025-04-28 23:52:03,118 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:17:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.0993, loss: 3.0993 +2025-04-28 23:52:45,759 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:16:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.1559, loss: 3.1559 +2025-04-28 23:53:28,407 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:15:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.2239, loss: 3.2239 +2025-04-28 23:54:11,234 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:15:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1447, loss: 3.1447 +2025-04-28 23:54:53,927 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:14:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.1081, loss: 3.1081 +2025-04-28 23:55:36,635 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:13:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.1998, loss: 3.1998 +2025-04-28 23:56:19,116 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:12:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0976, loss: 3.0976 +2025-04-28 23:56:22,371 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-04-28 23:57:39,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-28 23:57:39,204 - pyskl - INFO - +top1_acc 0.7900 +top5_acc 0.9628 +2025-04-28 23:57:39,207 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7900, top5_acc: 0.9628 +2025-04-28 23:58:44,316 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:13:15, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.1383, loss: 3.1383 +2025-04-28 23:59:26,813 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:12:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.1093, loss: 3.1093 +2025-04-29 00:00:09,346 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:11:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0902, loss: 3.0902 +2025-04-29 00:00:51,890 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:10:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0298, loss: 3.0298 +2025-04-29 00:01:34,480 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:10:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.1213, loss: 3.1213 +2025-04-29 00:02:17,064 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:09:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1312, loss: 3.1312 +2025-04-29 00:02:59,835 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0920, loss: 3.0920 +2025-04-29 00:03:42,579 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:07:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.1197, loss: 3.1197 +2025-04-29 00:04:25,474 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:07:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.1549, loss: 3.1549 +2025-04-29 00:05:08,199 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:06:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.1738, loss: 3.1738 +2025-04-29 00:05:50,947 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:05:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1207, loss: 3.1207 +2025-04-29 00:06:33,559 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:04:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.2121, loss: 3.2121 +2025-04-29 00:07:16,120 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:04:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.0420, loss: 3.0420 +2025-04-29 00:07:58,632 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:03:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 3.0322, loss: 3.0322 +2025-04-29 00:08:41,168 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:02:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.2068, loss: 3.2068 +2025-04-29 00:09:23,779 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:01:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.2152, loss: 3.2152 +2025-04-29 00:10:06,349 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:00:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.1826, loss: 3.1826 +2025-04-29 00:10:48,818 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:00:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2881, loss: 3.2881 +2025-04-29 00:11:31,384 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 11:59:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1409, loss: 3.1409 +2025-04-29 00:12:13,844 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 11:58:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.1535, loss: 3.1535 +2025-04-29 00:12:56,353 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 11:57:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 3.0862, loss: 3.0862 +2025-04-29 00:13:38,920 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 11:57:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.1926, loss: 3.1926 +2025-04-29 00:14:21,483 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 11:56:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1168, loss: 3.1168 +2025-04-29 00:15:04,075 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 11:55:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0471, loss: 3.0471 +2025-04-29 00:15:46,748 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 11:54:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1378, loss: 3.1378 +2025-04-29 00:15:49,881 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-04-29 00:17:06,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 00:17:06,738 - pyskl - INFO - +top1_acc 0.7622 +top5_acc 0.9611 +2025-04-29 00:17:06,741 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7622, top5_acc: 0.9611 +2025-04-29 00:18:11,732 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 11:55:09, time: 0.650, data_time: 0.222, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.1065, loss: 3.1065 +2025-04-29 00:18:54,276 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 11:54:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 2.9846, loss: 2.9846 +2025-04-29 00:19:36,882 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 11:53:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 3.2016, loss: 3.2016 +2025-04-29 00:20:19,291 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 11:52:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.1594, loss: 3.1594 +2025-04-29 00:21:01,919 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:52:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 3.0094, loss: 3.0094 +2025-04-29 00:21:44,482 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:51:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.2147, loss: 3.2147 +2025-04-29 00:22:27,106 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:50:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.0830, loss: 3.0830 +2025-04-29 00:23:09,578 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:49:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 2.9826, loss: 2.9826 +2025-04-29 00:23:52,040 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:48:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0902, loss: 3.0902 +2025-04-29 00:24:34,555 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:48:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0981, loss: 3.0981 +2025-04-29 00:25:17,046 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:47:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.0456, loss: 3.0456 +2025-04-29 00:25:59,491 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:46:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2095, loss: 3.2095 +2025-04-29 00:26:41,945 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:45:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.1517, loss: 3.1517 +2025-04-29 00:27:24,438 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:45:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.1990, loss: 3.1990 +2025-04-29 00:28:06,826 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:44:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.2800, loss: 3.2800 +2025-04-29 00:28:49,343 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:43:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0709, loss: 3.0709 +2025-04-29 00:29:31,807 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:42:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 3.0104, loss: 3.0104 +2025-04-29 00:30:14,287 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:41:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.0581, loss: 3.0581 +2025-04-29 00:30:56,820 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:41:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0906, loss: 3.0906 +2025-04-29 00:31:39,232 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:40:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.2099, loss: 3.2099 +2025-04-29 00:32:21,685 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:39:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0204, loss: 3.0204 +2025-04-29 00:33:04,311 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:38:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.2064, loss: 3.2064 +2025-04-29 00:33:46,968 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:38:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.1263, loss: 3.1263 +2025-04-29 00:34:29,605 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:37:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.1113, loss: 3.1113 +2025-04-29 00:35:12,249 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:36:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 3.1775, loss: 3.1775 +2025-04-29 00:35:15,562 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-04-29 00:36:32,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 00:36:32,384 - pyskl - INFO - +top1_acc 0.7479 +top5_acc 0.9549 +2025-04-29 00:36:32,387 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7479, top5_acc: 0.9549 +2025-04-29 00:37:37,327 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:36:56, time: 0.649, data_time: 0.222, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0985, loss: 3.0985 +2025-04-29 00:38:19,794 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:36:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0933, loss: 3.0933 +2025-04-29 00:39:02,247 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:35:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0475, loss: 3.0475 +2025-04-29 00:39:44,800 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:34:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0013, loss: 3.0013 +2025-04-29 00:40:27,322 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:33:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.0259, loss: 3.0259 +2025-04-29 00:41:09,882 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:33:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.0533, loss: 3.0533 +2025-04-29 00:41:52,343 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:32:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 3.0820, loss: 3.0820 +2025-04-29 00:42:34,827 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:31:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9831, loss_cls: 3.0604, loss: 3.0604 +2025-04-29 00:43:17,280 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:30:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.0817, loss: 3.0817 +2025-04-29 00:43:59,759 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:29:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.0878, loss: 3.0878 +2025-04-29 00:44:42,252 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:29:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.0892, loss: 3.0892 +2025-04-29 00:45:24,702 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:28:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.1399, loss: 3.1399 +2025-04-29 00:46:07,196 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:27:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.1177, loss: 3.1177 +2025-04-29 00:46:49,599 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:26:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0822, loss: 3.0822 +2025-04-29 00:47:32,007 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:26:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.0980, loss: 3.0980 +2025-04-29 00:48:14,459 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:25:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.1309, loss: 3.1309 +2025-04-29 00:48:56,924 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:24:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.3234, loss: 3.3234 +2025-04-29 00:49:39,342 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:23:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.0619, loss: 3.0619 +2025-04-29 00:50:21,732 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:22:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.1729, loss: 3.1729 +2025-04-29 00:51:04,123 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:22:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0758, loss: 3.0758 +2025-04-29 00:51:46,486 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:21:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.2054, loss: 3.2054 +2025-04-29 00:52:28,931 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:20:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.0361, loss: 3.0361 +2025-04-29 00:53:11,535 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:19:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.2518, loss: 3.2518 +2025-04-29 00:53:54,063 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:19:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 2.9704, loss: 2.9704 +2025-04-29 00:54:36,519 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:18:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.2114, loss: 3.2114 +2025-04-29 00:54:39,632 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-04-29 00:55:56,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 00:55:56,692 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9571 +2025-04-29 00:55:56,695 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7877, top5_acc: 0.9571 +2025-04-29 00:57:01,763 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:18:40, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9846, loss: 2.9846 +2025-04-29 00:57:44,319 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:17:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1863, loss: 3.1863 +2025-04-29 00:58:27,015 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:17:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.0410, loss: 3.0410 +2025-04-29 00:59:09,484 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:16:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.1311, loss: 3.1311 +2025-04-29 00:59:52,027 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:15:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.0704, loss: 3.0704 +2025-04-29 01:00:34,498 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:14:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 3.0568, loss: 3.0568 +2025-04-29 01:01:16,896 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:14:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.0287, loss: 3.0287 +2025-04-29 01:01:59,277 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:13:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.0713, loss: 3.0713 +2025-04-29 01:02:41,709 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:12:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.0491, loss: 3.0491 +2025-04-29 01:03:24,119 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:11:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1617, loss: 3.1617 +2025-04-29 01:04:06,532 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:10:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.0895, loss: 3.0895 +2025-04-29 01:04:48,995 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:10:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0921, loss: 3.0921 +2025-04-29 01:05:31,431 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:09:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9947, loss: 2.9947 +2025-04-29 01:06:13,792 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:08:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 3.0332, loss: 3.0332 +2025-04-29 01:06:56,287 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:07:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.0595, loss: 3.0595 +2025-04-29 01:07:38,691 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:07:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9831, loss_cls: 3.1378, loss: 3.1378 +2025-04-29 01:08:21,103 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:06:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0488, loss: 3.0488 +2025-04-29 01:09:03,731 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:05:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.0805, loss: 3.0805 +2025-04-29 01:09:46,356 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:04:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0334, loss: 3.0334 +2025-04-29 01:10:28,905 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:03:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1443, loss: 3.1443 +2025-04-29 01:11:11,426 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:03:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 3.1547, loss: 3.1547 +2025-04-29 01:11:54,011 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:02:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.0723, loss: 3.0723 +2025-04-29 01:12:36,755 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:01:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.0291, loss: 3.0291 +2025-04-29 01:13:19,377 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:00:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0896, loss: 3.0896 +2025-04-29 01:14:02,165 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:00:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1756, loss: 3.1756 +2025-04-29 01:14:05,411 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-04-29 01:15:22,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 01:15:22,375 - pyskl - INFO - +top1_acc 0.7905 +top5_acc 0.9572 +2025-04-29 01:15:22,378 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7905, top5_acc: 0.9572 +2025-04-29 01:16:27,345 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:00:28, time: 0.650, data_time: 0.223, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.1630, loss: 3.1630 +2025-04-29 01:17:09,938 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 10:59:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.9180, loss: 2.9180 +2025-04-29 01:17:52,658 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 10:58:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.0587, loss: 3.0587 +2025-04-29 01:18:35,398 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 10:58:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.1173, loss: 3.1173 +2025-04-29 01:19:18,096 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 10:57:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.0878, loss: 3.0878 +2025-04-29 01:20:00,701 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 10:56:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0176, loss: 3.0176 +2025-04-29 01:20:43,323 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 10:55:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1627, loss: 3.1627 +2025-04-29 01:21:25,875 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 10:55:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1094, loss: 3.1094 +2025-04-29 01:22:08,393 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 10:54:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9893, loss: 2.9893 +2025-04-29 01:22:50,856 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 10:53:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9856, loss_cls: 3.1041, loss: 3.1041 +2025-04-29 01:23:33,399 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 10:52:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 3.2171, loss: 3.2171 +2025-04-29 01:24:15,923 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:52:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 3.0616, loss: 3.0616 +2025-04-29 01:24:58,425 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:51:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.0468, loss: 3.0468 +2025-04-29 01:25:41,115 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:50:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1355, loss: 3.1355 +2025-04-29 01:26:23,569 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:49:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.9403, loss: 2.9403 +2025-04-29 01:27:06,234 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:48:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.0371, loss: 3.0371 +2025-04-29 01:27:48,945 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:48:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0916, loss: 3.0916 +2025-04-29 01:28:31,629 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:47:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1939, loss: 3.1939 +2025-04-29 01:29:14,087 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:46:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1438, loss: 3.1438 +2025-04-29 01:29:56,668 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:45:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0058, loss: 3.0058 +2025-04-29 01:30:39,358 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:45:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2401, loss: 3.2401 +2025-04-29 01:31:22,007 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:44:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0373, loss: 3.0373 +2025-04-29 01:32:04,573 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:43:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.0517, loss: 3.0517 +2025-04-29 01:32:47,230 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:42:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1565, loss: 3.1565 +2025-04-29 01:33:29,880 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:42:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1342, loss: 3.1342 +2025-04-29 01:33:33,159 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-04-29 01:34:49,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 01:34:49,936 - pyskl - INFO - +top1_acc 0.7618 +top5_acc 0.9555 +2025-04-29 01:34:49,939 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7618, top5_acc: 0.9555 +2025-04-29 01:35:55,150 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:42:24, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.0345, loss: 3.0345 +2025-04-29 01:36:37,816 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:41:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 3.0658, loss: 3.0658 +2025-04-29 01:37:20,353 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:40:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0856, loss: 3.0856 +2025-04-29 01:38:03,004 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:40:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 3.0540, loss: 3.0540 +2025-04-29 01:38:45,606 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:39:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0990, loss: 3.0990 +2025-04-29 01:39:28,238 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:38:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0303, loss: 3.0303 +2025-04-29 01:40:10,711 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:37:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 2.9879, loss: 2.9879 +2025-04-29 01:40:53,200 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:37:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 3.1886, loss: 3.1886 +2025-04-29 01:41:35,679 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:36:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0509, loss: 3.0509 +2025-04-29 01:42:18,047 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:35:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.0984, loss: 3.0984 +2025-04-29 01:43:00,495 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:34:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0474, loss: 3.0474 +2025-04-29 01:43:42,999 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:33:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0176, loss: 3.0176 +2025-04-29 01:44:25,455 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:33:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9869, loss_cls: 3.0173, loss: 3.0173 +2025-04-29 01:45:07,866 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:32:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0773, loss: 3.0773 +2025-04-29 01:45:50,279 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:31:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0092, loss: 3.0092 +2025-04-29 01:46:32,675 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:30:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9174, loss: 2.9174 +2025-04-29 01:47:15,143 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:30:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.0848, loss: 3.0848 +2025-04-29 01:47:57,599 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:29:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9694, loss_cls: 3.0263, loss: 3.0263 +2025-04-29 01:48:40,183 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:28:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.1120, loss: 3.1120 +2025-04-29 01:49:22,667 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:27:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.0180, loss: 3.0180 +2025-04-29 01:50:05,298 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:27:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.1439, loss: 3.1439 +2025-04-29 01:50:47,966 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:26:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.1403, loss: 3.1403 +2025-04-29 01:51:30,547 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:25:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.0451, loss: 3.0451 +2025-04-29 01:52:13,158 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:24:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.1421, loss: 3.1421 +2025-04-29 01:52:55,994 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:24:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.1746, loss: 3.1746 +2025-04-29 01:52:59,365 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-04-29 01:54:16,512 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 01:54:16,578 - pyskl - INFO - +top1_acc 0.7955 +top5_acc 0.9634 +2025-04-29 01:54:16,581 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7955, top5_acc: 0.9634 +2025-04-29 01:55:21,162 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:24:13, time: 0.646, data_time: 0.221, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.9354, loss: 2.9354 +2025-04-29 01:56:03,712 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:23:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9617, loss: 2.9617 +2025-04-29 01:56:46,305 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:22:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 3.0114, loss: 3.0114 +2025-04-29 01:57:28,871 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:21:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0680, loss: 3.0680 +2025-04-29 01:58:11,426 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:21:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.1061, loss: 3.1061 +2025-04-29 01:58:54,068 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:20:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9053, loss: 2.9053 +2025-04-29 01:59:36,567 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:19:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.9765, loss: 2.9765 +2025-04-29 02:00:19,147 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:18:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0671, loss: 3.0671 +2025-04-29 02:01:01,710 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:18:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.0218, loss: 3.0218 +2025-04-29 02:01:44,278 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:17:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.0385, loss: 3.0385 +2025-04-29 02:02:26,758 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:16:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.1063, loss: 3.1063 +2025-04-29 02:03:09,229 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:15:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0788, loss: 3.0788 +2025-04-29 02:03:51,736 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:15:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.0206, loss: 3.0206 +2025-04-29 02:04:34,222 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:14:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1188, loss: 3.1188 +2025-04-29 02:05:16,739 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:13:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0554, loss: 3.0554 +2025-04-29 02:05:59,255 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:12:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0608, loss: 3.0608 +2025-04-29 02:06:41,763 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:11:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9906, loss_cls: 2.8966, loss: 2.8966 +2025-04-29 02:07:24,297 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:11:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.0965, loss: 3.0965 +2025-04-29 02:08:06,820 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:10:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0606, loss: 3.0606 +2025-04-29 02:08:49,301 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:09:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.1390, loss: 3.1390 +2025-04-29 02:09:31,720 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:08:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0165, loss: 3.0165 +2025-04-29 02:10:14,216 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:08:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0842, loss: 3.0842 +2025-04-29 02:10:56,891 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:07:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9124, loss: 2.9124 +2025-04-29 02:11:39,595 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:06:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1221, loss: 3.1221 +2025-04-29 02:12:22,216 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:05:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.1615, loss: 3.1615 +2025-04-29 02:12:25,536 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-04-29 02:13:42,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 02:13:42,692 - pyskl - INFO - +top1_acc 0.7215 +top5_acc 0.9313 +2025-04-29 02:13:42,694 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7215, top5_acc: 0.9313 +2025-04-29 02:14:47,735 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:06:04, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9750, loss: 2.9750 +2025-04-29 02:15:30,459 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:05:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9856, loss_cls: 2.9682, loss: 2.9682 +2025-04-29 02:16:13,202 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:04:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0403, loss: 3.0403 +2025-04-29 02:16:55,643 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:03:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.0908, loss: 3.0908 +2025-04-29 02:17:38,091 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:03:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 2.9819, loss: 2.9819 +2025-04-29 02:18:20,621 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:02:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.0247, loss: 3.0247 +2025-04-29 02:19:03,107 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:01:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0084, loss: 3.0084 +2025-04-29 02:19:45,588 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:00:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0495, loss: 3.0495 +2025-04-29 02:20:28,097 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 9:59:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 3.1637, loss: 3.1637 +2025-04-29 02:21:10,539 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 9:59:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0272, loss: 3.0272 +2025-04-29 02:21:53,115 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 9:58:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 3.0971, loss: 3.0971 +2025-04-29 02:22:35,563 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 9:57:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.1727, loss: 3.1727 +2025-04-29 02:23:18,035 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 9:56:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.0070, loss: 3.0070 +2025-04-29 02:24:00,391 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 9:56:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.1816, loss: 3.1816 +2025-04-29 02:24:42,741 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 9:55:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0636, loss: 3.0636 +2025-04-29 02:25:25,181 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 9:54:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0232, loss: 3.0232 +2025-04-29 02:26:07,630 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 9:53:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.0291, loss: 3.0291 +2025-04-29 02:26:49,991 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 9:53:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.0464, loss: 3.0464 +2025-04-29 02:27:32,499 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 9:52:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0019, loss: 3.0019 +2025-04-29 02:28:14,982 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:51:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 3.0788, loss: 3.0788 +2025-04-29 02:28:57,254 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:50:43, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.8967, loss: 2.8967 +2025-04-29 02:29:39,712 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:49:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 3.1008, loss: 3.1008 +2025-04-29 02:30:22,354 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:49:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.1109, loss: 3.1109 +2025-04-29 02:31:04,887 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:48:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 2.9996, loss: 2.9996 +2025-04-29 02:31:47,526 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:47:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.0886, loss: 3.0886 +2025-04-29 02:31:50,874 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-04-29 02:33:07,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 02:33:07,684 - pyskl - INFO - +top1_acc 0.7796 +top5_acc 0.9646 +2025-04-29 02:33:07,687 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7796, top5_acc: 0.9646 +2025-04-29 02:34:12,610 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:47:51, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9071, loss: 2.9071 +2025-04-29 02:34:55,075 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:47:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.9006, loss: 2.9006 +2025-04-29 02:35:37,605 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:46:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.1448, loss: 3.1448 +2025-04-29 02:36:20,139 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:45:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.0908, loss: 3.0908 +2025-04-29 02:37:02,633 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:44:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.0826, loss: 3.0826 +2025-04-29 02:37:44,996 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:44:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 3.0128, loss: 3.0128 +2025-04-29 02:38:27,540 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:43:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0167, loss: 3.0167 +2025-04-29 02:39:09,977 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:42:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.1607, loss: 3.1607 +2025-04-29 02:39:52,488 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:41:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.0267, loss: 3.0267 +2025-04-29 02:40:34,998 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:40:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.0082, loss: 3.0082 +2025-04-29 02:41:17,453 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:40:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9932, loss: 2.9932 +2025-04-29 02:41:59,976 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:39:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.9886, loss: 2.9886 +2025-04-29 02:42:42,479 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:38:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.1432, loss: 3.1432 +2025-04-29 02:43:24,910 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:37:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 3.0709, loss: 3.0709 +2025-04-29 02:44:07,320 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:37:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.1849, loss: 3.1849 +2025-04-29 02:44:49,874 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:36:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9867, loss: 2.9867 +2025-04-29 02:45:32,347 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:35:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.9187, loss: 2.9187 +2025-04-29 02:46:14,834 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:34:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9747, loss: 2.9747 +2025-04-29 02:46:57,446 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:34:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.9734, loss: 2.9734 +2025-04-29 02:47:40,063 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:33:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0479, loss: 3.0479 +2025-04-29 02:48:22,670 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:32:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.1129, loss: 3.1129 +2025-04-29 02:49:05,190 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:31:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 3.0305, loss: 3.0305 +2025-04-29 02:49:47,902 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:31:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.0074, loss: 3.0074 +2025-04-29 02:50:30,767 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:30:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.0825, loss: 3.0825 +2025-04-29 02:51:13,423 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:29:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0977, loss: 3.0977 +2025-04-29 02:51:16,623 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-04-29 02:52:33,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 02:52:33,585 - pyskl - INFO - +top1_acc 0.8132 +top5_acc 0.9674 +2025-04-29 02:52:33,626 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_19.pth was removed +2025-04-29 02:52:34,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2025-04-29 02:52:34,632 - pyskl - INFO - Best top1_acc is 0.8132 at 39 epoch. +2025-04-29 02:52:34,634 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8132, top5_acc: 0.9674 +2025-04-29 02:53:39,719 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:29:41, time: 0.651, data_time: 0.223, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9577, loss: 2.9577 +2025-04-29 02:54:22,411 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.0272, loss: 3.0272 +2025-04-29 02:55:05,022 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:28:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9881, loss_cls: 2.9286, loss: 2.9286 +2025-04-29 02:55:47,630 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:27:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0272, loss: 3.0272 +2025-04-29 02:56:30,163 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:26:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8915, loss: 2.8915 +2025-04-29 02:57:12,735 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:25:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.9677, loss: 2.9677 +2025-04-29 02:57:55,353 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:25:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.1068, loss: 3.1068 +2025-04-29 02:58:37,988 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:24:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.0202, loss: 3.0202 +2025-04-29 02:59:20,584 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:23:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0205, loss: 3.0205 +2025-04-29 03:00:03,115 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:22:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9366, loss: 2.9366 +2025-04-29 03:00:45,647 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:22:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.9974, loss: 2.9974 +2025-04-29 03:01:28,295 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:21:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0598, loss: 3.0598 +2025-04-29 03:02:10,911 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:20:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0840, loss: 3.0840 +2025-04-29 03:02:53,375 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 2.9632, loss: 2.9632 +2025-04-29 03:03:35,835 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:19:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9677, loss: 2.9677 +2025-04-29 03:04:18,329 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:18:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0047, loss: 3.0047 +2025-04-29 03:05:00,866 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:17:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.9803, loss: 2.9803 +2025-04-29 03:05:43,454 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:16:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9401, loss: 2.9401 +2025-04-29 03:06:26,008 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:16:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0479, loss: 3.0479 +2025-04-29 03:07:08,696 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:15:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.9935, loss: 2.9935 +2025-04-29 03:07:51,267 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:14:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0770, loss: 3.0770 +2025-04-29 03:08:33,880 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:13:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0884, loss: 3.0884 +2025-04-29 03:09:16,587 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:13:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.0989, loss: 3.0989 +2025-04-29 03:09:59,180 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:12:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.0614, loss: 3.0614 +2025-04-29 03:10:41,705 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:11:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9925, loss: 2.9925 +2025-04-29 03:10:45,056 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-04-29 03:12:01,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 03:12:01,971 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9657 +2025-04-29 03:12:01,973 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8049, top5_acc: 0.9657 +2025-04-29 03:13:06,958 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:11:35, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8934, loss: 2.8934 +2025-04-29 03:13:49,403 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:10:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 2.8933, loss: 2.8933 +2025-04-29 03:14:31,899 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:10:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.9227, loss: 2.9227 +2025-04-29 03:15:14,487 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:09:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.9674, loss: 2.9674 +2025-04-29 03:15:57,041 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:08:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.9512, loss: 2.9512 +2025-04-29 03:16:39,634 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:07:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.0417, loss: 3.0417 +2025-04-29 03:17:22,268 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:07:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0089, loss: 3.0089 +2025-04-29 03:18:04,720 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:06:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.9171, loss: 2.9171 +2025-04-29 03:18:47,267 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:05:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 3.0556, loss: 3.0556 +2025-04-29 03:19:29,775 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:04:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0593, loss: 3.0593 +2025-04-29 03:20:12,238 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:03:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.1416, loss: 3.1416 +2025-04-29 03:20:54,763 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:03:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0242, loss: 3.0242 +2025-04-29 03:21:37,327 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:02:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0427, loss: 3.0427 +2025-04-29 03:22:19,798 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:01:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9547, loss: 2.9547 +2025-04-29 03:23:02,283 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:00:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9725, loss: 2.9725 +2025-04-29 03:23:44,745 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:00:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.1279, loss: 3.1279 +2025-04-29 03:24:27,223 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 8:59:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1214, loss: 3.1214 +2025-04-29 03:25:09,980 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 8:58:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.0314, loss: 3.0314 +2025-04-29 03:25:52,754 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 8:57:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 3.0474, loss: 3.0474 +2025-04-29 03:26:35,337 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 8:57:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 3.0250, loss: 3.0250 +2025-04-29 03:27:17,878 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 8:56:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9842, loss: 2.9842 +2025-04-29 03:28:00,394 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 8:55:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.1096, loss: 3.1096 +2025-04-29 03:28:42,901 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 8:54:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.0134, loss: 3.0134 +2025-04-29 03:29:25,358 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 8:54:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 3.0002, loss: 3.0002 +2025-04-29 03:30:08,002 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 8:53:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 2.9786, loss: 2.9786 +2025-04-29 03:30:11,333 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-04-29 03:31:28,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 03:31:28,974 - pyskl - INFO - +top1_acc 0.7643 +top5_acc 0.9558 +2025-04-29 03:31:28,976 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7643, top5_acc: 0.9558 +2025-04-29 03:32:34,023 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 8:53:27, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.7684, loss: 2.7684 +2025-04-29 03:33:16,715 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 8:52:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8722, loss: 2.8722 +2025-04-29 03:33:59,388 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:51:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9799, loss: 2.9799 +2025-04-29 03:34:41,868 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:51:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.8892, loss: 2.8892 +2025-04-29 03:35:24,283 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:50:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0406, loss: 3.0406 +2025-04-29 03:36:06,893 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:49:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9869, loss_cls: 2.8948, loss: 2.8948 +2025-04-29 03:36:49,491 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:48:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0904, loss: 3.0904 +2025-04-29 03:37:32,060 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:48:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9934, loss: 2.9934 +2025-04-29 03:38:14,607 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:47:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0283, loss: 3.0283 +2025-04-29 03:38:57,142 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:46:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0048, loss: 3.0048 +2025-04-29 03:39:39,654 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:45:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.9321, loss: 2.9321 +2025-04-29 03:40:22,166 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:45:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1063, loss: 3.1063 +2025-04-29 03:41:04,718 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:44:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1035, loss: 3.1035 +2025-04-29 03:41:47,276 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:43:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.9234, loss: 2.9234 +2025-04-29 03:42:29,814 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:42:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9187, loss: 2.9187 +2025-04-29 03:43:12,325 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:42:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.0430, loss: 3.0430 +2025-04-29 03:43:54,979 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9517, loss: 2.9517 +2025-04-29 03:44:37,699 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:40:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.0446, loss: 3.0446 +2025-04-29 03:45:20,306 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:39:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 3.0153, loss: 3.0153 +2025-04-29 03:46:03,022 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:39:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0214, loss: 3.0214 +2025-04-29 03:46:45,616 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:38:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9432, loss: 2.9432 +2025-04-29 03:47:28,171 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:37:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9779, loss: 2.9779 +2025-04-29 03:48:10,887 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9787, loss: 2.9787 +2025-04-29 03:48:53,584 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:36:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0531, loss: 3.0531 +2025-04-29 03:49:36,081 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:35:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9825, loss_cls: 3.1296, loss: 3.1296 +2025-04-29 03:49:39,329 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-04-29 03:50:56,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 03:50:56,381 - pyskl - INFO - +top1_acc 0.7646 +top5_acc 0.9574 +2025-04-29 03:50:56,384 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7646, top5_acc: 0.9574 +2025-04-29 03:52:01,237 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:35:21, time: 0.648, data_time: 0.225, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9311, loss: 2.9311 +2025-04-29 03:52:43,683 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:34:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.0239, loss: 3.0239 +2025-04-29 03:53:26,206 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:33:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 2.8813, loss: 2.8813 +2025-04-29 03:54:09,184 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:33:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.8644, loss: 2.8644 +2025-04-29 03:54:51,839 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.0313, loss: 3.0313 +2025-04-29 03:55:34,396 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:31:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.8742, loss: 2.8742 +2025-04-29 03:56:16,902 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:30:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.8613, loss: 2.8613 +2025-04-29 03:56:59,299 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:30:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.0740, loss: 3.0740 +2025-04-29 03:57:41,782 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:29:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.1526, loss: 3.1526 +2025-04-29 03:58:24,259 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:28:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.9603, loss: 2.9603 +2025-04-29 03:59:06,675 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:27:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9771, loss: 2.9771 +2025-04-29 03:59:49,070 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:27:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9051, loss: 2.9051 +2025-04-29 04:00:31,458 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:26:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.9227, loss: 2.9227 +2025-04-29 04:01:13,775 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:25:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0089, loss: 3.0089 +2025-04-29 04:01:56,288 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:24:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.9860, loss: 2.9860 +2025-04-29 04:02:38,711 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:23:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9346, loss: 2.9346 +2025-04-29 04:03:21,155 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:23:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9170, loss: 2.9170 +2025-04-29 04:04:03,724 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:22:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9849, loss: 2.9849 +2025-04-29 04:04:46,349 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:21:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.9568, loss: 2.9568 +2025-04-29 04:05:28,846 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:20:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.0373, loss: 3.0373 +2025-04-29 04:06:11,311 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:20:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 3.0056, loss: 3.0056 +2025-04-29 04:06:53,895 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:19:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.0025, loss: 3.0025 +2025-04-29 04:07:36,567 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.1483, loss: 3.1483 +2025-04-29 04:08:18,991 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:17:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 2.9842, loss: 2.9842 +2025-04-29 04:09:01,593 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:17:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9484, loss: 2.9484 +2025-04-29 04:09:04,664 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-04-29 04:10:21,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 04:10:21,482 - pyskl - INFO - +top1_acc 0.7784 +top5_acc 0.9598 +2025-04-29 04:10:21,484 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7784, top5_acc: 0.9598 +2025-04-29 04:11:26,370 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:17:10, time: 0.649, data_time: 0.225, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.1010, loss: 3.1010 +2025-04-29 04:12:08,968 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:16:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.8416, loss: 2.8416 +2025-04-29 04:12:51,500 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:15:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.9073, loss: 2.9073 +2025-04-29 04:13:34,155 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:14:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.9650, loss: 2.9650 +2025-04-29 04:14:16,931 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:14:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9349, loss: 2.9349 +2025-04-29 04:14:59,570 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:13:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.9080, loss: 2.9080 +2025-04-29 04:15:42,168 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:12:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.8090, loss: 2.8090 +2025-04-29 04:16:24,635 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:11:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9374, loss: 2.9374 +2025-04-29 04:17:07,127 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:11:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9528, loss: 2.9528 +2025-04-29 04:17:49,724 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:10:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 3.0188, loss: 3.0188 +2025-04-29 04:18:32,243 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:09:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0160, loss: 3.0160 +2025-04-29 04:19:14,739 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:08:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0358, loss: 3.0358 +2025-04-29 04:19:57,252 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:08:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 2.9599, loss: 2.9599 +2025-04-29 04:20:39,945 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:07:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.0799, loss: 3.0799 +2025-04-29 04:21:22,462 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:06:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9590, loss: 2.9590 +2025-04-29 04:22:04,979 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:05:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0882, loss: 3.0882 +2025-04-29 04:22:47,586 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:05:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.9458, loss: 2.9458 +2025-04-29 04:23:30,074 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:04:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8348, loss: 2.8348 +2025-04-29 04:24:12,658 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:03:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9945, loss: 2.9945 +2025-04-29 04:24:55,196 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:02:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.0050, loss: 3.0050 +2025-04-29 04:25:37,766 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:02:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1027, loss: 3.1027 +2025-04-29 04:26:20,363 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:01:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 2.9780, loss: 2.9780 +2025-04-29 04:27:03,032 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:00:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 3.0526, loss: 3.0526 +2025-04-29 04:27:45,827 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 7:59:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.8812, loss: 2.8812 +2025-04-29 04:28:28,591 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 7:59:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8460, loss: 2.8460 +2025-04-29 04:28:31,700 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-04-29 04:29:48,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 04:29:48,509 - pyskl - INFO - +top1_acc 0.7756 +top5_acc 0.9557 +2025-04-29 04:29:48,511 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7756, top5_acc: 0.9557 +2025-04-29 04:30:53,316 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 7:59:05, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.9832, loss: 2.9832 +2025-04-29 04:31:35,702 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 7:58:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.9739, loss: 2.9739 +2025-04-29 04:32:18,195 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 7:57:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.8493, loss: 2.8493 +2025-04-29 04:33:00,736 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 7:56:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.9705, loss: 2.9705 +2025-04-29 04:33:43,297 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 7:56:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9579, loss: 2.9579 +2025-04-29 04:34:25,773 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 7:55:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.8248, loss: 2.8248 +2025-04-29 04:35:08,243 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 7:54:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9325, loss: 2.9325 +2025-04-29 04:35:50,791 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 7:53:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.0377, loss: 3.0377 +2025-04-29 04:36:33,277 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 7:53:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9138, loss: 2.9138 +2025-04-29 04:37:15,796 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:52:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9682, loss: 2.9682 +2025-04-29 04:37:58,233 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:51:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 2.9766, loss: 2.9766 +2025-04-29 04:38:40,878 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:50:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.8775, loss: 2.8775 +2025-04-29 04:39:23,526 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:50:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.0427, loss: 3.0427 +2025-04-29 04:40:06,234 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:49:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.0290, loss: 3.0290 +2025-04-29 04:40:48,735 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:48:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.8371, loss: 2.8371 +2025-04-29 04:41:31,138 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:47:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9338, loss: 2.9338 +2025-04-29 04:42:13,659 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:46:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9753, loss: 2.9753 +2025-04-29 04:42:56,224 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:46:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0534, loss: 3.0534 +2025-04-29 04:43:38,704 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:45:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0798, loss: 3.0798 +2025-04-29 04:44:21,222 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:44:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9082, loss: 2.9082 +2025-04-29 04:45:03,712 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:43:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0425, loss: 3.0425 +2025-04-29 04:45:46,142 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:43:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.0079, loss: 3.0079 +2025-04-29 04:46:28,662 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:42:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9517, loss: 2.9517 +2025-04-29 04:47:11,229 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:41:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8744, loss: 2.8744 +2025-04-29 04:47:53,755 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:40:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9856, loss_cls: 3.0466, loss: 3.0466 +2025-04-29 04:47:56,931 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-04-29 04:49:13,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 04:49:13,720 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9665 +2025-04-29 04:49:13,723 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8045, top5_acc: 0.9665 +2025-04-29 04:50:18,872 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:40:55, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8913, loss: 2.8913 +2025-04-29 04:51:01,454 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9108, loss: 2.9108 +2025-04-29 04:51:44,099 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:39:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.8752, loss: 2.8752 +2025-04-29 04:52:26,780 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:38:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.9110, loss: 2.9110 +2025-04-29 04:53:09,337 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:37:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 2.9376, loss: 2.9376 +2025-04-29 04:53:51,826 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:37:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8759, loss: 2.8759 +2025-04-29 04:54:34,386 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:36:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.0516, loss: 3.0516 +2025-04-29 04:55:16,870 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:35:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 2.9375, loss: 2.9375 +2025-04-29 04:55:59,391 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:34:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0561, loss: 3.0561 +2025-04-29 04:56:41,880 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:34:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8879, loss: 2.8879 +2025-04-29 04:57:24,618 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.9538, loss: 2.9538 +2025-04-29 04:58:07,266 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:32:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9342, loss: 2.9342 +2025-04-29 04:58:49,636 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:31:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9588, loss: 2.9588 +2025-04-29 04:59:32,018 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:31:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.9373, loss: 2.9373 +2025-04-29 05:00:14,524 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:30:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.8575, loss: 2.8575 +2025-04-29 05:00:57,041 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:29:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0992, loss: 3.0992 +2025-04-29 05:01:39,492 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:28:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9553, loss: 2.9553 +2025-04-29 05:02:21,881 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:28:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9658, loss: 2.9658 +2025-04-29 05:03:04,356 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:27:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.9557, loss: 2.9557 +2025-04-29 05:03:46,819 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:26:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0194, loss: 3.0194 +2025-04-29 05:04:29,347 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:25:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9838, loss_cls: 3.0023, loss: 3.0023 +2025-04-29 05:05:11,873 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:25:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.8789, loss: 2.8789 +2025-04-29 05:05:54,425 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:24:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0578, loss: 3.0578 +2025-04-29 05:06:36,942 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:23:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.9508, loss: 2.9508 +2025-04-29 05:07:19,686 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:22:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 3.0414, loss: 3.0414 +2025-04-29 05:07:22,822 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-04-29 05:08:39,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 05:08:39,575 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9576 +2025-04-29 05:08:39,578 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7797, top5_acc: 0.9576 +2025-04-29 05:09:44,488 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:22:46, time: 0.649, data_time: 0.226, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7598, loss: 2.7598 +2025-04-29 05:10:26,982 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:22:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.7981, loss: 2.7981 +2025-04-29 05:11:09,420 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:21:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.8812, loss: 2.8812 +2025-04-29 05:11:51,846 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:20:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.9854, loss: 2.9854 +2025-04-29 05:12:34,174 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:19:45, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9491, loss: 2.9491 +2025-04-29 05:13:16,716 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:18:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8661, loss: 2.8661 +2025-04-29 05:13:59,282 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:18:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8611, loss: 2.8611 +2025-04-29 05:14:41,870 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:17:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9725, loss_cls: 2.9210, loss: 2.9210 +2025-04-29 05:15:24,432 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:16:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.9400, loss: 2.9400 +2025-04-29 05:16:06,961 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:15:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8516, loss: 2.8516 +2025-04-29 05:16:49,435 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:15:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.9689, loss: 2.9689 +2025-04-29 05:17:32,142 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:14:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9875, loss_cls: 2.9799, loss: 2.9799 +2025-04-29 05:18:14,758 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:13:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9690, loss: 2.9690 +2025-04-29 05:18:57,303 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:12:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0139, loss: 3.0139 +2025-04-29 05:19:39,776 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:12:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 3.0141, loss: 3.0141 +2025-04-29 05:20:22,655 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:11:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.8081, loss: 2.8081 +2025-04-29 05:21:05,439 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:10:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 2.9592, loss: 2.9592 +2025-04-29 05:21:47,985 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:09:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9750, loss: 2.9750 +2025-04-29 05:22:30,491 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:09:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8846, loss: 2.8846 +2025-04-29 05:23:13,043 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:08:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9795, loss: 2.9795 +2025-04-29 05:23:55,566 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:07:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8898, loss: 2.8898 +2025-04-29 05:24:38,284 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:06:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9933, loss: 2.9933 +2025-04-29 05:25:21,041 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:06:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 2.9750, loss: 2.9750 +2025-04-29 05:26:03,511 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:05:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.9274, loss: 2.9274 +2025-04-29 05:26:46,106 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:04:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8859, loss: 2.8859 +2025-04-29 05:26:49,219 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-04-29 05:28:05,969 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 05:28:06,036 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9700 +2025-04-29 05:28:06,039 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8045, top5_acc: 0.9700 +2025-04-29 05:29:10,980 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:04:40, time: 0.649, data_time: 0.223, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8787, loss: 2.8787 +2025-04-29 05:29:53,574 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:03:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8650, loss: 2.8650 +2025-04-29 05:30:36,205 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:03:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.8240, loss: 2.8240 +2025-04-29 05:31:18,861 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:02:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.7378, loss: 2.7378 +2025-04-29 05:32:01,465 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:01:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7968, loss: 2.7968 +2025-04-29 05:32:43,976 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:00:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8830, loss: 2.8830 +2025-04-29 05:33:26,469 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:00:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.9047, loss: 2.9047 +2025-04-29 05:34:09,030 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 6:59:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.9248, loss: 2.9248 +2025-04-29 05:34:51,708 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 6:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.9331, loss: 2.9331 +2025-04-29 05:35:34,359 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 6:57:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.9079, loss: 2.9079 +2025-04-29 05:36:16,919 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 6:57:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.8952, loss: 2.8952 +2025-04-29 05:36:59,425 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 6:56:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 2.9863, loss: 2.9863 +2025-04-29 05:37:41,875 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 6:55:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9860, loss: 2.9860 +2025-04-29 05:38:24,330 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 6:54:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9967, loss: 2.9967 +2025-04-29 05:39:06,787 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 6:54:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8926, loss: 2.8926 +2025-04-29 05:39:49,287 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 6:53:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9680, loss: 2.9680 +2025-04-29 05:40:31,803 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:52:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 2.9580, loss: 2.9580 +2025-04-29 05:41:14,314 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:51:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.8988, loss: 2.8988 +2025-04-29 05:41:56,818 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:51:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8595, loss: 2.8595 +2025-04-29 05:42:39,345 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:50:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9421, loss: 2.9421 +2025-04-29 05:43:21,859 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:49:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9809, loss: 2.9809 +2025-04-29 05:44:04,339 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:48:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9571, loss: 2.9571 +2025-04-29 05:44:47,086 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:48:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.0479, loss: 3.0479 +2025-04-29 05:45:29,644 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:47:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 3.0355, loss: 3.0355 +2025-04-29 05:46:12,235 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:46:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9923, loss: 2.9923 +2025-04-29 05:46:15,337 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-04-29 05:47:31,750 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 05:47:31,817 - pyskl - INFO - +top1_acc 0.7995 +top5_acc 0.9645 +2025-04-29 05:47:31,820 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7995, top5_acc: 0.9645 +2025-04-29 05:48:36,247 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:46:31, time: 0.644, data_time: 0.219, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.8692, loss: 2.8692 +2025-04-29 05:49:18,843 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:45:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.9193, loss: 2.9193 +2025-04-29 05:50:01,461 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:45:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 2.8734, loss: 2.8734 +2025-04-29 05:50:44,126 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8826, loss: 2.8826 +2025-04-29 05:51:26,619 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:43:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8647, loss: 2.8647 +2025-04-29 05:52:09,186 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:42:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9201, loss: 2.9201 +2025-04-29 05:52:51,813 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:42:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.9228, loss: 2.9228 +2025-04-29 05:53:34,364 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:41:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8760, loss: 2.8760 +2025-04-29 05:54:17,044 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:40:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9646, loss: 2.9646 +2025-04-29 05:54:59,647 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:39:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9838, loss: 2.9838 +2025-04-29 05:55:42,183 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:39:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.8647, loss: 2.8647 +2025-04-29 05:56:24,693 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:38:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.0303, loss: 3.0303 +2025-04-29 05:57:07,380 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:37:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8875, loss: 2.8875 +2025-04-29 05:57:49,876 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:36:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9854, loss: 2.9854 +2025-04-29 05:58:32,403 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:36:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.8287, loss: 2.8287 +2025-04-29 05:59:14,950 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:35:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.0626, loss: 3.0626 +2025-04-29 05:59:57,521 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:34:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7985, loss: 2.7985 +2025-04-29 06:00:40,105 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:33:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.9532, loss: 2.9532 +2025-04-29 06:01:22,644 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:33:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9773, loss: 2.9773 +2025-04-29 06:02:05,211 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:32:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.9417, loss: 2.9417 +2025-04-29 06:02:47,684 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:31:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8899, loss: 2.8899 +2025-04-29 06:03:30,232 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:30:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0162, loss: 3.0162 +2025-04-29 06:04:12,779 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:30:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.0068, loss: 3.0068 +2025-04-29 06:04:55,295 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:29:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9001, loss: 2.9001 +2025-04-29 06:05:37,717 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:28:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8479, loss: 2.8479 +2025-04-29 06:05:40,778 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-04-29 06:06:57,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 06:06:57,203 - pyskl - INFO - +top1_acc 0.7937 +top5_acc 0.9643 +2025-04-29 06:06:57,205 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7937, top5_acc: 0.9643 +2025-04-29 06:08:01,751 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:28:23, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.8435, loss: 2.8435 +2025-04-29 06:08:44,129 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:27:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.7538, loss: 2.7538 +2025-04-29 06:09:26,619 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:26:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.8480, loss: 2.8480 +2025-04-29 06:10:08,978 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:26:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.8040, loss: 2.8040 +2025-04-29 06:10:51,587 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:25:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.8904, loss: 2.8904 +2025-04-29 06:11:34,038 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:24:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.9795, loss: 2.9795 +2025-04-29 06:12:16,536 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:23:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.9089, loss: 2.9089 +2025-04-29 06:12:59,176 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:23:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8576, loss: 2.8576 +2025-04-29 06:13:41,607 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:22:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.9296, loss: 2.9296 +2025-04-29 06:14:24,018 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:21:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8165, loss: 2.8165 +2025-04-29 06:15:06,546 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:20:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8422, loss: 2.8422 +2025-04-29 06:15:49,056 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:20:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.9397, loss: 2.9397 +2025-04-29 06:16:31,505 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:19:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.8971, loss: 2.8971 +2025-04-29 06:17:13,994 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:18:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9844, loss: 2.9844 +2025-04-29 06:17:56,482 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:17:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8588, loss: 2.8588 +2025-04-29 06:18:39,043 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:17:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8902, loss: 2.8902 +2025-04-29 06:19:21,455 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:16:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8711, loss: 2.8711 +2025-04-29 06:20:04,006 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:15:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.9338, loss: 2.9338 +2025-04-29 06:20:46,600 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:14:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.0177, loss: 3.0177 +2025-04-29 06:21:29,045 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:14:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8858, loss: 2.8858 +2025-04-29 06:22:11,466 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:13:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9031, loss: 2.9031 +2025-04-29 06:22:53,902 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:12:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.9533, loss: 2.9533 +2025-04-29 06:23:36,453 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:11:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.9604, loss: 2.9604 +2025-04-29 06:24:19,281 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:11:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8450, loss: 2.8450 +2025-04-29 06:25:02,120 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:10:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9035, loss: 2.9035 +2025-04-29 06:25:05,192 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-04-29 06:26:21,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 06:26:21,585 - pyskl - INFO - +top1_acc 0.8083 +top5_acc 0.9672 +2025-04-29 06:26:21,588 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8083, top5_acc: 0.9672 +2025-04-29 06:27:25,940 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:10:13, time: 0.643, data_time: 0.219, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8048, loss: 2.8048 +2025-04-29 06:28:08,456 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.7638, loss: 2.7638 +2025-04-29 06:28:51,026 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:08:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.8437, loss: 2.8437 +2025-04-29 06:29:33,596 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:07:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8510, loss: 2.8510 +2025-04-29 06:30:16,149 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:07:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.7798, loss: 2.7798 +2025-04-29 06:30:58,562 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:06:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.9073, loss: 2.9073 +2025-04-29 06:31:41,133 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:05:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8821, loss: 2.8821 +2025-04-29 06:32:23,719 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:04:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.8954, loss: 2.8954 +2025-04-29 06:33:06,032 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:04:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8359, loss: 2.8359 +2025-04-29 06:33:48,507 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:03:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.9272, loss: 2.9272 +2025-04-29 06:34:31,047 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:02:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8801, loss: 2.8801 +2025-04-29 06:35:13,416 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:01:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.8619, loss: 2.8619 +2025-04-29 06:35:55,986 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:01:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.9876, loss: 2.9876 +2025-04-29 06:36:38,519 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:00:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.8771, loss: 2.8771 +2025-04-29 06:37:20,966 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 5:59:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8553, loss: 2.8553 +2025-04-29 06:38:03,464 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 5:58:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.8311, loss: 2.8311 +2025-04-29 06:38:45,977 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 5:58:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.8631, loss: 2.8631 +2025-04-29 06:39:28,524 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 5:57:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8998, loss: 2.8998 +2025-04-29 06:40:11,068 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 5:56:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9199, loss: 2.9199 +2025-04-29 06:40:53,606 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 5:55:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9395, loss: 2.9395 +2025-04-29 06:41:36,192 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 5:55:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.8795, loss: 2.8795 +2025-04-29 06:42:18,721 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 5:54:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8538, loss: 2.8538 +2025-04-29 06:43:01,291 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 5:53:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.8120, loss: 2.8120 +2025-04-29 06:43:43,911 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:52:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.9264, loss: 2.9264 +2025-04-29 06:44:26,463 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:52:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 2.9616, loss: 2.9616 +2025-04-29 06:44:29,562 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-04-29 06:45:45,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 06:45:45,918 - pyskl - INFO - +top1_acc 0.8077 +top5_acc 0.9643 +2025-04-29 06:45:45,921 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8077, top5_acc: 0.9643 +2025-04-29 06:46:50,584 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:52:03, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.7413, loss: 2.7413 +2025-04-29 06:47:33,194 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:51:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.7906, loss: 2.7906 +2025-04-29 06:48:15,992 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:50:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8268, loss: 2.8268 +2025-04-29 06:48:58,495 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:49:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.8244, loss: 2.8244 +2025-04-29 06:49:41,152 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:49:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.8280, loss: 2.8280 +2025-04-29 06:50:23,592 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:48:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.8493, loss: 2.8493 +2025-04-29 06:51:06,119 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:47:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9573, loss: 2.9573 +2025-04-29 06:51:48,632 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:46:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.9200, loss: 2.9200 +2025-04-29 06:52:31,174 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:46:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9366, loss: 2.9366 +2025-04-29 06:53:13,853 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:45:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8319, loss: 2.8319 +2025-04-29 06:53:56,349 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:44:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.9029, loss: 2.9029 +2025-04-29 06:54:38,976 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:43:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8798, loss: 2.8798 +2025-04-29 06:55:21,595 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:43:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7440, loss: 2.7440 +2025-04-29 06:56:04,212 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:42:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9248, loss: 2.9248 +2025-04-29 06:56:46,699 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:41:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9630, loss: 2.9630 +2025-04-29 06:57:29,179 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:40:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.8467, loss: 2.8467 +2025-04-29 06:58:11,707 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:40:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9107, loss: 2.9107 +2025-04-29 06:58:54,072 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:39:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8314, loss: 2.8314 +2025-04-29 06:59:36,600 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:38:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8428, loss: 2.8428 +2025-04-29 07:00:19,129 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:37:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.8255, loss: 2.8255 +2025-04-29 07:01:01,675 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:37:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8913, loss: 2.8913 +2025-04-29 07:01:44,176 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:36:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 2.9812, loss: 2.9812 +2025-04-29 07:02:26,736 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:35:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9010, loss: 2.9010 +2025-04-29 07:03:09,155 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:34:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7970, loss: 2.7970 +2025-04-29 07:03:51,615 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:34:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.8576, loss: 2.8576 +2025-04-29 07:03:54,894 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-04-29 07:05:11,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 07:05:11,383 - pyskl - INFO - +top1_acc 0.7894 +top5_acc 0.9558 +2025-04-29 07:05:11,386 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.7894, top5_acc: 0.9558 +2025-04-29 07:06:16,601 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:33:56, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.9534, loss: 2.9534 +2025-04-29 07:06:59,195 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:33:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8504, loss: 2.8504 +2025-04-29 07:07:41,843 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:32:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9377, loss: 2.9377 +2025-04-29 07:08:24,439 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:31:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.8636, loss: 2.8636 +2025-04-29 07:09:07,039 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:30:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8445, loss: 2.8445 +2025-04-29 07:09:49,575 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:30:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.8499, loss: 2.8499 +2025-04-29 07:10:32,052 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:29:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.9047, loss: 2.9047 +2025-04-29 07:11:14,466 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:28:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7713, loss: 2.7713 +2025-04-29 07:11:56,822 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:27:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7606, loss: 2.7606 +2025-04-29 07:12:39,307 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:27:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8388, loss: 2.8388 +2025-04-29 07:13:22,004 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:26:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7877, loss: 2.7877 +2025-04-29 07:14:04,487 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:25:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9414, loss: 2.9414 +2025-04-29 07:14:47,031 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:24:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9190, loss: 2.9190 +2025-04-29 07:15:29,617 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:24:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9420, loss: 2.9420 +2025-04-29 07:16:12,212 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:23:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8531, loss: 2.8531 +2025-04-29 07:16:54,665 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:22:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7836, loss: 2.7836 +2025-04-29 07:17:37,177 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:21:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8109, loss: 2.8109 +2025-04-29 07:18:19,739 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:21:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8815, loss: 2.8815 +2025-04-29 07:19:02,302 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:20:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 2.8050, loss: 2.8050 +2025-04-29 07:19:45,247 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:19:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.9129, loss: 2.9129 +2025-04-29 07:20:27,955 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:19:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.7408, loss: 2.7408 +2025-04-29 07:21:10,476 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:18:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.8504, loss: 2.8504 +2025-04-29 07:21:52,974 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:17:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8359, loss: 2.8359 +2025-04-29 07:22:35,443 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:16:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9103, loss: 2.9103 +2025-04-29 07:23:17,942 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:16:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8900, loss: 2.8900 +2025-04-29 07:23:21,061 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-04-29 07:24:37,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 07:24:37,994 - pyskl - INFO - +top1_acc 0.8060 +top5_acc 0.9639 +2025-04-29 07:24:37,997 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8060, top5_acc: 0.9639 +2025-04-29 07:25:42,977 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:15:49, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.6641, loss: 2.6641 +2025-04-29 07:26:25,450 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:15:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.7449, loss: 2.7449 +2025-04-29 07:27:08,009 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:14:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8274, loss: 2.8274 +2025-04-29 07:27:50,672 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:13:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.6972, loss: 2.6972 +2025-04-29 07:28:33,292 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:12:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8116, loss: 2.8116 +2025-04-29 07:29:15,820 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:12:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.9219, loss: 2.9219 +2025-04-29 07:29:58,382 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:11:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7809, loss: 2.7809 +2025-04-29 07:30:40,887 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:10:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9357, loss: 2.9357 +2025-04-29 07:31:23,375 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:09:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9373, loss: 2.9373 +2025-04-29 07:32:05,916 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:09:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8665, loss: 2.8665 +2025-04-29 07:32:48,449 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:08:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9001, loss: 2.9001 +2025-04-29 07:33:30,916 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:07:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7748, loss: 2.7748 +2025-04-29 07:34:13,355 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:06:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 2.8968, loss: 2.8968 +2025-04-29 07:34:55,635 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:06:06, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8842, loss: 2.8842 +2025-04-29 07:35:38,147 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:05:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8201, loss: 2.8201 +2025-04-29 07:36:20,206 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:04:35, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7925, loss: 2.7925 +2025-04-29 07:37:02,529 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:03:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.8309, loss: 2.8309 +2025-04-29 07:37:44,974 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:03:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7998, loss: 2.7998 +2025-04-29 07:38:27,403 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:02:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9831, loss: 2.9831 +2025-04-29 07:39:09,859 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:01:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8913, loss: 2.8913 +2025-04-29 07:39:52,423 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:00:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.9106, loss: 2.9106 +2025-04-29 07:40:34,850 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:00:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8562, loss: 2.8562 +2025-04-29 07:41:17,444 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 4:59:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7978, loss: 2.7978 +2025-04-29 07:41:59,909 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 4:58:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9586, loss: 2.9586 +2025-04-29 07:42:42,452 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 4:57:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7649, loss: 2.7649 +2025-04-29 07:42:45,736 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-04-29 07:44:02,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 07:44:02,978 - pyskl - INFO - +top1_acc 0.7820 +top5_acc 0.9609 +2025-04-29 07:44:02,981 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7820, top5_acc: 0.9609 +2025-04-29 07:45:08,575 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 4:57:40, time: 0.656, data_time: 0.230, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9919, loss_cls: 2.6414, loss: 2.6414 +2025-04-29 07:45:51,167 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 4:56:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.7360, loss: 2.7360 +2025-04-29 07:46:33,829 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 4:56:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.8418, loss: 2.8418 +2025-04-29 07:47:16,403 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 4:55:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8422, loss: 2.8422 +2025-04-29 07:47:59,006 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 4:54:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7241, loss: 2.7241 +2025-04-29 07:48:41,455 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 4:53:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8804, loss: 2.8804 +2025-04-29 07:49:23,887 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:53:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7384, loss: 2.7384 +2025-04-29 07:50:06,398 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:52:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8133, loss: 2.8133 +2025-04-29 07:50:48,860 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:51:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7888, loss: 2.7888 +2025-04-29 07:51:31,342 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:50:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 2.9033, loss: 2.9033 +2025-04-29 07:52:13,824 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:50:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.9066, loss: 2.9066 +2025-04-29 07:52:56,368 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:49:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.8772, loss: 2.8772 +2025-04-29 07:53:38,812 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:48:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8515, loss: 2.8515 +2025-04-29 07:54:21,256 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:47:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.7117, loss: 2.7117 +2025-04-29 07:55:03,635 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:47:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8405, loss: 2.8405 +2025-04-29 07:55:46,199 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:46:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8722, loss: 2.8722 +2025-04-29 07:56:28,669 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8093, loss: 2.8093 +2025-04-29 07:57:11,173 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:44:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8369, loss: 2.8369 +2025-04-29 07:57:53,700 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:44:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8694, loss: 2.8694 +2025-04-29 07:58:36,295 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:43:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9365, loss: 2.9365 +2025-04-29 07:59:19,161 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:42:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.8356, loss: 2.8356 +2025-04-29 08:00:01,639 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:41:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8883, loss: 2.8883 +2025-04-29 08:00:44,166 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:41:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.9857, loss: 2.9857 +2025-04-29 08:01:26,860 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.7836, loss: 2.7836 +2025-04-29 08:02:09,558 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:39:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8580, loss: 2.8580 +2025-04-29 08:02:12,652 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-04-29 08:03:29,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 08:03:29,811 - pyskl - INFO - +top1_acc 0.7698 +top5_acc 0.9611 +2025-04-29 08:03:29,814 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7698, top5_acc: 0.9611 +2025-04-29 08:04:34,895 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:39:33, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7842, loss: 2.7842 +2025-04-29 08:05:17,352 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:38:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.7603, loss: 2.7603 +2025-04-29 08:05:59,862 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:38:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8767, loss: 2.8767 +2025-04-29 08:06:42,462 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:37:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.8439, loss: 2.8439 +2025-04-29 08:07:25,073 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8329, loss: 2.8329 +2025-04-29 08:08:07,546 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:35:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7452, loss: 2.7452 +2025-04-29 08:08:50,034 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:35:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.7218, loss: 2.7218 +2025-04-29 08:09:32,524 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:34:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8758, loss: 2.8758 +2025-04-29 08:10:14,935 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:33:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7742, loss: 2.7742 +2025-04-29 08:10:57,422 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:32:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7524, loss: 2.7524 +2025-04-29 08:11:39,802 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:32:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.7475, loss: 2.7475 +2025-04-29 08:12:22,270 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:31:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.7808, loss: 2.7808 +2025-04-29 08:13:04,734 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:30:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7965, loss: 2.7965 +2025-04-29 08:13:47,232 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:29:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9894, loss_cls: 2.8733, loss: 2.8733 +2025-04-29 08:14:29,808 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:29:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7065, loss: 2.7065 +2025-04-29 08:15:12,288 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:28:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9596, loss: 2.9596 +2025-04-29 08:15:54,832 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:27:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.8206, loss: 2.8206 +2025-04-29 08:16:37,203 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:26:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.9500, loss: 2.9500 +2025-04-29 08:17:19,145 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:26:05, time: 0.419, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.9324, loss: 2.9324 +2025-04-29 08:18:01,372 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:25:20, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.8525, loss: 2.8525 +2025-04-29 08:18:43,791 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:24:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8926, loss: 2.8926 +2025-04-29 08:19:26,216 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:23:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8170, loss: 2.8170 +2025-04-29 08:20:08,747 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:23:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.8650, loss: 2.8650 +2025-04-29 08:20:51,301 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:22:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 2.8499, loss: 2.8499 +2025-04-29 08:21:33,797 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:21:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.8275, loss: 2.8275 +2025-04-29 08:21:37,048 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-04-29 08:22:54,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 08:22:54,651 - pyskl - INFO - +top1_acc 0.8134 +top5_acc 0.9671 +2025-04-29 08:22:54,702 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_39.pth was removed +2025-04-29 08:22:55,743 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-04-29 08:22:55,744 - pyskl - INFO - Best top1_acc is 0.8134 at 56 epoch. +2025-04-29 08:22:55,747 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8134, top5_acc: 0.9671 +2025-04-29 08:24:01,296 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:21:23, time: 0.655, data_time: 0.229, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.7711, loss: 2.7711 +2025-04-29 08:24:43,648 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:20:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7545, loss: 2.7545 +2025-04-29 08:25:26,065 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:19:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6547, loss: 2.6547 +2025-04-29 08:26:08,698 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:19:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8494, loss: 2.8494 +2025-04-29 08:26:51,179 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:18:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.7486, loss: 2.7486 +2025-04-29 08:27:33,847 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:17:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.7751, loss: 2.7751 +2025-04-29 08:28:16,450 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:16:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.7280, loss: 2.7280 +2025-04-29 08:28:59,060 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:16:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7558, loss: 2.7558 +2025-04-29 08:29:41,680 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:15:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.7578, loss: 2.7578 +2025-04-29 08:30:24,202 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:14:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8195, loss: 2.8195 +2025-04-29 08:31:06,819 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:13:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8143, loss: 2.8143 +2025-04-29 08:31:49,339 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:13:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.8835, loss: 2.8835 +2025-04-29 08:32:31,831 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:12:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8770, loss: 2.8770 +2025-04-29 08:33:14,372 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:11:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8855, loss: 2.8855 +2025-04-29 08:33:56,944 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:10:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.7395, loss: 2.7395 +2025-04-29 08:34:39,595 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:10:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8401, loss: 2.8401 +2025-04-29 08:35:22,062 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.8650, loss: 2.8650 +2025-04-29 08:36:04,539 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:08:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.8022, loss: 2.8022 +2025-04-29 08:36:47,091 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:07:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9354, loss: 2.9354 +2025-04-29 08:37:29,561 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:07:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6498, loss: 2.6498 +2025-04-29 08:38:12,190 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:06:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8721, loss: 2.8721 +2025-04-29 08:38:54,695 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:05:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8346, loss: 2.8346 +2025-04-29 08:39:37,212 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:05:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.9447, loss: 2.9447 +2025-04-29 08:40:19,750 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:04:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7238, loss: 2.7238 +2025-04-29 08:41:02,322 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:03:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.7755, loss: 2.7755 +2025-04-29 08:41:05,735 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-04-29 08:42:22,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 08:42:22,841 - pyskl - INFO - +top1_acc 0.8284 +top5_acc 0.9696 +2025-04-29 08:42:22,891 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_56.pth was removed +2025-04-29 08:42:23,909 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2025-04-29 08:42:23,910 - pyskl - INFO - Best top1_acc is 0.8284 at 57 epoch. +2025-04-29 08:42:23,912 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8284, top5_acc: 0.9696 +2025-04-29 08:43:28,883 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:03:16, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6979, loss: 2.6979 +2025-04-29 08:44:11,375 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:02:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7343, loss: 2.7343 +2025-04-29 08:44:53,946 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:01:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.8115, loss: 2.8115 +2025-04-29 08:45:36,394 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:01:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.7944, loss: 2.7944 +2025-04-29 08:46:18,822 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:00:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8252, loss: 2.8252 +2025-04-29 08:47:01,245 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 3:59:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6934, loss: 2.6934 +2025-04-29 08:47:43,764 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 3:58:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.8008, loss: 2.8008 +2025-04-29 08:48:26,303 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 3:58:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7567, loss: 2.7567 +2025-04-29 08:49:08,791 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 3:57:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8189, loss: 2.8189 +2025-04-29 08:49:51,260 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 3:56:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.8777, loss: 2.8777 +2025-04-29 08:50:33,673 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 3:55:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8077, loss: 2.8077 +2025-04-29 08:51:16,240 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 3:55:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.7698, loss: 2.7698 +2025-04-29 08:51:58,643 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 3:54:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8903, loss: 2.8903 +2025-04-29 08:52:40,894 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 3:53:33, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7979, loss: 2.7979 +2025-04-29 08:53:23,452 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:52:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8844, loss: 2.8844 +2025-04-29 08:54:06,013 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:52:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.7505, loss: 2.7505 +2025-04-29 08:54:48,403 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:51:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.8838, loss: 2.8838 +2025-04-29 08:55:30,883 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:50:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8494, loss: 2.8494 +2025-04-29 08:56:13,429 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:49:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.8498, loss: 2.8498 +2025-04-29 08:56:55,998 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:49:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6472, loss: 2.6472 +2025-04-29 08:57:38,505 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:48:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8110, loss: 2.8110 +2025-04-29 08:58:21,064 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:47:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8371, loss: 2.8371 +2025-04-29 08:59:03,671 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:46:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8371, loss: 2.8371 +2025-04-29 08:59:46,322 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:46:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.6786, loss: 2.6786 +2025-04-29 09:00:28,859 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:45:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 2.9277, loss: 2.9277 +2025-04-29 09:00:32,082 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-04-29 09:01:49,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 09:01:49,481 - pyskl - INFO - +top1_acc 0.8122 +top5_acc 0.9705 +2025-04-29 09:01:49,484 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8122, top5_acc: 0.9705 +2025-04-29 09:02:54,944 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:45:08, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.5667, loss: 2.5667 +2025-04-29 09:03:37,363 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:44:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.6596, loss: 2.6596 +2025-04-29 09:04:19,839 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:43:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.8064, loss: 2.8064 +2025-04-29 09:05:02,267 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:42:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 2.7910, loss: 2.7910 +2025-04-29 09:05:44,663 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:42:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.7519, loss: 2.7519 +2025-04-29 09:06:27,218 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:41:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7340, loss: 2.7340 +2025-04-29 09:07:09,657 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:40:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.7913, loss: 2.7913 +2025-04-29 09:07:52,083 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:39:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6865, loss: 2.6865 +2025-04-29 09:08:34,475 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:39:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.6993, loss: 2.6993 +2025-04-29 09:09:16,872 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:38:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8667, loss: 2.8667 +2025-04-29 09:09:59,327 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:37:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.8208, loss: 2.8208 +2025-04-29 09:10:41,886 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:36:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7386, loss: 2.7386 +2025-04-29 09:11:24,429 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:36:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7912, loss: 2.7912 +2025-04-29 09:12:06,976 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:35:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7260, loss: 2.7260 +2025-04-29 09:12:49,460 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:34:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.6788, loss: 2.6788 +2025-04-29 09:13:31,875 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:33:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6176, loss: 2.6176 +2025-04-29 09:14:14,253 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:33:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 2.8308, loss: 2.8308 +2025-04-29 09:14:56,678 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:32:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8280, loss: 2.8280 +2025-04-29 09:15:39,177 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:31:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.8226, loss: 2.8226 +2025-04-29 09:16:21,692 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:30:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.8695, loss: 2.8695 +2025-04-29 09:17:04,220 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:30:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7988, loss: 2.7988 +2025-04-29 09:17:46,954 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.7828, loss: 2.7828 +2025-04-29 09:18:29,660 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:28:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.8897, loss: 2.8897 +2025-04-29 09:19:12,423 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:28:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.8066, loss: 2.8066 +2025-04-29 09:19:54,951 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:27:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8396, loss: 2.8396 +2025-04-29 09:19:58,186 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-04-29 09:21:15,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 09:21:15,107 - pyskl - INFO - +top1_acc 0.7696 +top5_acc 0.9614 +2025-04-29 09:21:15,109 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.7696, top5_acc: 0.9614 +2025-04-29 09:22:20,619 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:27:00, time: 0.655, data_time: 0.228, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.6142, loss: 2.6142 +2025-04-29 09:23:03,129 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:26:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7005, loss: 2.7005 +2025-04-29 09:23:45,659 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:25:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7914, loss: 2.7914 +2025-04-29 09:24:28,276 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:24:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7834, loss: 2.7834 +2025-04-29 09:25:10,864 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:24:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7617, loss: 2.7617 +2025-04-29 09:25:53,575 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:23:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.7062, loss: 2.7062 +2025-04-29 09:26:36,379 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:22:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7027, loss: 2.7027 +2025-04-29 09:27:19,153 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:21:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.6393, loss: 2.6393 +2025-04-29 09:28:01,779 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:21:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8366, loss: 2.8366 +2025-04-29 09:28:44,379 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:20:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.7330, loss: 2.7330 +2025-04-29 09:29:26,862 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:19:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8443, loss: 2.8443 +2025-04-29 09:30:09,459 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:18:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.7360, loss: 2.7360 +2025-04-29 09:30:51,999 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:18:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7961, loss: 2.7961 +2025-04-29 09:31:34,574 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:17:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6757, loss: 2.6757 +2025-04-29 09:32:17,100 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:16:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.7886, loss: 2.7886 +2025-04-29 09:32:59,583 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:15:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.7950, loss: 2.7950 +2025-04-29 09:33:42,166 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:15:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8070, loss: 2.8070 +2025-04-29 09:34:24,690 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:14:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7655, loss: 2.7655 +2025-04-29 09:35:07,271 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:13:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6230, loss: 2.6230 +2025-04-29 09:35:50,031 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.7688, loss: 2.7688 +2025-04-29 09:36:32,787 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:12:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7821, loss: 2.7821 +2025-04-29 09:37:15,344 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:11:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.6781, loss: 2.6781 +2025-04-29 09:37:57,949 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:10:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8040, loss: 2.8040 +2025-04-29 09:38:40,743 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:09:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.7835, loss: 2.7835 +2025-04-29 09:39:23,430 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:09:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.8511, loss: 2.8511 +2025-04-29 09:39:26,593 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-04-29 09:40:43,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 09:40:43,911 - pyskl - INFO - +top1_acc 0.8086 +top5_acc 0.9698 +2025-04-29 09:40:43,913 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8086, top5_acc: 0.9698 +2025-04-29 09:41:49,492 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:08:56, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.5972, loss: 2.5972 +2025-04-29 09:42:32,146 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:08:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.7502, loss: 2.7502 +2025-04-29 09:43:14,731 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:07:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.6560, loss: 2.6560 +2025-04-29 09:43:57,343 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:06:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.7772, loss: 2.7772 +2025-04-29 09:44:40,009 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:05:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7322, loss: 2.7322 +2025-04-29 09:45:22,650 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:05:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6860, loss: 2.6860 +2025-04-29 09:46:05,198 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:04:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6867, loss: 2.6867 +2025-04-29 09:46:47,675 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:03:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.6684, loss: 2.6684 +2025-04-29 09:47:30,212 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:03:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7410, loss: 2.7410 +2025-04-29 09:48:12,893 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:02:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6365, loss: 2.6365 +2025-04-29 09:48:55,129 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:01:31, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.9273, loss: 2.9273 +2025-04-29 09:49:37,548 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:00:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8164, loss: 2.8164 +2025-04-29 09:50:20,109 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:00:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 2.8209, loss: 2.8209 +2025-04-29 09:51:02,678 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 2:59:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6538, loss: 2.6538 +2025-04-29 09:51:45,238 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 2:58:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.6986, loss: 2.6986 +2025-04-29 09:52:27,948 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 2:57:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.7125, loss: 2.7125 +2025-04-29 09:53:10,598 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 2:57:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.7648, loss: 2.7648 +2025-04-29 09:53:53,038 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 2:56:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9900, loss_cls: 2.8080, loss: 2.8080 +2025-04-29 09:54:35,506 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 2:55:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7284, loss: 2.7284 +2025-04-29 09:55:18,020 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 2:54:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.7867, loss: 2.7867 +2025-04-29 09:56:00,486 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 2:54:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7428, loss: 2.7428 +2025-04-29 09:56:42,909 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:53:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.7911, loss: 2.7911 +2025-04-29 09:57:25,472 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:52:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7603, loss: 2.7603 +2025-04-29 09:58:07,940 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:51:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8332, loss: 2.8332 +2025-04-29 09:58:50,364 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:51:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7033, loss: 2.7033 +2025-04-29 09:58:53,678 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-04-29 10:00:10,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 10:00:10,923 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9702 +2025-04-29 10:00:10,926 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8149, top5_acc: 0.9702 +2025-04-29 10:01:16,231 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:50:49, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7265, loss: 2.7265 +2025-04-29 10:01:58,812 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:50:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.7892, loss: 2.7892 +2025-04-29 10:02:41,291 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:49:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6354, loss: 2.6354 +2025-04-29 10:03:23,915 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:48:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6051, loss: 2.6051 +2025-04-29 10:04:06,604 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:47:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6706, loss: 2.6706 +2025-04-29 10:04:49,163 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:47:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.6747, loss: 2.6747 +2025-04-29 10:05:31,507 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:46:22, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.6750, loss: 2.6750 +2025-04-29 10:06:13,952 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:45:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.6780, loss: 2.6780 +2025-04-29 10:06:56,479 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:44:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7687, loss: 2.7687 +2025-04-29 10:07:39,023 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:44:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7283, loss: 2.7283 +2025-04-29 10:08:21,519 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:43:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7488, loss: 2.7488 +2025-04-29 10:09:03,890 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:42:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.7567, loss: 2.7567 +2025-04-29 10:09:46,284 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:41:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.6218, loss: 2.6218 +2025-04-29 10:10:28,730 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:41:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.7471, loss: 2.7471 +2025-04-29 10:11:11,250 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:40:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.8172, loss: 2.8172 +2025-04-29 10:11:53,630 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:39:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8393, loss: 2.8393 +2025-04-29 10:12:36,064 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:38:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.8631, loss: 2.8631 +2025-04-29 10:13:18,479 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:38:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7338, loss: 2.7338 +2025-04-29 10:14:00,894 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:37:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.7918, loss: 2.7918 +2025-04-29 10:14:43,371 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:36:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.8017, loss: 2.8017 +2025-04-29 10:15:25,831 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:35:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6741, loss: 2.6741 +2025-04-29 10:16:08,340 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:35:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8058, loss: 2.8058 +2025-04-29 10:16:50,794 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:34:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.8810, loss: 2.8810 +2025-04-29 10:17:33,417 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:33:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8401, loss: 2.8401 +2025-04-29 10:18:15,888 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:32:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8722, loss: 2.8722 +2025-04-29 10:18:19,215 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-04-29 10:19:36,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 10:19:36,600 - pyskl - INFO - +top1_acc 0.8228 +top5_acc 0.9691 +2025-04-29 10:19:36,603 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8228, top5_acc: 0.9691 +2025-04-29 10:20:42,096 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:32:41, time: 0.655, data_time: 0.230, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6165, loss: 2.6165 +2025-04-29 10:21:24,627 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:31:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9925, loss_cls: 2.6610, loss: 2.6610 +2025-04-29 10:22:07,010 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:31:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7246, loss: 2.7246 +2025-04-29 10:22:49,388 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:30:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6527, loss: 2.6527 +2025-04-29 10:23:31,748 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:29:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.7190, loss: 2.7190 +2025-04-29 10:24:14,271 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:28:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7779, loss: 2.7779 +2025-04-29 10:24:56,755 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:28:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.7663, loss: 2.7663 +2025-04-29 10:25:39,127 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:27:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7545, loss: 2.7545 +2025-04-29 10:26:21,662 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:26:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.7915, loss: 2.7915 +2025-04-29 10:27:04,134 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:26:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7715, loss: 2.7715 +2025-04-29 10:27:46,592 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:25:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7250, loss: 2.7250 +2025-04-29 10:28:29,195 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:24:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6848, loss: 2.6848 +2025-04-29 10:29:11,902 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7700, loss: 2.7700 +2025-04-29 10:29:54,549 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:23:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.7140, loss: 2.7140 +2025-04-29 10:30:37,290 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:22:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.6484, loss: 2.6484 +2025-04-29 10:31:19,862 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:21:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.7155, loss: 2.7155 +2025-04-29 10:32:02,318 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:20:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.6275, loss: 2.6275 +2025-04-29 10:32:44,870 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:20:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.7012, loss: 2.7012 +2025-04-29 10:33:27,411 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:19:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.7053, loss: 2.7053 +2025-04-29 10:34:09,936 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:18:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7675, loss: 2.7675 +2025-04-29 10:34:52,412 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:17:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7532, loss: 2.7532 +2025-04-29 10:35:34,892 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:17:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5764, loss: 2.5764 +2025-04-29 10:36:17,466 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:16:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.7641, loss: 2.7641 +2025-04-29 10:36:59,895 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:15:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.7664, loss: 2.7664 +2025-04-29 10:37:42,514 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:14:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.7629, loss: 2.7629 +2025-04-29 10:37:45,973 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-04-29 10:39:02,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 10:39:02,933 - pyskl - INFO - +top1_acc 0.8014 +top5_acc 0.9646 +2025-04-29 10:39:02,935 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8014, top5_acc: 0.9646 +2025-04-29 10:40:08,226 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:14:34, time: 0.653, data_time: 0.229, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.6363, loss: 2.6363 +2025-04-29 10:40:50,461 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:13:49, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7153, loss: 2.7153 +2025-04-29 10:41:32,863 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:13:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6735, loss: 2.6735 +2025-04-29 10:42:15,223 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:12:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7833, loss: 2.7833 +2025-04-29 10:42:57,553 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:11:35, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.6441, loss: 2.6441 +2025-04-29 10:43:40,053 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:10:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6797, loss: 2.6797 +2025-04-29 10:44:22,512 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:10:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6651, loss: 2.6651 +2025-04-29 10:45:04,943 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:09:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.7478, loss: 2.7478 +2025-04-29 10:45:47,403 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:08:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.7183, loss: 2.7183 +2025-04-29 10:46:29,807 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:07:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6121, loss: 2.6121 +2025-04-29 10:47:12,362 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:07:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7771, loss: 2.7771 +2025-04-29 10:47:54,720 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:06:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7224, loss: 2.7224 +2025-04-29 10:48:37,283 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:05:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6098, loss: 2.6098 +2025-04-29 10:49:19,976 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:04:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7986, loss: 2.7986 +2025-04-29 10:50:02,447 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:04:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.7490, loss: 2.7490 +2025-04-29 10:50:44,849 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:03:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7556, loss: 2.7556 +2025-04-29 10:51:27,311 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:02:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8155, loss: 2.8155 +2025-04-29 10:52:09,700 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:01:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.8782, loss: 2.8782 +2025-04-29 10:52:52,111 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:01:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7034, loss: 2.7034 +2025-04-29 10:53:34,450 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:00:26, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6646, loss: 2.6646 +2025-04-29 10:54:16,811 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 1:59:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.8025, loss: 2.8025 +2025-04-29 10:54:59,135 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 1:58:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.8160, loss: 2.8160 +2025-04-29 10:55:41,562 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 1:58:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.7151, loss: 2.7151 +2025-04-29 10:56:24,008 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 1:57:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.6923, loss: 2.6923 +2025-04-29 10:57:06,410 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 1:56:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7970, loss: 2.7970 +2025-04-29 10:57:09,754 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-04-29 10:58:26,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 10:58:26,918 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9702 +2025-04-29 10:58:26,921 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8094, top5_acc: 0.9702 +2025-04-29 10:59:32,294 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 1:56:23, time: 0.654, data_time: 0.229, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6679, loss: 2.6679 +2025-04-29 11:00:14,684 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 1:55:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.5640, loss: 2.5640 +2025-04-29 11:00:57,048 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 1:54:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6758, loss: 2.6758 +2025-04-29 11:01:39,467 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 1:54:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.5178, loss: 2.5178 +2025-04-29 11:02:22,122 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:53:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5016, loss: 2.5016 +2025-04-29 11:03:04,699 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:52:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7343, loss: 2.7343 +2025-04-29 11:03:47,185 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:51:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6875, loss: 2.6875 +2025-04-29 11:04:29,692 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:51:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6147, loss: 2.6147 +2025-04-29 11:05:12,266 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:50:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6077, loss: 2.6077 +2025-04-29 11:05:54,767 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:49:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.6016, loss: 2.6016 +2025-04-29 11:06:37,196 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:48:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6484, loss: 2.6484 +2025-04-29 11:07:19,654 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:48:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9881, loss_cls: 2.7296, loss: 2.7296 +2025-04-29 11:08:02,063 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:47:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8251, loss: 2.8251 +2025-04-29 11:08:44,471 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:46:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7024, loss: 2.7024 +2025-04-29 11:09:26,839 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:46:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.6864, loss: 2.6864 +2025-04-29 11:10:09,240 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:45:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7127, loss: 2.7127 +2025-04-29 11:10:51,618 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:44:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.8277, loss: 2.8277 +2025-04-29 11:11:33,992 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:43:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8103, loss: 2.8103 +2025-04-29 11:12:16,458 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:43:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7574, loss: 2.7574 +2025-04-29 11:12:58,887 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:42:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.7163, loss: 2.7163 +2025-04-29 11:13:41,308 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:41:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.6735, loss: 2.6735 +2025-04-29 11:14:23,875 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:40:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.6483, loss: 2.6483 +2025-04-29 11:15:06,399 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:40:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7350, loss: 2.7350 +2025-04-29 11:15:48,953 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:39:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.7689, loss: 2.7689 +2025-04-29 11:16:31,426 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:38:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.7110, loss: 2.7110 +2025-04-29 11:16:34,578 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-04-29 11:17:52,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 11:17:52,499 - pyskl - INFO - +top1_acc 0.8005 +top5_acc 0.9680 +2025-04-29 11:17:52,501 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8005, top5_acc: 0.9680 +2025-04-29 11:18:58,119 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:38:15, time: 0.656, data_time: 0.229, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.6102, loss: 2.6102 +2025-04-29 11:19:40,708 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:37:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5814, loss: 2.5814 +2025-04-29 11:20:23,190 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:36:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.7106, loss: 2.7106 +2025-04-29 11:21:05,717 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:36:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.6685, loss: 2.6685 +2025-04-29 11:21:48,339 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:35:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5595, loss: 2.5595 +2025-04-29 11:22:30,875 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:34:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7682, loss: 2.7682 +2025-04-29 11:23:13,427 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:33:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.7191, loss: 2.7191 +2025-04-29 11:23:56,172 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:33:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7043, loss: 2.7043 +2025-04-29 11:24:38,856 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6905, loss: 2.6905 +2025-04-29 11:25:21,600 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:31:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.6524, loss: 2.6524 +2025-04-29 11:26:04,026 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:30:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5781, loss: 2.5781 +2025-04-29 11:26:46,453 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:30:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.6996, loss: 2.6996 +2025-04-29 11:27:28,875 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:29:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.7478, loss: 2.7478 +2025-04-29 11:28:11,554 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:28:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6681, loss: 2.6681 +2025-04-29 11:28:53,995 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:27:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6571, loss: 2.6571 +2025-04-29 11:29:36,378 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:27:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5109, loss: 2.5109 +2025-04-29 11:30:18,831 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:26:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6916, loss: 2.6916 +2025-04-29 11:31:01,243 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:25:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.7867, loss: 2.7867 +2025-04-29 11:31:43,587 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:24:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.6966, loss: 2.6966 +2025-04-29 11:32:26,011 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:24:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7358, loss: 2.7358 +2025-04-29 11:33:08,452 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:23:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5752, loss: 2.5752 +2025-04-29 11:33:50,891 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:22:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.6861, loss: 2.6861 +2025-04-29 11:34:33,346 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:21:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.6960, loss: 2.6960 +2025-04-29 11:35:15,746 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:21:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.7008, loss: 2.7008 +2025-04-29 11:35:58,131 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:20:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.6505, loss: 2.6505 +2025-04-29 11:36:01,238 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-04-29 11:37:18,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 11:37:18,241 - pyskl - INFO - +top1_acc 0.8192 +top5_acc 0.9700 +2025-04-29 11:37:18,244 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8192, top5_acc: 0.9700 +2025-04-29 11:38:23,501 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:20:07, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6511, loss: 2.6511 +2025-04-29 11:39:06,112 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:19:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.6568, loss: 2.6568 +2025-04-29 11:39:48,702 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:18:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.7011, loss: 2.7011 +2025-04-29 11:40:31,256 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:17:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.6602, loss: 2.6602 +2025-04-29 11:41:13,949 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:17:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 2.6483, loss: 2.6483 +2025-04-29 11:41:56,530 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:16:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6825, loss: 2.6825 +2025-04-29 11:42:39,182 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:15:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.6637, loss: 2.6637 +2025-04-29 11:43:21,811 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:14:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6063, loss: 2.6063 +2025-04-29 11:44:04,526 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:14:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5703, loss: 2.5703 +2025-04-29 11:44:47,146 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:13:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.6948, loss: 2.6948 +2025-04-29 11:45:29,719 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:12:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6327, loss: 2.6327 +2025-04-29 11:46:12,214 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:12:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.6692, loss: 2.6692 +2025-04-29 11:46:54,781 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:11:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7107, loss: 2.7107 +2025-04-29 11:47:37,322 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:10:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7280, loss: 2.7280 +2025-04-29 11:48:19,874 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:09:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.5366, loss: 2.5366 +2025-04-29 11:49:02,291 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:09:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6292, loss: 2.6292 +2025-04-29 11:49:44,794 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:08:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6172, loss: 2.6172 +2025-04-29 11:50:27,331 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:07:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7557, loss: 2.7557 +2025-04-29 11:51:09,831 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:06:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 2.6426, loss: 2.6426 +2025-04-29 11:51:52,328 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:06:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6433, loss: 2.6433 +2025-04-29 11:52:34,825 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:05:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6846, loss: 2.6846 +2025-04-29 11:53:17,332 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:04:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6625, loss: 2.6625 +2025-04-29 11:53:59,754 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:03:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6609, loss: 2.6609 +2025-04-29 11:54:42,241 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:03:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.7384, loss: 2.7384 +2025-04-29 11:55:24,669 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:02:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7830, loss: 2.7830 +2025-04-29 11:55:27,849 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-04-29 11:56:44,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 11:56:45,040 - pyskl - INFO - +top1_acc 0.8129 +top5_acc 0.9687 +2025-04-29 11:56:45,042 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8129, top5_acc: 0.9687 +2025-04-29 11:57:49,790 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:02:00, time: 0.647, data_time: 0.225, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9919, loss_cls: 2.6185, loss: 2.6185 +2025-04-29 11:58:32,131 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:01:16, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9819, loss_cls: 2.6165, loss: 2.6165 +2025-04-29 11:59:14,435 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:00:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.6157, loss: 2.6157 +2025-04-29 11:59:56,820 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 0:59:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5991, loss: 2.5991 +2025-04-29 12:00:39,284 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 0:59:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.5241, loss: 2.5241 +2025-04-29 12:01:21,692 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 0:58:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6631, loss: 2.6631 +2025-04-29 12:02:04,182 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 0:57:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7342, loss: 2.7342 +2025-04-29 12:02:46,802 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 0:56:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.6909, loss: 2.6909 +2025-04-29 12:03:29,255 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 0:56:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 2.5065, loss: 2.5065 +2025-04-29 12:04:11,914 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 0:55:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.6187, loss: 2.6187 +2025-04-29 12:04:54,471 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 0:54:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5123, loss: 2.5123 +2025-04-29 12:05:36,921 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:53:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.5710, loss: 2.5710 +2025-04-29 12:06:19,466 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:53:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6765, loss: 2.6765 +2025-04-29 12:07:01,963 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:52:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.7657, loss: 2.7657 +2025-04-29 12:07:44,531 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:51:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8157, loss: 2.8157 +2025-04-29 12:08:26,868 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:50:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.5375, loss: 2.5375 +2025-04-29 12:09:09,316 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:50:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.5847, loss: 2.5847 +2025-04-29 12:09:51,675 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:49:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.7069, loss: 2.7069 +2025-04-29 12:10:34,104 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:48:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.6369, loss: 2.6369 +2025-04-29 12:11:16,510 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:47:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7143, loss: 2.7143 +2025-04-29 12:11:59,059 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:47:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.7514, loss: 2.7514 +2025-04-29 12:12:41,631 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:46:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6659, loss: 2.6659 +2025-04-29 12:13:24,111 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:45:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7106, loss: 2.7106 +2025-04-29 12:14:06,572 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:44:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8287, loss: 2.8287 +2025-04-29 12:14:49,020 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:44:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.6794, loss: 2.6794 +2025-04-29 12:14:52,173 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-04-29 12:16:09,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 12:16:09,401 - pyskl - INFO - +top1_acc 0.8230 +top5_acc 0.9690 +2025-04-29 12:16:09,404 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8230, top5_acc: 0.9690 +2025-04-29 12:17:14,449 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:43:52, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4930, loss: 2.4930 +2025-04-29 12:17:57,071 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:43:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.6025, loss: 2.6025 +2025-04-29 12:18:39,563 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:42:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.6488, loss: 2.6488 +2025-04-29 12:19:22,151 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:41:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5157, loss: 2.5157 +2025-04-29 12:20:04,747 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:40:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.6462, loss: 2.6462 +2025-04-29 12:20:47,318 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:40:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.6453, loss: 2.6453 +2025-04-29 12:21:29,879 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:39:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.6071, loss: 2.6071 +2025-04-29 12:22:12,435 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:38:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.7691, loss: 2.7691 +2025-04-29 12:22:54,924 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:37:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6096, loss: 2.6096 +2025-04-29 12:23:37,407 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:37:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6595, loss: 2.6595 +2025-04-29 12:24:20,082 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:36:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.6027, loss: 2.6027 +2025-04-29 12:25:02,580 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:35:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6738, loss: 2.6738 +2025-04-29 12:25:45,034 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:35:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.6545, loss: 2.6545 +2025-04-29 12:26:27,407 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:34:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7082, loss: 2.7082 +2025-04-29 12:27:09,804 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:33:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.6820, loss: 2.6820 +2025-04-29 12:27:52,204 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:32:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.6061, loss: 2.6061 +2025-04-29 12:28:34,683 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:32:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7152, loss: 2.7152 +2025-04-29 12:29:17,174 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:31:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.7139, loss: 2.7139 +2025-04-29 12:29:59,623 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:30:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6435, loss: 2.6435 +2025-04-29 12:30:41,972 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:29:49, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.6372, loss: 2.6372 +2025-04-29 12:31:24,386 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:29:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7345, loss: 2.7345 +2025-04-29 12:32:06,674 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:28:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5910, loss: 2.5910 +2025-04-29 12:32:49,107 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:27:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7575, loss: 2.7575 +2025-04-29 12:33:31,483 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:26:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5710, loss: 2.5710 +2025-04-29 12:34:13,954 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:26:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7464, loss: 2.7464 +2025-04-29 12:34:17,086 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-04-29 12:35:34,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 12:35:34,778 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9704 +2025-04-29 12:35:34,841 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_57.pth was removed +2025-04-29 12:35:35,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-04-29 12:35:35,921 - pyskl - INFO - Best top1_acc is 0.8300 at 69 epoch. +2025-04-29 12:35:35,924 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8300, top5_acc: 0.9704 +2025-04-29 12:36:41,159 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:25:43, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.6173, loss: 2.6173 +2025-04-29 12:37:23,679 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:24:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5951, loss: 2.5951 +2025-04-29 12:38:06,132 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:24:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5155, loss: 2.5155 +2025-04-29 12:38:48,546 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:23:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.4799, loss: 2.4799 +2025-04-29 12:39:31,035 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:22:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.6142, loss: 2.6142 +2025-04-29 12:40:13,422 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:22:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.7013, loss: 2.7013 +2025-04-29 12:40:55,912 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:21:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.6767, loss: 2.6767 +2025-04-29 12:41:38,534 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:20:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4735, loss: 2.4735 +2025-04-29 12:42:21,170 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:19:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6106, loss: 2.6106 +2025-04-29 12:43:03,819 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:19:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6024, loss: 2.6024 +2025-04-29 12:43:46,421 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:18:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6521, loss: 2.6521 +2025-04-29 12:44:28,776 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:17:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6714, loss: 2.6714 +2025-04-29 12:45:11,203 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:16:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.6272, loss: 2.6272 +2025-04-29 12:45:53,607 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:16:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5442, loss: 2.5442 +2025-04-29 12:46:35,946 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:15:23, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 2.6474, loss: 2.6474 +2025-04-29 12:47:18,319 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:14:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.6801, loss: 2.6801 +2025-04-29 12:48:00,779 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:13:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6077, loss: 2.6077 +2025-04-29 12:48:43,270 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:13:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.6982, loss: 2.6982 +2025-04-29 12:49:25,668 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:12:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6267, loss: 2.6267 +2025-04-29 12:50:08,045 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:11:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6590, loss: 2.6590 +2025-04-29 12:50:50,507 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:10:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6591, loss: 2.6591 +2025-04-29 12:51:32,942 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:10:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7325, loss: 2.7325 +2025-04-29 12:52:15,442 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.6982, loss: 2.6982 +2025-04-29 12:52:57,791 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:08:43, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.6539, loss: 2.6539 +2025-04-29 12:53:40,111 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:07:59, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5535, loss: 2.5535 +2025-04-29 12:53:43,228 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-04-29 12:55:00,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 12:55:00,291 - pyskl - INFO - +top1_acc 0.8144 +top5_acc 0.9663 +2025-04-29 12:55:00,293 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8144, top5_acc: 0.9663 +2025-04-29 12:56:05,402 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:07:35, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.6878, loss: 2.6878 +2025-04-29 12:56:48,114 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:06:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7015, loss: 2.7015 +2025-04-29 12:57:30,908 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:06:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5988, loss: 2.5988 +2025-04-29 12:58:13,505 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:05:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5328, loss: 2.5328 +2025-04-29 12:58:55,943 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:04:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.6160, loss: 2.6160 +2025-04-29 12:59:38,386 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:03:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.5620, loss: 2.5620 +2025-04-29 13:00:20,966 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:03:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4837, loss: 2.4837 +2025-04-29 13:01:03,533 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:02:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.6506, loss: 2.6506 +2025-04-29 13:01:46,096 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5874, loss: 2.5874 +2025-04-29 13:02:28,636 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:00:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.7212, loss: 2.7212 +2025-04-29 13:03:11,128 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:00:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.5446, loss: 2.5446 +2025-04-29 13:03:53,599 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 23:59:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.6730, loss: 2.6730 +2025-04-29 13:04:36,046 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 23:58:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5469, loss: 2.5469 +2025-04-29 13:05:18,494 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 23:57:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5514, loss: 2.5514 +2025-04-29 13:06:00,919 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 23:57:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5355, loss: 2.5355 +2025-04-29 13:06:43,443 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 23:56:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.5741, loss: 2.5741 +2025-04-29 13:07:25,776 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 23:55:46, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.6714, loss: 2.6714 +2025-04-29 13:08:08,238 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 23:55:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6532, loss: 2.6532 +2025-04-29 13:08:50,730 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 23:54:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.5103, loss: 2.5103 +2025-04-29 13:09:33,203 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:53:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.5965, loss: 2.5965 +2025-04-29 13:10:15,656 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:52:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6698, loss: 2.6698 +2025-04-29 13:10:58,139 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:52:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9944, loss_cls: 2.5367, loss: 2.5367 +2025-04-29 13:11:40,499 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:51:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4884, loss: 2.4884 +2025-04-29 13:12:23,023 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:50:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5820, loss: 2.5820 +2025-04-29 13:13:05,451 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:49:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6376, loss: 2.6376 +2025-04-29 13:13:08,698 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-04-29 13:14:25,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 13:14:25,782 - pyskl - INFO - +top1_acc 0.8018 +top5_acc 0.9631 +2025-04-29 13:14:25,785 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8018, top5_acc: 0.9631 +2025-04-29 13:15:30,917 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:49:27, time: 0.651, data_time: 0.227, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5497, loss: 2.5497 +2025-04-29 13:16:13,490 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:48:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4643, loss: 2.4643 +2025-04-29 13:16:56,112 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:47:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6004, loss: 2.6004 +2025-04-29 13:17:38,698 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:47:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.5359, loss: 2.5359 +2025-04-29 13:18:21,160 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:46:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.5714, loss: 2.5714 +2025-04-29 13:19:03,551 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:45:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5554, loss: 2.5554 +2025-04-29 13:19:45,987 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:45:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.6033, loss: 2.6033 +2025-04-29 13:20:28,487 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:44:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.5747, loss: 2.5747 +2025-04-29 13:21:11,024 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:43:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4720, loss: 2.4720 +2025-04-29 13:21:53,624 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:42:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5934, loss: 2.5934 +2025-04-29 13:22:36,095 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:42:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6343, loss: 2.6343 +2025-04-29 13:23:18,507 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:41:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5094, loss: 2.5094 +2025-04-29 13:24:00,943 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:40:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6227, loss: 2.6227 +2025-04-29 13:24:43,343 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:39:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5540, loss: 2.5540 +2025-04-29 13:25:25,683 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:39:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.5808, loss: 2.5808 +2025-04-29 13:26:08,098 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:38:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.6663, loss: 2.6663 +2025-04-29 13:26:50,700 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:37:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7147, loss: 2.7147 +2025-04-29 13:27:33,178 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:36:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5376, loss: 2.5376 +2025-04-29 13:28:15,570 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:36:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4811, loss: 2.4811 +2025-04-29 13:28:57,986 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:35:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5377, loss: 2.5377 +2025-04-29 13:29:40,399 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:34:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.6503, loss: 2.6503 +2025-04-29 13:30:22,742 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:33:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 2.5796, loss: 2.5796 +2025-04-29 13:31:05,108 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:33:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.6584, loss: 2.6584 +2025-04-29 13:31:47,511 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:32:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.5194, loss: 2.5194 +2025-04-29 13:32:29,928 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:31:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5753, loss: 2.5753 +2025-04-29 13:32:33,045 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-04-29 13:33:50,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 13:33:50,608 - pyskl - INFO - +top1_acc 0.8254 +top5_acc 0.9708 +2025-04-29 13:33:50,611 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8254, top5_acc: 0.9708 +2025-04-29 13:34:56,074 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:31:19, time: 0.655, data_time: 0.230, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5059, loss: 2.5059 +2025-04-29 13:35:38,524 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:30:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4941, loss: 2.4941 +2025-04-29 13:36:20,954 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:29:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.4775, loss: 2.4775 +2025-04-29 13:37:03,420 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:29:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5687, loss: 2.5687 +2025-04-29 13:37:45,846 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:28:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.6334, loss: 2.6334 +2025-04-29 13:38:28,400 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:27:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9931, loss_cls: 2.5335, loss: 2.5335 +2025-04-29 13:39:10,906 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:26:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9812, loss_cls: 2.6050, loss: 2.6050 +2025-04-29 13:39:53,359 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:26:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.4478, loss: 2.4478 +2025-04-29 13:40:35,703 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:25:25, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5401, loss: 2.5401 +2025-04-29 13:41:18,094 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:24:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6067, loss: 2.6067 +2025-04-29 13:42:00,439 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:23:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 2.5951, loss: 2.5951 +2025-04-29 13:42:42,871 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:23:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5914, loss: 2.5914 +2025-04-29 13:43:25,219 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:22:27, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.6114, loss: 2.6114 +2025-04-29 13:44:07,602 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:21:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5497, loss: 2.5497 +2025-04-29 13:44:49,903 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:20:58, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5372, loss: 2.5372 +2025-04-29 13:45:32,310 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:20:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5590, loss: 2.5590 +2025-04-29 13:46:14,763 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:19:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.6097, loss: 2.6097 +2025-04-29 13:46:57,264 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:18:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5387, loss: 2.5387 +2025-04-29 13:47:39,520 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:18:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.5929, loss: 2.5929 +2025-04-29 13:48:21,906 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:17:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6021, loss: 2.6021 +2025-04-29 13:49:04,319 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:16:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.6233, loss: 2.6233 +2025-04-29 13:49:46,671 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:15:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6272, loss: 2.6272 +2025-04-29 13:50:28,959 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:15:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.5813, loss: 2.5813 +2025-04-29 13:51:11,445 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:14:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6353, loss: 2.6353 +2025-04-29 13:51:53,918 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:13:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.5240, loss: 2.5240 +2025-04-29 13:51:57,149 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-04-29 13:53:14,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 13:53:14,207 - pyskl - INFO - +top1_acc 0.8279 +top5_acc 0.9678 +2025-04-29 13:53:14,209 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8279, top5_acc: 0.9678 +2025-04-29 13:54:18,964 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:13:09, time: 0.648, data_time: 0.224, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5258, loss: 2.5258 +2025-04-29 13:55:01,419 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:12:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5880, loss: 2.5880 +2025-04-29 13:55:43,674 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:11:40, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4881, loss: 2.4881 +2025-04-29 13:56:26,175 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:10:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.3827, loss: 2.3827 +2025-04-29 13:57:08,687 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:10:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.5702, loss: 2.5702 +2025-04-29 13:57:51,225 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6524, loss: 2.6524 +2025-04-29 13:58:33,730 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:08:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4688, loss: 2.4688 +2025-04-29 13:59:16,459 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:08:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4955, loss: 2.4955 +2025-04-29 13:59:59,056 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:07:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5203, loss: 2.5203 +2025-04-29 14:00:41,646 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:06:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6191, loss: 2.6191 +2025-04-29 14:01:24,136 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:05:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5501, loss: 2.5501 +2025-04-29 14:02:06,787 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:05:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5901, loss: 2.5901 +2025-04-29 14:02:49,315 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:04:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4511, loss: 2.4511 +2025-04-29 14:03:32,081 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:03:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4886, loss: 2.4886 +2025-04-29 14:04:14,748 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 2.6714, loss: 2.6714 +2025-04-29 14:04:57,206 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:02:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4843, loss: 2.4843 +2025-04-29 14:05:39,750 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:01:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4918, loss: 2.4918 +2025-04-29 14:06:22,204 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:00:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.6037, loss: 2.6037 +2025-04-29 14:07:04,572 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 22:59:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5863, loss: 2.5863 +2025-04-29 14:07:46,899 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 22:59:10, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5986, loss: 2.5986 +2025-04-29 14:08:29,331 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 22:58:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6296, loss: 2.6296 +2025-04-29 14:09:11,739 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 22:57:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.6700, loss: 2.6700 +2025-04-29 14:09:54,208 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 22:56:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.5941, loss: 2.5941 +2025-04-29 14:10:36,647 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 22:56:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.6503, loss: 2.6503 +2025-04-29 14:11:19,058 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 22:55:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5519, loss: 2.5519 +2025-04-29 14:11:22,153 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-04-29 14:12:38,477 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 14:12:38,544 - pyskl - INFO - +top1_acc 0.8077 +top5_acc 0.9676 +2025-04-29 14:12:38,547 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8077, top5_acc: 0.9676 +2025-04-29 14:13:43,079 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 22:55:01, time: 0.645, data_time: 0.221, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 2.5838, loss: 2.5838 +2025-04-29 14:14:25,651 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:54:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.5454, loss: 2.5454 +2025-04-29 14:15:08,108 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:53:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.4415, loss: 2.4415 +2025-04-29 14:15:50,585 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:52:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5108, loss: 2.5108 +2025-04-29 14:16:33,050 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:52:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.5221, loss: 2.5221 +2025-04-29 14:17:15,947 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:51:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5488, loss: 2.5488 +2025-04-29 14:17:58,616 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:50:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4877, loss: 2.4877 +2025-04-29 14:18:41,366 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:49:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5905, loss: 2.5905 +2025-04-29 14:19:23,991 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:49:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4722, loss: 2.4722 +2025-04-29 14:20:06,648 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.5653, loss: 2.5653 +2025-04-29 14:20:49,194 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:47:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6960, loss: 2.6960 +2025-04-29 14:21:31,745 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:46:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6201, loss: 2.6201 +2025-04-29 14:22:14,313 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:46:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.4114, loss: 2.4114 +2025-04-29 14:22:56,582 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:45:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.4813, loss: 2.4813 +2025-04-29 14:23:39,206 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:44:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5470, loss: 2.5470 +2025-04-29 14:24:21,650 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:44:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4420, loss: 2.4420 +2025-04-29 14:25:04,191 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:43:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5965, loss: 2.5965 +2025-04-29 14:25:46,620 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:42:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.5798, loss: 2.5798 +2025-04-29 14:26:29,037 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:41:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.4844, loss: 2.4844 +2025-04-29 14:27:11,606 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:41:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5785, loss: 2.5785 +2025-04-29 14:27:54,310 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:40:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6089, loss: 2.6089 +2025-04-29 14:28:36,898 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:39:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5813, loss: 2.5813 +2025-04-29 14:29:19,498 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:38:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6067, loss: 2.6067 +2025-04-29 14:30:02,101 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:38:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4548, loss: 2.4548 +2025-04-29 14:30:44,616 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:37:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5962, loss: 2.5962 +2025-04-29 14:30:47,697 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-04-29 14:32:04,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 14:32:04,305 - pyskl - INFO - +top1_acc 0.8184 +top5_acc 0.9708 +2025-04-29 14:32:04,307 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8184, top5_acc: 0.9708 +2025-04-29 14:33:08,953 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:36:55, time: 0.646, data_time: 0.220, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5221, loss: 2.5221 +2025-04-29 14:33:51,599 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:36:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4921, loss: 2.4921 +2025-04-29 14:34:34,150 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:35:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4677, loss: 2.4677 +2025-04-29 14:35:16,581 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:34:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.5268, loss: 2.5268 +2025-04-29 14:35:59,107 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:33:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.4469, loss: 2.4469 +2025-04-29 14:36:41,539 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:33:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5223, loss: 2.5223 +2025-04-29 14:37:24,029 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:32:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5061, loss: 2.5061 +2025-04-29 14:38:06,609 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:31:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4917, loss: 2.4917 +2025-04-29 14:38:49,285 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:31:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4381, loss: 2.4381 +2025-04-29 14:39:31,842 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:30:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7003, loss: 2.7003 +2025-04-29 14:40:14,489 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:29:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.4192, loss: 2.4192 +2025-04-29 14:40:56,834 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:28:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5586, loss: 2.5586 +2025-04-29 14:41:39,344 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:28:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5347, loss: 2.5347 +2025-04-29 14:42:21,956 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:27:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.5244, loss: 2.5244 +2025-04-29 14:43:04,631 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4462, loss: 2.4462 +2025-04-29 14:43:47,131 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:25:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.5152, loss: 2.5152 +2025-04-29 14:44:29,758 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.4854, loss: 2.4854 +2025-04-29 14:45:12,292 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:24:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5516, loss: 2.5516 +2025-04-29 14:45:54,902 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:23:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5393, loss: 2.5393 +2025-04-29 14:46:37,427 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:22:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6664, loss: 2.6664 +2025-04-29 14:47:20,031 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:22:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5349, loss: 2.5349 +2025-04-29 14:48:02,531 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:21:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5131, loss: 2.5131 +2025-04-29 14:48:44,983 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:20:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6208, loss: 2.6208 +2025-04-29 14:49:27,458 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:20:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.4339, loss: 2.4339 +2025-04-29 14:50:09,870 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:19:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.5561, loss: 2.5561 +2025-04-29 14:50:13,005 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-04-29 14:51:29,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 14:51:29,617 - pyskl - INFO - +top1_acc 0.8257 +top5_acc 0.9722 +2025-04-29 14:51:29,620 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8257, top5_acc: 0.9722 +2025-04-29 14:52:34,573 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:18:49, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4405, loss: 2.4405 +2025-04-29 14:53:17,036 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:18:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4444, loss: 2.4444 +2025-04-29 14:53:59,430 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:17:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.4610, loss: 2.4610 +2025-04-29 14:54:41,855 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:16:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4589, loss: 2.4589 +2025-04-29 14:55:24,287 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:15:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.6083, loss: 2.6083 +2025-04-29 14:56:06,835 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:15:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4410, loss: 2.4410 +2025-04-29 14:56:49,376 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:14:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.4739, loss: 2.4739 +2025-04-29 14:57:32,028 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:13:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.4925, loss: 2.4925 +2025-04-29 14:58:14,604 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:12:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.5018, loss: 2.5018 +2025-04-29 14:58:57,132 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:12:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5252, loss: 2.5252 +2025-04-29 14:59:39,624 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:11:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 2.4850, loss: 2.4850 +2025-04-29 15:00:22,110 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:10:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.4813, loss: 2.4813 +2025-04-29 15:01:04,471 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:09:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.4543, loss: 2.4543 +2025-04-29 15:01:46,846 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:09:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4898, loss: 2.4898 +2025-04-29 15:02:29,167 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:08:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.5020, loss: 2.5020 +2025-04-29 15:03:11,650 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:07:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.5215, loss: 2.5215 +2025-04-29 15:03:54,022 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:07:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5851, loss: 2.5851 +2025-04-29 15:04:36,443 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:06:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5681, loss: 2.5681 +2025-04-29 15:05:18,889 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:05:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.5145, loss: 2.5145 +2025-04-29 15:06:01,439 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:04:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.4933, loss: 2.4933 +2025-04-29 15:06:43,948 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:04:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.5495, loss: 2.5495 +2025-04-29 15:07:26,507 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:03:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6685, loss: 2.6685 +2025-04-29 15:08:09,019 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:02:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5692, loss: 2.5692 +2025-04-29 15:08:51,490 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:01:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.4830, loss: 2.4830 +2025-04-29 15:09:34,376 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:01:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5561, loss: 2.5561 +2025-04-29 15:09:37,505 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-04-29 15:10:54,149 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 15:10:54,218 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9718 +2025-04-29 15:10:54,220 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8290, top5_acc: 0.9718 +2025-04-29 15:11:59,445 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:00:42, time: 0.652, data_time: 0.225, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4554, loss: 2.4554 +2025-04-29 15:12:41,952 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 21:59:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.4437, loss: 2.4437 +2025-04-29 15:13:24,474 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 21:59:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4675, loss: 2.4675 +2025-04-29 15:14:06,934 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 21:58:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4464, loss: 2.4464 +2025-04-29 15:14:49,454 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 21:57:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3886, loss: 2.3886 +2025-04-29 15:15:32,322 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 21:57:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3779, loss: 2.3779 +2025-04-29 15:16:15,202 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 21:56:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.4405, loss: 2.4405 +2025-04-29 15:16:57,898 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 21:55:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5295, loss: 2.5295 +2025-04-29 15:17:40,452 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 21:54:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.4240, loss: 2.4240 +2025-04-29 15:18:23,051 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:54:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.4495, loss: 2.4495 +2025-04-29 15:19:05,604 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:53:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4951, loss: 2.4951 +2025-04-29 15:19:48,151 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:52:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4138, loss: 2.4138 +2025-04-29 15:20:30,607 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:51:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4492, loss: 2.4492 +2025-04-29 15:21:13,072 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:51:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.5191, loss: 2.5191 +2025-04-29 15:21:55,515 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:50:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6204, loss: 2.6204 +2025-04-29 15:22:38,035 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:49:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.4671, loss: 2.4671 +2025-04-29 15:23:20,595 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:48:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4616, loss: 2.4616 +2025-04-29 15:24:03,238 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:48:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5248, loss: 2.5248 +2025-04-29 15:24:45,707 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:47:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5393, loss: 2.5393 +2025-04-29 15:25:28,171 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:46:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.5873, loss: 2.5873 +2025-04-29 15:26:10,438 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:46:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.4902, loss: 2.4902 +2025-04-29 15:26:52,810 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:45:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.4579, loss: 2.4579 +2025-04-29 15:27:35,156 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:44:32, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.5017, loss: 2.5017 +2025-04-29 15:28:17,567 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:43:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6542, loss: 2.6542 +2025-04-29 15:28:59,884 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:43:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.5861, loss: 2.5861 +2025-04-29 15:29:03,004 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-04-29 15:30:19,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 15:30:19,554 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9717 +2025-04-29 15:30:19,605 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_69.pth was removed +2025-04-29 15:30:20,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-04-29 15:30:20,618 - pyskl - INFO - Best top1_acc is 0.8314 at 78 epoch. +2025-04-29 15:30:20,620 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8314, top5_acc: 0.9717 +2025-04-29 15:31:25,582 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:42:35, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.4529, loss: 2.4529 +2025-04-29 15:32:08,034 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:41:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5509, loss: 2.5509 +2025-04-29 15:32:50,543 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:41:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.4259, loss: 2.4259 +2025-04-29 15:33:32,914 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:40:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.3771, loss: 2.3771 +2025-04-29 15:34:15,450 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:39:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.4248, loss: 2.4248 +2025-04-29 15:34:58,215 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:38:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4588, loss: 2.4588 +2025-04-29 15:35:40,902 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:38:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.3658, loss: 2.3658 +2025-04-29 15:36:23,663 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.4096, loss: 2.4096 +2025-04-29 15:37:06,157 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:36:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4125, loss: 2.4125 +2025-04-29 15:37:48,655 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:35:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.4839, loss: 2.4839 +2025-04-29 15:38:31,239 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:35:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5271, loss: 2.5271 +2025-04-29 15:39:13,679 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:34:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5462, loss: 2.5462 +2025-04-29 15:39:56,123 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:33:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4658, loss: 2.4658 +2025-04-29 15:40:38,534 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:33:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5306, loss: 2.5306 +2025-04-29 15:41:20,918 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:32:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3972, loss: 2.3972 +2025-04-29 15:42:03,540 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:31:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5485, loss: 2.5485 +2025-04-29 15:42:46,107 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:30:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5708, loss: 2.5708 +2025-04-29 15:43:28,787 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:30:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.4170, loss: 2.4170 +2025-04-29 15:44:11,351 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:29:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.3622, loss: 2.3622 +2025-04-29 15:44:53,971 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:28:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4469, loss: 2.4469 +2025-04-29 15:45:36,526 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:27:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4145, loss: 2.4145 +2025-04-29 15:46:18,952 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:27:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.4592, loss: 2.4592 +2025-04-29 15:47:01,471 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:26:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5952, loss: 2.5952 +2025-04-29 15:47:43,907 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:25:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5257, loss: 2.5257 +2025-04-29 15:48:26,335 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:24:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.5080, loss: 2.5080 +2025-04-29 15:48:29,484 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-04-29 15:49:46,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 15:49:46,238 - pyskl - INFO - +top1_acc 0.8350 +top5_acc 0.9725 +2025-04-29 15:49:46,291 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_78.pth was removed +2025-04-29 15:49:47,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-04-29 15:49:47,342 - pyskl - INFO - Best top1_acc is 0.8350 at 79 epoch. +2025-04-29 15:49:47,345 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8350, top5_acc: 0.9725 +2025-04-29 15:50:52,471 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:24:29, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3545, loss: 2.3545 +2025-04-29 15:51:34,912 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:23:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4170, loss: 2.4170 +2025-04-29 15:52:17,298 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:23:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.4188, loss: 2.4188 +2025-04-29 15:52:59,707 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:22:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3807, loss: 2.3807 +2025-04-29 15:53:42,119 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:21:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9956, loss_cls: 2.3136, loss: 2.3136 +2025-04-29 15:54:24,590 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:20:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.3837, loss: 2.3837 +2025-04-29 15:55:07,083 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:20:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5000, loss: 2.5000 +2025-04-29 15:55:49,620 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:19:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.4172, loss: 2.4172 +2025-04-29 15:56:32,091 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:18:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.3906, loss: 2.3906 +2025-04-29 15:57:14,738 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:17:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.4013, loss: 2.4013 +2025-04-29 15:57:57,392 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:17:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4628, loss: 2.4628 +2025-04-29 15:58:39,920 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:16:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5013, loss: 2.5013 +2025-04-29 15:59:22,247 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:15:40, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.5380, loss: 2.5380 +2025-04-29 16:00:04,940 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:14:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.4117, loss: 2.4117 +2025-04-29 16:00:47,795 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:14:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.4134, loss: 2.4134 +2025-04-29 16:01:30,516 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:13:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.3961, loss: 2.3961 +2025-04-29 16:02:12,974 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:12:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.4396, loss: 2.4396 +2025-04-29 16:02:55,424 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:12:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.5992, loss: 2.5992 +2025-04-29 16:03:38,018 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:11:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4530, loss: 2.4530 +2025-04-29 16:04:20,631 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:10:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5556, loss: 2.5556 +2025-04-29 16:05:03,203 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:09:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.4570, loss: 2.4570 +2025-04-29 16:05:45,637 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:09:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5762, loss: 2.5762 +2025-04-29 16:06:28,040 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:08:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4431, loss: 2.4431 +2025-04-29 16:07:10,463 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:07:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4334, loss: 2.4334 +2025-04-29 16:07:52,842 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:06:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.4552, loss: 2.4552 +2025-04-29 16:07:55,996 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-04-29 16:09:12,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 16:09:12,868 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9720 +2025-04-29 16:09:12,871 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8294, top5_acc: 0.9720 +2025-04-29 16:10:17,674 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:06:22, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3927, loss: 2.3927 +2025-04-29 16:11:00,166 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:05:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.4023, loss: 2.4023 +2025-04-29 16:11:42,739 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:04:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3201, loss: 2.3201 +2025-04-29 16:12:25,178 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:04:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3451, loss: 2.3451 +2025-04-29 16:13:07,738 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:03:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.4560, loss: 2.4560 +2025-04-29 16:13:50,373 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:02:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3889, loss: 2.3889 +2025-04-29 16:14:32,904 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:01:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3311, loss: 2.3311 +2025-04-29 16:15:15,399 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:01:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4774, loss: 2.4774 +2025-04-29 16:15:57,918 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:00:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3839, loss: 2.3839 +2025-04-29 16:16:40,311 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 20:59:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3976, loss: 2.3976 +2025-04-29 16:17:22,655 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 20:59:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.3607, loss: 2.3607 +2025-04-29 16:18:05,066 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 20:58:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.4107, loss: 2.4107 +2025-04-29 16:18:47,774 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 20:57:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.4840, loss: 2.4840 +2025-04-29 16:19:30,072 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 20:56:49, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3849, loss: 2.3849 +2025-04-29 16:20:12,678 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 20:56:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4115, loss: 2.4115 +2025-04-29 16:20:54,998 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 20:55:21, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4163, loss: 2.4163 +2025-04-29 16:21:37,383 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:54:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3733, loss: 2.3733 +2025-04-29 16:22:19,723 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:53:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.4960, loss: 2.4960 +2025-04-29 16:23:02,086 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:53:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.3863, loss: 2.3863 +2025-04-29 16:23:44,446 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:52:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4199, loss: 2.4199 +2025-04-29 16:24:26,800 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:51:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5039, loss: 2.5039 +2025-04-29 16:25:09,138 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:50:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5259, loss: 2.5259 +2025-04-29 16:25:51,488 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:50:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.3277, loss: 2.3277 +2025-04-29 16:26:33,951 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:49:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5023, loss: 2.5023 +2025-04-29 16:27:16,337 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:48:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.4591, loss: 2.4591 +2025-04-29 16:27:19,477 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-04-29 16:28:36,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 16:28:36,091 - pyskl - INFO - +top1_acc 0.7815 +top5_acc 0.9554 +2025-04-29 16:28:36,094 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.7815, top5_acc: 0.9554 +2025-04-29 16:29:40,848 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:48:13, time: 0.647, data_time: 0.223, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2475, loss: 2.2475 +2025-04-29 16:30:23,255 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:47:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.3799, loss: 2.3799 +2025-04-29 16:31:05,698 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:46:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.2807, loss: 2.2807 +2025-04-29 16:31:48,151 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:46:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4194, loss: 2.4194 +2025-04-29 16:32:30,606 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:45:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3554, loss: 2.3554 +2025-04-29 16:33:13,039 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:44:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.4499, loss: 2.4499 +2025-04-29 16:33:55,457 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:43:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3805, loss: 2.3805 +2025-04-29 16:34:37,977 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:43:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.5554, loss: 2.5554 +2025-04-29 16:35:20,713 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:42:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.4324, loss: 2.4324 +2025-04-29 16:36:03,139 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:41:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4068, loss: 2.4068 +2025-04-29 16:36:45,808 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2995, loss: 2.2995 +2025-04-29 16:37:28,438 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3669, loss: 2.3669 +2025-04-29 16:38:10,928 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:39:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3760, loss: 2.3760 +2025-04-29 16:38:53,477 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:38:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.4010, loss: 2.4010 +2025-04-29 16:39:35,884 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:37:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 2.2949, loss: 2.2949 +2025-04-29 16:40:18,276 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:37:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 2.4414, loss: 2.4414 +2025-04-29 16:41:00,659 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:36:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4112, loss: 2.4112 +2025-04-29 16:41:43,131 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:35:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 2.3633, loss: 2.3633 +2025-04-29 16:42:25,567 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:35:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.4862, loss: 2.4862 +2025-04-29 16:43:07,950 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:34:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4264, loss: 2.4264 +2025-04-29 16:43:50,391 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:33:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4662, loss: 2.4662 +2025-04-29 16:44:32,856 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:32:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.5056, loss: 2.5056 +2025-04-29 16:45:15,339 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:32:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3171, loss: 2.3171 +2025-04-29 16:45:57,751 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:31:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4314, loss: 2.4314 +2025-04-29 16:46:40,188 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:30:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.5118, loss: 2.5118 +2025-04-29 16:46:43,323 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-04-29 16:47:59,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 16:47:59,909 - pyskl - INFO - +top1_acc 0.8188 +top5_acc 0.9685 +2025-04-29 16:47:59,911 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8188, top5_acc: 0.9685 +2025-04-29 16:49:04,908 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:30:06, time: 0.650, data_time: 0.223, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.3482, loss: 2.3482 +2025-04-29 16:49:47,418 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:29:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9850, loss_cls: 2.3511, loss: 2.3511 +2025-04-29 16:50:29,842 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:28:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3015, loss: 2.3015 +2025-04-29 16:51:12,272 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:27:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.3237, loss: 2.3237 +2025-04-29 16:51:54,756 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:27:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4125, loss: 2.4125 +2025-04-29 16:52:37,220 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:26:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.2522, loss: 2.2522 +2025-04-29 16:53:19,804 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:25:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.3607, loss: 2.3607 +2025-04-29 16:54:02,319 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:24:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.3459, loss: 2.3459 +2025-04-29 16:54:44,811 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:24:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.4288, loss: 2.4288 +2025-04-29 16:55:27,438 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:23:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.2913, loss: 2.2913 +2025-04-29 16:56:09,902 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:22:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.3512, loss: 2.3512 +2025-04-29 16:56:52,444 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:22:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4215, loss: 2.4215 +2025-04-29 16:57:34,972 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:21:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.4757, loss: 2.4757 +2025-04-29 16:58:17,502 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:20:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4086, loss: 2.4086 +2025-04-29 16:59:00,019 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4181, loss: 2.4181 +2025-04-29 16:59:42,496 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:19:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2927, loss: 2.2927 +2025-04-29 17:00:25,015 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:18:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3842, loss: 2.3842 +2025-04-29 17:01:07,455 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:17:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4519, loss: 2.4519 +2025-04-29 17:01:49,978 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:16:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.4840, loss: 2.4840 +2025-04-29 17:02:32,453 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:16:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.2506, loss: 2.2506 +2025-04-29 17:03:14,901 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:15:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.4510, loss: 2.4510 +2025-04-29 17:03:57,436 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:14:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.5651, loss: 2.5651 +2025-04-29 17:04:39,970 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:13:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.4081, loss: 2.4081 +2025-04-29 17:05:22,525 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:13:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.5407, loss: 2.5407 +2025-04-29 17:06:05,018 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:12:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4094, loss: 2.4094 +2025-04-29 17:06:08,163 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-04-29 17:07:24,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 17:07:24,919 - pyskl - INFO - +top1_acc 0.8153 +top5_acc 0.9677 +2025-04-29 17:07:24,921 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8153, top5_acc: 0.9677 +2025-04-29 17:08:30,184 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:11:59, time: 0.653, data_time: 0.227, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2261, loss: 2.2261 +2025-04-29 17:09:12,799 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:11:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2619, loss: 2.2619 +2025-04-29 17:09:55,315 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:10:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.3794, loss: 2.3794 +2025-04-29 17:10:37,850 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:09:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2339, loss: 2.2339 +2025-04-29 17:11:20,386 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:09:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2769, loss: 2.2769 +2025-04-29 17:12:02,943 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:08:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3058, loss: 2.3058 +2025-04-29 17:12:45,574 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:07:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3509, loss: 2.3509 +2025-04-29 17:13:28,254 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:06:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.3643, loss: 2.3643 +2025-04-29 17:14:10,837 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:06:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.4463, loss: 2.4463 +2025-04-29 17:14:53,339 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:05:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.4405, loss: 2.4405 +2025-04-29 17:15:35,928 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:04:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3491, loss: 2.3491 +2025-04-29 17:16:18,511 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:03:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.3759, loss: 2.3759 +2025-04-29 17:17:01,003 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:03:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.3623, loss: 2.3623 +2025-04-29 17:17:43,488 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:02:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3235, loss: 2.3235 +2025-04-29 17:18:26,084 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:01:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.4220, loss: 2.4220 +2025-04-29 17:19:08,695 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:01:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.4312, loss: 2.4312 +2025-04-29 17:19:51,292 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:00:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5043, loss: 2.5043 +2025-04-29 17:20:33,867 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 19:59:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3834, loss: 2.3834 +2025-04-29 17:21:16,474 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 19:58:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.4169, loss: 2.4169 +2025-04-29 17:21:58,975 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 19:58:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.3581, loss: 2.3581 +2025-04-29 17:22:41,556 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 19:57:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3888, loss: 2.3888 +2025-04-29 17:23:24,190 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 19:56:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.3386, loss: 2.3386 +2025-04-29 17:24:06,713 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 19:55:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.3971, loss: 2.3971 +2025-04-29 17:24:49,278 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 19:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3833, loss: 2.3833 +2025-04-29 17:25:31,720 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:54:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.3686, loss: 2.3686 +2025-04-29 17:25:34,838 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-04-29 17:26:51,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 17:26:51,872 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9753 +2025-04-29 17:26:51,874 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8316, top5_acc: 0.9753 +2025-04-29 17:27:56,824 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:53:54, time: 0.649, data_time: 0.226, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2842, loss: 2.2842 +2025-04-29 17:28:39,372 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:53:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2636, loss: 2.2636 +2025-04-29 17:29:21,810 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:52:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.2867, loss: 2.2867 +2025-04-29 17:30:04,171 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:51:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4287, loss: 2.4287 +2025-04-29 17:30:46,579 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:50:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3841, loss: 2.3841 +2025-04-29 17:31:29,075 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:50:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3686, loss: 2.3686 +2025-04-29 17:32:11,845 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:49:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3245, loss: 2.3245 +2025-04-29 17:32:54,536 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:48:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.4032, loss: 2.4032 +2025-04-29 17:33:37,107 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:48:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.2917, loss: 2.2917 +2025-04-29 17:34:19,605 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:47:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.3782, loss: 2.3782 +2025-04-29 17:35:02,184 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:46:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.2543, loss: 2.2543 +2025-04-29 17:35:44,668 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:45:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3796, loss: 2.3796 +2025-04-29 17:36:27,051 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:45:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.3555, loss: 2.3555 +2025-04-29 17:37:09,483 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:44:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4184, loss: 2.4184 +2025-04-29 17:37:51,939 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:43:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3536, loss: 2.3536 +2025-04-29 17:38:34,287 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:42:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.2905, loss: 2.2905 +2025-04-29 17:39:16,787 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:42:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.3082, loss: 2.3082 +2025-04-29 17:39:59,311 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:41:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4194, loss: 2.4194 +2025-04-29 17:40:41,727 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:40:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3577, loss: 2.3577 +2025-04-29 17:41:24,077 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:39:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.2375, loss: 2.2375 +2025-04-29 17:42:06,511 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:39:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.3692, loss: 2.3692 +2025-04-29 17:42:48,908 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:38:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4507, loss: 2.4507 +2025-04-29 17:43:31,418 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:37:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.4234, loss: 2.4234 +2025-04-29 17:44:13,945 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:37:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.4447, loss: 2.4447 +2025-04-29 17:44:56,331 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:36:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2983, loss: 2.2983 +2025-04-29 17:44:59,476 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-04-29 17:46:16,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 17:46:16,283 - pyskl - INFO - +top1_acc 0.8348 +top5_acc 0.9729 +2025-04-29 17:46:16,285 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8348, top5_acc: 0.9729 +2025-04-29 17:47:21,507 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:35:47, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.1188, loss: 2.1188 +2025-04-29 17:48:04,086 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:35:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2179, loss: 2.2179 +2025-04-29 17:48:46,632 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:34:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1736, loss: 2.1736 +2025-04-29 17:49:29,076 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:33:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2409, loss: 2.2409 +2025-04-29 17:50:11,559 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:32:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2190, loss: 2.2190 +2025-04-29 17:50:54,057 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:32:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3864, loss: 2.3864 +2025-04-29 17:51:36,687 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:31:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.3363, loss: 2.3363 +2025-04-29 17:52:19,436 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:30:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3268, loss: 2.3268 +2025-04-29 17:53:02,107 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.4271, loss: 2.4271 +2025-04-29 17:53:44,670 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:29:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3493, loss: 2.3493 +2025-04-29 17:54:27,186 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:28:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2910, loss: 2.2910 +2025-04-29 17:55:09,611 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:27:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.3372, loss: 2.3372 +2025-04-29 17:55:52,044 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:27:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.3675, loss: 2.3675 +2025-04-29 17:56:34,525 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:26:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.2805, loss: 2.2805 +2025-04-29 17:57:17,007 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:25:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3458, loss: 2.3458 +2025-04-29 17:57:59,598 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:24:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.3545, loss: 2.3545 +2025-04-29 17:58:42,156 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:24:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.3873, loss: 2.3873 +2025-04-29 17:59:24,708 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:23:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3221, loss: 2.3221 +2025-04-29 18:00:07,225 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:22:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 2.3030, loss: 2.3030 +2025-04-29 18:00:49,683 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:21:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.3739, loss: 2.3739 +2025-04-29 18:01:32,104 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:21:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.3402, loss: 2.3402 +2025-04-29 18:02:14,495 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:20:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.3342, loss: 2.3342 +2025-04-29 18:02:56,958 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:19:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.2885, loss: 2.2885 +2025-04-29 18:03:39,402 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:18:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3804, loss: 2.3804 +2025-04-29 18:04:21,803 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:18:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2605, loss: 2.2605 +2025-04-29 18:04:24,973 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-04-29 18:05:41,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 18:05:41,596 - pyskl - INFO - +top1_acc 0.8323 +top5_acc 0.9726 +2025-04-29 18:05:41,598 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8323, top5_acc: 0.9726 +2025-04-29 18:06:46,367 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:17:40, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 2.2572, loss: 2.2572 +2025-04-29 18:07:28,791 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:16:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.1907, loss: 2.1907 +2025-04-29 18:08:11,158 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:16:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3087, loss: 2.3087 +2025-04-29 18:08:53,695 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:15:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.3522, loss: 2.3522 +2025-04-29 18:09:36,131 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:14:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2145, loss: 2.2145 +2025-04-29 18:10:18,635 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:14:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.2695, loss: 2.2695 +2025-04-29 18:11:01,171 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:13:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2271, loss: 2.2271 +2025-04-29 18:11:43,672 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:12:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.2803, loss: 2.2803 +2025-04-29 18:12:26,306 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:11:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3056, loss: 2.3056 +2025-04-29 18:13:08,860 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:11:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.3930, loss: 2.3930 +2025-04-29 18:13:51,512 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:10:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2637, loss: 2.2637 +2025-04-29 18:14:34,033 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:09:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2583, loss: 2.2583 +2025-04-29 18:15:16,454 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:08:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2480, loss: 2.2480 +2025-04-29 18:15:58,914 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:08:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 2.3117, loss: 2.3117 +2025-04-29 18:16:41,392 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:07:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3681, loss: 2.3681 +2025-04-29 18:17:23,806 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:06:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.3729, loss: 2.3729 +2025-04-29 18:18:06,314 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:05:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.3062, loss: 2.3062 +2025-04-29 18:18:48,855 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:05:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2731, loss: 2.2731 +2025-04-29 18:19:31,296 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:04:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2695, loss: 2.2695 +2025-04-29 18:20:13,650 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:03:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.2820, loss: 2.2820 +2025-04-29 18:20:56,171 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:03:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3999, loss: 2.3999 +2025-04-29 18:21:38,652 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:02:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2710, loss: 2.2710 +2025-04-29 18:22:21,111 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:01:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.2990, loss: 2.2990 +2025-04-29 18:23:03,566 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:00:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.3405, loss: 2.3405 +2025-04-29 18:23:46,009 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:00:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3275, loss: 2.3275 +2025-04-29 18:23:49,138 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-04-29 18:25:05,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 18:25:05,669 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9769 +2025-04-29 18:25:05,719 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_79.pth was removed +2025-04-29 18:25:06,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-04-29 18:25:06,717 - pyskl - INFO - Best top1_acc is 0.8458 at 87 epoch. +2025-04-29 18:25:06,719 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8458, top5_acc: 0.9769 +2025-04-29 18:26:11,578 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 18:59:33, time: 0.649, data_time: 0.223, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2405, loss: 2.2405 +2025-04-29 18:26:54,070 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 18:58:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2059, loss: 2.2059 +2025-04-29 18:27:36,526 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 18:58:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2233, loss: 2.2233 +2025-04-29 18:28:18,899 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 18:57:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.3039, loss: 2.3039 +2025-04-29 18:29:01,339 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 18:56:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2284, loss: 2.2284 +2025-04-29 18:29:43,625 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 18:55:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3230, loss: 2.3230 +2025-04-29 18:30:26,248 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2810, loss: 2.2810 +2025-04-29 18:31:08,658 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:54:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.2938, loss: 2.2938 +2025-04-29 18:31:51,361 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:53:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.2615, loss: 2.2615 +2025-04-29 18:32:33,831 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:52:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.3479, loss: 2.3479 +2025-04-29 18:33:16,390 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:52:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.2856, loss: 2.2856 +2025-04-29 18:33:58,877 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:51:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3390, loss: 2.3390 +2025-04-29 18:34:41,378 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:50:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.3627, loss: 2.3627 +2025-04-29 18:35:23,767 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:50:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2763, loss: 2.2763 +2025-04-29 18:36:06,023 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:49:18, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2305, loss: 2.2305 +2025-04-29 18:36:48,400 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:48:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2535, loss: 2.2535 +2025-04-29 18:37:30,777 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:47:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.2923, loss: 2.2923 +2025-04-29 18:38:13,207 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:47:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3609, loss: 2.3609 +2025-04-29 18:38:55,766 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:46:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.2757, loss: 2.2757 +2025-04-29 18:39:38,291 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:45:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3728, loss: 2.3728 +2025-04-29 18:40:20,773 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:44:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2933, loss: 2.2933 +2025-04-29 18:41:03,327 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:44:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.3127, loss: 2.3127 +2025-04-29 18:41:45,803 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:43:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3088, loss: 2.3088 +2025-04-29 18:42:28,272 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:42:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.2461, loss: 2.2461 +2025-04-29 18:43:10,691 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:41:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3526, loss: 2.3526 +2025-04-29 18:43:13,832 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-04-29 18:44:30,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 18:44:30,721 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9673 +2025-04-29 18:44:30,723 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8094, top5_acc: 0.9673 +2025-04-29 18:45:35,951 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:41:26, time: 0.652, data_time: 0.227, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.1993, loss: 2.1993 +2025-04-29 18:46:18,421 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:40:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.2036, loss: 2.2036 +2025-04-29 18:47:00,909 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:39:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2580, loss: 2.2580 +2025-04-29 18:47:43,562 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:39:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.2119, loss: 2.2119 +2025-04-29 18:48:26,098 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:38:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2986, loss: 2.2986 +2025-04-29 18:49:08,603 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:37:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3134, loss: 2.3134 +2025-04-29 18:49:51,187 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:37:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.2528, loss: 2.2528 +2025-04-29 18:50:33,703 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:36:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1710, loss: 2.1710 +2025-04-29 18:51:16,303 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:35:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1455, loss: 2.1455 +2025-04-29 18:51:58,793 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:34:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2371, loss: 2.2371 +2025-04-29 18:52:41,404 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:34:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.2539, loss: 2.2539 +2025-04-29 18:53:23,934 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:33:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2427, loss: 2.2427 +2025-04-29 18:54:06,450 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:32:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2749, loss: 2.2749 +2025-04-29 18:54:49,031 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.2813, loss: 2.2813 +2025-04-29 18:55:31,566 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:31:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1583, loss: 2.1583 +2025-04-29 18:56:14,031 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:30:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9975, loss_cls: 2.2156, loss: 2.2156 +2025-04-29 18:56:56,519 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:29:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.3333, loss: 2.3333 +2025-04-29 18:57:38,946 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:29:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.3701, loss: 2.3701 +2025-04-29 18:58:21,422 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:28:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3154, loss: 2.3154 +2025-04-29 18:59:03,890 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:27:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3297, loss: 2.3297 +2025-04-29 18:59:46,348 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:26:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4027, loss: 2.4027 +2025-04-29 19:00:28,746 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:26:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3234, loss: 2.3234 +2025-04-29 19:01:11,147 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:25:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9831, loss_cls: 2.3707, loss: 2.3707 +2025-04-29 19:01:53,702 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:24:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.2261, loss: 2.2261 +2025-04-29 19:02:36,143 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:23:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4485, loss: 2.4485 +2025-04-29 19:02:39,218 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-04-29 19:03:55,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 19:03:55,611 - pyskl - INFO - +top1_acc 0.8193 +top5_acc 0.9701 +2025-04-29 19:03:55,614 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8193, top5_acc: 0.9701 +2025-04-29 19:05:00,710 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:23:19, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.2705, loss: 2.2705 +2025-04-29 19:05:43,403 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:22:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.1207, loss: 2.1207 +2025-04-29 19:06:25,948 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:21:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.1964, loss: 2.1964 +2025-04-29 19:07:08,437 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:21:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1670, loss: 2.1670 +2025-04-29 19:07:51,030 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:20:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1136, loss: 2.1136 +2025-04-29 19:08:33,574 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:19:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3028, loss: 2.3028 +2025-04-29 19:09:16,221 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:18:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.2201, loss: 2.2201 +2025-04-29 19:09:58,703 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:18:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1007, loss: 2.1007 +2025-04-29 19:10:41,326 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:17:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.2751, loss: 2.2751 +2025-04-29 19:11:23,840 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:16:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3036, loss: 2.3036 +2025-04-29 19:12:06,525 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:16:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3478, loss: 2.3478 +2025-04-29 19:12:49,117 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:15:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2252, loss: 2.2252 +2025-04-29 19:13:31,703 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:14:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1902, loss: 2.1902 +2025-04-29 19:14:14,183 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:13:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.2372, loss: 2.2372 +2025-04-29 19:14:56,496 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:13:05, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3502, loss: 2.3502 +2025-04-29 19:15:39,098 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:12:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.2807, loss: 2.2807 +2025-04-29 19:16:21,610 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:11:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2126, loss: 2.2126 +2025-04-29 19:17:03,980 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:10:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.1454, loss: 2.1454 +2025-04-29 19:17:46,489 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:10:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3083, loss: 2.3083 +2025-04-29 19:18:28,979 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:09:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2407, loss: 2.2407 +2025-04-29 19:19:11,390 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:08:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2866, loss: 2.2866 +2025-04-29 19:19:53,870 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:07:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.3174, loss: 2.3174 +2025-04-29 19:20:36,362 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:07:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2632, loss: 2.2632 +2025-04-29 19:21:18,868 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:06:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.2561, loss: 2.2561 +2025-04-29 19:22:01,342 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:05:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.4076, loss: 2.4076 +2025-04-29 19:22:04,475 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-04-29 19:23:21,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 19:23:21,265 - pyskl - INFO - +top1_acc 0.8277 +top5_acc 0.9670 +2025-04-29 19:23:21,268 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8277, top5_acc: 0.9670 +2025-04-29 19:24:26,272 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:05:13, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1350, loss: 2.1350 +2025-04-29 19:25:08,852 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:04:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0813, loss: 2.0813 +2025-04-29 19:25:51,317 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:03:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2088, loss: 2.2088 +2025-04-29 19:26:33,794 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:03:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.2265, loss: 2.2265 +2025-04-29 19:27:16,320 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:02:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.1522, loss: 2.1522 +2025-04-29 19:27:58,799 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:01:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0776, loss: 2.0776 +2025-04-29 19:28:41,301 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:00:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2296, loss: 2.2296 +2025-04-29 19:29:23,659 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:00:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1260, loss: 2.1260 +2025-04-29 19:30:06,075 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 17:59:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2245, loss: 2.2245 +2025-04-29 19:30:48,571 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 17:58:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2990, loss: 2.2990 +2025-04-29 19:31:31,187 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 17:57:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2672, loss: 2.2672 +2025-04-29 19:32:13,704 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 17:57:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.3120, loss: 2.3120 +2025-04-29 19:32:56,155 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 17:56:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1345, loss: 2.1345 +2025-04-29 19:33:38,543 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 17:55:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1367, loss: 2.1367 +2025-04-29 19:34:20,819 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:54:59, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2058, loss: 2.2058 +2025-04-29 19:35:03,194 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:54:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2487, loss: 2.2487 +2025-04-29 19:35:45,649 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:53:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.2354, loss: 2.2354 +2025-04-29 19:36:28,119 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:52:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.3378, loss: 2.3378 +2025-04-29 19:37:10,529 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:52:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.2189, loss: 2.2189 +2025-04-29 19:37:52,930 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:51:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.2522, loss: 2.2522 +2025-04-29 19:38:35,392 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:50:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.3744, loss: 2.3744 +2025-04-29 19:39:17,855 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:49:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2492, loss: 2.2492 +2025-04-29 19:40:00,385 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:49:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3622, loss: 2.3622 +2025-04-29 19:40:42,750 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:48:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1987, loss: 2.1987 +2025-04-29 19:41:25,229 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:47:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.1901, loss: 2.1901 +2025-04-29 19:41:28,341 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-04-29 19:42:44,888 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 19:42:44,954 - pyskl - INFO - +top1_acc 0.8386 +top5_acc 0.9682 +2025-04-29 19:42:44,957 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8386, top5_acc: 0.9682 +2025-04-29 19:43:49,292 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:47:05, time: 0.643, data_time: 0.218, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1698, loss: 2.1698 +2025-04-29 19:44:31,752 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:46:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.1566, loss: 2.1566 +2025-04-29 19:45:14,350 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:45:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1541, loss: 2.1541 +2025-04-29 19:45:56,881 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:44:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2145, loss: 2.2145 +2025-04-29 19:46:39,603 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:44:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1457, loss: 2.1457 +2025-04-29 19:47:22,457 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:43:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9875, loss_cls: 2.2054, loss: 2.2054 +2025-04-29 19:48:05,300 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.1521, loss: 2.1521 +2025-04-29 19:48:47,995 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:41:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.1869, loss: 2.1869 +2025-04-29 19:49:30,728 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.1710, loss: 2.1710 +2025-04-29 19:50:13,097 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:40:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.1584, loss: 2.1584 +2025-04-29 19:50:55,419 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:39:48, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1749, loss: 2.1749 +2025-04-29 19:51:38,068 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:39:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1771, loss: 2.1771 +2025-04-29 19:52:20,739 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:38:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1766, loss: 2.1766 +2025-04-29 19:53:03,239 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:37:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.2044, loss: 2.2044 +2025-04-29 19:53:45,642 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:36:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2576, loss: 2.2576 +2025-04-29 19:54:28,266 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:36:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2589, loss: 2.2589 +2025-04-29 19:55:10,932 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:35:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1780, loss: 2.1780 +2025-04-29 19:55:53,355 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:34:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1488, loss: 2.1488 +2025-04-29 19:56:35,787 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:33:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1837, loss: 2.1837 +2025-04-29 19:57:18,243 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:33:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.2576, loss: 2.2576 +2025-04-29 19:58:00,811 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:32:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.1939, loss: 2.1939 +2025-04-29 19:58:43,360 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:31:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2563, loss: 2.2563 +2025-04-29 19:59:26,116 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:31:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3010, loss: 2.3010 +2025-04-29 20:00:08,773 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:30:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2365, loss: 2.2365 +2025-04-29 20:00:51,426 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:29:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3055, loss: 2.3055 +2025-04-29 20:00:54,513 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-04-29 20:02:10,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 20:02:10,745 - pyskl - INFO - +top1_acc 0.8455 +top5_acc 0.9688 +2025-04-29 20:02:10,748 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8455, top5_acc: 0.9688 +2025-04-29 20:03:15,215 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:29:00, time: 0.645, data_time: 0.220, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1383, loss: 2.1383 +2025-04-29 20:03:57,763 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:28:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1092, loss: 2.1092 +2025-04-29 20:04:40,272 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:27:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0435, loss: 2.0435 +2025-04-29 20:05:22,790 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:26:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.0614, loss: 2.0614 +2025-04-29 20:06:05,311 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:26:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1092, loss: 2.1092 +2025-04-29 20:06:47,715 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:25:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 2.1848, loss: 2.1848 +2025-04-29 20:07:30,248 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:24:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0638, loss: 2.0638 +2025-04-29 20:08:12,699 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:23:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2804, loss: 2.2804 +2025-04-29 20:08:55,230 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:23:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.1528, loss: 2.1528 +2025-04-29 20:09:37,695 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:22:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.0873, loss: 2.0873 +2025-04-29 20:10:20,123 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:21:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.2109, loss: 2.2109 +2025-04-29 20:11:02,458 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:20:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0610, loss: 2.0610 +2025-04-29 20:11:44,799 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:20:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1420, loss: 2.1420 +2025-04-29 20:12:27,126 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:19:30, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1414, loss: 2.1414 +2025-04-29 20:13:09,583 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:18:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.2473, loss: 2.2473 +2025-04-29 20:13:52,099 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:18:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2898, loss: 2.2898 +2025-04-29 20:14:34,505 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:17:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.1700, loss: 2.1700 +2025-04-29 20:15:17,086 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:16:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.2972, loss: 2.2972 +2025-04-29 20:15:59,441 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:15:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.2582, loss: 2.2582 +2025-04-29 20:16:41,833 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:15:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1243, loss: 2.1243 +2025-04-29 20:17:24,280 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:14:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1952, loss: 2.1952 +2025-04-29 20:18:07,081 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:13:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.0835, loss: 2.0835 +2025-04-29 20:18:49,656 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:12:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2602, loss: 2.2602 +2025-04-29 20:19:32,070 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:12:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0981, loss: 2.0981 +2025-04-29 20:20:14,445 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:11:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.2943, loss: 2.2943 +2025-04-29 20:20:17,525 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-04-29 20:21:33,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 20:21:33,683 - pyskl - INFO - +top1_acc 0.8187 +top5_acc 0.9707 +2025-04-29 20:21:33,686 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8187, top5_acc: 0.9707 +2025-04-29 20:22:38,237 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:10:53, time: 0.645, data_time: 0.221, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.0796, loss: 2.0796 +2025-04-29 20:23:20,565 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:10:09, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.2007, loss: 2.2007 +2025-04-29 20:24:03,115 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:09:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1213, loss: 2.1213 +2025-04-29 20:24:45,686 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:08:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.1623, loss: 2.1623 +2025-04-29 20:25:28,176 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:07:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 2.1199, loss: 2.1199 +2025-04-29 20:26:10,669 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:07:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1272, loss: 2.1272 +2025-04-29 20:26:53,195 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:06:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0723, loss: 2.0723 +2025-04-29 20:27:35,719 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:05:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.1477, loss: 2.1477 +2025-04-29 20:28:18,189 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:05:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.1238, loss: 2.1238 +2025-04-29 20:29:00,815 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:04:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1453, loss: 2.1453 +2025-04-29 20:29:43,296 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:03:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1391, loss: 2.1391 +2025-04-29 20:30:26,012 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.1842, loss: 2.1842 +2025-04-29 20:31:08,532 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:02:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1914, loss: 2.1914 +2025-04-29 20:31:51,085 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:01:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1710, loss: 2.1710 +2025-04-29 20:32:33,653 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:00:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2037, loss: 2.2037 +2025-04-29 20:33:16,205 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 16:59:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1153, loss: 2.1153 +2025-04-29 20:33:58,695 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 16:59:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1799, loss: 2.1799 +2025-04-29 20:34:41,010 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 16:58:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1786, loss: 2.1786 +2025-04-29 20:35:23,336 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 16:57:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.1626, loss: 2.1626 +2025-04-29 20:36:05,688 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 16:57:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.1141, loss: 2.1141 +2025-04-29 20:36:48,250 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 16:56:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2077, loss: 2.2077 +2025-04-29 20:37:30,823 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:55:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1392, loss: 2.1392 +2025-04-29 20:38:13,426 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:54:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1878, loss: 2.1878 +2025-04-29 20:38:55,859 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:54:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2160, loss: 2.2160 +2025-04-29 20:39:38,311 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:53:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 2.2419, loss: 2.2419 +2025-04-29 20:39:41,429 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-04-29 20:40:57,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 20:40:57,837 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9754 +2025-04-29 20:40:57,840 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8429, top5_acc: 0.9754 +2025-04-29 20:42:02,717 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:52:46, time: 0.649, data_time: 0.221, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 2.0015, loss: 2.0015 +2025-04-29 20:42:45,364 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:52:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0637, loss: 2.0637 +2025-04-29 20:43:27,923 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:51:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0909, loss: 2.0909 +2025-04-29 20:44:10,420 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:50:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1131, loss: 2.1131 +2025-04-29 20:44:52,815 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:49:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.0842, loss: 2.0842 +2025-04-29 20:45:35,178 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:49:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1505, loss: 2.1505 +2025-04-29 20:46:17,580 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:48:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.1203, loss: 2.1203 +2025-04-29 20:46:59,927 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:47:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1707, loss: 2.1707 +2025-04-29 20:47:42,303 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:46:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.0627, loss: 2.0627 +2025-04-29 20:48:24,947 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:46:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.1108, loss: 2.1108 +2025-04-29 20:49:07,517 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:45:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0857, loss: 2.0857 +2025-04-29 20:49:50,166 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:44:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.0935, loss: 2.0935 +2025-04-29 20:50:32,563 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:44:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.1211, loss: 2.1211 +2025-04-29 20:51:14,927 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:43:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1494, loss: 2.1494 +2025-04-29 20:51:57,382 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:42:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2035, loss: 2.2035 +2025-04-29 20:52:39,815 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:41:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.1383, loss: 2.1383 +2025-04-29 20:53:22,168 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:41:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1137, loss: 2.1137 +2025-04-29 20:54:04,635 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:40:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0864, loss: 2.0864 +2025-04-29 20:54:47,206 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:39:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2099, loss: 2.2099 +2025-04-29 20:55:29,602 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:38:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.2055, loss: 2.2055 +2025-04-29 20:56:12,114 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:38:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0922, loss: 2.0922 +2025-04-29 20:56:54,650 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:37:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2435, loss: 2.2435 +2025-04-29 20:57:37,047 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:36:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.2448, loss: 2.2448 +2025-04-29 20:58:19,473 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:35:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2125, loss: 2.2125 +2025-04-29 20:59:01,870 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:35:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2173, loss: 2.2173 +2025-04-29 20:59:04,998 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-04-29 21:00:21,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 21:00:21,253 - pyskl - INFO - +top1_acc 0.8269 +top5_acc 0.9665 +2025-04-29 21:00:21,256 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8269, top5_acc: 0.9665 +2025-04-29 21:01:25,376 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:34:39, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0406, loss: 2.0406 +2025-04-29 21:02:07,876 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:33:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0063, loss: 2.0063 +2025-04-29 21:02:50,448 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:33:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0235, loss: 2.0235 +2025-04-29 21:03:32,860 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:32:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0237, loss: 2.0237 +2025-04-29 21:04:15,408 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:31:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0460, loss: 2.0460 +2025-04-29 21:04:57,374 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:31:00, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1202, loss: 2.1202 +2025-04-29 21:05:39,876 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:30:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2251, loss: 2.2251 +2025-04-29 21:06:22,265 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:29:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 2.1359, loss: 2.1359 +2025-04-29 21:07:04,743 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:28:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.0943, loss: 2.0943 +2025-04-29 21:07:47,336 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:28:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0252, loss: 2.0252 +2025-04-29 21:08:29,863 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:27:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0495, loss: 2.0495 +2025-04-29 21:09:12,395 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:26:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0960, loss: 2.0960 +2025-04-29 21:09:54,784 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:25:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1317, loss: 2.1317 +2025-04-29 21:10:37,193 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:25:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0393, loss: 2.0393 +2025-04-29 21:11:19,577 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:24:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.0127, loss: 2.0127 +2025-04-29 21:12:01,975 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:23:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1135, loss: 2.1135 +2025-04-29 21:12:44,445 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:22:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.0410, loss: 2.0410 +2025-04-29 21:13:26,935 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:22:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.1400, loss: 2.1400 +2025-04-29 21:14:09,494 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:21:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1463, loss: 2.1463 +2025-04-29 21:14:52,114 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:20:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2625, loss: 2.2625 +2025-04-29 21:15:34,608 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:20:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.2363, loss: 2.2363 +2025-04-29 21:16:17,104 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:19:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.2254, loss: 2.2254 +2025-04-29 21:16:59,483 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:18:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.0818, loss: 2.0818 +2025-04-29 21:17:41,911 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:17:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.1430, loss: 2.1430 +2025-04-29 21:18:24,374 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:17:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.2004, loss: 2.2004 +2025-04-29 21:18:27,486 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-04-29 21:19:43,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 21:19:43,961 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9728 +2025-04-29 21:19:43,964 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8288, top5_acc: 0.9728 +2025-04-29 21:20:48,156 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:16:31, time: 0.642, data_time: 0.217, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0501, loss: 2.0501 +2025-04-29 21:21:30,643 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:15:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1258, loss: 2.1258 +2025-04-29 21:22:13,098 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:15:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0837, loss: 2.0837 +2025-04-29 21:22:55,549 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:14:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.9326, loss: 1.9326 +2025-04-29 21:23:37,639 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:13:36, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.0334, loss: 2.0334 +2025-04-29 21:24:20,075 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:12:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.0906, loss: 2.0906 +2025-04-29 21:25:02,496 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:12:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0878, loss: 2.0878 +2025-04-29 21:25:45,067 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:11:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.0930, loss: 2.0930 +2025-04-29 21:26:27,650 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:10:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0281, loss: 2.0281 +2025-04-29 21:27:10,250 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:09:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2005, loss: 2.2005 +2025-04-29 21:27:52,843 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:09:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0957, loss: 2.0957 +2025-04-29 21:28:35,379 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:08:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.0011, loss: 2.0011 +2025-04-29 21:29:17,773 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:07:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1035, loss: 2.1035 +2025-04-29 21:30:00,308 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:07:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.1392, loss: 2.1392 +2025-04-29 21:30:42,851 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:06:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.1748, loss: 2.1748 +2025-04-29 21:31:25,315 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:05:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0434, loss: 2.0434 +2025-04-29 21:32:07,799 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:04:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9888, loss_cls: 2.0998, loss: 2.0998 +2025-04-29 21:32:50,360 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:04:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.2572, loss: 2.2572 +2025-04-29 21:33:32,834 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:03:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9956, loss_cls: 2.1904, loss: 2.1904 +2025-04-29 21:34:15,336 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:02:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1376, loss: 2.1376 +2025-04-29 21:34:57,679 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:01:55, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1952, loss: 2.1952 +2025-04-29 21:35:40,172 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:01:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2020, loss: 2.2020 +2025-04-29 21:36:22,712 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:00:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0322, loss: 2.0322 +2025-04-29 21:37:05,266 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 15:59:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.1188, loss: 2.1188 +2025-04-29 21:37:47,900 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 15:59:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 2.1459, loss: 2.1459 +2025-04-29 21:37:51,012 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-04-29 21:39:07,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 21:39:07,468 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9671 +2025-04-29 21:39:07,471 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8314, top5_acc: 0.9671 +2025-04-29 21:40:12,456 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 15:58:25, time: 0.650, data_time: 0.222, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.0052, loss: 2.0052 +2025-04-29 21:40:54,806 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 15:57:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 1.9520, loss: 1.9520 +2025-04-29 21:41:37,334 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 15:56:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9667, loss: 1.9667 +2025-04-29 21:42:19,887 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 15:56:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9877, loss: 1.9877 +2025-04-29 21:43:02,306 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:55:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.9618, loss: 1.9618 +2025-04-29 21:43:44,815 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:54:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1081, loss: 2.1081 +2025-04-29 21:44:27,292 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:54:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9599, loss: 1.9599 +2025-04-29 21:45:09,751 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:53:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.0757, loss: 2.0757 +2025-04-29 21:45:51,694 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:52:34, time: 0.419, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0308, loss: 2.0308 +2025-04-29 21:46:34,144 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:51:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0600, loss: 2.0600 +2025-04-29 21:47:16,598 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:51:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.0999, loss: 2.0999 +2025-04-29 21:47:59,180 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:50:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0443, loss: 2.0443 +2025-04-29 21:48:41,754 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:49:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.0688, loss: 2.0688 +2025-04-29 21:49:24,351 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:48:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.1134, loss: 2.1134 +2025-04-29 21:50:06,894 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:48:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0359, loss: 2.0359 +2025-04-29 21:50:49,252 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:47:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0333, loss: 2.0333 +2025-04-29 21:51:31,747 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:46:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.0791, loss: 2.0791 +2025-04-29 21:52:14,119 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:46:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.0966, loss: 2.0966 +2025-04-29 21:52:56,555 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:45:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0535, loss: 2.0535 +2025-04-29 21:53:38,979 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:44:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0820, loss: 2.0820 +2025-04-29 21:54:21,511 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:43:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1529, loss: 2.1529 +2025-04-29 21:55:04,116 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:43:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1010, loss: 2.1010 +2025-04-29 21:55:46,545 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:42:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.0904, loss: 2.0904 +2025-04-29 21:56:29,003 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:41:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.0175, loss: 2.0175 +2025-04-29 21:57:11,406 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:40:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.0786, loss: 2.0786 +2025-04-29 21:57:14,546 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-04-29 21:58:31,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 21:58:31,127 - pyskl - INFO - +top1_acc 0.8444 +top5_acc 0.9725 +2025-04-29 21:58:31,130 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8444, top5_acc: 0.9725 +2025-04-29 21:59:35,383 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:40:18, time: 0.642, data_time: 0.218, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.9709, loss: 1.9709 +2025-04-29 22:00:17,787 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:39:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.0537, loss: 2.0537 +2025-04-29 22:01:00,222 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:38:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9227, loss: 1.9227 +2025-04-29 22:01:42,657 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:38:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9695, loss: 1.9695 +2025-04-29 22:02:25,050 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:37:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.9910, loss: 1.9910 +2025-04-29 22:03:07,433 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:36:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.0570, loss: 2.0570 +2025-04-29 22:03:49,811 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:35:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0890, loss: 2.0890 +2025-04-29 22:04:32,328 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:35:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0408, loss: 2.0408 +2025-04-29 22:05:14,765 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:34:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 1.9922, loss: 1.9922 +2025-04-29 22:05:57,456 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:33:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0762, loss: 2.0762 +2025-04-29 22:06:39,971 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:33:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1150, loss: 2.1150 +2025-04-29 22:07:22,594 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:32:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0669, loss: 2.0669 +2025-04-29 22:08:05,018 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:31:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.0843, loss: 2.0843 +2025-04-29 22:08:47,554 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:30:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.0652, loss: 2.0652 +2025-04-29 22:09:30,059 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:30:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1110, loss: 2.1110 +2025-04-29 22:10:12,531 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:29:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9380, loss: 1.9380 +2025-04-29 22:10:54,963 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:28:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0537, loss: 2.0537 +2025-04-29 22:11:37,371 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:27:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0754, loss: 2.0754 +2025-04-29 22:12:19,827 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:27:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.9775, loss: 1.9775 +2025-04-29 22:13:02,250 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:26:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1216, loss: 2.1216 +2025-04-29 22:13:44,695 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:25:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.0523, loss: 2.0523 +2025-04-29 22:14:27,070 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:24:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.0503, loss: 2.0503 +2025-04-29 22:15:09,402 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:24:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.0435, loss: 2.0435 +2025-04-29 22:15:51,883 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:23:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.0785, loss: 2.0785 +2025-04-29 22:16:34,227 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:22:47, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 2.0929, loss: 2.0929 +2025-04-29 22:16:37,313 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-04-29 22:17:53,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 22:17:53,916 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9745 +2025-04-29 22:17:53,919 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8453, top5_acc: 0.9745 +2025-04-29 22:18:58,402 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:22:11, time: 0.645, data_time: 0.221, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0764, loss: 2.0764 +2025-04-29 22:19:40,833 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:21:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.0267, loss: 2.0267 +2025-04-29 22:20:23,271 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:20:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9359, loss: 1.9359 +2025-04-29 22:21:05,813 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:19:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9678, loss: 1.9678 +2025-04-29 22:21:48,207 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:19:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9665, loss: 1.9665 +2025-04-29 22:22:30,562 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:18:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.9830, loss: 1.9830 +2025-04-29 22:23:13,015 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:17:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.0095, loss: 2.0095 +2025-04-29 22:23:55,555 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:17:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.0245, loss: 2.0245 +2025-04-29 22:24:38,123 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:16:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.0349, loss: 2.0349 +2025-04-29 22:25:20,742 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:15:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.9917, loss: 1.9917 +2025-04-29 22:26:03,086 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:14:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.9868, loss: 1.9868 +2025-04-29 22:26:45,492 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:14:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.1007, loss: 2.1007 +2025-04-29 22:27:27,887 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:13:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0400, loss: 2.0400 +2025-04-29 22:28:10,299 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:12:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9707, loss: 1.9707 +2025-04-29 22:28:52,696 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:11:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.9891, loss: 1.9891 +2025-04-29 22:29:35,003 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:11:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0205, loss: 2.0205 +2025-04-29 22:30:17,294 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:10:30, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1460, loss: 2.1460 +2025-04-29 22:30:59,647 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:09:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.1265, loss: 2.1265 +2025-04-29 22:31:41,994 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:09:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.1679, loss: 2.1679 +2025-04-29 22:32:24,380 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:08:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.0084, loss: 2.0084 +2025-04-29 22:33:06,801 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:07:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.9829, loss: 1.9829 +2025-04-29 22:33:49,268 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:06:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0807, loss: 2.0807 +2025-04-29 22:34:31,767 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:06:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.9864, loss: 1.9864 +2025-04-29 22:35:14,166 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:05:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0255, loss: 2.0255 +2025-04-29 22:35:56,552 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:04:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0167, loss: 2.0167 +2025-04-29 22:35:59,687 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-04-29 22:37:16,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 22:37:16,192 - pyskl - INFO - +top1_acc 0.8567 +top5_acc 0.9777 +2025-04-29 22:37:16,231 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_87.pth was removed +2025-04-29 22:37:17,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-04-29 22:37:17,219 - pyskl - INFO - Best top1_acc is 0.8567 at 100 epoch. +2025-04-29 22:37:17,221 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8567, top5_acc: 0.9777 +2025-04-29 22:38:22,029 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:04:04, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 1.9704, loss: 1.9704 +2025-04-29 22:39:04,594 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:03:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8567, loss: 1.8567 +2025-04-29 22:39:47,052 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:02:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8817, loss: 1.8817 +2025-04-29 22:40:29,618 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:01:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0880, loss: 2.0880 +2025-04-29 22:41:12,236 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:01:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0337, loss: 2.0337 +2025-04-29 22:41:54,834 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:00:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.0129, loss: 2.0129 +2025-04-29 22:42:37,340 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 14:59:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8705, loss: 1.8705 +2025-04-29 22:43:19,846 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 14:58:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.8759, loss: 1.8759 +2025-04-29 22:44:02,360 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 14:58:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 1.9997, loss: 1.9997 +2025-04-29 22:44:44,888 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 14:57:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9047, loss: 1.9047 +2025-04-29 22:45:27,463 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 14:56:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.9957, loss: 1.9957 +2025-04-29 22:46:10,104 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:56:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0056, loss: 2.0056 +2025-04-29 22:46:52,647 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:55:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0268, loss: 2.0268 +2025-04-29 22:47:35,075 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:54:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9881, loss: 1.9881 +2025-04-29 22:48:17,442 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:53:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0426, loss: 2.0426 +2025-04-29 22:48:59,895 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:53:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.0830, loss: 2.0830 +2025-04-29 22:49:42,387 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:52:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.9986, loss: 1.9986 +2025-04-29 22:50:24,768 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:51:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.9442, loss: 1.9442 +2025-04-29 22:51:07,075 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:50:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.9679, loss: 1.9679 +2025-04-29 22:51:49,412 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:50:13, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.0403, loss: 2.0403 +2025-04-29 22:52:31,887 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:49:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.0522, loss: 2.0522 +2025-04-29 22:53:14,398 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:48:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.0206, loss: 2.0206 +2025-04-29 22:53:56,967 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:48:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0580, loss: 2.0580 +2025-04-29 22:54:39,329 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:47:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.0309, loss: 2.0309 +2025-04-29 22:55:21,831 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:46:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0057, loss: 2.0057 +2025-04-29 22:55:24,925 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-04-29 22:56:41,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 22:56:41,232 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9755 +2025-04-29 22:56:41,235 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8547, top5_acc: 0.9755 +2025-04-29 22:57:46,029 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:45:57, time: 0.648, data_time: 0.224, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9492, loss: 1.9492 +2025-04-29 22:58:28,379 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:45:13, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9355, loss: 1.9355 +2025-04-29 22:59:10,818 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:44:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8922, loss: 1.8922 +2025-04-29 22:59:53,165 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:43:46, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.9170, loss: 1.9170 +2025-04-29 23:00:35,638 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:43:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.0113, loss: 2.0113 +2025-04-29 23:01:17,986 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:42:18, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0127, loss: 2.0127 +2025-04-29 23:02:00,326 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:41:35, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9644, loss: 1.9644 +2025-04-29 23:02:42,761 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:40:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9095, loss: 1.9095 +2025-04-29 23:03:25,338 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:40:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.0024, loss: 2.0024 +2025-04-29 23:04:07,944 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:39:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.9456, loss: 1.9456 +2025-04-29 23:04:50,620 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:38:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.0400, loss: 2.0400 +2025-04-29 23:05:33,335 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:37:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0503, loss: 2.0503 +2025-04-29 23:06:15,804 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:37:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.9641, loss: 1.9641 +2025-04-29 23:06:58,219 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:36:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0215, loss: 2.0215 +2025-04-29 23:07:40,681 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:35:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0020, loss: 2.0020 +2025-04-29 23:08:23,083 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:35:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0620, loss: 2.0620 +2025-04-29 23:09:05,495 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:34:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.0140, loss: 2.0140 +2025-04-29 23:09:47,978 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:33:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0291, loss: 2.0291 +2025-04-29 23:10:30,415 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:32:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9196, loss: 1.9196 +2025-04-29 23:11:12,870 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:32:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 2.0484, loss: 2.0484 +2025-04-29 23:11:55,322 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:31:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9357, loss: 1.9357 +2025-04-29 23:12:37,786 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:30:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.0261, loss: 2.0261 +2025-04-29 23:13:20,206 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:29:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.9477, loss: 1.9477 +2025-04-29 23:14:02,562 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:29:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.9862, loss: 1.9862 +2025-04-29 23:14:44,846 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:28:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 2.0277, loss: 2.0277 +2025-04-29 23:14:47,937 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-04-29 23:16:04,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 23:16:04,613 - pyskl - INFO - +top1_acc 0.8446 +top5_acc 0.9711 +2025-04-29 23:16:04,616 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8446, top5_acc: 0.9711 +2025-04-29 23:17:09,249 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:27:50, time: 0.646, data_time: 0.222, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9241, loss: 1.9241 +2025-04-29 23:17:51,602 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:27:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9168, loss: 1.9168 +2025-04-29 23:18:34,035 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:26:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0374, loss: 2.0374 +2025-04-29 23:19:16,749 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:25:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8862, loss: 1.8862 +2025-04-29 23:19:59,222 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:24:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9469, loss: 1.9469 +2025-04-29 23:20:41,742 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:24:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8433, loss: 1.8433 +2025-04-29 23:21:24,254 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:23:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8011, loss: 1.8011 +2025-04-29 23:22:06,981 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:22:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.8681, loss: 1.8681 +2025-04-29 23:22:49,756 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:22:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9328, loss: 1.9328 +2025-04-29 23:23:32,421 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:21:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8590, loss: 1.8590 +2025-04-29 23:24:15,028 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:20:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.9565, loss: 1.9565 +2025-04-29 23:24:57,531 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:19:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8873, loss: 1.8873 +2025-04-29 23:25:39,912 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:19:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9123, loss: 1.9123 +2025-04-29 23:26:22,254 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:18:22, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.9838, loss: 1.9838 +2025-04-29 23:27:04,683 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:17:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.9677, loss: 1.9677 +2025-04-29 23:27:47,030 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:16:55, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9703, loss: 1.9703 +2025-04-29 23:28:29,387 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:16:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0758, loss: 2.0758 +2025-04-29 23:29:11,770 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:15:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.0150, loss: 2.0150 +2025-04-29 23:29:54,212 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:14:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.9041, loss: 1.9041 +2025-04-29 23:30:36,543 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:14:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 1.9280, loss: 1.9280 +2025-04-29 23:31:19,030 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:13:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9593, loss: 1.9593 +2025-04-29 23:32:01,411 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:12:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 2.1472, loss: 2.1472 +2025-04-29 23:32:43,906 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:11:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9988, loss_cls: 1.9595, loss: 1.9595 +2025-04-29 23:33:26,302 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:11:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0936, loss: 2.0936 +2025-04-29 23:34:08,739 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:10:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.9643, loss: 1.9643 +2025-04-29 23:34:11,841 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-04-29 23:35:28,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 23:35:28,508 - pyskl - INFO - +top1_acc 0.8399 +top5_acc 0.9673 +2025-04-29 23:35:28,511 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8399, top5_acc: 0.9673 +2025-04-29 23:36:33,395 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:09:44, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8246, loss: 1.8246 +2025-04-29 23:37:15,811 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:09:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.8753, loss: 1.8753 +2025-04-29 23:37:58,228 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:08:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8016, loss: 1.8016 +2025-04-29 23:38:40,685 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:07:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9274, loss: 1.9274 +2025-04-29 23:39:23,204 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:06:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.9030, loss: 1.9030 +2025-04-29 23:40:05,599 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:06:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8437, loss: 1.8437 +2025-04-29 23:40:48,082 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:05:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9546, loss: 1.9546 +2025-04-29 23:41:30,635 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:04:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8923, loss: 1.8923 +2025-04-29 23:42:13,167 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:03:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9634, loss: 1.9634 +2025-04-29 23:42:55,727 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:03:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8933, loss: 1.8933 +2025-04-29 23:43:38,322 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:02:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8738, loss: 1.8738 +2025-04-29 23:44:21,072 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9211, loss: 1.9211 +2025-04-29 23:45:03,606 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:01:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.9397, loss: 1.9397 +2025-04-29 23:45:46,074 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:00:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.9194, loss: 1.9194 +2025-04-29 23:46:28,576 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 13:59:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.8926, loss: 1.8926 +2025-04-29 23:47:10,717 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 13:58:49, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9246, loss: 1.9246 +2025-04-29 23:47:53,248 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 13:58:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9210, loss: 1.9210 +2025-04-29 23:48:35,554 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 13:57:21, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.8865, loss: 1.8865 +2025-04-29 23:49:18,097 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 13:56:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1164, loss: 2.1164 +2025-04-29 23:50:00,523 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:55:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.9207, loss: 1.9207 +2025-04-29 23:50:42,919 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:55:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.8972, loss: 1.8972 +2025-04-29 23:51:25,403 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:54:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.9154, loss: 1.9154 +2025-04-29 23:52:07,813 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:53:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.9417, loss: 1.9417 +2025-04-29 23:52:50,207 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:52:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.0707, loss: 2.0707 +2025-04-29 23:53:32,697 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:52:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0651, loss: 2.0651 +2025-04-29 23:53:35,832 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-04-29 23:54:52,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-29 23:54:52,257 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9749 +2025-04-29 23:54:52,260 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8497, top5_acc: 0.9749 +2025-04-29 23:55:57,342 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:51:38, time: 0.651, data_time: 0.225, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7887, loss: 1.7887 +2025-04-29 23:56:39,848 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:50:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8498, loss: 1.8498 +2025-04-29 23:57:22,272 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:50:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.8471, loss: 1.8471 +2025-04-29 23:58:04,762 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:49:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.8757, loss: 1.8757 +2025-04-29 23:58:47,226 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:48:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.8998, loss: 1.8998 +2025-04-29 23:59:29,712 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:47:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9155, loss: 1.9155 +2025-04-30 00:00:12,266 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:47:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9126, loss: 1.9126 +2025-04-30 00:00:54,828 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:46:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.8154, loss: 1.8154 +2025-04-30 00:01:37,377 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:45:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9576, loss: 1.9576 +2025-04-30 00:02:19,892 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:45:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8900, loss: 1.8900 +2025-04-30 00:03:02,482 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:44:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8768, loss: 1.8768 +2025-04-30 00:03:45,160 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:43:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7622, loss: 1.7622 +2025-04-30 00:04:27,602 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:42:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.9360, loss: 1.9360 +2025-04-30 00:05:10,041 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:42:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8024, loss: 1.8024 +2025-04-30 00:05:52,527 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:41:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9146, loss: 1.9146 +2025-04-30 00:06:35,047 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:40:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7860, loss: 1.7860 +2025-04-30 00:07:17,379 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:39:59, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0134, loss: 2.0134 +2025-04-30 00:07:59,704 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:39:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9078, loss: 1.9078 +2025-04-30 00:08:42,127 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:38:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.9787, loss: 1.9787 +2025-04-30 00:09:24,446 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:37:48, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8825, loss: 1.8825 +2025-04-30 00:10:06,746 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:37:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8909, loss: 1.8909 +2025-04-30 00:10:48,921 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:36:20, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.9294, loss: 1.9294 +2025-04-30 00:11:31,283 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:35:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.9287, loss: 1.9287 +2025-04-30 00:12:13,666 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:34:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9220, loss: 1.9220 +2025-04-30 00:12:56,046 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:34:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0799, loss: 2.0799 +2025-04-30 00:12:59,208 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-04-30 00:14:15,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 00:14:15,677 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9490 +2025-04-30 00:14:15,680 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8207, top5_acc: 0.9490 +2025-04-30 00:15:20,358 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:33:31, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8279, loss: 1.8279 +2025-04-30 00:16:02,836 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:32:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7832, loss: 1.7832 +2025-04-30 00:16:45,259 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:32:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8359, loss: 1.8359 +2025-04-30 00:17:27,753 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:31:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7538, loss: 1.7538 +2025-04-30 00:18:10,120 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:30:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7564, loss: 1.7564 +2025-04-30 00:18:52,632 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:29:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.8735, loss: 1.8735 +2025-04-30 00:19:35,195 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:29:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.8916, loss: 1.8916 +2025-04-30 00:20:17,680 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:28:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 2.0263, loss: 2.0263 +2025-04-30 00:21:00,143 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:27:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8647, loss: 1.8647 +2025-04-30 00:21:42,655 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:26:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 1.9099, loss: 1.9099 +2025-04-30 00:22:25,191 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:26:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8166, loss: 1.8166 +2025-04-30 00:23:07,383 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:25:31, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8074, loss: 1.8074 +2025-04-30 00:23:49,939 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:24:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 1.9149, loss: 1.9149 +2025-04-30 00:24:32,416 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:24:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.7951, loss: 1.7951 +2025-04-30 00:25:14,726 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:23:19, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9206, loss: 1.9206 +2025-04-30 00:25:57,121 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:22:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8519, loss: 1.8519 +2025-04-30 00:26:39,469 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:21:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8756, loss: 1.8756 +2025-04-30 00:27:21,927 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:21:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9650, loss: 1.9650 +2025-04-30 00:28:04,388 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:20:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.8435, loss: 1.8435 +2025-04-30 00:28:46,809 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:19:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8390, loss: 1.8390 +2025-04-30 00:29:29,205 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:18:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9767, loss: 1.9767 +2025-04-30 00:30:11,582 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:18:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 1.9792, loss: 1.9792 +2025-04-30 00:30:54,040 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:17:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8404, loss: 1.8404 +2025-04-30 00:31:36,487 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:16:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0665, loss: 2.0665 +2025-04-30 00:32:18,902 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:16:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8672, loss: 1.8672 +2025-04-30 00:32:22,027 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-04-30 00:33:38,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 00:33:38,712 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9756 +2025-04-30 00:33:38,715 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8512, top5_acc: 0.9756 +2025-04-30 00:34:43,095 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:15:24, time: 0.644, data_time: 0.221, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8167, loss: 1.8167 +2025-04-30 00:35:25,519 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:14:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7674, loss: 1.7674 +2025-04-30 00:36:07,931 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:13:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8481, loss: 1.8481 +2025-04-30 00:36:50,389 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:13:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.6798, loss: 1.6798 +2025-04-30 00:37:32,767 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:12:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 1.8201, loss: 1.8201 +2025-04-30 00:38:15,187 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:11:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.7793, loss: 1.7793 +2025-04-30 00:38:57,630 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:11:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.9164, loss: 1.9164 +2025-04-30 00:39:40,069 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:10:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.8937, loss: 1.8937 +2025-04-30 00:40:22,403 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:09:35, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.9059, loss: 1.9059 +2025-04-30 00:41:04,997 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:08:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8547, loss: 1.8547 +2025-04-30 00:41:47,575 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:08:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8288, loss: 1.8288 +2025-04-30 00:42:30,277 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:07:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0096, loss: 2.0096 +2025-04-30 00:43:12,716 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:06:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.8028, loss: 1.8028 +2025-04-30 00:43:55,160 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:05:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8735, loss: 1.8735 +2025-04-30 00:44:37,599 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:05:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8509, loss: 1.8509 +2025-04-30 00:45:20,003 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:04:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8440, loss: 1.8440 +2025-04-30 00:46:02,520 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:03:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.8197, loss: 1.8197 +2025-04-30 00:46:45,026 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:03:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8844, loss: 1.8844 +2025-04-30 00:47:27,431 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:02:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9397, loss: 1.9397 +2025-04-30 00:48:09,815 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:01:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.8158, loss: 1.8158 +2025-04-30 00:48:52,291 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:00:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9020, loss: 1.9020 +2025-04-30 00:49:34,642 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:00:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8447, loss: 1.8447 +2025-04-30 00:50:17,021 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 12:59:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.9528, loss: 1.9528 +2025-04-30 00:50:59,497 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 12:58:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9423, loss: 1.9423 +2025-04-30 00:51:41,939 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 12:57:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.8470, loss: 1.8470 +2025-04-30 00:51:45,060 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-04-30 00:53:02,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 00:53:02,180 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9668 +2025-04-30 00:53:02,183 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8302, top5_acc: 0.9668 +2025-04-30 00:54:07,388 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 12:57:18, time: 0.652, data_time: 0.225, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7725, loss: 1.7725 +2025-04-30 00:54:49,624 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:56:34, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7408, loss: 1.7408 +2025-04-30 00:55:32,234 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:55:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.7552, loss: 1.7552 +2025-04-30 00:56:14,732 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:55:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.7699, loss: 1.7699 +2025-04-30 00:56:57,195 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:54:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7185, loss: 1.7185 +2025-04-30 00:57:39,743 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:53:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.8203, loss: 1.8203 +2025-04-30 00:58:22,272 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:52:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8504, loss: 1.8504 +2025-04-30 00:59:04,778 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:52:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9546, loss: 1.9546 +2025-04-30 00:59:47,296 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:51:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7841, loss: 1.7841 +2025-04-30 01:00:29,806 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:50:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8741, loss: 1.8741 +2025-04-30 01:01:12,284 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:50:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8057, loss: 1.8057 +2025-04-30 01:01:54,951 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:49:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8340, loss: 1.8340 +2025-04-30 01:02:37,559 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:48:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7860, loss: 1.7860 +2025-04-30 01:03:20,081 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:47:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.8134, loss: 1.8134 +2025-04-30 01:04:02,451 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:47:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8466, loss: 1.8466 +2025-04-30 01:04:44,832 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:46:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9059, loss: 1.9059 +2025-04-30 01:05:27,233 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:45:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7657, loss: 1.7657 +2025-04-30 01:06:09,650 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:44:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8184, loss: 1.8184 +2025-04-30 01:06:52,054 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:44:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8372, loss: 1.8372 +2025-04-30 01:07:34,418 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:43:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8407, loss: 1.8407 +2025-04-30 01:08:16,881 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:42:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8738, loss: 1.8738 +2025-04-30 01:08:59,048 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:42:01, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7228, loss: 1.7228 +2025-04-30 01:09:41,435 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:41:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8975, loss: 1.8975 +2025-04-30 01:10:23,748 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:40:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.8337, loss: 1.8337 +2025-04-30 01:11:06,056 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:39:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8874, loss: 1.8874 +2025-04-30 01:11:09,196 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-04-30 01:12:25,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 01:12:25,859 - pyskl - INFO - +top1_acc 0.8399 +top5_acc 0.9736 +2025-04-30 01:12:25,861 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8399, top5_acc: 0.9736 +2025-04-30 01:13:30,905 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:39:12, time: 0.650, data_time: 0.226, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.8040, loss: 1.8040 +2025-04-30 01:14:13,524 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:38:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7439, loss: 1.7439 +2025-04-30 01:14:56,009 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:37:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7152, loss: 1.7152 +2025-04-30 01:15:38,508 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:37:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7388, loss: 1.7388 +2025-04-30 01:16:20,951 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:36:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7270, loss: 1.7270 +2025-04-30 01:17:03,475 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:35:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7591, loss: 1.7591 +2025-04-30 01:17:45,917 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:34:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7656, loss: 1.7656 +2025-04-30 01:18:28,348 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:34:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6674, loss: 1.6674 +2025-04-30 01:19:10,763 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:33:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7157, loss: 1.7157 +2025-04-30 01:19:53,317 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:32:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7163, loss: 1.7163 +2025-04-30 01:20:35,927 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7868, loss: 1.7868 +2025-04-30 01:21:18,569 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:31:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.7910, loss: 1.7910 +2025-04-30 01:22:01,123 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:30:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7558, loss: 1.7558 +2025-04-30 01:22:43,603 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:29:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 1.8254, loss: 1.8254 +2025-04-30 01:23:26,011 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:29:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8404, loss: 1.8404 +2025-04-30 01:24:08,522 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:28:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8315, loss: 1.8315 +2025-04-30 01:24:50,964 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:27:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8689, loss: 1.8689 +2025-04-30 01:25:33,315 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:26:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.8439, loss: 1.8439 +2025-04-30 01:26:15,795 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:26:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.8766, loss: 1.8766 +2025-04-30 01:26:58,265 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:25:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9260, loss: 1.9260 +2025-04-30 01:27:40,746 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:24:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8449, loss: 1.8449 +2025-04-30 01:28:23,216 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:23:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8623, loss: 1.8623 +2025-04-30 01:29:05,835 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:23:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.8517, loss: 1.8517 +2025-04-30 01:29:48,323 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:22:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.7704, loss: 1.7704 +2025-04-30 01:30:30,766 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:21:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8351, loss: 1.8351 +2025-04-30 01:30:33,875 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-04-30 01:31:50,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 01:31:50,941 - pyskl - INFO - +top1_acc 0.8491 +top5_acc 0.9766 +2025-04-30 01:31:50,944 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8491, top5_acc: 0.9766 +2025-04-30 01:32:56,271 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:21:06, time: 0.653, data_time: 0.228, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7042, loss: 1.7042 +2025-04-30 01:33:38,734 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:20:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8061, loss: 1.8061 +2025-04-30 01:34:21,211 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:19:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7848, loss: 1.7848 +2025-04-30 01:35:03,599 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:18:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.6984, loss: 1.6984 +2025-04-30 01:35:46,058 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:18:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7311, loss: 1.7311 +2025-04-30 01:36:28,525 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:17:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7392, loss: 1.7392 +2025-04-30 01:37:11,027 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:16:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.7201, loss: 1.7201 +2025-04-30 01:37:53,453 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:16:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.8288, loss: 1.8288 +2025-04-30 01:38:35,934 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:15:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.6991, loss: 1.6991 +2025-04-30 01:39:18,438 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:14:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.6937, loss: 1.6937 +2025-04-30 01:40:01,011 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:13:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8178, loss: 1.8178 +2025-04-30 01:40:43,606 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:13:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7314, loss: 1.7314 +2025-04-30 01:41:26,236 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:12:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.6972, loss: 1.6972 +2025-04-30 01:42:08,875 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:11:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7524, loss: 1.7524 +2025-04-30 01:42:51,386 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:10:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7510, loss: 1.7510 +2025-04-30 01:43:33,919 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:10:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6675, loss: 1.6675 +2025-04-30 01:44:16,413 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:09:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.7720, loss: 1.7720 +2025-04-30 01:44:58,947 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:08:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8036, loss: 1.8036 +2025-04-30 01:45:41,503 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:08:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.7600, loss: 1.7600 +2025-04-30 01:46:24,015 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:07:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.8167, loss: 1.8167 +2025-04-30 01:47:06,524 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:06:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8972, loss: 1.8972 +2025-04-30 01:47:49,059 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:05:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7990, loss: 1.7990 +2025-04-30 01:48:31,568 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:05:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8042, loss: 1.8042 +2025-04-30 01:49:14,206 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:04:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7856, loss: 1.7856 +2025-04-30 01:49:56,793 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:03:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.8095, loss: 1.8095 +2025-04-30 01:49:59,906 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-04-30 01:51:16,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 01:51:16,533 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9754 +2025-04-30 01:51:16,584 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_100.pth was removed +2025-04-30 01:51:17,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-04-30 01:51:17,624 - pyskl - INFO - Best top1_acc is 0.8628 at 110 epoch. +2025-04-30 01:51:17,626 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8628, top5_acc: 0.9754 +2025-04-30 01:52:22,097 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:03:00, time: 0.645, data_time: 0.219, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7984, loss: 1.7984 +2025-04-30 01:53:04,591 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:02:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7191, loss: 1.7191 +2025-04-30 01:53:47,103 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:01:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7636, loss: 1.7636 +2025-04-30 01:54:29,558 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:00:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7228, loss: 1.7228 +2025-04-30 01:55:11,976 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:00:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 1.7842, loss: 1.7842 +2025-04-30 01:55:54,504 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 11:59:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6407, loss: 1.6407 +2025-04-30 01:56:36,989 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 11:58:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7201, loss: 1.7201 +2025-04-30 01:57:19,615 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 11:57:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.7256, loss: 1.7256 +2025-04-30 01:58:02,210 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 11:57:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8099, loss: 1.8099 +2025-04-30 01:58:44,819 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:56:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7355, loss: 1.7355 +2025-04-30 01:59:27,401 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:55:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7557, loss: 1.7557 +2025-04-30 02:00:09,782 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:55:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.7325, loss: 1.7325 +2025-04-30 02:00:52,267 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:54:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7890, loss: 1.7890 +2025-04-30 02:01:34,689 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:53:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7688, loss: 1.7688 +2025-04-30 02:02:17,416 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:52:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7003, loss: 1.7003 +2025-04-30 02:03:00,099 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:52:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8318, loss: 1.8318 +2025-04-30 02:03:42,672 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:51:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7399, loss: 1.7399 +2025-04-30 02:04:25,151 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:50:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6792, loss: 1.6792 +2025-04-30 02:05:07,658 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:49:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.7747, loss: 1.7747 +2025-04-30 02:05:50,046 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:49:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8202, loss: 1.8202 +2025-04-30 02:06:32,556 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:48:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7892, loss: 1.7892 +2025-04-30 02:07:15,084 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:47:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.7857, loss: 1.7857 +2025-04-30 02:07:57,502 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:47:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7919, loss: 1.7919 +2025-04-30 02:08:39,971 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:46:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.7436, loss: 1.7436 +2025-04-30 02:09:22,524 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:45:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7904, loss: 1.7904 +2025-04-30 02:09:25,598 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-04-30 02:10:41,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 02:10:42,047 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9739 +2025-04-30 02:10:42,049 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8618, top5_acc: 0.9739 +2025-04-30 02:11:46,615 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:44:54, time: 0.646, data_time: 0.222, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6492, loss: 1.6492 +2025-04-30 02:12:29,051 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:44:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7458, loss: 1.7458 +2025-04-30 02:13:11,388 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:43:27, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7001, loss: 1.7001 +2025-04-30 02:13:53,771 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:42:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.6863, loss: 1.6863 +2025-04-30 02:14:36,183 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:42:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7500, loss: 1.7500 +2025-04-30 02:15:18,639 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:41:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.7447, loss: 1.7447 +2025-04-30 02:16:01,080 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:40:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6940, loss: 1.6940 +2025-04-30 02:16:43,583 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:39:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6952, loss: 1.6952 +2025-04-30 02:17:25,983 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:39:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.6508, loss: 1.6508 +2025-04-30 02:18:08,426 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:38:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6645, loss: 1.6645 +2025-04-30 02:18:51,033 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:37:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6209, loss: 1.6209 +2025-04-30 02:19:33,725 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7163, loss: 1.7163 +2025-04-30 02:20:16,255 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:36:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.7505, loss: 1.7505 +2025-04-30 02:20:58,736 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:35:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7764, loss: 1.7764 +2025-04-30 02:21:41,137 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:34:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.7301, loss: 1.7301 +2025-04-30 02:22:23,498 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:34:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7541, loss: 1.7541 +2025-04-30 02:23:05,977 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:33:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8082, loss: 1.8082 +2025-04-30 02:23:48,406 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:32:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.6937, loss: 1.6937 +2025-04-30 02:24:30,785 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:31:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7722, loss: 1.7722 +2025-04-30 02:25:13,238 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:31:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8171, loss: 1.8171 +2025-04-30 02:25:55,727 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:30:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7680, loss: 1.7680 +2025-04-30 02:26:38,086 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:29:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.6922, loss: 1.6922 +2025-04-30 02:27:20,560 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:28:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 1.7508, loss: 1.7508 +2025-04-30 02:28:02,912 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:28:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7024, loss: 1.7024 +2025-04-30 02:28:45,365 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:27:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7442, loss: 1.7442 +2025-04-30 02:28:48,503 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-04-30 02:30:04,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 02:30:04,924 - pyskl - INFO - +top1_acc 0.8712 +top5_acc 0.9783 +2025-04-30 02:30:04,973 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_110.pth was removed +2025-04-30 02:30:05,978 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-04-30 02:30:05,979 - pyskl - INFO - Best top1_acc is 0.8712 at 112 epoch. +2025-04-30 02:30:05,981 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8712, top5_acc: 0.9783 +2025-04-30 02:31:10,405 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:26:48, time: 0.644, data_time: 0.221, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7048, loss: 1.7048 +2025-04-30 02:31:52,637 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:26:04, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6448, loss: 1.6448 +2025-04-30 02:32:35,012 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:25:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6763, loss: 1.6763 +2025-04-30 02:33:17,528 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:24:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.6890, loss: 1.6890 +2025-04-30 02:34:00,114 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:23:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5650, loss: 1.5650 +2025-04-30 02:34:42,660 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:23:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6742, loss: 1.6742 +2025-04-30 02:35:25,172 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:22:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.6385, loss: 1.6385 +2025-04-30 02:36:07,602 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:21:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6170, loss: 1.6170 +2025-04-30 02:36:50,003 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:20:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6446, loss: 1.6446 +2025-04-30 02:37:32,512 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:20:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6138, loss: 1.6138 +2025-04-30 02:38:14,943 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:19:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.6988, loss: 1.6988 +2025-04-30 02:38:57,467 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:18:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.6833, loss: 1.6833 +2025-04-30 02:39:40,208 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:18:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.6585, loss: 1.6585 +2025-04-30 02:40:22,772 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:17:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7187, loss: 1.7187 +2025-04-30 02:41:05,206 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:16:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6708, loss: 1.6708 +2025-04-30 02:41:47,568 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:15:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7121, loss: 1.7121 +2025-04-30 02:42:30,064 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:15:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.6588, loss: 1.6588 +2025-04-30 02:43:12,624 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:14:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7272, loss: 1.7272 +2025-04-30 02:43:55,168 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:13:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7162, loss: 1.7162 +2025-04-30 02:44:37,723 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:13:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7547, loss: 1.7547 +2025-04-30 02:45:20,356 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:12:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7531, loss: 1.7531 +2025-04-30 02:46:02,821 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:11:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7419, loss: 1.7419 +2025-04-30 02:46:45,259 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:10:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7744, loss: 1.7744 +2025-04-30 02:47:27,707 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:10:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.6954, loss: 1.6954 +2025-04-30 02:48:10,130 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:09:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7555, loss: 1.7555 +2025-04-30 02:48:13,322 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-04-30 02:49:29,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 02:49:29,541 - pyskl - INFO - +top1_acc 0.8720 +top5_acc 0.9789 +2025-04-30 02:49:29,592 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_112.pth was removed +2025-04-30 02:49:30,615 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-04-30 02:49:30,616 - pyskl - INFO - Best top1_acc is 0.8720 at 113 epoch. +2025-04-30 02:49:30,618 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8720, top5_acc: 0.9789 +2025-04-30 02:50:35,559 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:08:42, time: 0.649, data_time: 0.224, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6411, loss: 1.6411 +2025-04-30 02:51:18,015 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:07:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5604, loss: 1.5604 +2025-04-30 02:52:00,414 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:07:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6263, loss: 1.6263 +2025-04-30 02:52:42,891 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:06:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6583, loss: 1.6583 +2025-04-30 02:53:25,351 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:05:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7225, loss: 1.7225 +2025-04-30 02:54:07,735 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:05:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7321, loss: 1.7321 +2025-04-30 02:54:50,165 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:04:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6441, loss: 1.6441 +2025-04-30 02:55:32,606 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:03:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6231, loss: 1.6231 +2025-04-30 02:56:15,005 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:02:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6412, loss: 1.6412 +2025-04-30 02:56:57,439 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:02:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6451, loss: 1.6451 +2025-04-30 02:57:40,028 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:01:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6315, loss: 1.6315 +2025-04-30 02:58:22,590 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:00:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5900, loss: 1.5900 +2025-04-30 02:59:05,350 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 10:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6940, loss: 1.6940 +2025-04-30 02:59:48,046 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 10:59:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.6486, loss: 1.6486 +2025-04-30 03:00:30,795 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 10:58:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.7030, loss: 1.7030 +2025-04-30 03:01:13,297 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 10:57:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.6928, loss: 1.6928 +2025-04-30 03:01:55,846 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:57:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6859, loss: 1.6859 +2025-04-30 03:02:38,288 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:56:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6781, loss: 1.6781 +2025-04-30 03:03:20,894 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:55:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6676, loss: 1.6676 +2025-04-30 03:04:03,609 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:54:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6586, loss: 1.6586 +2025-04-30 03:04:46,210 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:54:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7543, loss: 1.7543 +2025-04-30 03:05:28,578 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:53:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7068, loss: 1.7068 +2025-04-30 03:06:10,997 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:52:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7153, loss: 1.7153 +2025-04-30 03:06:53,432 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:52:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7484, loss: 1.7484 +2025-04-30 03:07:35,556 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:51:16, time: 0.421, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7404, loss: 1.7404 +2025-04-30 03:07:38,655 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-04-30 03:08:55,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 03:08:55,124 - pyskl - INFO - +top1_acc 0.8499 +top5_acc 0.9716 +2025-04-30 03:08:55,126 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8499, top5_acc: 0.9716 +2025-04-30 03:10:00,078 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:50:36, time: 0.649, data_time: 0.223, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-04-30 03:10:42,446 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:49:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6324, loss: 1.6324 +2025-04-30 03:11:24,984 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:49:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.5882, loss: 1.5882 +2025-04-30 03:12:07,570 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:48:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6782, loss: 1.6782 +2025-04-30 03:12:50,142 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:47:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.6027, loss: 1.6027 +2025-04-30 03:13:32,748 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:46:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.5615, loss: 1.5615 +2025-04-30 03:14:15,436 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6523, loss: 1.6523 +2025-04-30 03:14:57,971 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:45:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6369, loss: 1.6369 +2025-04-30 03:15:40,592 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:44:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.5338, loss: 1.5338 +2025-04-30 03:16:23,183 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:44:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5906, loss: 1.5906 +2025-04-30 03:17:05,911 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:43:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6066, loss: 1.6066 +2025-04-30 03:17:48,671 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.5796, loss: 1.5796 +2025-04-30 03:18:31,262 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:41:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5954, loss: 1.5954 +2025-04-30 03:19:13,815 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:41:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6769, loss: 1.6769 +2025-04-30 03:19:56,274 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:40:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6625, loss: 1.6625 +2025-04-30 03:20:38,787 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:39:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6539, loss: 1.6539 +2025-04-30 03:21:21,371 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:38:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6043, loss: 1.6043 +2025-04-30 03:22:03,834 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:38:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6029, loss: 1.6029 +2025-04-30 03:22:46,654 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:37:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.6640, loss: 1.6640 +2025-04-30 03:23:29,334 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.6443, loss: 1.6443 +2025-04-30 03:24:12,003 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:36:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6603, loss: 1.6603 +2025-04-30 03:24:54,648 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:35:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.5970, loss: 1.5970 +2025-04-30 03:25:37,339 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:34:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6385, loss: 1.6385 +2025-04-30 03:26:19,803 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:33:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6606, loss: 1.6606 +2025-04-30 03:27:02,275 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:33:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.6762, loss: 1.6762 +2025-04-30 03:27:05,399 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-04-30 03:28:22,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 03:28:22,085 - pyskl - INFO - +top1_acc 0.8571 +top5_acc 0.9721 +2025-04-30 03:28:22,088 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8571, top5_acc: 0.9721 +2025-04-30 03:29:27,238 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:32:31, time: 0.651, data_time: 0.226, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.6380, loss: 1.6380 +2025-04-30 03:30:09,651 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:31:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 +2025-04-30 03:30:52,035 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:31:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5617, loss: 1.5617 +2025-04-30 03:31:34,462 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:30:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4888, loss: 1.4888 +2025-04-30 03:32:16,902 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:29:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6583, loss: 1.6583 +2025-04-30 03:32:59,251 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:28:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5683, loss: 1.5683 +2025-04-30 03:33:41,661 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:28:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6006, loss: 1.6006 +2025-04-30 03:34:24,177 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:27:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5266, loss: 1.5266 +2025-04-30 03:35:06,757 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:26:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5516, loss: 1.5516 +2025-04-30 03:35:49,167 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:25:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.6823, loss: 1.6823 +2025-04-30 03:36:31,739 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:25:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5795, loss: 1.5795 +2025-04-30 03:37:14,251 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:24:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5232, loss: 1.5232 +2025-04-30 03:37:56,814 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:23:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5782, loss: 1.5782 +2025-04-30 03:38:39,207 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:23:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5588, loss: 1.5588 +2025-04-30 03:39:21,637 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:22:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.6754, loss: 1.6754 +2025-04-30 03:40:04,183 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:21:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6576, loss: 1.6576 +2025-04-30 03:40:46,682 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:20:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6963, loss: 1.6963 +2025-04-30 03:41:29,391 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 +2025-04-30 03:42:11,931 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:19:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6080, loss: 1.6080 +2025-04-30 03:42:54,359 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:18:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6356, loss: 1.6356 +2025-04-30 03:43:36,846 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:18:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5832, loss: 1.5832 +2025-04-30 03:44:19,262 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:17:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.6394, loss: 1.6394 +2025-04-30 03:45:01,747 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:16:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6349, loss: 1.6349 +2025-04-30 03:45:44,215 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:15:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7187, loss: 1.7187 +2025-04-30 03:46:26,631 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:15:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6578, loss: 1.6578 +2025-04-30 03:46:29,755 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-04-30 03:47:46,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 03:47:46,214 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9732 +2025-04-30 03:47:46,217 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8606, top5_acc: 0.9732 +2025-04-30 03:48:51,223 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:14:25, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6207, loss: 1.6207 +2025-04-30 03:49:33,632 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:13:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6041, loss: 1.6041 +2025-04-30 03:50:16,082 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:12:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6024, loss: 1.6024 +2025-04-30 03:50:58,494 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:12:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6062, loss: 1.6062 +2025-04-30 03:51:40,971 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:11:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5739, loss: 1.5739 +2025-04-30 03:52:23,488 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:10:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5296, loss: 1.5296 +2025-04-30 03:53:06,020 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:10:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5314, loss: 1.5314 +2025-04-30 03:53:48,566 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:09:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5499, loss: 1.5499 +2025-04-30 03:54:30,992 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:08:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6130, loss: 1.6130 +2025-04-30 03:55:13,482 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:07:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5475, loss: 1.5475 +2025-04-30 03:55:55,878 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:07:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5861, loss: 1.5861 +2025-04-30 03:56:38,398 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:06:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5941, loss: 1.5941 +2025-04-30 03:57:20,942 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:05:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6104, loss: 1.6104 +2025-04-30 03:58:03,427 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:04:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5389, loss: 1.5389 +2025-04-30 03:58:45,704 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:04:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5667, loss: 1.5667 +2025-04-30 03:59:28,298 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:03:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5887, loss: 1.5887 +2025-04-30 04:00:10,773 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:02:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5750, loss: 1.5750 +2025-04-30 04:00:53,376 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:02:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5775, loss: 1.5775 +2025-04-30 04:01:35,818 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:01:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5541, loss: 1.5541 +2025-04-30 04:02:18,198 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:00:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6012, loss: 1.6012 +2025-04-30 04:03:00,606 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 9:59:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5553, loss: 1.5553 +2025-04-30 04:03:42,975 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 9:59:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5469, loss: 1.5469 +2025-04-30 04:04:25,443 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 9:58:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.6423, loss: 1.6423 +2025-04-30 04:05:08,021 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 9:57:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6693, loss: 1.6693 +2025-04-30 04:05:50,550 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:57:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6726, loss: 1.6726 +2025-04-30 04:05:53,660 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-04-30 04:07:09,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 04:07:09,853 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9751 +2025-04-30 04:07:09,856 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8652, top5_acc: 0.9751 +2025-04-30 04:08:14,552 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:56:19, time: 0.647, data_time: 0.223, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5575, loss: 1.5575 +2025-04-30 04:08:56,934 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:55:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5152, loss: 1.5152 +2025-04-30 04:09:39,281 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:54:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4898, loss: 1.4898 +2025-04-30 04:10:21,809 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:54:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5163, loss: 1.5163 +2025-04-30 04:11:04,334 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:53:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5811, loss: 1.5811 +2025-04-30 04:11:46,857 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:52:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6335, loss: 1.6335 +2025-04-30 04:12:29,432 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:51:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5946, loss: 1.5946 +2025-04-30 04:13:11,415 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:51:14, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5818, loss: 1.5818 +2025-04-30 04:13:53,857 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:50:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5410, loss: 1.5410 +2025-04-30 04:14:36,379 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:49:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5284, loss: 1.5284 +2025-04-30 04:15:19,011 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:49:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5249, loss: 1.5249 +2025-04-30 04:16:01,531 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:48:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5848, loss: 1.5848 +2025-04-30 04:16:44,055 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:47:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.5640, loss: 1.5640 +2025-04-30 04:17:26,521 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:46:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5496, loss: 1.5496 +2025-04-30 04:18:09,143 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:46:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5613, loss: 1.5613 +2025-04-30 04:18:51,786 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:45:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.5599, loss: 1.5599 +2025-04-30 04:19:34,114 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:44:42, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6869, loss: 1.6869 +2025-04-30 04:20:16,528 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:43:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6226, loss: 1.6226 +2025-04-30 04:20:58,875 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:43:15, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6073, loss: 1.6073 +2025-04-30 04:21:41,331 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:42:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5458, loss: 1.5458 +2025-04-30 04:22:23,799 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:41:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.5874, loss: 1.5874 +2025-04-30 04:23:06,292 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:41:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6337, loss: 1.6337 +2025-04-30 04:23:48,731 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:40:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5486, loss: 1.5486 +2025-04-30 04:24:31,307 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:39:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5905, loss: 1.5905 +2025-04-30 04:25:13,834 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:38:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.5253, loss: 1.5253 +2025-04-30 04:25:16,902 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-04-30 04:26:33,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 04:26:33,284 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9744 +2025-04-30 04:26:33,287 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8587, top5_acc: 0.9744 +2025-04-30 04:27:38,259 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:38:13, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6066, loss: 1.6066 +2025-04-30 04:28:20,778 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:37:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4882, loss: 1.4882 +2025-04-30 04:29:03,222 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:36:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4413, loss: 1.4413 +2025-04-30 04:29:45,546 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:36:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3939, loss: 1.3939 +2025-04-30 04:30:28,122 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:35:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5125, loss: 1.5125 +2025-04-30 04:31:10,678 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:34:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.5084, loss: 1.5084 +2025-04-30 04:31:53,119 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:33:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5846, loss: 1.5846 +2025-04-30 04:32:35,639 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:33:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5028, loss: 1.5028 +2025-04-30 04:33:18,179 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:32:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6226, loss: 1.6226 +2025-04-30 04:34:00,724 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:31:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5590, loss: 1.5590 +2025-04-30 04:34:43,279 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:30:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4778, loss: 1.4778 +2025-04-30 04:35:25,918 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:30:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5654, loss: 1.5654 +2025-04-30 04:36:08,612 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:29:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.5242, loss: 1.5242 +2025-04-30 04:36:51,402 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:28:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5136, loss: 1.5136 +2025-04-30 04:37:34,059 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:28:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6151, loss: 1.6151 +2025-04-30 04:38:16,546 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:27:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5677, loss: 1.5677 +2025-04-30 04:38:59,138 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:26:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5475, loss: 1.5475 +2025-04-30 04:39:41,536 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:25:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5018, loss: 1.5018 +2025-04-30 04:40:23,930 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:25:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5086, loss: 1.5086 +2025-04-30 04:41:06,295 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:24:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-04-30 04:41:48,679 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:23:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.5100, loss: 1.5100 +2025-04-30 04:42:31,071 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:22:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5206, loss: 1.5206 +2025-04-30 04:43:13,451 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:22:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5276, loss: 1.5276 +2025-04-30 04:43:55,955 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:21:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4815, loss: 1.4815 +2025-04-30 04:44:38,496 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:20:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5157, loss: 1.5157 +2025-04-30 04:44:41,624 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-04-30 04:45:58,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 04:45:58,148 - pyskl - INFO - +top1_acc 0.8672 +top5_acc 0.9773 +2025-04-30 04:45:58,150 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8672, top5_acc: 0.9773 +2025-04-30 04:47:02,765 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:20:08, time: 0.646, data_time: 0.219, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4931, loss: 1.4931 +2025-04-30 04:47:45,101 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:19:24, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4493, loss: 1.4493 +2025-04-30 04:48:27,290 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:18:40, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4878, loss: 1.4878 +2025-04-30 04:49:09,678 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:17:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5043, loss: 1.5043 +2025-04-30 04:49:52,032 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:17:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4548, loss: 1.4548 +2025-04-30 04:50:34,403 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:16:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4712, loss: 1.4712 +2025-04-30 04:51:16,714 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:15:46, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4384, loss: 1.4384 +2025-04-30 04:51:59,158 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:15:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-04-30 04:52:41,535 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:14:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-04-30 04:53:24,275 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:13:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5006, loss: 1.5006 +2025-04-30 04:54:06,846 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:12:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4938, loss: 1.4938 +2025-04-30 04:54:49,521 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:12:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5112, loss: 1.5112 +2025-04-30 04:55:32,200 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:11:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5076, loss: 1.5076 +2025-04-30 04:56:14,737 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:10:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5805, loss: 1.5805 +2025-04-30 04:56:57,230 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:09:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5336, loss: 1.5336 +2025-04-30 04:57:39,742 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:09:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5257, loss: 1.5257 +2025-04-30 04:58:22,263 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:08:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5208, loss: 1.5208 +2025-04-30 04:59:04,719 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:07:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4396, loss: 1.4396 +2025-04-30 04:59:47,194 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:07:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.5351, loss: 1.5351 +2025-04-30 05:00:29,545 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:06:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4214, loss: 1.4214 +2025-04-30 05:01:12,050 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:05:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5238, loss: 1.5238 +2025-04-30 05:01:54,428 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:04:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5194, loss: 1.5194 +2025-04-30 05:02:36,805 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:04:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5576, loss: 1.5576 +2025-04-30 05:03:19,147 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:03:26, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5066, loss: 1.5066 +2025-04-30 05:04:01,615 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:02:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5205, loss: 1.5205 +2025-04-30 05:04:04,742 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-04-30 05:05:21,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 05:05:21,245 - pyskl - INFO - +top1_acc 0.8751 +top5_acc 0.9795 +2025-04-30 05:05:21,294 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_113.pth was removed +2025-04-30 05:05:22,283 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-04-30 05:05:22,284 - pyskl - INFO - Best top1_acc is 0.8751 at 120 epoch. +2025-04-30 05:05:22,287 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8751, top5_acc: 0.9795 +2025-04-30 05:06:27,011 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:02:02, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-04-30 05:07:09,489 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:01:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4693, loss: 1.4693 +2025-04-30 05:07:51,987 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:00:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4488, loss: 1.4488 +2025-04-30 05:08:34,373 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 8:59:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4241, loss: 1.4241 +2025-04-30 05:09:16,836 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 8:59:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-04-30 05:09:59,279 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 8:58:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4683, loss: 1.4683 +2025-04-30 05:10:41,660 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:57:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5004, loss: 1.5004 +2025-04-30 05:11:24,158 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:56:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4245, loss: 1.4245 +2025-04-30 05:12:06,696 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:56:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4340, loss: 1.4340 +2025-04-30 05:12:49,287 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:55:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5060, loss: 1.5060 +2025-04-30 05:13:31,942 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:54:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-04-30 05:14:14,564 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:54:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-04-30 05:14:57,264 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:53:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4118, loss: 1.4118 +2025-04-30 05:15:39,819 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:52:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5180, loss: 1.5180 +2025-04-30 05:16:22,332 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:51:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5115, loss: 1.5115 +2025-04-30 05:17:04,956 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:51:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5022, loss: 1.5022 +2025-04-30 05:17:47,484 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:50:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4820, loss: 1.4820 +2025-04-30 05:18:29,947 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:49:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4492, loss: 1.4492 +2025-04-30 05:19:12,409 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:48:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-04-30 05:19:54,975 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:48:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4471, loss: 1.4471 +2025-04-30 05:20:37,631 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:47:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-04-30 05:21:20,092 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:46:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5143, loss: 1.5143 +2025-04-30 05:22:02,688 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:46:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5126, loss: 1.5126 +2025-04-30 05:22:45,217 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:45:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4366, loss: 1.4366 +2025-04-30 05:23:27,767 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:44:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.5499, loss: 1.5499 +2025-04-30 05:23:30,925 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-04-30 05:24:47,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 05:24:47,689 - pyskl - INFO - +top1_acc 0.8675 +top5_acc 0.9762 +2025-04-30 05:24:47,691 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8675, top5_acc: 0.9762 +2025-04-30 05:25:52,402 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:43:56, time: 0.647, data_time: 0.224, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4326, loss: 1.4326 +2025-04-30 05:26:34,856 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:43:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4208, loss: 1.4208 +2025-04-30 05:27:17,197 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:42:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4403, loss: 1.4403 +2025-04-30 05:27:59,611 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:41:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4254, loss: 1.4254 +2025-04-30 05:28:41,774 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:41:02, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4396, loss: 1.4396 +2025-04-30 05:29:23,945 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:40:18, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4046, loss: 1.4046 +2025-04-30 05:30:06,443 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:39:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3996, loss: 1.3996 +2025-04-30 05:30:48,876 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:38:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3755, loss: 1.3755 +2025-04-30 05:31:31,315 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:38:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 +2025-04-30 05:32:13,672 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:37:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-04-30 05:32:56,214 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:36:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5095, loss: 1.5095 +2025-04-30 05:33:38,947 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:35:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-04-30 05:34:21,479 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:35:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-04-30 05:35:04,099 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:34:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4881, loss: 1.4881 +2025-04-30 05:35:46,472 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:33:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-04-30 05:36:28,877 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:33:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4322, loss: 1.4322 +2025-04-30 05:37:11,350 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:32:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5060, loss: 1.5060 +2025-04-30 05:37:53,799 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:31:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-04-30 05:38:36,258 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:30:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4799, loss: 1.4799 +2025-04-30 05:39:18,732 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:30:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5119, loss: 1.5119 +2025-04-30 05:40:01,273 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:29:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4529, loss: 1.4529 +2025-04-30 05:40:43,898 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:28:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5114, loss: 1.5114 +2025-04-30 05:41:26,538 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:27:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4422, loss: 1.4422 +2025-04-30 05:42:09,040 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:27:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4379, loss: 1.4379 +2025-04-30 05:42:51,466 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:26:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4749, loss: 1.4749 +2025-04-30 05:42:54,638 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-04-30 05:44:11,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 05:44:11,169 - pyskl - INFO - +top1_acc 0.8746 +top5_acc 0.9787 +2025-04-30 05:44:11,171 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8746, top5_acc: 0.9787 +2025-04-30 05:45:15,884 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:25:50, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3905, loss: 1.3905 +2025-04-30 05:45:58,374 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:25:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3637, loss: 1.3637 +2025-04-30 05:46:40,790 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:24:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3733, loss: 1.3733 +2025-04-30 05:47:23,206 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:23:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4220, loss: 1.4220 +2025-04-30 05:48:05,758 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:22:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3875, loss: 1.3875 +2025-04-30 05:48:48,406 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:22:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4427, loss: 1.4427 +2025-04-30 05:49:30,915 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:21:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-04-30 05:50:13,409 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:20:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3795, loss: 1.3795 +2025-04-30 05:50:55,823 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:20:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4530, loss: 1.4530 +2025-04-30 05:51:38,120 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:19:19, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 +2025-04-30 05:52:20,597 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:18:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3582, loss: 1.3582 +2025-04-30 05:53:03,156 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:17:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.3946, loss: 1.3946 +2025-04-30 05:53:45,659 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:17:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 +2025-04-30 05:54:28,200 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:16:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4510, loss: 1.4510 +2025-04-30 05:55:10,655 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:15:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3595, loss: 1.3595 +2025-04-30 05:55:53,047 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:14:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4345, loss: 1.4345 +2025-04-30 05:56:35,454 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:14:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 +2025-04-30 05:57:17,951 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:13:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4350, loss: 1.4350 +2025-04-30 05:58:00,467 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:12:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3602, loss: 1.3602 +2025-04-30 05:58:42,946 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:12:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.4014, loss: 1.4014 +2025-04-30 05:59:25,568 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:11:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3817, loss: 1.3817 +2025-04-30 06:00:08,122 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:10:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4995, loss: 1.4995 +2025-04-30 06:00:50,641 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:09:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4576, loss: 1.4576 +2025-04-30 06:01:33,270 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:09:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4097, loss: 1.4097 +2025-04-30 06:02:15,759 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:08:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4104, loss: 1.4104 +2025-04-30 06:02:18,896 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-04-30 06:03:35,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 06:03:35,376 - pyskl - INFO - +top1_acc 0.8737 +top5_acc 0.9790 +2025-04-30 06:03:35,379 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8737, top5_acc: 0.9790 +2025-04-30 06:04:40,335 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:07:45, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4287, loss: 1.4287 +2025-04-30 06:05:23,108 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3588, loss: 1.3588 +2025-04-30 06:06:05,568 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:06:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4459, loss: 1.4459 +2025-04-30 06:06:47,978 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:05:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3729, loss: 1.3729 +2025-04-30 06:07:30,311 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:04:51, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3850, loss: 1.3850 +2025-04-30 06:08:12,846 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:04:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3867, loss: 1.3867 +2025-04-30 06:08:55,247 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:03:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 +2025-04-30 06:09:37,700 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:02:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4414, loss: 1.4414 +2025-04-30 06:10:20,244 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:01:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4180, loss: 1.4180 +2025-04-30 06:11:02,641 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:01:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4661, loss: 1.4661 +2025-04-30 06:11:45,123 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:00:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4159, loss: 1.4159 +2025-04-30 06:12:27,647 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 7:59:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4123, loss: 1.4123 +2025-04-30 06:13:10,095 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 7:59:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3937, loss: 1.3937 +2025-04-30 06:13:52,619 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 7:58:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-04-30 06:14:35,144 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:57:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-04-30 06:15:17,462 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:56:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3957, loss: 1.3957 +2025-04-30 06:15:59,857 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:56:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3935, loss: 1.3935 +2025-04-30 06:16:42,323 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:55:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4150, loss: 1.4150 +2025-04-30 06:17:24,695 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:54:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4146, loss: 1.4146 +2025-04-30 06:18:07,049 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:53:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-04-30 06:18:49,617 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:53:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4447, loss: 1.4447 +2025-04-30 06:19:32,135 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:52:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3309, loss: 1.3309 +2025-04-30 06:20:14,649 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:51:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3736, loss: 1.3736 +2025-04-30 06:20:57,083 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:51:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-04-30 06:21:39,541 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:50:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4221, loss: 1.4221 +2025-04-30 06:21:42,646 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-04-30 06:22:58,969 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 06:22:59,037 - pyskl - INFO - +top1_acc 0.8760 +top5_acc 0.9787 +2025-04-30 06:22:59,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_120.pth was removed +2025-04-30 06:23:00,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-04-30 06:23:00,139 - pyskl - INFO - Best top1_acc is 0.8760 at 124 epoch. +2025-04-30 06:23:00,142 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8760, top5_acc: 0.9787 +2025-04-30 06:24:04,895 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:49:39, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-04-30 06:24:47,415 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:48:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 +2025-04-30 06:25:29,948 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:48:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3852, loss: 1.3852 +2025-04-30 06:26:12,483 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:47:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3832, loss: 1.3832 +2025-04-30 06:26:55,204 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:46:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3694, loss: 1.3694 +2025-04-30 06:27:37,721 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:46:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3655, loss: 1.3655 +2025-04-30 06:28:20,127 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:45:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4091, loss: 1.4091 +2025-04-30 06:29:02,513 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:44:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3519, loss: 1.3519 +2025-04-30 06:29:44,854 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:43:51, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3185, loss: 1.3185 +2025-04-30 06:30:27,226 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:43:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-04-30 06:31:09,533 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:42:24, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3451, loss: 1.3451 +2025-04-30 06:31:52,113 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:41:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4410, loss: 1.4410 +2025-04-30 06:32:34,736 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:40:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3524, loss: 1.3524 +2025-04-30 06:33:17,282 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:40:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4581, loss: 1.4581 +2025-04-30 06:33:59,667 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:39:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3771, loss: 1.3771 +2025-04-30 06:34:42,146 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:38:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3864, loss: 1.3864 +2025-04-30 06:35:24,600 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:38:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-04-30 06:36:07,026 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:37:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3798, loss: 1.3798 +2025-04-30 06:36:49,452 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:36:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4181, loss: 1.4181 +2025-04-30 06:37:31,915 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:35:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3890, loss: 1.3890 +2025-04-30 06:38:14,410 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:35:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4050, loss: 1.4050 +2025-04-30 06:38:56,835 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:34:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 +2025-04-30 06:39:39,314 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:33:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3188, loss: 1.3188 +2025-04-30 06:40:21,870 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:32:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3423, loss: 1.3423 +2025-04-30 06:41:04,327 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:32:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4370, loss: 1.4370 +2025-04-30 06:41:07,441 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-04-30 06:42:24,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 06:42:24,109 - pyskl - INFO - +top1_acc 0.8761 +top5_acc 0.9787 +2025-04-30 06:42:24,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_124.pth was removed +2025-04-30 06:42:25,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-04-30 06:42:25,204 - pyskl - INFO - Best top1_acc is 0.8761 at 125 epoch. +2025-04-30 06:42:25,207 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8761, top5_acc: 0.9787 +2025-04-30 06:43:30,239 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:31:33, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-04-30 06:44:12,716 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:30:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3544, loss: 1.3544 +2025-04-30 06:44:55,297 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:30:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3488, loss: 1.3488 +2025-04-30 06:45:37,703 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:29:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 +2025-04-30 06:46:20,394 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:28:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 +2025-04-30 06:47:02,762 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:27:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3143, loss: 1.3143 +2025-04-30 06:47:45,066 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:27:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-04-30 06:48:27,543 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:26:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3233, loss: 1.3233 +2025-04-30 06:49:10,062 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:25:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-04-30 06:49:52,459 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:25:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 +2025-04-30 06:50:35,065 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:24:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3374, loss: 1.3374 +2025-04-30 06:51:17,759 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:23:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3395, loss: 1.3395 +2025-04-30 06:52:00,371 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:22:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3277, loss: 1.3277 +2025-04-30 06:52:42,937 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:22:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3075, loss: 1.3075 +2025-04-30 06:53:25,491 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:21:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-04-30 06:54:07,956 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:20:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3807, loss: 1.3807 +2025-04-30 06:54:50,354 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:19:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3697, loss: 1.3697 +2025-04-30 06:55:32,614 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:19:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3603, loss: 1.3603 +2025-04-30 06:56:15,040 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:18:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3696, loss: 1.3696 +2025-04-30 06:56:57,402 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:17:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2956, loss: 1.2956 +2025-04-30 06:57:39,752 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:17:03, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3650, loss: 1.3650 +2025-04-30 06:58:22,043 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:16:20, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 +2025-04-30 06:59:04,544 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:15:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3787, loss: 1.3787 +2025-04-30 06:59:46,947 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:14:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3696, loss: 1.3696 +2025-04-30 07:00:29,337 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:14:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-04-30 07:00:32,431 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-04-30 07:01:48,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 07:01:48,856 - pyskl - INFO - +top1_acc 0.8782 +top5_acc 0.9796 +2025-04-30 07:01:48,908 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_125.pth was removed +2025-04-30 07:01:49,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-04-30 07:01:49,962 - pyskl - INFO - Best top1_acc is 0.8782 at 126 epoch. +2025-04-30 07:01:49,965 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8782, top5_acc: 0.9796 +2025-04-30 07:02:54,763 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:13:27, time: 0.648, data_time: 0.221, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2970, loss: 1.2970 +2025-04-30 07:03:37,421 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:12:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 +2025-04-30 07:04:19,898 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:12:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 +2025-04-30 07:05:02,451 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:11:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 +2025-04-30 07:05:45,012 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:10:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2566, loss: 1.2566 +2025-04-30 07:06:27,624 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:09:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3376, loss: 1.3376 +2025-04-30 07:07:10,099 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:09:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3045, loss: 1.3045 +2025-04-30 07:07:52,583 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:08:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3100, loss: 1.3100 +2025-04-30 07:08:35,046 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:07:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2867, loss: 1.2867 +2025-04-30 07:09:17,505 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:06:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-04-30 07:09:59,827 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:06:13, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-04-30 07:10:42,207 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:05:29, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2850, loss: 1.2850 +2025-04-30 07:11:24,665 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:04:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3065, loss: 1.3065 +2025-04-30 07:12:07,117 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:04:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 +2025-04-30 07:12:49,637 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:03:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2305, loss: 1.2305 +2025-04-30 07:13:32,087 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:02:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3227, loss: 1.3227 +2025-04-30 07:14:14,448 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:01:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3368, loss: 1.3368 +2025-04-30 07:14:56,821 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:01:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3259, loss: 1.3259 +2025-04-30 07:15:39,178 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:00:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-04-30 07:16:21,589 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 6:59:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 +2025-04-30 07:17:03,967 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 6:58:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 +2025-04-30 07:17:46,287 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 6:58:14, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3204, loss: 1.3204 +2025-04-30 07:18:28,587 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:57:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3161, loss: 1.3161 +2025-04-30 07:19:10,918 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:56:47, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3143, loss: 1.3143 +2025-04-30 07:19:53,279 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:56:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3279, loss: 1.3279 +2025-04-30 07:19:56,384 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-04-30 07:21:12,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 07:21:12,680 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9791 +2025-04-30 07:21:12,732 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_126.pth was removed +2025-04-30 07:21:13,803 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-04-30 07:21:13,804 - pyskl - INFO - Best top1_acc is 0.8798 at 127 epoch. +2025-04-30 07:21:13,807 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8798, top5_acc: 0.9791 +2025-04-30 07:22:18,974 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:55:21, time: 0.652, data_time: 0.225, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3853, loss: 1.3853 +2025-04-30 07:23:01,562 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:54:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3167, loss: 1.3167 +2025-04-30 07:23:44,087 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:53:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2551, loss: 1.2551 +2025-04-30 07:24:26,727 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:53:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3243, loss: 1.3243 +2025-04-30 07:25:09,242 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:52:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2592, loss: 1.2592 +2025-04-30 07:25:51,827 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:51:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2822, loss: 1.2822 +2025-04-30 07:26:34,312 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:51:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2848, loss: 1.2848 +2025-04-30 07:27:16,617 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:50:17, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2806, loss: 1.2806 +2025-04-30 07:27:59,056 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:49:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2722, loss: 1.2722 +2025-04-30 07:28:41,491 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:48:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 +2025-04-30 07:29:24,015 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:48:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-04-30 07:30:06,656 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:47:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2594, loss: 1.2594 +2025-04-30 07:30:49,452 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3381, loss: 1.3381 +2025-04-30 07:31:32,118 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:45:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-04-30 07:32:14,660 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:45:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-04-30 07:32:57,207 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:44:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-04-30 07:33:39,664 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:43:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 +2025-04-30 07:34:22,254 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:43:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2537, loss: 1.2537 +2025-04-30 07:35:04,800 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:42:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3147, loss: 1.3147 +2025-04-30 07:35:47,335 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:41:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3281, loss: 1.3281 +2025-04-30 07:36:29,954 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:40:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2797, loss: 1.2797 +2025-04-30 07:37:12,603 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-04-30 07:37:55,210 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:39:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2904, loss: 1.2904 +2025-04-30 07:38:37,850 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:38:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2866, loss: 1.2866 +2025-04-30 07:39:20,367 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:37:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3031, loss: 1.3031 +2025-04-30 07:39:23,469 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-04-30 07:40:39,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 07:40:40,011 - pyskl - INFO - +top1_acc 0.8862 +top5_acc 0.9797 +2025-04-30 07:40:40,061 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_127.pth was removed +2025-04-30 07:40:41,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-04-30 07:40:41,090 - pyskl - INFO - Best top1_acc is 0.8862 at 128 epoch. +2025-04-30 07:40:41,093 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8862, top5_acc: 0.9797 +2025-04-30 07:41:45,464 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:37:16, time: 0.644, data_time: 0.218, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-04-30 07:42:28,079 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:36:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2265, loss: 1.2265 +2025-04-30 07:43:10,608 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:35:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2097, loss: 1.2097 +2025-04-30 07:43:53,030 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:35:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2521, loss: 1.2521 +2025-04-30 07:44:35,576 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:34:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2661, loss: 1.2661 +2025-04-30 07:45:18,143 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:33:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2610, loss: 1.2610 +2025-04-30 07:46:00,614 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:32:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2047, loss: 1.2047 +2025-04-30 07:46:43,161 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:32:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3147, loss: 1.3147 +2025-04-30 07:47:25,426 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:31:28, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2825, loss: 1.2825 +2025-04-30 07:48:07,624 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:30:45, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-04-30 07:48:50,069 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:30:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2575, loss: 1.2575 +2025-04-30 07:49:32,429 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:29:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2729, loss: 1.2729 +2025-04-30 07:50:14,937 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:28:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2988, loss: 1.2988 +2025-04-30 07:50:57,489 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:27:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3069, loss: 1.3069 +2025-04-30 07:51:40,007 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:27:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2471, loss: 1.2471 +2025-04-30 07:52:22,471 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:26:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-04-30 07:53:04,917 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:25:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3432, loss: 1.3432 +2025-04-30 07:53:47,370 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:24:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2681, loss: 1.2681 +2025-04-30 07:54:29,773 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:24:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2575, loss: 1.2575 +2025-04-30 07:55:12,204 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:23:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2721, loss: 1.2721 +2025-04-30 07:55:54,566 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:22:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2848, loss: 1.2848 +2025-04-30 07:56:36,955 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:22:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-04-30 07:57:19,472 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:21:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-04-30 07:58:01,915 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:20:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3280, loss: 1.3280 +2025-04-30 07:58:44,559 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:19:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 +2025-04-30 07:58:47,718 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-04-30 08:00:04,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 08:00:04,106 - pyskl - INFO - +top1_acc 0.8754 +top5_acc 0.9781 +2025-04-30 08:00:04,109 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8754, top5_acc: 0.9781 +2025-04-30 08:01:08,619 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:19:10, time: 0.645, data_time: 0.220, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 +2025-04-30 08:01:51,080 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:18:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2795, loss: 1.2795 +2025-04-30 08:02:33,517 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:17:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2368, loss: 1.2368 +2025-04-30 08:03:15,962 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:17:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2379, loss: 1.2379 +2025-04-30 08:03:58,358 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:16:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2406, loss: 1.2406 +2025-04-30 08:04:40,787 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:15:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2825, loss: 1.2825 +2025-04-30 08:05:23,370 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:14:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2702, loss: 1.2702 +2025-04-30 08:06:05,866 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:14:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-04-30 08:06:48,325 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:13:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2394, loss: 1.2394 +2025-04-30 08:07:30,634 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:12:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2067, loss: 1.2067 +2025-04-30 08:08:13,051 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:11:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 +2025-04-30 08:08:55,518 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:11:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2451, loss: 1.2451 +2025-04-30 08:09:38,130 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:10:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2354, loss: 1.2354 +2025-04-30 08:10:20,921 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:09:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2669, loss: 1.2669 +2025-04-30 08:11:03,707 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2628, loss: 1.2628 +2025-04-30 08:11:46,374 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:08:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2639, loss: 1.2639 +2025-04-30 08:12:28,802 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:07:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-04-30 08:13:11,126 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:06:52, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2658, loss: 1.2658 +2025-04-30 08:13:53,511 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:06:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2828, loss: 1.2828 +2025-04-30 08:14:35,931 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:05:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2741, loss: 1.2741 +2025-04-30 08:15:18,331 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:04:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2742, loss: 1.2742 +2025-04-30 08:16:00,845 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:03:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 +2025-04-30 08:16:43,276 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:03:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2188, loss: 1.2188 +2025-04-30 08:17:25,750 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:02:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2285, loss: 1.2285 +2025-04-30 08:18:08,113 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:01:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2346, loss: 1.2346 +2025-04-30 08:18:11,175 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-04-30 08:19:27,665 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 08:19:27,732 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9802 +2025-04-30 08:19:27,735 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8840, top5_acc: 0.9802 +2025-04-30 08:20:32,123 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:01:05, time: 0.644, data_time: 0.220, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2204, loss: 1.2204 +2025-04-30 08:21:14,473 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:00:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2279, loss: 1.2279 +2025-04-30 08:21:56,857 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 5:59:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2123, loss: 1.2123 +2025-04-30 08:22:39,231 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 5:58:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2436, loss: 1.2436 +2025-04-30 08:23:21,600 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:58:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2853, loss: 1.2853 +2025-04-30 08:24:03,955 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:57:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-04-30 08:24:46,239 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:56:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2542, loss: 1.2542 +2025-04-30 08:25:28,574 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:56:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2640, loss: 1.2640 +2025-04-30 08:26:10,915 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:55:17, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-04-30 08:26:53,331 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:54:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2253, loss: 1.2253 +2025-04-30 08:27:35,771 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:53:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2635, loss: 1.2635 +2025-04-30 08:28:18,138 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:53:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-04-30 08:29:00,773 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:52:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2632, loss: 1.2632 +2025-04-30 08:29:43,348 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:51:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-04-30 08:30:26,021 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:50:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2388, loss: 1.2388 +2025-04-30 08:31:08,493 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:50:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2113, loss: 1.2113 +2025-04-30 08:31:50,534 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:49:29, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2213, loss: 1.2213 +2025-04-30 08:32:33,055 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:48:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2203, loss: 1.2203 +2025-04-30 08:33:15,536 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:48:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2909, loss: 1.2909 +2025-04-30 08:33:58,019 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:47:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2570, loss: 1.2570 +2025-04-30 08:34:40,371 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:46:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 +2025-04-30 08:35:22,803 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:45:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-04-30 08:36:05,307 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:45:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-04-30 08:36:47,803 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:44:25, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2242, loss: 1.2242 +2025-04-30 08:37:30,412 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:43:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2158, loss: 1.2158 +2025-04-30 08:37:33,503 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-04-30 08:38:49,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 08:38:49,916 - pyskl - INFO - +top1_acc 0.8852 +top5_acc 0.9799 +2025-04-30 08:38:49,918 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8852, top5_acc: 0.9799 +2025-04-30 08:39:54,650 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:42:59, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2117, loss: 1.2117 +2025-04-30 08:40:37,053 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:42:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2431, loss: 1.2431 +2025-04-30 08:41:19,582 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:41:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1830, loss: 1.1830 +2025-04-30 08:42:02,132 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:40:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2050, loss: 1.2050 +2025-04-30 08:42:44,615 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:40:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2387, loss: 1.2387 +2025-04-30 08:43:27,104 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:39:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2400, loss: 1.2400 +2025-04-30 08:44:09,587 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:38:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2031, loss: 1.2031 +2025-04-30 08:44:52,018 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:37:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2279, loss: 1.2279 +2025-04-30 08:45:34,408 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:37:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-04-30 08:46:16,853 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:36:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-04-30 08:46:59,303 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:35:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1912, loss: 1.1912 +2025-04-30 08:47:41,643 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:35:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2248, loss: 1.2248 +2025-04-30 08:48:24,007 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:34:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1909, loss: 1.1909 +2025-04-30 08:49:06,433 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:33:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-04-30 08:49:48,980 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:32:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1909, loss: 1.1909 +2025-04-30 08:50:31,326 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:32:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2121, loss: 1.2121 +2025-04-30 08:51:13,704 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:31:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-04-30 08:51:56,175 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:30:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-04-30 08:52:38,685 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:29:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 +2025-04-30 08:53:21,041 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:29:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1848, loss: 1.1848 +2025-04-30 08:54:03,590 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:28:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1988, loss: 1.1988 +2025-04-30 08:54:46,062 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:27:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-04-30 08:55:28,627 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:27:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2119, loss: 1.2119 +2025-04-30 08:56:11,238 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:26:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1786, loss: 1.1786 +2025-04-30 08:56:53,735 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:25:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2029, loss: 1.2029 +2025-04-30 08:56:56,818 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-04-30 08:58:12,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 08:58:13,061 - pyskl - INFO - +top1_acc 0.8862 +top5_acc 0.9799 +2025-04-30 08:58:13,063 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8862, top5_acc: 0.9799 +2025-04-30 08:59:17,908 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:24:53, time: 0.648, data_time: 0.221, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2095, loss: 1.2095 +2025-04-30 09:00:00,622 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:24:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1806, loss: 1.1806 +2025-04-30 09:00:43,426 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:23:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1895, loss: 1.1895 +2025-04-30 09:01:26,036 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:22:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-04-30 09:02:08,504 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:22:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1895, loss: 1.1895 +2025-04-30 09:02:50,967 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:21:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2599, loss: 1.2599 +2025-04-30 09:03:33,449 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:20:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-04-30 09:04:15,955 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:19:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1661, loss: 1.1661 +2025-04-30 09:04:58,455 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:19:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2164, loss: 1.2164 +2025-04-30 09:05:41,123 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:18:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-04-30 09:06:23,723 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1638, loss: 1.1638 +2025-04-30 09:07:06,335 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:16:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1998, loss: 1.1998 +2025-04-30 09:07:48,923 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:16:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 +2025-04-30 09:08:31,465 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:15:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1942, loss: 1.1942 +2025-04-30 09:09:14,067 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:14:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2116, loss: 1.2116 +2025-04-30 09:09:56,699 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:14:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 +2025-04-30 09:10:39,243 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:13:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1992, loss: 1.1992 +2025-04-30 09:11:21,806 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:12:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1951, loss: 1.1951 +2025-04-30 09:12:04,358 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:11:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-04-30 09:12:46,795 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:11:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 +2025-04-30 09:13:29,426 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:10:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-04-30 09:14:11,932 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:09:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-04-30 09:14:54,527 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:08:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1933, loss: 1.1933 +2025-04-30 09:15:37,187 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2269, loss: 1.2269 +2025-04-30 09:16:19,804 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:07:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2205, loss: 1.2205 +2025-04-30 09:16:22,946 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-04-30 09:17:39,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 09:17:39,529 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9809 +2025-04-30 09:17:39,580 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_128.pth was removed +2025-04-30 09:17:40,601 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-04-30 09:17:40,602 - pyskl - INFO - Best top1_acc is 0.8903 at 133 epoch. +2025-04-30 09:17:40,604 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8903, top5_acc: 0.9809 +2025-04-30 09:18:45,800 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:06:48, time: 0.652, data_time: 0.224, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2179, loss: 1.2179 +2025-04-30 09:19:28,407 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:06:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1649, loss: 1.1649 +2025-04-30 09:20:10,945 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:05:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1980, loss: 1.1980 +2025-04-30 09:20:53,362 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:04:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1713, loss: 1.1713 +2025-04-30 09:21:35,847 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:03:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2416, loss: 1.2416 +2025-04-30 09:22:18,147 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:03:11, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1821, loss: 1.1821 +2025-04-30 09:23:00,575 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:02:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1864, loss: 1.1864 +2025-04-30 09:23:42,915 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:01:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1785, loss: 1.1785 +2025-04-30 09:24:25,425 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:01:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 +2025-04-30 09:25:07,939 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:00:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1709, loss: 1.1709 +2025-04-30 09:25:50,320 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 4:59:34, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1334, loss: 1.1334 +2025-04-30 09:26:32,628 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 4:58:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2107, loss: 1.2107 +2025-04-30 09:27:15,158 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:58:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1829, loss: 1.1829 +2025-04-30 09:27:57,736 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:57:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1785, loss: 1.1785 +2025-04-30 09:28:40,278 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:56:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1833, loss: 1.1833 +2025-04-30 09:29:22,979 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:55:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1730, loss: 1.1730 +2025-04-30 09:30:05,446 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:55:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2001, loss: 1.2001 +2025-04-30 09:30:47,814 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:54:30, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1856, loss: 1.1856 +2025-04-30 09:31:30,231 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:53:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 +2025-04-30 09:32:12,675 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:53:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1889, loss: 1.1889 +2025-04-30 09:32:55,057 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:52:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 +2025-04-30 09:33:37,512 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:51:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1746, loss: 1.1746 +2025-04-30 09:34:19,902 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:50:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1667, loss: 1.1667 +2025-04-30 09:35:02,348 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:50:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 +2025-04-30 09:35:44,739 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:49:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1852, loss: 1.1852 +2025-04-30 09:35:47,878 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-04-30 09:37:04,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 09:37:04,462 - pyskl - INFO - +top1_acc 0.8876 +top5_acc 0.9810 +2025-04-30 09:37:04,465 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8876, top5_acc: 0.9810 +2025-04-30 09:38:09,367 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:48:42, time: 0.649, data_time: 0.222, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1502, loss: 1.1502 +2025-04-30 09:38:51,950 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:47:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 +2025-04-30 09:39:34,434 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:47:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1317, loss: 1.1317 +2025-04-30 09:40:16,815 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:46:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2158, loss: 1.2158 +2025-04-30 09:40:59,246 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:45:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-04-30 09:41:41,740 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:45:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-04-30 09:42:24,250 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:44:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1743, loss: 1.1743 +2025-04-30 09:43:06,719 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:43:39, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1843, loss: 1.1843 +2025-04-30 09:43:49,151 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:42:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1801, loss: 1.1801 +2025-04-30 09:44:31,631 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:42:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1857, loss: 1.1857 +2025-04-30 09:45:14,047 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:41:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.1842, loss: 1.1842 +2025-04-30 09:45:56,459 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:40:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1666, loss: 1.1666 +2025-04-30 09:46:38,933 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:40:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1865, loss: 1.1865 +2025-04-30 09:47:21,579 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:39:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1798, loss: 1.1798 +2025-04-30 09:48:04,355 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-04-30 09:48:47,032 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:37:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1158, loss: 1.1158 +2025-04-30 09:49:29,611 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:37:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1581, loss: 1.1581 +2025-04-30 09:50:12,165 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:36:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-04-30 09:50:54,546 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:35:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1481, loss: 1.1481 +2025-04-30 09:51:37,080 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:34:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1750, loss: 1.1750 +2025-04-30 09:52:19,658 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:34:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2005, loss: 1.2005 +2025-04-30 09:53:02,140 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:33:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1475, loss: 1.1475 +2025-04-30 09:53:44,660 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:32:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1785, loss: 1.1785 +2025-04-30 09:54:27,216 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:32:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1518, loss: 1.1518 +2025-04-30 09:55:09,834 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:31:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-04-30 09:55:12,967 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-04-30 09:56:29,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 09:56:29,091 - pyskl - INFO - +top1_acc 0.8872 +top5_acc 0.9807 +2025-04-30 09:56:29,094 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8872, top5_acc: 0.9807 +2025-04-30 09:57:33,831 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:30:37, time: 0.647, data_time: 0.224, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1557, loss: 1.1557 +2025-04-30 09:58:16,226 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:29:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1559, loss: 1.1559 +2025-04-30 09:58:58,580 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:29:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 +2025-04-30 09:59:40,941 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:28:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1687, loss: 1.1687 +2025-04-30 10:00:23,312 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:27:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1631, loss: 1.1631 +2025-04-30 10:01:05,658 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:27:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-04-30 10:01:48,051 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:26:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1426, loss: 1.1426 +2025-04-30 10:02:30,479 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:25:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1200, loss: 1.1200 +2025-04-30 10:03:12,819 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:24:50, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-04-30 10:03:55,207 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:24:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1617, loss: 1.1617 +2025-04-30 10:04:37,706 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:23:23, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1897, loss: 1.1897 +2025-04-30 10:05:20,071 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:22:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1725, loss: 1.1725 +2025-04-30 10:06:02,614 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:21:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1296, loss: 1.1296 +2025-04-30 10:06:45,202 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:21:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 +2025-04-30 10:07:27,853 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:20:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-04-30 10:08:10,524 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:19:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-04-30 10:08:52,938 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:19:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1620, loss: 1.1620 +2025-04-30 10:09:35,339 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:18:19, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1940, loss: 1.1940 +2025-04-30 10:10:17,738 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:17:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1591, loss: 1.1591 +2025-04-30 10:11:00,102 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:16:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1285, loss: 1.1285 +2025-04-30 10:11:42,547 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:16:09, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1806, loss: 1.1806 +2025-04-30 10:12:25,046 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:15:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1251, loss: 1.1251 +2025-04-30 10:13:07,460 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:14:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-04-30 10:13:49,920 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:13:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1517, loss: 1.1517 +2025-04-30 10:14:32,334 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:13:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1184, loss: 1.1184 +2025-04-30 10:14:35,462 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-04-30 10:15:51,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 10:15:52,061 - pyskl - INFO - +top1_acc 0.8872 +top5_acc 0.9809 +2025-04-30 10:15:52,064 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8872, top5_acc: 0.9809 +2025-04-30 10:16:57,094 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:12:31, time: 0.650, data_time: 0.225, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1368, loss: 1.1368 +2025-04-30 10:17:39,599 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:11:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1365, loss: 1.1365 +2025-04-30 10:18:22,126 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:11:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1724, loss: 1.1724 +2025-04-30 10:19:04,638 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:10:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1484, loss: 1.1484 +2025-04-30 10:19:47,432 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:09:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 +2025-04-30 10:20:30,121 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:08:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1468, loss: 1.1468 +2025-04-30 10:21:12,462 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:08:11, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1149, loss: 1.1149 +2025-04-30 10:21:55,031 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:07:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1619, loss: 1.1619 +2025-04-30 10:22:37,410 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:06:44, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2124, loss: 1.2124 +2025-04-30 10:23:19,936 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:06:01, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1696, loss: 1.1696 +2025-04-30 10:24:02,368 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:05:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 +2025-04-30 10:24:44,980 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:04:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 +2025-04-30 10:25:27,571 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:03:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-04-30 10:26:10,340 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:03:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-04-30 10:26:53,161 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:02:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-04-30 10:27:35,823 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:01:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2006, loss: 1.2006 +2025-04-30 10:28:18,367 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:00:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1379, loss: 1.1379 +2025-04-30 10:29:00,923 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:00:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-04-30 10:29:43,450 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 3:59:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1709, loss: 1.1709 +2025-04-30 10:30:25,886 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:58:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1349, loss: 1.1349 +2025-04-30 10:31:08,215 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:58:04, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1228, loss: 1.1228 +2025-04-30 10:31:50,590 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:57:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1313, loss: 1.1313 +2025-04-30 10:32:32,935 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:56:37, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1438, loss: 1.1438 +2025-04-30 10:33:15,420 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:55:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1575, loss: 1.1575 +2025-04-30 10:33:58,010 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:55:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1791, loss: 1.1791 +2025-04-30 10:34:01,149 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-04-30 10:35:17,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 10:35:17,993 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9809 +2025-04-30 10:35:18,046 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_133.pth was removed +2025-04-30 10:35:19,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-04-30 10:35:19,081 - pyskl - INFO - Best top1_acc is 0.8906 at 137 epoch. +2025-04-30 10:35:19,083 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8906, top5_acc: 0.9809 +2025-04-30 10:36:24,115 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:54:26, time: 0.650, data_time: 0.224, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1471, loss: 1.1471 +2025-04-30 10:37:06,632 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:53:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1104, loss: 1.1104 +2025-04-30 10:37:48,983 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:52:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-04-30 10:38:31,314 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:52:16, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-04-30 10:39:13,632 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:51:33, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1447, loss: 1.1447 +2025-04-30 10:39:56,033 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:50:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1533, loss: 1.1533 +2025-04-30 10:40:38,490 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:50:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-04-30 10:41:20,899 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:49:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1090, loss: 1.1090 +2025-04-30 10:42:03,505 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:48:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1680, loss: 1.1680 +2025-04-30 10:42:45,983 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:47:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-04-30 10:43:28,547 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:47:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-04-30 10:44:11,000 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:46:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1488, loss: 1.1488 +2025-04-30 10:44:53,527 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:45:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1508, loss: 1.1508 +2025-04-30 10:45:36,088 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:45:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0909, loss: 1.0909 +2025-04-30 10:46:18,752 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:44:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1710, loss: 1.1710 +2025-04-30 10:47:01,311 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:43:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1666, loss: 1.1666 +2025-04-30 10:47:43,896 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:42:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1451, loss: 1.1451 +2025-04-30 10:48:26,511 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:42:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1674, loss: 1.1674 +2025-04-30 10:49:08,914 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:41:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1387, loss: 1.1387 +2025-04-30 10:49:51,354 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:40:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-04-30 10:50:33,818 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:39:58, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1052, loss: 1.1052 +2025-04-30 10:51:16,265 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:39:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1343, loss: 1.1343 +2025-04-30 10:51:58,682 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:38:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1442, loss: 1.1442 +2025-04-30 10:52:41,099 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:37:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1507, loss: 1.1507 +2025-04-30 10:53:23,546 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:37:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1201, loss: 1.1201 +2025-04-30 10:53:26,699 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-04-30 10:54:43,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 10:54:43,144 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9824 +2025-04-30 10:54:43,147 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8906, top5_acc: 0.9824 +2025-04-30 10:55:47,740 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:36:21, time: 0.646, data_time: 0.220, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1803, loss: 1.1803 +2025-04-30 10:56:30,317 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:35:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1438, loss: 1.1438 +2025-04-30 10:57:12,887 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:34:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1423, loss: 1.1423 +2025-04-30 10:57:55,310 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:34:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 +2025-04-30 10:58:37,859 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:33:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1674, loss: 1.1674 +2025-04-30 10:59:20,382 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:32:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1464, loss: 1.1464 +2025-04-30 11:00:02,831 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:32:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1143, loss: 1.1143 +2025-04-30 11:00:45,487 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:31:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1475, loss: 1.1475 +2025-04-30 11:01:28,043 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:30:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1278, loss: 1.1278 +2025-04-30 11:02:10,566 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:29:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1277, loss: 1.1277 +2025-04-30 11:02:53,091 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:29:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1011, loss: 1.1011 +2025-04-30 11:03:35,574 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:28:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-04-30 11:04:18,192 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:27:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1346, loss: 1.1346 +2025-04-30 11:05:00,779 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:26:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1339, loss: 1.1339 +2025-04-30 11:05:43,383 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:26:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-04-30 11:06:25,915 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:25:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 +2025-04-30 11:07:08,375 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:24:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 +2025-04-30 11:07:50,756 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:24:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 +2025-04-30 11:08:33,191 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:23:20, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0974, loss: 1.0974 +2025-04-30 11:09:15,547 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:22:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-04-30 11:09:57,888 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:21:53, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1326, loss: 1.1326 +2025-04-30 11:10:40,348 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:21:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 +2025-04-30 11:11:22,777 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:20:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-04-30 11:12:05,163 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:19:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 +2025-04-30 11:12:47,622 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:19:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1186, loss: 1.1186 +2025-04-30 11:12:50,710 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-04-30 11:14:07,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 11:14:07,386 - pyskl - INFO - +top1_acc 0.8916 +top5_acc 0.9820 +2025-04-30 11:14:07,436 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_137.pth was removed +2025-04-30 11:14:08,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-04-30 11:14:08,443 - pyskl - INFO - Best top1_acc is 0.8916 at 139 epoch. +2025-04-30 11:14:08,445 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8916, top5_acc: 0.9820 +2025-04-30 11:15:13,298 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:18:15, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1309, loss: 1.1309 +2025-04-30 11:15:55,723 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:17:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-04-30 11:16:38,122 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:16:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1076, loss: 1.1076 +2025-04-30 11:17:20,631 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:16:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-04-30 11:18:03,138 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:15:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-04-30 11:18:45,583 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:14:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1216, loss: 1.1216 +2025-04-30 11:19:28,131 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:13:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 +2025-04-30 11:20:10,584 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:13:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-04-30 11:20:53,095 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:12:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-04-30 11:21:35,823 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:11:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0896, loss: 1.0896 +2025-04-30 11:22:18,360 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:11:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 +2025-04-30 11:23:00,870 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:10:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-04-30 11:23:43,422 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:09:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1038, loss: 1.1038 +2025-04-30 11:24:25,991 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:08:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1446, loss: 1.1446 +2025-04-30 11:25:08,690 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:08:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1290, loss: 1.1290 +2025-04-30 11:25:51,359 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:07:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1055, loss: 1.1055 +2025-04-30 11:26:33,981 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:06:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-04-30 11:27:16,340 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:05:58, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1077, loss: 1.1077 +2025-04-30 11:27:58,708 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:05:15, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1125, loss: 1.1125 +2025-04-30 11:28:41,035 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:04:31, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1365, loss: 1.1365 +2025-04-30 11:29:23,483 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:03:48, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1337, loss: 1.1337 +2025-04-30 11:30:05,916 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:03:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-04-30 11:30:48,483 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:02:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-04-30 11:31:30,886 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:01:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1432, loss: 1.1432 +2025-04-30 11:32:13,226 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:00:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2025-04-30 11:32:16,331 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-04-30 11:33:32,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 11:33:32,933 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9808 +2025-04-30 11:33:32,935 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8903, top5_acc: 0.9808 +2025-04-30 11:34:37,610 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:00:10, time: 0.647, data_time: 0.222, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-04-30 11:35:19,995 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 2:59:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1594, loss: 1.1594 +2025-04-30 11:36:02,547 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:58:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-04-30 11:36:44,977 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:58:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1082, loss: 1.1082 +2025-04-30 11:37:27,263 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:57:16, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 +2025-04-30 11:38:09,770 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:56:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1329, loss: 1.1329 +2025-04-30 11:38:52,350 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:55:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1268, loss: 1.1268 +2025-04-30 11:39:35,167 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:55:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1057, loss: 1.1057 +2025-04-30 11:40:17,838 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-04-30 11:41:00,415 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:53:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1112, loss: 1.1112 +2025-04-30 11:41:42,903 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:52:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 +2025-04-30 11:42:25,387 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:52:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0983, loss: 1.0983 +2025-04-30 11:43:07,862 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:51:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-04-30 11:43:50,354 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:50:46, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1384, loss: 1.1384 +2025-04-30 11:44:32,972 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:50:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 +2025-04-30 11:45:15,439 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:49:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-04-30 11:45:57,895 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:48:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1016, loss: 1.1016 +2025-04-30 11:46:40,410 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:47:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1032, loss: 1.1032 +2025-04-30 11:47:22,961 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:47:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0994, loss: 1.0994 +2025-04-30 11:48:05,327 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:46:26, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1044, loss: 1.1044 +2025-04-30 11:48:47,722 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:45:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-04-30 11:49:30,135 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:44:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1459, loss: 1.1459 +2025-04-30 11:50:12,812 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1615, loss: 1.1615 +2025-04-30 11:50:55,368 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:43:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1266, loss: 1.1266 +2025-04-30 11:51:37,767 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:42:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1256, loss: 1.1256 +2025-04-30 11:51:40,837 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-04-30 11:52:57,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 11:52:57,517 - pyskl - INFO - +top1_acc 0.8948 +top5_acc 0.9816 +2025-04-30 11:52:57,573 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_139.pth was removed +2025-04-30 11:52:58,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-04-30 11:52:58,646 - pyskl - INFO - Best top1_acc is 0.8948 at 141 epoch. +2025-04-30 11:52:58,648 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8948, top5_acc: 0.9816 +2025-04-30 11:54:03,348 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:42:04, time: 0.647, data_time: 0.221, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-04-30 11:54:45,750 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:41:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 +2025-04-30 11:55:28,095 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:40:38, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1433, loss: 1.1433 +2025-04-30 11:56:10,640 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:39:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-04-30 11:56:53,237 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:39:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1228, loss: 1.1228 +2025-04-30 11:57:35,733 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:38:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1191, loss: 1.1191 +2025-04-30 11:58:18,223 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:37:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1288, loss: 1.1288 +2025-04-30 11:59:00,814 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:37:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1192, loss: 1.1192 +2025-04-30 11:59:43,315 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:36:18, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1256, loss: 1.1256 +2025-04-30 12:00:25,787 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:35:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 +2025-04-30 12:01:08,268 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:34:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-04-30 12:01:50,711 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:34:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 +2025-04-30 12:02:33,233 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:33:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 +2025-04-30 12:03:15,744 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:32:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1348, loss: 1.1348 +2025-04-30 12:03:58,239 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:31:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-04-30 12:04:40,787 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:31:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1231, loss: 1.1231 +2025-04-30 12:05:23,327 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:30:31, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0897, loss: 1.0897 +2025-04-30 12:06:05,763 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:29:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-04-30 12:06:48,204 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:29:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 +2025-04-30 12:07:30,910 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1259, loss: 1.1259 +2025-04-30 12:08:13,319 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:27:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 +2025-04-30 12:08:55,901 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:26:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-04-30 12:09:38,254 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:26:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1265, loss: 1.1265 +2025-04-30 12:10:20,803 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:25:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0939, loss: 1.0939 +2025-04-30 12:11:03,408 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:24:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-04-30 12:11:06,466 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-04-30 12:12:22,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 12:12:22,829 - pyskl - INFO - +top1_acc 0.8890 +top5_acc 0.9819 +2025-04-30 12:12:22,832 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8890, top5_acc: 0.9819 +2025-04-30 12:13:27,667 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:23:59, time: 0.648, data_time: 0.222, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1070, loss: 1.1070 +2025-04-30 12:14:10,207 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:23:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-04-30 12:14:52,750 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:22:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-04-30 12:15:35,368 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:21:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0880, loss: 1.0880 +2025-04-30 12:16:17,895 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:21:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-04-30 12:17:00,311 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:20:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-04-30 12:17:42,891 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:19:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1025, loss: 1.1025 +2025-04-30 12:18:25,333 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:18:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-04-30 12:19:07,864 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:18:12, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-04-30 12:19:50,353 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:17:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 +2025-04-30 12:20:32,904 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:16:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1143, loss: 1.1143 +2025-04-30 12:21:15,502 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:16:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-04-30 12:21:58,215 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:15:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0910, loss: 1.0910 +2025-04-30 12:22:40,807 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:14:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1376, loss: 1.1376 +2025-04-30 12:23:23,755 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:13:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-04-30 12:24:06,433 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:13:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-04-30 12:24:49,028 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:12:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1204, loss: 1.1204 +2025-04-30 12:25:31,526 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:11:42, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1059, loss: 1.1059 +2025-04-30 12:26:13,935 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:10:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1130, loss: 1.1130 +2025-04-30 12:26:56,526 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:10:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 +2025-04-30 12:27:39,101 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:09:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-04-30 12:28:21,621 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:08:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1573, loss: 1.1573 +2025-04-30 12:29:04,131 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:08:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1127, loss: 1.1127 +2025-04-30 12:29:46,658 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:07:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1199, loss: 1.1199 +2025-04-30 12:30:29,221 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:06:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-04-30 12:30:32,299 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-04-30 12:31:48,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 12:31:48,736 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9817 +2025-04-30 12:31:48,739 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8937, top5_acc: 0.9817 +2025-04-30 12:32:53,535 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:05:54, time: 0.648, data_time: 0.223, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-04-30 12:33:35,962 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:05:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 +2025-04-30 12:34:18,498 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:04:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-04-30 12:35:00,969 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:03:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1161, loss: 1.1161 +2025-04-30 12:35:43,474 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-04-30 12:36:25,811 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:02:17, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-04-30 12:37:08,131 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:01:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1132, loss: 1.1132 +2025-04-30 12:37:50,555 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:00:50, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-04-30 12:38:32,936 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-04-30 12:39:15,307 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:59:24, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-04-30 12:39:57,667 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:58:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-04-30 12:40:39,995 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:57:57, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-04-30 12:41:22,424 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:57:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-04-30 12:42:04,905 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:56:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1194, loss: 1.1194 +2025-04-30 12:42:47,555 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:55:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-04-30 12:43:29,979 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1175, loss: 1.1175 +2025-04-30 12:44:12,526 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:54:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0870, loss: 1.0870 +2025-04-30 12:44:54,955 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:53:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-04-30 12:45:37,381 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:52:53, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0844, loss: 1.0844 +2025-04-30 12:46:19,824 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:10, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-04-30 12:47:02,263 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:51:27, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-04-30 12:47:44,748 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:50:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0834, loss: 1.0834 +2025-04-30 12:48:27,155 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1147, loss: 1.1147 +2025-04-30 12:49:09,610 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:49:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 +2025-04-30 12:49:52,022 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:48:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1198, loss: 1.1198 +2025-04-30 12:49:55,089 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-04-30 12:51:10,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 12:51:10,888 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9819 +2025-04-30 12:51:10,891 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8937, top5_acc: 0.9819 +2025-04-30 12:52:14,208 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:47:48, time: 0.633, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0660, loss: 1.0660 +2025-04-30 12:52:56,593 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:05, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-04-30 12:53:38,985 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:46:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-04-30 12:54:21,434 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:45:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1062, loss: 1.1062 +2025-04-30 12:55:03,798 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:44:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0413, loss: 1.0413 +2025-04-30 12:55:46,183 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-04-30 12:56:28,611 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:43:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2025-04-30 12:57:10,971 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:42:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1433, loss: 1.1433 +2025-04-30 12:57:53,359 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-04-30 12:58:35,756 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:41:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0662, loss: 1.0662 +2025-04-30 12:59:18,190 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:40:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-04-30 13:00:00,601 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:39:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0688, loss: 1.0688 +2025-04-30 13:00:43,098 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:08, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1134, loss: 1.1134 +2025-04-30 13:01:25,664 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:38:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 +2025-04-30 13:02:08,347 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 +2025-04-30 13:02:50,985 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:36:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 +2025-04-30 13:03:33,634 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-04-30 13:04:16,302 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:35:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0528, loss: 1.0528 +2025-04-30 13:04:58,807 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:34:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 +2025-04-30 13:05:41,271 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1229, loss: 1.1229 +2025-04-30 13:06:23,699 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:33:21, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1014, loss: 1.1014 +2025-04-30 13:07:06,236 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:32:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-04-30 13:07:48,824 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:31:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0755, loss: 1.0755 +2025-04-30 13:08:31,335 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:11, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 +2025-04-30 13:09:13,910 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:30:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0923, loss: 1.0923 +2025-04-30 13:09:16,973 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-04-30 13:10:32,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 13:10:32,564 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9817 +2025-04-30 13:10:32,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/km/best_top1_acc_epoch_141.pth was removed +2025-04-30 13:10:33,661 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-04-30 13:10:33,662 - pyskl - INFO - Best top1_acc is 0.8959 at 145 epoch. +2025-04-30 13:10:33,665 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8959, top5_acc: 0.9817 +2025-04-30 13:11:37,007 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:29:43, time: 0.633, data_time: 0.209, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-04-30 13:12:19,494 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:28:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-04-30 13:13:02,065 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-04-30 13:13:44,568 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:27:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1060, loss: 1.1060 +2025-04-30 13:14:27,002 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:26:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 +2025-04-30 13:15:09,476 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:06, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0992, loss: 1.0992 +2025-04-30 13:15:52,200 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0915, loss: 1.0915 +2025-04-30 13:16:34,522 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:24:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0859, loss: 1.0859 +2025-04-30 13:17:16,819 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:23:56, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-04-30 13:17:59,175 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0849, loss: 1.0849 +2025-04-30 13:18:41,504 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:22:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-04-30 13:19:23,936 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:21:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1084, loss: 1.1084 +2025-04-30 13:20:06,443 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:03, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-04-30 13:20:48,969 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-04-30 13:21:31,555 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:19:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1104, loss: 1.1104 +2025-04-30 13:22:14,177 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:18:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-04-30 13:22:56,756 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1122, loss: 1.1122 +2025-04-30 13:23:39,363 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:17:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0982, loss: 1.0982 +2025-04-30 13:24:21,886 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:16:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1041, loss: 1.1041 +2025-04-30 13:25:04,357 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:15:59, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1015, loss: 1.1015 +2025-04-30 13:25:46,830 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1049, loss: 1.1049 +2025-04-30 13:26:29,212 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:14:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0766, loss: 1.0766 +2025-04-30 13:27:11,558 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:13:49, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1081, loss: 1.1081 +2025-04-30 13:27:53,939 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:06, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0986, loss: 1.0986 +2025-04-30 13:28:36,338 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1163, loss: 1.1163 +2025-04-30 13:28:39,328 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-04-30 13:29:55,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 13:29:55,078 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9808 +2025-04-30 13:29:55,081 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8937, top5_acc: 0.9808 +2025-04-30 13:30:58,191 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:11:37, time: 0.631, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-04-30 13:31:40,544 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:10:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0451, loss: 1.0451 +2025-04-30 13:32:22,847 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:11, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0933, loss: 1.0933 +2025-04-30 13:33:05,138 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:27, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1212, loss: 1.1212 +2025-04-30 13:33:47,487 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:08:44, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1176, loss: 1.1176 +2025-04-30 13:34:29,786 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:01, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1364, loss: 1.1364 +2025-04-30 13:35:12,150 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-04-30 13:35:54,419 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:06:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 +2025-04-30 13:36:36,748 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:05:51, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1133, loss: 1.1133 +2025-04-30 13:37:19,079 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:07, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 +2025-04-30 13:38:01,376 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:24, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-04-30 13:38:43,728 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:03:41, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1095, loss: 1.1095 +2025-04-30 13:39:26,181 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:02:57, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-04-30 13:40:08,559 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0779, loss: 1.0779 +2025-04-30 13:40:50,983 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:31, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1236, loss: 1.1236 +2025-04-30 13:41:33,460 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:00:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0691, loss: 1.0691 +2025-04-30 13:42:15,903 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1034, loss: 1.1034 +2025-04-30 13:42:58,363 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0887, loss: 1.0887 +2025-04-30 13:43:40,746 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:58:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-04-30 13:44:23,095 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:57:54, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-04-30 13:45:05,473 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-04-30 13:45:47,954 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-04-30 13:46:30,514 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:55:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-04-30 13:47:12,885 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:01, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0811, loss: 1.0811 +2025-04-30 13:47:55,280 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:18, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-04-30 13:47:58,270 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-04-30 13:49:13,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 13:49:13,728 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9817 +2025-04-30 13:49:13,731 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8946, top5_acc: 0.9817 +2025-04-30 13:50:17,119 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:32, time: 0.634, data_time: 0.210, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1343, loss: 1.1343 +2025-04-30 13:50:59,484 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:52:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-04-30 13:51:41,831 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:05, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 +2025-04-30 13:52:24,238 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-04-30 13:53:06,643 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:50:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-04-30 13:53:49,075 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:49:55, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 +2025-04-30 13:54:31,484 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:12, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-04-30 13:55:13,779 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:29, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0747, loss: 1.0747 +2025-04-30 13:55:56,263 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:47:45, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0983, loss: 1.0983 +2025-04-30 13:56:38,731 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:02, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1337, loss: 1.1337 +2025-04-30 13:57:21,192 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 +2025-04-30 13:58:03,643 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 +2025-04-30 13:58:46,062 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:44:52, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0981, loss: 1.0981 +2025-04-30 13:59:28,720 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1149, loss: 1.1149 +2025-04-30 14:00:11,251 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0798, loss: 1.0798 +2025-04-30 14:00:53,687 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:42:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-04-30 14:01:36,088 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:41:59, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0593, loss: 1.0593 +2025-04-30 14:02:18,458 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:16, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1013, loss: 1.1013 +2025-04-30 14:03:00,488 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:32, time: 0.420, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1162, loss: 1.1162 +2025-04-30 14:03:42,858 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:39:49, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0721, loss: 1.0721 +2025-04-30 14:04:25,177 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:06, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1092, loss: 1.1092 +2025-04-30 14:05:07,548 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:22, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0425, loss: 1.0425 +2025-04-30 14:05:49,880 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:39, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 +2025-04-30 14:06:32,284 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:36:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-04-30 14:07:14,628 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1014, loss: 1.1014 +2025-04-30 14:07:17,571 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-04-30 14:08:33,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 14:08:33,413 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9815 +2025-04-30 14:08:33,416 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8951, top5_acc: 0.9815 +2025-04-30 14:09:36,734 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:27, time: 0.633, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-04-30 14:10:19,146 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:43, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1129, loss: 1.1129 +2025-04-30 14:11:01,675 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1058, loss: 1.1058 +2025-04-30 14:11:44,176 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1072, loss: 1.1072 +2025-04-30 14:12:26,681 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0692, loss: 1.0692 +2025-04-30 14:13:09,147 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 +2025-04-30 14:13:51,559 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-04-30 14:14:33,982 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:23, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 +2025-04-30 14:15:16,421 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:40, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-04-30 14:15:58,802 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:28:57, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-04-30 14:16:41,240 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:14, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-04-30 14:17:23,698 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0724, loss: 1.0724 +2025-04-30 14:18:06,187 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0900, loss: 1.0900 +2025-04-30 14:18:48,792 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-04-30 14:19:31,372 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-04-30 14:20:14,220 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-04-30 14:20:56,740 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:23:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0958, loss: 1.0958 +2025-04-30 14:21:39,292 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1133, loss: 1.1133 +2025-04-30 14:22:21,762 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-04-30 14:23:04,295 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1054, loss: 1.1054 +2025-04-30 14:23:46,703 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-04-30 14:24:29,098 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0634, loss: 1.0634 +2025-04-30 14:25:11,441 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:34, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 +2025-04-30 14:25:53,837 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1173, loss: 1.1173 +2025-04-30 14:26:36,248 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-04-30 14:26:39,246 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-04-30 14:27:55,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 14:27:55,175 - pyskl - INFO - +top1_acc 0.8943 +top5_acc 0.9818 +2025-04-30 14:27:55,178 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8943, top5_acc: 0.9818 +2025-04-30 14:28:58,473 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:21, time: 0.633, data_time: 0.207, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-04-30 14:29:41,295 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0524, loss: 1.0524 +2025-04-30 14:30:23,848 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-04-30 14:31:06,297 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:11, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-04-30 14:31:48,719 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:28, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0969, loss: 1.0969 +2025-04-30 14:32:31,079 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:45, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0594, loss: 1.0594 +2025-04-30 14:33:13,516 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0595, loss: 1.0595 +2025-04-30 14:33:55,865 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:18, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1086, loss: 1.1086 +2025-04-30 14:34:38,303 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 +2025-04-30 14:35:20,770 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.1053, loss: 1.1053 +2025-04-30 14:36:03,180 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:08, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1301, loss: 1.1301 +2025-04-30 14:36:45,509 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:25, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 +2025-04-30 14:37:27,954 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:42, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 +2025-04-30 14:38:10,588 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:07:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0979, loss: 1.0979 +2025-04-30 14:38:53,090 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0979, loss: 1.0979 +2025-04-30 14:39:35,753 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 +2025-04-30 14:40:18,319 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0920, loss: 1.0920 +2025-04-30 14:41:00,775 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-04-30 14:41:43,316 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1122, loss: 1.1122 +2025-04-30 14:42:25,716 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:39, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0782, loss: 1.0782 +2025-04-30 14:43:08,222 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:55, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1056, loss: 1.1056 +2025-04-30 14:43:50,543 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:12, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-04-30 14:44:33,027 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-04-30 14:45:15,350 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:45, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1119, loss: 1.1119 +2025-04-30 14:45:57,698 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0914, loss: 1.0914 +2025-04-30 14:46:00,789 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-04-30 14:47:16,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 14:47:16,517 - pyskl - INFO - +top1_acc 0.8878 +top5_acc 0.9803 +2025-04-30 14:47:16,519 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8878, top5_acc: 0.9803 +2025-04-30 14:47:24,584 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-04-30 14:56:42,405 - pyskl - INFO - Testing results of the last checkpoint +2025-04-30 14:56:42,405 - pyskl - INFO - top1_acc: 0.8946 +2025-04-30 14:56:42,406 - pyskl - INFO - top5_acc: 0.9816 +2025-04-30 14:56:42,406 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/km/best_top1_acc_epoch_145.pth +2025-04-30 15:06:01,377 - pyskl - INFO - Testing results of the best checkpoint +2025-04-30 15:06:01,377 - pyskl - INFO - top1_acc: 0.9011 +2025-04-30 15:06:01,377 - pyskl - INFO - top5_acc: 0.9824 diff --git a/ntu60_xsub/km/best_pred.pkl b/ntu60_xsub/km/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..3659b9b4472d810e4fe55b70e5d2b3fc853007eb --- /dev/null +++ b/ntu60_xsub/km/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b527e7fdbc2dc3d639347abe01536de25c63fa44acd0d810a4d6f3676d1924e +size 6639676 diff --git a/ntu60_xsub/km/best_top1_acc_epoch_145.pth b/ntu60_xsub/km/best_top1_acc_epoch_145.pth new file mode 100644 index 0000000000000000000000000000000000000000..a8ee044244d4f4bcac8d419131e103092afd579a --- /dev/null +++ b/ntu60_xsub/km/best_top1_acc_epoch_145.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca842e1d5048477da1e5ec1765d94c2531bf970cf2ebb6ef93aeaea0c57cb329 +size 16153947 diff --git a/ntu60_xsub/ntu60_xsub_ensemble.py b/ntu60_xsub/ntu60_xsub_ensemble.py new file mode 100644 index 0000000000000000000000000000000000000000..942f22168c3e5838d16e2b8df3ae079897a08251 --- /dev/null +++ b/ntu60_xsub/ntu60_xsub_ensemble.py @@ -0,0 +1,65 @@ +from mmcv import load +import sys +# Note: please adjust the relative path according to the actual situation. +sys.path.append('../..') +from skeletonagent.smp import * + + +j_1 = load('j_1/best_pred.pkl') +b_1 = load('b_1/best_pred.pkl') +k_1 = load('k_1/best_pred.pkl') +j_2 = load('j_2/best_pred.pkl') +b_2 = load('b_2/best_pred.pkl') +k_2 = load('k_2/best_pred.pkl') +jm = load('jm/best_pred.pkl') +bm = load('bm/best_pred.pkl') +km = load('km/best_pred.pkl') +label = load_label('/data/nturgbd/ntu60_3danno.pkl', 'xsub_val') + + +""" +*************** +InfoGCN v0: +j jm b bm k km +2S: 94.01 +4S: 94.15 +6S: 94.41 +*************** +""" +print('InfoGCN v0:') +print('j jm b bm k km') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, b_1, jm, bm], [2, 2, 1, 1]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, b_1, k_1, jm, bm, km], [8, 8, 8, 3, 3, 3]) +print('Top-1', top1(fused, label)) + + +""" +*************** +InfoGCN v1: +j j b b k k +2S: 94.01 +4S: 94.30 +6S: 94.51 +*************** +""" +print('InfoGCN v1:') +print('j j b b k k') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, j_2, b_1, b_2], [1, 1, 1, 1]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, j_2, b_1, b_2, k_1, k_2], [7, 7, 7, 7, 2, 2]) +print('Top-1', top1(fused, label)) diff --git a/ntu60_xview/b_1/20250530_181253.log b/ntu60_xview/b_1/20250530_181253.log new file mode 100644 index 0000000000000000000000000000000000000000..0d520c4bcc3d848475a93fb9b449e076bf83a5a4 --- /dev/null +++ b/ntu60_xview/b_1/20250530_181253.log @@ -0,0 +1,4674 @@ +2025-05-30 18:12:53,962 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-30 18:12:54,269 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/b_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/b_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-30 18:12:54,269 - pyskl - INFO - Set random seed to 224059681, deterministic: False +2025-05-30 18:13:03,474 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-05-30 18:13:09,002 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-05-30 18:13:09,024 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1 +2025-05-30 18:13:09,024 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-30 18:13:09,024 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-30 18:13:09,024 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1 by HardDiskBackend. +2025-05-30 18:14:14,410 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 16:04:59, time: 0.654, data_time: 0.207, memory: 13125, top1_acc: 0.0275, top5_acc: 0.1425, loss_cls: 9.9551, loss: 9.9551 +2025-05-30 18:14:58,491 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 5:37:43, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.0462, top5_acc: 0.1719, loss_cls: 8.9775, loss: 8.9775 +2025-05-30 18:15:42,671 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 2:10:04, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.0500, top5_acc: 0.1950, loss_cls: 8.8835, loss: 8.8835 +2025-05-30 18:16:26,751 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 2 days, 0:24:26, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.0600, top5_acc: 0.2350, loss_cls: 8.6691, loss: 8.6691 +2025-05-30 18:17:10,850 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 23:20:58, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.0775, top5_acc: 0.3063, loss_cls: 8.4346, loss: 8.4346 +2025-05-30 18:17:54,917 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 22:38:06, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.0894, top5_acc: 0.3331, loss_cls: 8.2648, loss: 8.2648 +2025-05-30 18:18:39,032 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 22:07:41, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.0988, top5_acc: 0.3775, loss_cls: 8.1188, loss: 8.1188 +2025-05-30 18:19:23,232 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 21:45:18, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.1094, top5_acc: 0.4163, loss_cls: 7.9115, loss: 7.9115 +2025-05-30 18:20:07,420 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 21:27:39, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.1163, top5_acc: 0.4056, loss_cls: 7.9324, loss: 7.9324 +2025-05-30 18:20:51,600 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 21:13:20, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.1200, top5_acc: 0.4556, loss_cls: 7.7070, loss: 7.7070 +2025-05-30 18:21:35,697 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 21:01:03, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.1156, top5_acc: 0.4381, loss_cls: 7.7684, loss: 7.7684 +2025-05-30 18:22:19,904 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 20:51:13, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.1375, top5_acc: 0.4769, loss_cls: 7.6729, loss: 7.6729 +2025-05-30 18:23:04,040 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 20:42:29, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.1356, top5_acc: 0.5069, loss_cls: 7.5901, loss: 7.5901 +2025-05-30 18:23:48,344 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 20:35:35, time: 0.443, data_time: 0.000, memory: 13125, top1_acc: 0.1638, top5_acc: 0.5381, loss_cls: 7.5084, loss: 7.5084 +2025-05-30 18:24:32,673 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 20:29:36, time: 0.443, data_time: 0.000, memory: 13125, top1_acc: 0.1575, top5_acc: 0.5262, loss_cls: 7.4984, loss: 7.4984 +2025-05-30 18:25:16,871 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 20:23:48, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.1794, top5_acc: 0.5406, loss_cls: 7.4006, loss: 7.4006 +2025-05-30 18:26:01,053 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 20:18:32, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.1769, top5_acc: 0.5475, loss_cls: 7.4541, loss: 7.4541 +2025-05-30 18:26:45,360 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 20:14:11, time: 0.443, data_time: 0.000, memory: 13125, top1_acc: 0.1725, top5_acc: 0.5675, loss_cls: 7.2997, loss: 7.2997 +2025-05-30 18:27:29,526 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 20:09:46, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.1931, top5_acc: 0.5956, loss_cls: 7.2608, loss: 7.2608 +2025-05-30 18:28:13,761 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 20:05:56, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.2106, top5_acc: 0.6138, loss_cls: 7.1651, loss: 7.1651 +2025-05-30 18:28:58,007 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 20:02:25, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.2094, top5_acc: 0.6131, loss_cls: 7.1184, loss: 7.1184 +2025-05-30 18:29:42,242 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 19:59:08, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.2331, top5_acc: 0.6494, loss_cls: 6.9814, loss: 6.9814 +2025-05-30 18:30:26,537 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 19:56:13, time: 0.443, data_time: 0.000, memory: 13125, top1_acc: 0.2306, top5_acc: 0.6538, loss_cls: 6.9391, loss: 6.9391 +2025-05-30 18:30:50,598 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-30 18:32:19,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:32:19,951 - pyskl - INFO - +top1_acc 0.2584 +top5_acc 0.7336 +2025-05-30 18:32:21,017 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-30 18:32:21,017 - pyskl - INFO - Best top1_acc is 0.2584 at 1 epoch. +2025-05-30 18:32:21,020 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.2584, top5_acc: 0.7336 +2025-05-30 18:33:26,482 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 19:46:35, time: 0.655, data_time: 0.209, memory: 13126, top1_acc: 0.2469, top5_acc: 0.6625, loss_cls: 6.8894, loss: 6.8894 +2025-05-30 18:34:10,772 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 19:44:18, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.2375, top5_acc: 0.6694, loss_cls: 6.8124, loss: 6.8124 +2025-05-30 18:34:54,924 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 19:41:49, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.2687, top5_acc: 0.6587, loss_cls: 6.8508, loss: 6.8508 +2025-05-30 18:35:39,179 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 19:39:41, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.2425, top5_acc: 0.6775, loss_cls: 6.8161, loss: 6.8161 +2025-05-30 18:36:23,442 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 19:37:40, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.2650, top5_acc: 0.7081, loss_cls: 6.7613, loss: 6.7613 +2025-05-30 18:37:07,625 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 19:35:35, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.2844, top5_acc: 0.7462, loss_cls: 6.5392, loss: 6.5392 +2025-05-30 18:37:52,317 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 19:34:33, time: 0.447, data_time: 0.000, memory: 13126, top1_acc: 0.3094, top5_acc: 0.7275, loss_cls: 6.4319, loss: 6.4319 +2025-05-30 18:38:36,870 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 19:33:17, time: 0.446, data_time: 0.000, memory: 13126, top1_acc: 0.3081, top5_acc: 0.7431, loss_cls: 6.4428, loss: 6.4428 +2025-05-30 18:39:21,344 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 19:31:54, time: 0.445, data_time: 0.000, memory: 13126, top1_acc: 0.3050, top5_acc: 0.7631, loss_cls: 6.4576, loss: 6.4576 +2025-05-30 18:40:05,662 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 19:30:18, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.3425, top5_acc: 0.7631, loss_cls: 6.4059, loss: 6.4059 +2025-05-30 18:40:49,979 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 19:28:44, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.3337, top5_acc: 0.7775, loss_cls: 6.3923, loss: 6.3923 +2025-05-30 18:41:34,175 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 19:27:01, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.3525, top5_acc: 0.7750, loss_cls: 6.2995, loss: 6.2995 +2025-05-30 18:42:18,555 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 19:25:39, time: 0.444, data_time: 0.000, memory: 13126, top1_acc: 0.3356, top5_acc: 0.7712, loss_cls: 6.3547, loss: 6.3547 +2025-05-30 18:43:02,949 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 19:24:20, time: 0.444, data_time: 0.000, memory: 13126, top1_acc: 0.3794, top5_acc: 0.7837, loss_cls: 6.2227, loss: 6.2227 +2025-05-30 18:43:47,457 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 19:23:14, time: 0.445, data_time: 0.000, memory: 13126, top1_acc: 0.3675, top5_acc: 0.7825, loss_cls: 6.1951, loss: 6.1951 +2025-05-30 18:44:31,877 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 19:22:01, time: 0.444, data_time: 0.000, memory: 13126, top1_acc: 0.3869, top5_acc: 0.7963, loss_cls: 6.1447, loss: 6.1447 +2025-05-30 18:45:16,320 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 19:20:51, time: 0.444, data_time: 0.000, memory: 13126, top1_acc: 0.4037, top5_acc: 0.8237, loss_cls: 6.0246, loss: 6.0246 +2025-05-30 18:46:00,193 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 19:18:54, time: 0.439, data_time: 0.000, memory: 13126, top1_acc: 0.4062, top5_acc: 0.8137, loss_cls: 5.9670, loss: 5.9670 +2025-05-30 18:46:44,327 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 19:17:23, time: 0.441, data_time: 0.000, memory: 13126, top1_acc: 0.4281, top5_acc: 0.8319, loss_cls: 5.8825, loss: 5.8825 +2025-05-30 18:47:28,566 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 19:16:01, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.4094, top5_acc: 0.8387, loss_cls: 5.8849, loss: 5.8849 +2025-05-30 18:48:12,861 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 19:14:46, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.4456, top5_acc: 0.8488, loss_cls: 5.6974, loss: 5.6974 +2025-05-30 18:48:56,900 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 19:13:13, time: 0.440, data_time: 0.000, memory: 13126, top1_acc: 0.4375, top5_acc: 0.8387, loss_cls: 5.7771, loss: 5.7771 +2025-05-30 18:49:41,226 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 19:12:03, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.4662, top5_acc: 0.8669, loss_cls: 5.5884, loss: 5.5884 +2025-05-30 18:50:05,343 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-30 18:51:35,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:51:35,763 - pyskl - INFO - +top1_acc 0.5209 +top5_acc 0.8937 +2025-05-30 18:51:35,813 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_1.pth was removed +2025-05-30 18:51:36,758 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-30 18:51:36,759 - pyskl - INFO - Best top1_acc is 0.5209 at 2 epoch. +2025-05-30 18:51:36,762 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5209, top5_acc: 0.8937 +2025-05-30 18:52:41,813 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 19:06:58, time: 0.650, data_time: 0.208, memory: 13127, top1_acc: 0.4688, top5_acc: 0.8425, loss_cls: 5.6793, loss: 5.6793 +2025-05-30 18:53:26,111 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 19:05:53, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.4675, top5_acc: 0.8644, loss_cls: 5.5420, loss: 5.5420 +2025-05-30 18:54:10,316 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 19:04:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.4869, top5_acc: 0.8688, loss_cls: 5.5301, loss: 5.5301 +2025-05-30 18:54:54,643 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 19:03:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.4956, top5_acc: 0.8775, loss_cls: 5.3758, loss: 5.3758 +2025-05-30 18:55:38,929 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 19:02:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5000, top5_acc: 0.8756, loss_cls: 5.4566, loss: 5.4566 +2025-05-30 18:56:23,182 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 19:01:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5219, top5_acc: 0.8669, loss_cls: 5.4081, loss: 5.4081 +2025-05-30 18:57:07,343 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 19:00:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.4856, top5_acc: 0.8619, loss_cls: 5.5888, loss: 5.5888 +2025-05-30 18:57:51,682 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 18:59:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5337, top5_acc: 0.8950, loss_cls: 5.2551, loss: 5.2551 +2025-05-30 18:58:36,058 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 18:58:30, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.5475, top5_acc: 0.8888, loss_cls: 5.2259, loss: 5.2259 +2025-05-30 18:59:20,429 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 18:57:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.5406, top5_acc: 0.9075, loss_cls: 5.1305, loss: 5.1305 +2025-05-30 19:00:04,717 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 18:56:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5463, top5_acc: 0.8812, loss_cls: 5.1469, loss: 5.1469 +2025-05-30 19:00:49,137 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 18:55:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.5706, top5_acc: 0.9075, loss_cls: 5.0865, loss: 5.0865 +2025-05-30 19:01:33,330 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 18:54:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.5669, top5_acc: 0.8862, loss_cls: 5.1718, loss: 5.1718 +2025-05-30 19:02:17,624 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 18:53:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5456, top5_acc: 0.8850, loss_cls: 5.1267, loss: 5.1267 +2025-05-30 19:03:01,846 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 18:52:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.5550, top5_acc: 0.8925, loss_cls: 5.1304, loss: 5.1304 +2025-05-30 19:03:46,142 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 18:51:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5563, top5_acc: 0.9000, loss_cls: 5.0736, loss: 5.0736 +2025-05-30 19:04:30,278 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 18:50:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.5850, top5_acc: 0.9025, loss_cls: 5.0020, loss: 5.0020 +2025-05-30 19:05:14,523 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 18:49:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.5669, top5_acc: 0.8875, loss_cls: 5.0454, loss: 5.0454 +2025-05-30 19:05:58,835 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 18:48:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5894, top5_acc: 0.9069, loss_cls: 4.9128, loss: 4.9128 +2025-05-30 19:06:43,025 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 18:47:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.5806, top5_acc: 0.9000, loss_cls: 4.8717, loss: 4.8717 +2025-05-30 19:07:27,350 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 18:46:53, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6081, top5_acc: 0.9131, loss_cls: 4.8395, loss: 4.8395 +2025-05-30 19:08:11,724 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 18:46:02, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.5769, top5_acc: 0.9087, loss_cls: 4.9447, loss: 4.9447 +2025-05-30 19:08:56,152 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 18:45:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6044, top5_acc: 0.9100, loss_cls: 4.7852, loss: 4.7852 +2025-05-30 19:09:20,269 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-30 19:10:49,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:10:49,624 - pyskl - INFO - +top1_acc 0.6279 +top5_acc 0.9310 +2025-05-30 19:10:49,670 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_2.pth was removed +2025-05-30 19:10:50,687 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-30 19:10:50,688 - pyskl - INFO - Best top1_acc is 0.6279 at 3 epoch. +2025-05-30 19:10:50,690 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6279, top5_acc: 0.9310 +2025-05-30 19:11:55,214 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 18:41:15, time: 0.645, data_time: 0.202, memory: 13127, top1_acc: 0.6231, top5_acc: 0.9219, loss_cls: 4.7260, loss: 4.7260 +2025-05-30 19:12:39,548 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 18:40:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6194, top5_acc: 0.9250, loss_cls: 4.6804, loss: 4.6804 +2025-05-30 19:13:23,817 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 18:39:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6069, top5_acc: 0.9150, loss_cls: 4.7890, loss: 4.7890 +2025-05-30 19:14:07,941 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 18:38:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6444, top5_acc: 0.9225, loss_cls: 4.5722, loss: 4.5722 +2025-05-30 19:14:52,176 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 18:37:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6162, top5_acc: 0.9163, loss_cls: 4.7914, loss: 4.7914 +2025-05-30 19:15:36,357 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 18:36:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9306, loss_cls: 4.5650, loss: 4.5650 +2025-05-30 19:16:20,594 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 18:35:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6325, top5_acc: 0.9175, loss_cls: 4.5842, loss: 4.5842 +2025-05-30 19:17:04,803 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 18:34:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9325, loss_cls: 4.5003, loss: 4.5003 +2025-05-30 19:17:48,975 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 18:34:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6050, top5_acc: 0.9231, loss_cls: 4.7141, loss: 4.7141 +2025-05-30 19:18:33,169 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 18:33:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6175, top5_acc: 0.9137, loss_cls: 4.6457, loss: 4.6457 +2025-05-30 19:19:17,372 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 18:32:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6331, top5_acc: 0.9219, loss_cls: 4.5758, loss: 4.5758 +2025-05-30 19:20:01,860 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 18:31:33, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.6375, top5_acc: 0.9231, loss_cls: 4.6286, loss: 4.6286 +2025-05-30 19:20:46,308 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 18:30:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9231, loss_cls: 4.5525, loss: 4.5525 +2025-05-30 19:21:30,557 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 18:29:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6512, top5_acc: 0.9256, loss_cls: 4.5296, loss: 4.5296 +2025-05-30 19:22:14,732 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 18:29:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6544, top5_acc: 0.9344, loss_cls: 4.4427, loss: 4.4427 +2025-05-30 19:22:58,944 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 18:28:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9294, loss_cls: 4.4647, loss: 4.4647 +2025-05-30 19:23:43,088 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 18:27:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9231, loss_cls: 4.5393, loss: 4.5393 +2025-05-30 19:24:27,600 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 18:26:38, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.6512, top5_acc: 0.9225, loss_cls: 4.5677, loss: 4.5677 +2025-05-30 19:25:11,925 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 18:25:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6500, top5_acc: 0.9325, loss_cls: 4.4991, loss: 4.4991 +2025-05-30 19:25:56,462 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 18:25:11, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9344, loss_cls: 4.4962, loss: 4.4962 +2025-05-30 19:26:40,705 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 18:24:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6631, top5_acc: 0.9313, loss_cls: 4.4248, loss: 4.4248 +2025-05-30 19:27:25,129 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 18:23:37, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9263, loss_cls: 4.4462, loss: 4.4462 +2025-05-30 19:28:09,468 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 18:22:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6519, top5_acc: 0.9275, loss_cls: 4.5140, loss: 4.5140 +2025-05-30 19:28:33,446 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-30 19:30:03,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:30:03,223 - pyskl - INFO - +top1_acc 0.7003 +top5_acc 0.9572 +2025-05-30 19:30:03,277 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_3.pth was removed +2025-05-30 19:30:04,287 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-30 19:30:04,288 - pyskl - INFO - Best top1_acc is 0.7003 at 4 epoch. +2025-05-30 19:30:04,290 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7003, top5_acc: 0.9572 +2025-05-30 19:31:09,030 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 18:19:46, time: 0.647, data_time: 0.205, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9419, loss_cls: 4.2081, loss: 4.2081 +2025-05-30 19:31:53,219 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 18:18:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9325, loss_cls: 4.4601, loss: 4.4601 +2025-05-30 19:32:37,503 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 18:18:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6713, top5_acc: 0.9219, loss_cls: 4.4300, loss: 4.4300 +2025-05-30 19:33:21,623 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 18:17:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9450, loss_cls: 4.3165, loss: 4.3165 +2025-05-30 19:34:05,680 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 18:16:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9344, loss_cls: 4.2781, loss: 4.2781 +2025-05-30 19:34:49,793 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 18:15:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9431, loss_cls: 4.2715, loss: 4.2715 +2025-05-30 19:35:33,904 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 18:14:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6775, top5_acc: 0.9394, loss_cls: 4.2391, loss: 4.2391 +2025-05-30 19:36:18,047 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 18:13:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9425, loss_cls: 4.2636, loss: 4.2636 +2025-05-30 19:37:02,113 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 18:12:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9375, loss_cls: 4.1574, loss: 4.1574 +2025-05-30 19:37:46,276 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 18:11:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9375, loss_cls: 4.1825, loss: 4.1825 +2025-05-30 19:38:30,394 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 18:11:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6937, top5_acc: 0.9381, loss_cls: 4.2023, loss: 4.2023 +2025-05-30 19:39:14,534 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 18:10:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9319, loss_cls: 4.1775, loss: 4.1775 +2025-05-30 19:39:58,670 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 18:09:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9387, loss_cls: 4.2782, loss: 4.2782 +2025-05-30 19:40:42,788 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 18:08:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9331, loss_cls: 4.3233, loss: 4.3233 +2025-05-30 19:41:26,878 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 18:07:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6850, top5_acc: 0.9456, loss_cls: 4.2653, loss: 4.2653 +2025-05-30 19:42:11,000 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 18:06:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9475, loss_cls: 4.1871, loss: 4.1871 +2025-05-30 19:42:55,314 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 18:06:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9425, loss_cls: 4.2306, loss: 4.2306 +2025-05-30 19:43:39,492 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 18:05:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9481, loss_cls: 4.1784, loss: 4.1784 +2025-05-30 19:44:23,705 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 18:04:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9450, loss_cls: 4.1600, loss: 4.1600 +2025-05-30 19:45:07,969 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 18:03:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6819, top5_acc: 0.9544, loss_cls: 4.2320, loss: 4.2320 +2025-05-30 19:45:52,054 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 18:02:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6887, top5_acc: 0.9494, loss_cls: 4.2203, loss: 4.2203 +2025-05-30 19:46:36,300 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 18:02:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9325, loss_cls: 4.1731, loss: 4.1731 +2025-05-30 19:47:20,349 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 18:01:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9400, loss_cls: 4.1310, loss: 4.1310 +2025-05-30 19:47:44,286 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-30 19:57:01,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:57:01,851 - pyskl - INFO - +top1_acc 0.7600 +top5_acc 0.9683 +2025-05-30 19:57:01,925 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_4.pth was removed +2025-05-30 19:57:03,175 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-30 19:57:03,176 - pyskl - INFO - Best top1_acc is 0.7600 at 5 epoch. +2025-05-30 19:57:03,181 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7600, top5_acc: 0.9683 +2025-05-30 19:58:08,123 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 17:58:38, time: 0.649, data_time: 0.205, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9431, loss_cls: 4.2357, loss: 4.2357 +2025-05-30 19:58:52,509 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 17:57:56, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9406, loss_cls: 4.1287, loss: 4.1287 +2025-05-30 19:59:36,802 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 17:57:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9313, loss_cls: 4.2870, loss: 4.2870 +2025-05-30 20:00:21,073 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 17:56:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9381, loss_cls: 4.2005, loss: 4.2005 +2025-05-30 20:01:05,413 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 17:55:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9506, loss_cls: 4.1238, loss: 4.1238 +2025-05-30 20:01:49,736 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 17:54:59, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9444, loss_cls: 4.1144, loss: 4.1144 +2025-05-30 20:02:34,081 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 17:54:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9487, loss_cls: 4.1849, loss: 4.1849 +2025-05-30 20:03:18,428 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 17:53:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9525, loss_cls: 3.9439, loss: 3.9439 +2025-05-30 20:04:02,757 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 17:52:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 4.0927, loss: 4.0927 +2025-05-30 20:04:47,057 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 17:52:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9494, loss_cls: 4.0034, loss: 4.0034 +2025-05-30 20:05:31,309 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 17:51:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9600, loss_cls: 4.0393, loss: 4.0393 +2025-05-30 20:06:15,653 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 17:50:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.0418, loss: 4.0418 +2025-05-30 20:06:59,917 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 17:49:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6944, top5_acc: 0.9475, loss_cls: 4.0588, loss: 4.0588 +2025-05-30 20:07:44,230 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 17:49:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9475, loss_cls: 4.0517, loss: 4.0517 +2025-05-30 20:08:28,536 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 17:48:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9475, loss_cls: 4.0574, loss: 4.0574 +2025-05-30 20:09:12,746 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 17:47:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 4.0576, loss: 4.0576 +2025-05-30 20:09:57,031 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 17:46:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 3.8930, loss: 3.8930 +2025-05-30 20:10:41,441 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 17:46:08, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9475, loss_cls: 4.0482, loss: 4.0482 +2025-05-30 20:11:25,748 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 17:45:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9369, loss_cls: 4.1896, loss: 4.1896 +2025-05-30 20:12:10,140 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 17:44:41, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9537, loss_cls: 4.0237, loss: 4.0237 +2025-05-30 20:12:54,527 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 17:43:59, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 3.9928, loss: 3.9928 +2025-05-30 20:13:38,956 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 17:43:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9475, loss_cls: 3.9644, loss: 3.9644 +2025-05-30 20:14:23,349 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 17:42:35, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9475, loss_cls: 4.0518, loss: 4.0518 +2025-05-30 20:14:47,470 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-30 20:16:16,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:16:16,492 - pyskl - INFO - +top1_acc 0.7492 +top5_acc 0.9681 +2025-05-30 20:16:16,495 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7492, top5_acc: 0.9681 +2025-05-30 20:17:20,897 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 17:40:06, time: 0.644, data_time: 0.201, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9606, loss_cls: 3.8677, loss: 3.8677 +2025-05-30 20:18:05,090 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 17:39:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9613, loss_cls: 3.8784, loss: 3.8784 +2025-05-30 20:18:49,202 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 17:38:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9537, loss_cls: 3.9033, loss: 3.9033 +2025-05-30 20:19:33,379 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 17:37:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9537, loss_cls: 4.0000, loss: 4.0000 +2025-05-30 20:20:17,604 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 17:36:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9569, loss_cls: 3.8870, loss: 3.8870 +2025-05-30 20:21:01,725 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 17:36:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 3.8467, loss: 3.8467 +2025-05-30 20:21:45,848 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 17:35:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9587, loss_cls: 3.8980, loss: 3.8980 +2025-05-30 20:22:29,911 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 17:34:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9537, loss_cls: 3.9019, loss: 3.9019 +2025-05-30 20:23:14,076 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 17:33:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 4.0022, loss: 4.0022 +2025-05-30 20:23:58,209 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 17:33:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9550, loss_cls: 3.9096, loss: 3.9096 +2025-05-30 20:24:42,328 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 17:32:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 3.8797, loss: 3.8797 +2025-05-30 20:25:26,458 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 17:31:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 3.8615, loss: 3.8615 +2025-05-30 20:26:10,668 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 17:30:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9606, loss_cls: 3.8948, loss: 3.8948 +2025-05-30 20:26:54,731 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 17:29:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 3.8551, loss: 3.8551 +2025-05-30 20:27:38,813 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 17:29:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 3.8544, loss: 3.8544 +2025-05-30 20:28:22,956 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 17:28:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 3.8050, loss: 3.8050 +2025-05-30 20:29:07,129 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 17:27:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 3.8611, loss: 3.8611 +2025-05-30 20:29:51,357 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 17:26:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 3.9599, loss: 3.9599 +2025-05-30 20:30:35,425 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 17:25:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9513, loss_cls: 3.8771, loss: 3.8771 +2025-05-30 20:31:19,698 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 17:25:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 3.8125, loss: 3.8125 +2025-05-30 20:32:04,048 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 17:24:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 3.8233, loss: 3.8233 +2025-05-30 20:32:48,237 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 17:23:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 3.8020, loss: 3.8020 +2025-05-30 20:33:32,417 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 17:22:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 3.7933, loss: 3.7933 +2025-05-30 20:33:56,416 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-30 20:35:25,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:35:25,575 - pyskl - INFO - +top1_acc 0.7872 +top5_acc 0.9749 +2025-05-30 20:35:25,631 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_5.pth was removed +2025-05-30 20:35:26,718 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-30 20:35:26,719 - pyskl - INFO - Best top1_acc is 0.7872 at 7 epoch. +2025-05-30 20:35:26,722 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7872, top5_acc: 0.9749 +2025-05-30 20:36:31,121 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 17:20:40, time: 0.644, data_time: 0.198, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 3.7603, loss: 3.7603 +2025-05-30 20:37:15,237 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 17:19:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 3.6353, loss: 3.6353 +2025-05-30 20:37:59,308 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 17:19:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9544, loss_cls: 3.9332, loss: 3.9332 +2025-05-30 20:38:43,365 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 17:18:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 3.8462, loss: 3.8462 +2025-05-30 20:39:27,418 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 17:17:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 3.8155, loss: 3.8155 +2025-05-30 20:40:11,492 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 17:16:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9594, loss_cls: 3.7722, loss: 3.7722 +2025-05-30 20:40:55,663 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 17:15:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9631, loss_cls: 3.6932, loss: 3.6932 +2025-05-30 20:41:39,839 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 17:15:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9644, loss_cls: 3.7727, loss: 3.7727 +2025-05-30 20:42:24,100 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 17:14:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 3.8167, loss: 3.8167 +2025-05-30 20:43:08,229 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 17:13:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 3.7881, loss: 3.7881 +2025-05-30 20:43:52,308 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 17:12:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9625, loss_cls: 3.7164, loss: 3.7164 +2025-05-30 20:44:36,351 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 17:12:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 3.7649, loss: 3.7649 +2025-05-30 20:45:20,467 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 17:11:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 3.8073, loss: 3.8073 +2025-05-30 20:46:04,608 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 17:10:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9606, loss_cls: 3.7557, loss: 3.7557 +2025-05-30 20:46:48,754 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 17:09:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 3.8038, loss: 3.8038 +2025-05-30 20:47:32,912 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 17:09:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9550, loss_cls: 3.7136, loss: 3.7136 +2025-05-30 20:48:17,035 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 17:08:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 3.6698, loss: 3.6698 +2025-05-30 20:49:01,184 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 17:07:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.6423, loss: 3.6423 +2025-05-30 20:49:45,360 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 17:06:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 3.6952, loss: 3.6952 +2025-05-30 20:50:29,452 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 17:05:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9594, loss_cls: 3.7882, loss: 3.7882 +2025-05-30 20:51:13,145 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 17:05:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 3.7562, loss: 3.7562 +2025-05-30 20:51:57,206 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 17:04:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 3.7545, loss: 3.7545 +2025-05-30 20:52:41,050 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 17:03:24, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 3.7882, loss: 3.7882 +2025-05-30 20:53:05,010 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-30 20:54:34,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:54:34,317 - pyskl - INFO - +top1_acc 0.7631 +top5_acc 0.9707 +2025-05-30 20:54:34,320 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7631, top5_acc: 0.9707 +2025-05-30 20:55:38,429 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 17:01:13, time: 0.641, data_time: 0.199, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.5851, loss: 3.5851 +2025-05-30 20:56:22,672 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 17:00:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 3.7619, loss: 3.7619 +2025-05-30 20:57:07,025 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:59:48, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 3.6929, loss: 3.6929 +2025-05-30 20:57:51,337 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 16:59:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9663, loss_cls: 3.7014, loss: 3.7014 +2025-05-30 20:58:35,599 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 16:58:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 3.6562, loss: 3.6562 +2025-05-30 20:59:19,817 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 16:57:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.7038, loss: 3.7038 +2025-05-30 21:00:04,128 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 16:56:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 3.6887, loss: 3.6887 +2025-05-30 21:00:48,392 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 16:56:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.7776, loss: 3.7776 +2025-05-30 21:01:32,597 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 16:55:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9587, loss_cls: 3.6696, loss: 3.6696 +2025-05-30 21:02:16,797 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 16:54:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9600, loss_cls: 3.7618, loss: 3.7618 +2025-05-30 21:03:00,941 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 16:53:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 3.5469, loss: 3.5469 +2025-05-30 21:03:45,117 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 16:53:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9694, loss_cls: 3.6650, loss: 3.6650 +2025-05-30 21:04:29,292 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 16:52:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.6161, loss: 3.6161 +2025-05-30 21:05:13,456 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 16:51:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 3.5752, loss: 3.5752 +2025-05-30 21:05:57,626 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 16:50:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 3.6825, loss: 3.6825 +2025-05-30 21:06:41,877 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 16:50:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.5922, loss: 3.5922 +2025-05-30 21:07:25,894 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 16:49:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9631, loss_cls: 3.6989, loss: 3.6989 +2025-05-30 21:08:10,459 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 16:48:49, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 3.6167, loss: 3.6167 +2025-05-30 21:08:54,780 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 16:48:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 3.7591, loss: 3.7591 +2025-05-30 21:09:39,092 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 16:47:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.4388, loss: 3.4388 +2025-05-30 21:10:23,397 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 16:46:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9669, loss_cls: 3.6088, loss: 3.6088 +2025-05-30 21:11:07,660 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 16:45:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.5448, loss: 3.5448 +2025-05-30 21:11:51,958 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 16:45:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.7942, loss: 3.7942 +2025-05-30 21:12:16,048 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-30 21:13:44,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:13:44,976 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9793 +2025-05-30 21:13:45,033 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_7.pth was removed +2025-05-30 21:13:46,085 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-30 21:13:46,086 - pyskl - INFO - Best top1_acc is 0.8160 at 9 epoch. +2025-05-30 21:13:46,089 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.8160, top5_acc: 0.9793 +2025-05-30 21:14:50,258 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 16:43:13, time: 0.642, data_time: 0.200, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 3.5440, loss: 3.5440 +2025-05-30 21:15:34,453 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 16:42:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.6441, loss: 3.6441 +2025-05-30 21:16:18,484 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 16:41:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 3.5791, loss: 3.5791 +2025-05-30 21:17:02,589 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 16:40:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.3513, loss: 3.3513 +2025-05-30 21:17:46,548 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 16:40:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.6267, loss: 3.6267 +2025-05-30 21:18:30,530 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 16:39:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 3.5753, loss: 3.5753 +2025-05-30 21:19:14,589 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 16:38:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 3.5995, loss: 3.5995 +2025-05-30 21:19:58,636 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 16:37:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 3.5634, loss: 3.5634 +2025-05-30 21:20:42,798 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 16:37:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.4456, loss: 3.4456 +2025-05-30 21:21:26,968 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 16:36:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9712, loss_cls: 3.5466, loss: 3.5466 +2025-05-30 21:22:11,109 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 16:35:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9700, loss_cls: 3.5622, loss: 3.5622 +2025-05-30 21:22:55,185 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 16:34:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9731, loss_cls: 3.5395, loss: 3.5395 +2025-05-30 21:23:39,232 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 16:34:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9688, loss_cls: 3.4917, loss: 3.4917 +2025-05-30 21:24:23,294 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 16:33:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.4991, loss: 3.4991 +2025-05-30 21:25:07,384 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 16:32:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.6855, loss: 3.6855 +2025-05-30 21:25:51,353 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 16:31:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 3.6978, loss: 3.6978 +2025-05-30 21:26:35,552 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 16:30:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.5904, loss: 3.5904 +2025-05-30 21:27:19,542 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 16:30:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 3.6380, loss: 3.6380 +2025-05-30 21:28:03,504 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 16:29:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.6012, loss: 3.6012 +2025-05-30 21:28:47,413 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 16:28:36, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.5175, loss: 3.5175 +2025-05-30 21:29:31,286 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 16:27:47, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 3.5849, loss: 3.5849 +2025-05-30 21:30:15,144 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 16:26:58, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.6022, loss: 3.6022 +2025-05-30 21:30:58,997 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 16:26:09, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.6340, loss: 3.6340 +2025-05-30 21:31:22,690 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-30 21:39:56,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:39:56,089 - pyskl - INFO - +top1_acc 0.7906 +top5_acc 0.9771 +2025-05-30 21:39:56,092 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7906, top5_acc: 0.9771 +2025-05-30 21:41:00,081 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 16:24:11, time: 0.640, data_time: 0.196, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.4916, loss: 3.4916 +2025-05-30 21:41:44,173 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 16:23:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9719, loss_cls: 3.5549, loss: 3.5549 +2025-05-30 21:42:28,234 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 16:22:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 3.5098, loss: 3.5098 +2025-05-30 21:43:12,268 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 16:21:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.4314, loss: 3.4314 +2025-05-30 21:43:56,379 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 16:21:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.4366, loss: 3.4366 +2025-05-30 21:44:40,500 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 16:20:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 3.5982, loss: 3.5982 +2025-05-30 21:45:24,558 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 16:19:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.5616, loss: 3.5616 +2025-05-30 21:46:08,690 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 16:18:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 3.4964, loss: 3.4964 +2025-05-30 21:46:52,742 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 16:18:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.3734, loss: 3.3734 +2025-05-30 21:47:36,843 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 16:17:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.4635, loss: 3.4635 +2025-05-30 21:48:20,974 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 16:16:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.5251, loss: 3.5251 +2025-05-30 21:49:05,097 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 16:15:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 3.4927, loss: 3.4927 +2025-05-30 21:49:49,192 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 16:15:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 3.4738, loss: 3.4738 +2025-05-30 21:50:33,243 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 16:14:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 3.5653, loss: 3.5653 +2025-05-30 21:51:17,342 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 16:13:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.4817, loss: 3.4817 +2025-05-30 21:52:01,580 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 16:12:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.4192, loss: 3.4192 +2025-05-30 21:52:45,761 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 16:12:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.5175, loss: 3.5175 +2025-05-30 21:53:29,940 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 16:11:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.4431, loss: 3.4431 +2025-05-30 21:54:14,092 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 16:10:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.5408, loss: 3.5408 +2025-05-30 21:54:58,158 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 16:09:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.5403, loss: 3.5403 +2025-05-30 21:55:42,244 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 16:09:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.5538, loss: 3.5538 +2025-05-30 21:56:26,376 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 16:08:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.5156, loss: 3.5156 +2025-05-30 21:57:10,525 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 16:07:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.4923, loss: 3.4923 +2025-05-30 21:57:34,460 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-30 21:59:03,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:59:03,724 - pyskl - INFO - +top1_acc 0.7927 +top5_acc 0.9707 +2025-05-30 21:59:03,727 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7927, top5_acc: 0.9707 +2025-05-30 22:00:08,300 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 16:05:59, time: 0.646, data_time: 0.203, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.3615, loss: 3.3615 +2025-05-30 22:00:52,226 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 16:05:12, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 3.3206, loss: 3.3206 +2025-05-30 22:01:36,357 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 16:04:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 3.5139, loss: 3.5139 +2025-05-30 22:02:20,533 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 16:03:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.5111, loss: 3.5111 +2025-05-30 22:03:04,809 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 16:03:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9706, loss_cls: 3.5177, loss: 3.5177 +2025-05-30 22:03:48,958 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 16:02:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.5012, loss: 3.5012 +2025-05-30 22:04:33,212 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 16:01:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.3782, loss: 3.3782 +2025-05-30 22:05:17,403 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 16:00:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.4972, loss: 3.4972 +2025-05-30 22:06:01,554 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 16:00:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.4248, loss: 3.4248 +2025-05-30 22:06:45,786 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:59:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 3.5403, loss: 3.5403 +2025-05-30 22:07:30,097 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:58:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.3609, loss: 3.3609 +2025-05-30 22:08:14,257 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:57:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.4442, loss: 3.4442 +2025-05-30 22:08:58,640 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:57:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.4645, loss: 3.4645 +2025-05-30 22:09:42,940 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:56:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.3370, loss: 3.3370 +2025-05-30 22:10:27,377 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 15:55:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.4380, loss: 3.4380 +2025-05-30 22:11:11,826 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 15:55:11, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.4440, loss: 3.4440 +2025-05-30 22:11:56,307 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 15:54:31, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.3343, loss: 3.3343 +2025-05-30 22:12:40,674 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 15:53:49, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.5216, loss: 3.5216 +2025-05-30 22:13:24,959 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 15:53:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 3.3649, loss: 3.3649 +2025-05-30 22:14:09,300 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 15:52:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.3278, loss: 3.3278 +2025-05-30 22:14:53,616 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 15:51:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 3.3697, loss: 3.3697 +2025-05-30 22:15:37,961 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 15:51:00, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.4039, loss: 3.4039 +2025-05-30 22:16:22,296 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 15:50:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.3992, loss: 3.3992 +2025-05-30 22:16:46,310 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-30 22:18:15,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:18:15,504 - pyskl - INFO - +top1_acc 0.8306 +top5_acc 0.9837 +2025-05-30 22:18:15,558 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_9.pth was removed +2025-05-30 22:18:16,614 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-30 22:18:16,615 - pyskl - INFO - Best top1_acc is 0.8306 at 12 epoch. +2025-05-30 22:18:16,618 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8306, top5_acc: 0.9837 +2025-05-30 22:19:20,928 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 15:48:33, time: 0.643, data_time: 0.201, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9731, loss_cls: 3.3353, loss: 3.3353 +2025-05-30 22:20:05,024 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 15:47:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.3246, loss: 3.3246 +2025-05-30 22:20:49,093 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 15:47:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.4147, loss: 3.4147 +2025-05-30 22:21:33,187 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 15:46:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.4448, loss: 3.4448 +2025-05-30 22:22:17,393 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 15:45:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9731, loss_cls: 3.3773, loss: 3.3773 +2025-05-30 22:23:01,551 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 15:44:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.3933, loss: 3.3933 +2025-05-30 22:23:45,684 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 15:44:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.4247, loss: 3.4247 +2025-05-30 22:24:29,737 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 15:43:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.3064, loss: 3.3064 +2025-05-30 22:25:13,869 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 15:42:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.2462, loss: 3.2462 +2025-05-30 22:25:57,909 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 15:41:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 3.4279, loss: 3.4279 +2025-05-30 22:26:42,077 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 15:41:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.3373, loss: 3.3373 +2025-05-30 22:27:26,249 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 15:40:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 3.4286, loss: 3.4286 +2025-05-30 22:28:10,352 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 15:39:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9719, loss_cls: 3.4223, loss: 3.4223 +2025-05-30 22:28:54,509 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 15:38:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.3703, loss: 3.3703 +2025-05-30 22:29:38,761 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 15:38:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.4125, loss: 3.4125 +2025-05-30 22:30:23,081 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 15:37:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.3626, loss: 3.3626 +2025-05-30 22:31:07,330 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 15:36:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.3168, loss: 3.3168 +2025-05-30 22:31:51,448 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 15:36:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.4306, loss: 3.4306 +2025-05-30 22:32:35,575 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 15:35:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.4193, loss: 3.4193 +2025-05-30 22:33:19,676 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 15:34:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.2560, loss: 3.2560 +2025-05-30 22:34:03,812 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 15:33:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.4366, loss: 3.4366 +2025-05-30 22:34:47,960 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 15:33:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.2233, loss: 3.2233 +2025-05-30 22:35:32,346 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 15:32:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 3.3943, loss: 3.3943 +2025-05-30 22:35:56,408 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-30 22:37:26,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:37:26,426 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9815 +2025-05-30 22:37:26,485 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_12.pth was removed +2025-05-30 22:37:27,555 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-30 22:37:27,555 - pyskl - INFO - Best top1_acc is 0.8320 at 13 epoch. +2025-05-30 22:37:27,559 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8320, top5_acc: 0.9815 +2025-05-30 22:38:31,856 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 15:30:41, time: 0.643, data_time: 0.201, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.3381, loss: 3.3381 +2025-05-30 22:39:16,044 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 15:29:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9769, loss_cls: 3.3556, loss: 3.3556 +2025-05-30 22:40:00,100 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 15:29:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.2731, loss: 3.2731 +2025-05-30 22:40:44,154 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 15:28:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.2269, loss: 3.2269 +2025-05-30 22:41:28,234 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 15:27:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 3.3244, loss: 3.3244 +2025-05-30 22:42:12,304 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 15:26:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.2752, loss: 3.2752 +2025-05-30 22:42:56,344 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 15:26:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.3108, loss: 3.3108 +2025-05-30 22:43:40,398 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 15:25:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.1995, loss: 3.1995 +2025-05-30 22:44:24,533 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 15:24:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.5090, loss: 3.5090 +2025-05-30 22:45:08,596 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 15:23:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.3952, loss: 3.3952 +2025-05-30 22:45:52,687 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 15:23:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 3.3725, loss: 3.3725 +2025-05-30 22:46:36,751 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 15:22:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9731, loss_cls: 3.3332, loss: 3.3332 +2025-05-30 22:47:20,847 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 15:21:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.3698, loss: 3.3698 +2025-05-30 22:48:05,140 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 15:21:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.2409, loss: 3.2409 +2025-05-30 22:48:49,380 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 15:20:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9731, loss_cls: 3.3587, loss: 3.3587 +2025-05-30 22:49:33,632 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 15:19:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.3977, loss: 3.3977 +2025-05-30 22:50:17,750 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 15:18:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.4252, loss: 3.4252 +2025-05-30 22:51:02,000 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 15:18:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.2811, loss: 3.2811 +2025-05-30 22:51:46,088 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 15:17:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.3167, loss: 3.3167 +2025-05-30 22:52:30,272 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 15:16:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.2579, loss: 3.2579 +2025-05-30 22:53:14,397 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 15:15:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.4383, loss: 3.4383 +2025-05-30 22:53:58,545 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 15:15:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 3.3861, loss: 3.3861 +2025-05-30 22:54:42,696 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 15:14:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 3.2998, loss: 3.2998 +2025-05-30 22:55:06,679 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-30 22:56:35,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:56:35,859 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9789 +2025-05-30 22:56:35,862 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8101, top5_acc: 0.9789 +2025-05-30 22:57:40,369 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 15:12:51, time: 0.645, data_time: 0.202, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.2601, loss: 3.2601 +2025-05-30 22:58:24,721 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 15:12:09, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.1139, loss: 3.1139 +2025-05-30 22:59:09,077 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 15:11:27, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.2128, loss: 3.2128 +2025-05-30 22:59:53,525 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 15:10:46, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.2751, loss: 3.2751 +2025-05-30 23:00:37,873 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 15:10:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.2579, loss: 3.2579 +2025-05-30 23:01:22,264 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 15:09:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9756, loss_cls: 3.3048, loss: 3.3048 +2025-05-30 23:02:06,616 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 15:08:41, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.3025, loss: 3.3025 +2025-05-30 23:02:50,917 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 15:07:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.3150, loss: 3.3150 +2025-05-30 23:03:35,316 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 15:07:16, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.3239, loss: 3.3239 +2025-05-30 23:04:19,585 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 15:06:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.2674, loss: 3.2674 +2025-05-30 23:05:03,877 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 15:05:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.3353, loss: 3.3353 +2025-05-30 23:05:48,128 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 15:05:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.3251, loss: 3.3251 +2025-05-30 23:06:32,621 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 15:04:27, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.4080, loss: 3.4080 +2025-05-30 23:07:16,940 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 15:03:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.2950, loss: 3.2950 +2025-05-30 23:08:01,254 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 15:03:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9750, loss_cls: 3.3597, loss: 3.3597 +2025-05-30 23:08:45,520 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 15:02:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.2708, loss: 3.2708 +2025-05-30 23:09:29,642 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 15:01:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.2718, loss: 3.2718 +2025-05-30 23:10:13,806 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 15:00:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.3751, loss: 3.3751 +2025-05-30 23:10:57,978 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 15:00:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.2774, loss: 3.2774 +2025-05-30 23:11:42,115 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:59:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3498, loss: 3.3498 +2025-05-30 23:12:26,172 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:58:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.3776, loss: 3.3776 +2025-05-30 23:13:10,258 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:57:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.2783, loss: 3.2783 +2025-05-30 23:13:54,538 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:57:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.2449, loss: 3.2449 +2025-05-30 23:14:18,622 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-30 23:22:58,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:22:59,024 - pyskl - INFO - +top1_acc 0.8176 +top5_acc 0.9796 +2025-05-30 23:22:59,027 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8176, top5_acc: 0.9796 +2025-05-30 23:24:02,986 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:55:31, time: 0.640, data_time: 0.199, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1888, loss: 3.1888 +2025-05-30 23:24:47,085 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:54:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 3.2387, loss: 3.2387 +2025-05-30 23:25:31,090 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 14:54:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.2601, loss: 3.2601 +2025-05-30 23:26:15,090 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 14:53:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1407, loss: 3.1407 +2025-05-30 23:26:59,044 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 14:52:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.2605, loss: 3.2605 +2025-05-30 23:27:43,135 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 14:51:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.3747, loss: 3.3747 +2025-05-30 23:28:27,524 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 14:51:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.1486, loss: 3.1486 +2025-05-30 23:29:11,712 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 14:50:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.2333, loss: 3.2333 +2025-05-30 23:29:55,739 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 14:49:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 3.3144, loss: 3.3144 +2025-05-30 23:30:39,762 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 14:48:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.3193, loss: 3.3193 +2025-05-30 23:31:23,728 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 14:48:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.2640, loss: 3.2640 +2025-05-30 23:32:08,077 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 14:47:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 3.3570, loss: 3.3570 +2025-05-30 23:32:52,408 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 14:46:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.1883, loss: 3.1883 +2025-05-30 23:33:36,972 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 14:46:00, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.2410, loss: 3.2410 +2025-05-30 23:34:21,349 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 14:45:18, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.2386, loss: 3.2386 +2025-05-30 23:35:05,385 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 14:44:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.3610, loss: 3.3610 +2025-05-30 23:35:49,368 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 14:43:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.2701, loss: 3.2701 +2025-05-30 23:36:33,451 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 14:43:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.2742, loss: 3.2742 +2025-05-30 23:37:17,636 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 14:42:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.2510, loss: 3.2510 +2025-05-30 23:38:01,760 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 14:41:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2776, loss: 3.2776 +2025-05-30 23:38:45,937 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 14:40:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1547, loss: 3.1547 +2025-05-30 23:39:30,022 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 14:40:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9794, loss_cls: 3.2550, loss: 3.2550 +2025-05-30 23:40:14,125 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 14:39:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.4158, loss: 3.4158 +2025-05-30 23:40:38,077 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-30 23:42:07,417 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:42:07,494 - pyskl - INFO - +top1_acc 0.8486 +top5_acc 0.9840 +2025-05-30 23:42:07,550 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_13.pth was removed +2025-05-30 23:42:08,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-30 23:42:08,617 - pyskl - INFO - Best top1_acc is 0.8486 at 16 epoch. +2025-05-30 23:42:08,620 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8486, top5_acc: 0.9840 +2025-05-30 23:43:12,618 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 14:37:46, time: 0.640, data_time: 0.198, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.1635, loss: 3.1635 +2025-05-30 23:43:57,016 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 14:37:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1417, loss: 3.1417 +2025-05-30 23:44:41,369 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 14:36:22, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.1507, loss: 3.1507 +2025-05-30 23:45:25,753 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 14:35:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.1282, loss: 3.1282 +2025-05-30 23:46:10,211 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 14:34:58, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.3147, loss: 3.3147 +2025-05-30 23:46:54,627 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 14:34:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.2810, loss: 3.2810 +2025-05-30 23:47:38,981 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 14:33:34, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.2153, loss: 3.2153 +2025-05-30 23:48:23,362 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 14:32:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 3.2913, loss: 3.2913 +2025-05-30 23:49:07,705 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 14:32:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.1896, loss: 3.1896 +2025-05-30 23:49:52,036 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 14:31:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2615, loss: 3.2615 +2025-05-30 23:50:36,497 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 14:30:46, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.2784, loss: 3.2784 +2025-05-30 23:51:20,917 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 14:30:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.2668, loss: 3.2668 +2025-05-30 23:52:05,477 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 14:29:24, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.2385, loss: 3.2385 +2025-05-30 23:52:49,905 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 14:28:42, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 3.2243, loss: 3.2243 +2025-05-30 23:53:34,241 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 14:28:00, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.2468, loss: 3.2468 +2025-05-30 23:54:18,595 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 14:27:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.2006, loss: 3.2006 +2025-05-30 23:55:02,905 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 14:26:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.2366, loss: 3.2366 +2025-05-30 23:55:47,231 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 14:25:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.2231, loss: 3.2231 +2025-05-30 23:56:31,604 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 14:25:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.1659, loss: 3.1659 +2025-05-30 23:57:15,956 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 14:24:27, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.3579, loss: 3.3579 +2025-05-30 23:58:00,331 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 14:23:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.2626, loss: 3.2626 +2025-05-30 23:58:44,659 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 14:23:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9844, loss_cls: 3.1796, loss: 3.1796 +2025-05-30 23:59:29,021 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 14:22:20, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 3.2497, loss: 3.2497 +2025-05-30 23:59:53,077 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-31 00:01:21,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:01:21,881 - pyskl - INFO - +top1_acc 0.8616 +top5_acc 0.9870 +2025-05-31 00:01:21,936 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_16.pth was removed +2025-05-31 00:01:23,120 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-31 00:01:23,120 - pyskl - INFO - Best top1_acc is 0.8616 at 17 epoch. +2025-05-31 00:01:23,123 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8616, top5_acc: 0.9870 +2025-05-31 00:02:27,569 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 14:20:49, time: 0.644, data_time: 0.202, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.1028, loss: 3.1028 +2025-05-31 00:03:11,760 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 14:20:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.2708, loss: 3.2708 +2025-05-31 00:03:56,053 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 14:19:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.1940, loss: 3.1940 +2025-05-31 00:04:40,293 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 14:18:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.1531, loss: 3.1531 +2025-05-31 00:05:24,512 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 14:17:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.1088, loss: 3.1088 +2025-05-31 00:06:08,682 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 14:17:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2117, loss: 3.2117 +2025-05-31 00:06:52,870 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 14:16:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.1777, loss: 3.1777 +2025-05-31 00:07:37,050 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 14:15:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1743, loss: 3.1743 +2025-05-31 00:08:21,240 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 14:15:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.2766, loss: 3.2766 +2025-05-31 00:09:05,554 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 14:14:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.1822, loss: 3.1822 +2025-05-31 00:09:49,780 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 14:13:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2273, loss: 3.2273 +2025-05-31 00:10:34,090 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 14:12:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2147, loss: 3.2147 +2025-05-31 00:11:18,461 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 14:12:09, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.2406, loss: 3.2406 +2025-05-31 00:12:02,749 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 14:11:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.2363, loss: 3.2363 +2025-05-31 00:12:47,048 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 14:10:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.2536, loss: 3.2536 +2025-05-31 00:13:31,221 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 14:10:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.2690, loss: 3.2690 +2025-05-31 00:14:15,404 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 14:09:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.2450, loss: 3.2450 +2025-05-31 00:14:59,619 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 14:08:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.1586, loss: 3.1586 +2025-05-31 00:15:43,812 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 14:07:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.1105, loss: 3.1105 +2025-05-31 00:16:28,017 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 14:07:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.1257, loss: 3.1257 +2025-05-31 00:17:12,152 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 14:06:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.1064, loss: 3.1064 +2025-05-31 00:17:56,352 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 14:05:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.2496, loss: 3.2496 +2025-05-31 00:18:40,709 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 14:04:55, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 3.2090, loss: 3.2090 +2025-05-31 00:19:04,551 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-31 00:20:34,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:20:34,085 - pyskl - INFO - +top1_acc 0.8330 +top5_acc 0.9818 +2025-05-31 00:20:34,088 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8330, top5_acc: 0.9818 +2025-05-31 00:21:38,208 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 14:03:23, time: 0.641, data_time: 0.201, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1018, loss: 3.1018 +2025-05-31 00:22:22,322 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 14:02:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 3.2105, loss: 3.2105 +2025-05-31 00:23:06,588 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 14:01:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.1541, loss: 3.1541 +2025-05-31 00:23:50,585 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 14:01:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9750, loss_cls: 3.3042, loss: 3.3042 +2025-05-31 00:24:34,826 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 14:00:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1044, loss: 3.1044 +2025-05-31 00:25:18,986 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:59:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.1626, loss: 3.1626 +2025-05-31 00:26:03,136 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 13:58:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.2418, loss: 3.2418 +2025-05-31 00:26:47,366 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 13:58:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2155, loss: 3.2155 +2025-05-31 00:27:31,583 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 13:57:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.2475, loss: 3.2475 +2025-05-31 00:28:15,886 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 13:56:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.2010, loss: 3.2010 +2025-05-31 00:29:00,306 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 13:56:07, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9788, loss_cls: 3.2022, loss: 3.2022 +2025-05-31 00:29:44,489 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 13:55:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2268, loss: 3.2268 +2025-05-31 00:30:28,697 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 13:54:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.2074, loss: 3.2074 +2025-05-31 00:31:12,944 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 13:53:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.1301, loss: 3.1301 +2025-05-31 00:31:57,099 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 13:53:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 3.1772, loss: 3.1772 +2025-05-31 00:32:41,243 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 13:52:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.1946, loss: 3.1946 +2025-05-31 00:33:25,415 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 13:51:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.3104, loss: 3.3104 +2025-05-31 00:34:09,621 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 13:51:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.2147, loss: 3.2147 +2025-05-31 00:34:53,832 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 13:50:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.1009, loss: 3.1009 +2025-05-31 00:35:38,046 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 13:49:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.2230, loss: 3.2230 +2025-05-31 00:36:22,361 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 13:48:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.1711, loss: 3.1711 +2025-05-31 00:37:06,625 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 13:48:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.1576, loss: 3.1576 +2025-05-31 00:37:50,700 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 13:47:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.0796, loss: 3.0796 +2025-05-31 00:38:14,610 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-31 00:39:43,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:39:43,531 - pyskl - INFO - +top1_acc 0.8392 +top5_acc 0.9784 +2025-05-31 00:39:43,535 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8392, top5_acc: 0.9784 +2025-05-31 00:40:47,820 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 13:45:54, time: 0.643, data_time: 0.202, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.0975, loss: 3.0975 +2025-05-31 00:41:31,969 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 13:45:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.0513, loss: 3.0513 +2025-05-31 00:42:16,094 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 13:44:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0613, loss: 3.0613 +2025-05-31 00:43:00,231 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 13:43:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.1555, loss: 3.1555 +2025-05-31 00:43:44,411 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 13:42:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 3.3601, loss: 3.3601 +2025-05-31 00:44:28,596 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 13:42:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.1281, loss: 3.1281 +2025-05-31 00:45:12,780 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 13:41:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.2633, loss: 3.2633 +2025-05-31 00:45:57,021 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 13:40:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.1434, loss: 3.1434 +2025-05-31 00:46:41,276 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 13:40:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.1958, loss: 3.1958 +2025-05-31 00:47:25,435 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 13:39:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 3.1173, loss: 3.1173 +2025-05-31 00:48:09,529 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 13:38:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.1729, loss: 3.1729 +2025-05-31 00:48:53,587 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 13:37:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.0801, loss: 3.0801 +2025-05-31 00:49:37,649 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 13:37:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.1405, loss: 3.1405 +2025-05-31 00:50:21,806 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 13:36:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0825, loss: 3.0825 +2025-05-31 00:51:06,266 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 13:35:42, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.1215, loss: 3.1215 +2025-05-31 00:51:50,293 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 13:34:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.2314, loss: 3.2314 +2025-05-31 00:52:34,364 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 13:34:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.1136, loss: 3.1136 +2025-05-31 00:53:18,349 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 13:33:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.0869, loss: 3.0869 +2025-05-31 00:54:02,362 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 13:32:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.1698, loss: 3.1698 +2025-05-31 00:54:46,465 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 13:31:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.1925, loss: 3.1925 +2025-05-31 00:55:30,661 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 13:31:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.1399, loss: 3.1399 +2025-05-31 00:56:14,757 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 13:30:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.1680, loss: 3.1680 +2025-05-31 00:56:58,867 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 13:29:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.3305, loss: 3.3305 +2025-05-31 00:57:22,655 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-31 01:05:58,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:05:58,881 - pyskl - INFO - +top1_acc 0.8619 +top5_acc 0.9865 +2025-05-31 01:05:58,935 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_17.pth was removed +2025-05-31 01:05:59,990 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-05-31 01:05:59,991 - pyskl - INFO - Best top1_acc is 0.8619 at 20 epoch. +2025-05-31 01:05:59,994 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8619, top5_acc: 0.9865 +2025-05-31 01:07:04,276 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 13:28:18, time: 0.643, data_time: 0.201, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0113, loss: 3.0113 +2025-05-31 01:07:48,583 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 13:27:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.1119, loss: 3.1119 +2025-05-31 01:08:32,906 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 13:26:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1606, loss: 3.1606 +2025-05-31 01:09:17,256 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 13:26:09, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 3.0762, loss: 3.0762 +2025-05-31 01:10:01,586 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 13:25:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.9944, loss: 2.9944 +2025-05-31 01:10:45,960 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 13:24:44, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1212, loss: 3.1212 +2025-05-31 01:11:30,280 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 13:24:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.1597, loss: 3.1597 +2025-05-31 01:12:14,742 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 13:23:19, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.1588, loss: 3.1588 +2025-05-31 01:12:59,215 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 13:22:38, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.0992, loss: 3.0992 +2025-05-31 01:13:43,585 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 13:21:55, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.1462, loss: 3.1462 +2025-05-31 01:14:27,990 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 13:21:13, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.0946, loss: 3.0946 +2025-05-31 01:15:12,337 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 13:20:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.1866, loss: 3.1866 +2025-05-31 01:15:56,664 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 13:19:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.0763, loss: 3.0763 +2025-05-31 01:16:40,964 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 13:19:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 3.1496, loss: 3.1496 +2025-05-31 01:17:25,322 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 13:18:22, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.0800, loss: 3.0800 +2025-05-31 01:18:09,710 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 13:17:39, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.0330, loss: 3.0330 +2025-05-31 01:18:54,088 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 13:16:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.1145, loss: 3.1145 +2025-05-31 01:19:38,609 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 13:16:15, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9800, loss_cls: 3.1635, loss: 3.1635 +2025-05-31 01:20:23,028 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 13:15:33, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.0356, loss: 3.0356 +2025-05-31 01:21:07,393 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 13:14:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.1174, loss: 3.1174 +2025-05-31 01:21:51,632 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 13:14:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.1089, loss: 3.1089 +2025-05-31 01:22:36,037 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 13:13:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.2277, loss: 3.2277 +2025-05-31 01:23:20,518 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 13:12:42, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.2206, loss: 3.2206 +2025-05-31 01:23:44,594 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-31 01:25:13,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:25:13,677 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9830 +2025-05-31 01:25:13,680 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8243, top5_acc: 0.9830 +2025-05-31 01:26:17,981 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 13:11:15, time: 0.643, data_time: 0.202, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0825, loss: 3.0825 +2025-05-31 01:27:02,190 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 13:10:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.1049, loss: 3.1049 +2025-05-31 01:27:46,457 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 13:09:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.2175, loss: 3.2175 +2025-05-31 01:28:30,668 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 13:09:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0290, loss: 3.0290 +2025-05-31 01:29:15,001 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 13:08:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.1247, loss: 3.1247 +2025-05-31 01:29:59,348 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 13:07:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.0864, loss: 3.0864 +2025-05-31 01:30:43,647 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 13:06:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.2785, loss: 3.2785 +2025-05-31 01:31:27,816 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 13:06:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.0017, loss: 3.0017 +2025-05-31 01:32:12,062 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 13:05:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.0857, loss: 3.0857 +2025-05-31 01:32:56,316 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 13:04:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.2529, loss: 3.2529 +2025-05-31 01:33:40,576 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 13:04:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.1682, loss: 3.1682 +2025-05-31 01:34:24,769 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 13:03:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.1117, loss: 3.1117 +2025-05-31 01:35:08,877 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 13:02:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.1175, loss: 3.1175 +2025-05-31 01:35:52,993 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 13:01:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0672, loss: 3.0672 +2025-05-31 01:36:37,144 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 13:01:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.1391, loss: 3.1391 +2025-05-31 01:37:21,330 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 13:00:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 3.1868, loss: 3.1868 +2025-05-31 01:38:05,490 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:59:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.0884, loss: 3.0884 +2025-05-31 01:38:49,693 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:58:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9694, loss_cls: 3.0336, loss: 3.0336 +2025-05-31 01:39:33,849 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:58:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.0297, loss: 3.0297 +2025-05-31 01:40:18,057 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 12:57:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.1721, loss: 3.1721 +2025-05-31 01:41:02,279 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 12:56:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9819, loss_cls: 3.0622, loss: 3.0622 +2025-05-31 01:41:46,520 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 12:56:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.1650, loss: 3.1650 +2025-05-31 01:42:30,676 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 12:55:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1610, loss: 3.1610 +2025-05-31 01:42:54,645 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-31 01:44:23,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:44:23,679 - pyskl - INFO - +top1_acc 0.8544 +top5_acc 0.9870 +2025-05-31 01:44:23,682 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8544, top5_acc: 0.9870 +2025-05-31 01:45:28,438 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 12:53:53, time: 0.648, data_time: 0.201, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.0234, loss: 3.0234 +2025-05-31 01:46:12,662 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 12:53:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9207, loss: 2.9207 +2025-05-31 01:46:56,826 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 12:52:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.0883, loss: 3.0883 +2025-05-31 01:47:40,982 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 12:51:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.0326, loss: 3.0326 +2025-05-31 01:48:25,197 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 12:50:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.0842, loss: 3.0842 +2025-05-31 01:49:09,457 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 12:50:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.1085, loss: 3.1085 +2025-05-31 01:49:53,795 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 12:49:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9825, loss_cls: 3.0969, loss: 3.0969 +2025-05-31 01:50:38,101 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 12:48:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.0383, loss: 3.0383 +2025-05-31 01:51:22,452 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 12:48:06, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.1544, loss: 3.1544 +2025-05-31 01:52:06,711 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 12:47:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 2.9175, loss: 2.9175 +2025-05-31 01:52:51,004 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 12:46:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.0470, loss: 3.0470 +2025-05-31 01:53:35,307 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 12:45:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.1378, loss: 3.1378 +2025-05-31 01:54:19,561 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 12:45:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.0664, loss: 3.0664 +2025-05-31 01:55:03,773 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 12:44:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.0968, loss: 3.0968 +2025-05-31 01:55:47,893 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 12:43:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.0388, loss: 3.0388 +2025-05-31 01:56:32,070 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 12:43:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.0630, loss: 3.0630 +2025-05-31 01:57:16,247 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 12:42:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0487, loss: 3.0487 +2025-05-31 01:58:00,469 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 12:41:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9394, loss: 2.9394 +2025-05-31 01:58:44,552 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 12:40:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.1269, loss: 3.1269 +2025-05-31 01:59:28,691 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 12:40:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 3.0970, loss: 3.0970 +2025-05-31 02:00:12,788 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 12:39:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 2.9984, loss: 2.9984 +2025-05-31 02:00:56,948 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 12:38:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.2411, loss: 3.2411 +2025-05-31 02:01:41,049 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 12:37:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.1471, loss: 3.1471 +2025-05-31 02:02:05,014 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-31 02:03:34,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:03:34,111 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9863 +2025-05-31 02:03:34,114 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8512, top5_acc: 0.9863 +2025-05-31 02:04:38,585 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 12:36:29, time: 0.645, data_time: 0.202, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9478, loss: 2.9478 +2025-05-31 02:05:22,967 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 12:35:46, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.0082, loss: 3.0082 +2025-05-31 02:06:07,169 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 12:35:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 3.1241, loss: 3.1241 +2025-05-31 02:06:51,340 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 12:34:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.0213, loss: 3.0213 +2025-05-31 02:07:35,522 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 12:33:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.1533, loss: 3.1533 +2025-05-31 02:08:19,836 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 12:32:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.0684, loss: 3.0684 +2025-05-31 02:09:04,208 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 12:32:09, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.9357, loss: 2.9357 +2025-05-31 02:09:48,490 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 12:31:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0673, loss: 3.0673 +2025-05-31 02:10:32,653 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 12:30:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.2052, loss: 3.2052 +2025-05-31 02:11:16,888 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 12:29:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0850, loss: 3.0850 +2025-05-31 02:12:01,075 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 12:29:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.0102, loss: 3.0102 +2025-05-31 02:12:45,214 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 12:28:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.0780, loss: 3.0780 +2025-05-31 02:13:29,398 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 12:27:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.1519, loss: 3.1519 +2025-05-31 02:14:13,640 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 12:27:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.0169, loss: 3.0169 +2025-05-31 02:14:57,848 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 12:26:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.0235, loss: 3.0235 +2025-05-31 02:15:42,038 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 12:25:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.0940, loss: 3.0940 +2025-05-31 02:16:26,222 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 12:24:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.0019, loss: 3.0019 +2025-05-31 02:17:10,444 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 12:24:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.0290, loss: 3.0290 +2025-05-31 02:17:54,632 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 12:23:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0863, loss: 3.0863 +2025-05-31 02:18:38,805 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 12:22:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.1707, loss: 3.1707 +2025-05-31 02:19:22,970 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 12:21:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.0899, loss: 3.0899 +2025-05-31 02:20:07,154 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 12:21:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.2148, loss: 3.2148 +2025-05-31 02:20:51,299 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 12:20:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 3.1387, loss: 3.1387 +2025-05-31 02:21:15,263 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-31 02:22:44,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:22:44,160 - pyskl - INFO - +top1_acc 0.8569 +top5_acc 0.9838 +2025-05-31 02:22:44,163 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8569, top5_acc: 0.9838 +2025-05-31 02:23:48,422 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 12:19:05, time: 0.643, data_time: 0.202, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0143, loss: 3.0143 +2025-05-31 02:24:32,509 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 12:18:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9744, loss_cls: 2.9378, loss: 2.9378 +2025-05-31 02:25:16,652 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 12:17:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.0661, loss: 3.0661 +2025-05-31 02:26:00,710 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 12:16:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.9211, loss: 2.9211 +2025-05-31 02:26:44,840 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 12:16:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 2.9549, loss: 2.9549 +2025-05-31 02:27:28,875 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 12:15:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.1001, loss: 3.1001 +2025-05-31 02:28:12,888 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 12:14:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.0840, loss: 3.0840 +2025-05-31 02:28:56,839 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 12:13:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 2.9482, loss: 2.9482 +2025-05-31 02:29:40,940 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 12:13:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 2.9746, loss: 2.9746 +2025-05-31 02:30:24,964 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 12:12:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.1133, loss: 3.1133 +2025-05-31 02:31:08,922 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 12:11:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.0314, loss: 3.0314 +2025-05-31 02:31:52,781 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 12:10:55, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 2.9916, loss: 2.9916 +2025-05-31 02:32:36,676 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 12:10:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.1285, loss: 3.1285 +2025-05-31 02:33:20,493 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 12:09:24, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.1286, loss: 3.1286 +2025-05-31 02:34:04,564 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 12:08:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0842, loss: 3.0842 +2025-05-31 02:34:48,656 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 12:07:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.0371, loss: 3.0371 +2025-05-31 02:35:32,692 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 12:07:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 2.9518, loss: 2.9518 +2025-05-31 02:36:16,793 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 12:06:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.0969, loss: 3.0969 +2025-05-31 02:37:00,863 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 12:05:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.9863, loss: 2.9863 +2025-05-31 02:37:44,935 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 12:04:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.0941, loss: 3.0941 +2025-05-31 02:38:28,964 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 12:04:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.1023, loss: 3.1023 +2025-05-31 02:39:12,984 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 12:03:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.1014, loss: 3.1014 +2025-05-31 02:39:56,997 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 12:02:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.0462, loss: 3.0462 +2025-05-31 02:40:20,880 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-31 02:48:59,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:48:59,322 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9845 +2025-05-31 02:48:59,325 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8498, top5_acc: 0.9845 +2025-05-31 02:50:03,654 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 12:01:22, time: 0.643, data_time: 0.201, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9122, loss: 2.9122 +2025-05-31 02:50:47,916 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 12:00:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 3.0161, loss: 3.0161 +2025-05-31 02:51:32,091 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:59:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 2.9735, loss: 2.9735 +2025-05-31 02:52:16,358 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:59:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.0105, loss: 3.0105 +2025-05-31 02:53:00,597 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:58:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.9287, loss: 2.9287 +2025-05-31 02:53:44,884 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:57:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.9769, loss: 2.9769 +2025-05-31 02:54:29,104 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:57:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9917, loss: 2.9917 +2025-05-31 02:55:13,212 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:56:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.9590, loss: 2.9590 +2025-05-31 02:55:57,349 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:55:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.0580, loss: 3.0580 +2025-05-31 02:56:41,481 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 11:54:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0557, loss: 3.0557 +2025-05-31 02:57:25,557 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 11:54:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0066, loss: 3.0066 +2025-05-31 02:58:09,705 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 11:53:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9276, loss: 2.9276 +2025-05-31 02:58:53,783 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:52:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0471, loss: 3.0471 +2025-05-31 02:59:37,893 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:51:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0070, loss: 3.0070 +2025-05-31 03:00:22,028 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:51:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.0957, loss: 3.0957 +2025-05-31 03:01:06,077 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 11:50:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 3.1022, loss: 3.1022 +2025-05-31 03:01:50,166 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 11:49:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.0053, loss: 3.0053 +2025-05-31 03:02:34,417 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 11:48:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.0275, loss: 3.0275 +2025-05-31 03:03:18,631 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 11:48:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 2.9972, loss: 2.9972 +2025-05-31 03:04:02,814 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 11:47:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.1327, loss: 3.1327 +2025-05-31 03:04:46,921 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 11:46:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.1437, loss: 3.1437 +2025-05-31 03:05:31,137 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 11:46:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 3.0722, loss: 3.0722 +2025-05-31 03:06:15,239 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 11:45:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1067, loss: 3.1067 +2025-05-31 03:06:39,119 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-31 03:08:08,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:08:08,355 - pyskl - INFO - +top1_acc 0.8705 +top5_acc 0.9871 +2025-05-31 03:08:08,411 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_20.pth was removed +2025-05-31 03:08:09,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-05-31 03:08:09,459 - pyskl - INFO - Best top1_acc is 0.8705 at 26 epoch. +2025-05-31 03:08:09,462 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8705, top5_acc: 0.9871 +2025-05-31 03:09:13,926 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 11:43:55, time: 0.645, data_time: 0.202, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.0217, loss: 3.0217 +2025-05-31 03:09:58,043 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 11:43:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.9005, loss: 2.9005 +2025-05-31 03:10:42,278 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 11:42:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.8903, loss: 2.8903 +2025-05-31 03:11:26,430 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 11:41:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.0377, loss: 3.0377 +2025-05-31 03:12:10,774 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 11:41:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.2070, loss: 3.2070 +2025-05-31 03:12:55,320 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 11:40:19, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.8845, loss: 2.8845 +2025-05-31 03:13:39,536 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 11:39:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 2.9880, loss: 2.9880 +2025-05-31 03:14:23,764 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 11:38:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.0733, loss: 3.0733 +2025-05-31 03:15:07,944 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 11:38:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.0032, loss: 3.0032 +2025-05-31 03:15:52,022 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 11:37:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0639, loss: 3.0639 +2025-05-31 03:16:36,135 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 11:36:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9387, loss: 2.9387 +2025-05-31 03:17:20,148 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 11:35:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9855, loss: 2.9855 +2025-05-31 03:18:04,233 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 11:35:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.0344, loss: 3.0344 +2025-05-31 03:18:48,245 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 11:34:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.0203, loss: 3.0203 +2025-05-31 03:19:32,416 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 11:33:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 3.0215, loss: 3.0215 +2025-05-31 03:20:16,430 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 11:32:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.8831, loss: 2.8831 +2025-05-31 03:21:00,487 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 11:32:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.0357, loss: 3.0357 +2025-05-31 03:21:44,556 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 11:31:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.0885, loss: 3.0885 +2025-05-31 03:22:28,708 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 11:30:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9631, loss: 2.9631 +2025-05-31 03:23:12,741 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 11:30:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.0382, loss: 3.0382 +2025-05-31 03:23:56,808 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 11:29:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9237, loss: 2.9237 +2025-05-31 03:24:40,912 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 11:28:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.9774, loss: 2.9774 +2025-05-31 03:25:24,931 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 11:27:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.1260, loss: 3.1260 +2025-05-31 03:25:48,904 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-31 03:27:18,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:27:18,394 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9874 +2025-05-31 03:27:18,397 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8636, top5_acc: 0.9874 +2025-05-31 03:28:22,480 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 11:26:25, time: 0.641, data_time: 0.200, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.9140, loss: 2.9140 +2025-05-31 03:29:06,642 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 11:25:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 2.9158, loss: 2.9158 +2025-05-31 03:29:50,830 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 11:24:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.0966, loss: 3.0966 +2025-05-31 03:30:35,363 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 11:24:16, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.9917, loss: 2.9917 +2025-05-31 03:31:19,724 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 11:23:33, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.8825, loss: 2.8825 +2025-05-31 03:32:04,095 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 11:22:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 2.9639, loss: 2.9639 +2025-05-31 03:32:48,263 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 11:22:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.0283, loss: 3.0283 +2025-05-31 03:33:32,293 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 11:21:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.0706, loss: 3.0706 +2025-05-31 03:34:16,457 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 11:20:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9875, loss_cls: 2.8667, loss: 2.8667 +2025-05-31 03:35:00,640 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 11:19:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9401, loss: 2.9401 +2025-05-31 03:35:44,768 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 11:19:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.0416, loss: 3.0416 +2025-05-31 03:36:29,017 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 11:18:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.0813, loss: 3.0813 +2025-05-31 03:37:13,123 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 11:17:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.0612, loss: 3.0612 +2025-05-31 03:37:57,255 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 11:16:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 2.9832, loss: 2.9832 +2025-05-31 03:38:41,445 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 11:16:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 2.9850, loss: 2.9850 +2025-05-31 03:39:25,594 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 11:15:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9922, loss: 2.9922 +2025-05-31 03:40:09,792 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 11:14:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.0315, loss: 3.0315 +2025-05-31 03:40:53,902 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 11:14:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0622, loss: 3.0622 +2025-05-31 03:41:37,991 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 11:13:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 2.9649, loss: 2.9649 +2025-05-31 03:42:22,131 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 11:12:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.1081, loss: 3.1081 +2025-05-31 03:43:06,182 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 11:11:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.0200, loss: 3.0200 +2025-05-31 03:43:50,312 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 11:11:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 2.9562, loss: 2.9562 +2025-05-31 03:44:34,482 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 11:10:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.1505, loss: 3.1505 +2025-05-31 03:44:58,419 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-31 03:46:27,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:46:27,406 - pyskl - INFO - +top1_acc 0.8588 +top5_acc 0.9868 +2025-05-31 03:46:27,409 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8588, top5_acc: 0.9868 +2025-05-31 03:47:31,504 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 11:09:01, time: 0.641, data_time: 0.199, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.8891, loss: 2.8891 +2025-05-31 03:48:15,793 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 11:08:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.8017, loss: 2.8017 +2025-05-31 03:49:00,186 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 11:07:35, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.9183, loss: 2.9183 +2025-05-31 03:49:44,524 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 11:06:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9162, loss: 2.9162 +2025-05-31 03:50:28,768 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 11:06:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.1125, loss: 3.1125 +2025-05-31 03:51:12,975 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 11:05:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.0062, loss: 3.0062 +2025-05-31 03:51:57,206 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 11:04:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.0308, loss: 3.0308 +2025-05-31 03:52:41,438 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 11:03:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.9685, loss: 2.9685 +2025-05-31 03:53:25,729 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 11:03:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9991, loss: 2.9991 +2025-05-31 03:54:09,651 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 11:02:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0079, loss: 3.0079 +2025-05-31 03:54:53,665 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 11:01:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 2.9323, loss: 2.9323 +2025-05-31 03:55:37,949 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 11:01:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 2.9275, loss: 2.9275 +2025-05-31 03:56:22,287 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 11:00:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 2.9226, loss: 2.9226 +2025-05-31 03:57:06,602 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:59:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.0793, loss: 3.0793 +2025-05-31 03:57:50,881 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:58:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.0744, loss: 3.0744 +2025-05-31 03:58:35,112 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:58:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 2.9940, loss: 2.9940 +2025-05-31 03:59:19,418 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:57:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.0963, loss: 3.0963 +2025-05-31 04:00:03,713 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:56:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.0170, loss: 3.0170 +2025-05-31 04:00:47,994 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:55:59, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8890, loss: 2.8890 +2025-05-31 04:01:32,338 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:55:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0388, loss: 3.0388 +2025-05-31 04:02:16,642 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:54:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.0270, loss: 3.0270 +2025-05-31 04:03:00,950 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:53:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.0107, loss: 3.0107 +2025-05-31 04:03:45,197 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:53:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.0371, loss: 3.0371 +2025-05-31 04:04:09,197 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-31 04:05:37,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:05:38,024 - pyskl - INFO - +top1_acc 0.8740 +top5_acc 0.9870 +2025-05-31 04:05:38,078 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_26.pth was removed +2025-05-31 04:05:39,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-31 04:05:39,105 - pyskl - INFO - Best top1_acc is 0.8740 at 29 epoch. +2025-05-31 04:05:39,108 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8740, top5_acc: 0.9870 +2025-05-31 04:06:43,562 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:51:46, time: 0.645, data_time: 0.201, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8250, loss: 2.8250 +2025-05-31 04:07:27,919 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:51:03, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9067, loss: 2.9067 +2025-05-31 04:08:12,204 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:50:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9458, loss: 2.9458 +2025-05-31 04:08:56,454 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:49:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 2.9923, loss: 2.9923 +2025-05-31 04:09:40,751 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 10:48:53, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.9456, loss: 2.9456 +2025-05-31 04:10:24,966 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 10:48:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9071, loss: 2.9071 +2025-05-31 04:11:09,141 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 10:47:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0671, loss: 3.0671 +2025-05-31 04:11:53,269 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 10:46:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.8942, loss: 2.8942 +2025-05-31 04:12:37,416 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 10:45:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9341, loss: 2.9341 +2025-05-31 04:13:21,521 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 10:45:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 2.9688, loss: 2.9688 +2025-05-31 04:14:05,688 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 10:44:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0126, loss: 3.0126 +2025-05-31 04:14:50,067 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 10:43:46, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1301, loss: 3.1301 +2025-05-31 04:15:34,674 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 10:43:04, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.0486, loss: 3.0486 +2025-05-31 04:16:19,012 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 10:42:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 2.9182, loss: 2.9182 +2025-05-31 04:17:03,268 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 10:41:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9869, loss_cls: 2.9448, loss: 2.9448 +2025-05-31 04:17:47,561 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 10:40:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 2.9168, loss: 2.9168 +2025-05-31 04:18:31,896 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 10:40:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.9202, loss: 2.9202 +2025-05-31 04:19:16,208 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 10:39:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.8972, loss: 2.8972 +2025-05-31 04:20:00,443 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 10:38:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 2.9964, loss: 2.9964 +2025-05-31 04:20:44,715 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 10:38:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 2.9864, loss: 2.9864 +2025-05-31 04:21:28,929 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 10:37:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.9545, loss: 2.9545 +2025-05-31 04:22:13,187 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 10:36:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.8886, loss: 2.8886 +2025-05-31 04:22:57,469 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 10:35:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 2.9862, loss: 2.9862 +2025-05-31 04:23:21,537 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-31 04:32:04,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:32:04,919 - pyskl - INFO - +top1_acc 0.8569 +top5_acc 0.9856 +2025-05-31 04:32:04,923 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8569, top5_acc: 0.9856 +2025-05-31 04:33:09,076 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 10:34:30, time: 0.641, data_time: 0.201, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9444, loss: 2.9444 +2025-05-31 04:33:53,436 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 10:33:47, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8578, loss: 2.8578 +2025-05-31 04:34:37,724 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 10:33:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7910, loss: 2.7910 +2025-05-31 04:35:22,180 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 10:32:21, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.8808, loss: 2.8808 +2025-05-31 04:36:06,358 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 10:31:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.9324, loss: 2.9324 +2025-05-31 04:36:50,636 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 10:30:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.9104, loss: 2.9104 +2025-05-31 04:37:34,791 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 10:30:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8577, loss: 2.8577 +2025-05-31 04:38:18,737 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 10:29:25, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8743, loss: 2.8743 +2025-05-31 04:39:02,783 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 10:28:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 2.9719, loss: 2.9719 +2025-05-31 04:39:46,626 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 10:27:56, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.9685, loss: 2.9685 +2025-05-31 04:40:30,787 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 10:27:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.0016, loss: 3.0016 +2025-05-31 04:41:14,981 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 10:26:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9466, loss: 2.9466 +2025-05-31 04:41:59,312 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 10:25:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.0123, loss: 3.0123 +2025-05-31 04:42:43,560 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 10:25:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.0102, loss: 3.0102 +2025-05-31 04:43:27,771 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 10:24:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 2.9838, loss: 2.9838 +2025-05-31 04:44:11,937 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 10:23:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 2.9069, loss: 2.9069 +2025-05-31 04:44:56,191 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 10:22:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 2.8888, loss: 2.8888 +2025-05-31 04:45:40,426 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 10:22:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 2.9193, loss: 2.9193 +2025-05-31 04:46:24,553 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 10:21:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 2.9700, loss: 2.9700 +2025-05-31 04:47:08,701 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 10:20:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 2.9191, loss: 2.9191 +2025-05-31 04:47:52,789 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 10:19:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9830, loss: 2.9830 +2025-05-31 04:48:36,831 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 10:19:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 2.9452, loss: 2.9452 +2025-05-31 04:49:21,007 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 10:18:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 2.9227, loss: 2.9227 +2025-05-31 04:49:45,011 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-31 04:51:14,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:51:14,212 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9783 +2025-05-31 04:51:14,216 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8407, top5_acc: 0.9783 +2025-05-31 04:52:18,707 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 10:17:08, time: 0.645, data_time: 0.200, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8861, loss: 2.8861 +2025-05-31 04:53:02,940 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 10:16:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 2.8621, loss: 2.8621 +2025-05-31 04:53:47,290 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 10:15:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 2.9505, loss: 2.9505 +2025-05-31 04:54:31,496 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 10:14:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.8967, loss: 2.8967 +2025-05-31 04:55:15,692 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 10:14:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.9234, loss: 2.9234 +2025-05-31 04:55:59,877 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 10:13:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9881, loss_cls: 2.8089, loss: 2.8089 +2025-05-31 04:56:44,032 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 10:12:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.9112, loss: 2.9112 +2025-05-31 04:57:28,163 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 10:12:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9437, loss: 2.9437 +2025-05-31 04:58:12,379 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 10:11:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 2.9520, loss: 2.9520 +2025-05-31 04:58:56,506 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 10:10:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 2.9637, loss: 2.9637 +2025-05-31 04:59:40,681 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 10:09:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.8340, loss: 2.8340 +2025-05-31 05:00:24,941 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 10:09:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8828, loss: 2.8828 +2025-05-31 05:01:09,313 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 10:08:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.9644, loss: 2.9644 +2025-05-31 05:01:53,557 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 10:07:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.9029, loss: 2.9029 +2025-05-31 05:02:37,765 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 10:06:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 2.9690, loss: 2.9690 +2025-05-31 05:03:22,013 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 10:06:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.9285, loss: 2.9285 +2025-05-31 05:04:06,137 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 10:05:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 2.9393, loss: 2.9393 +2025-05-31 05:04:50,294 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 10:04:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9127, loss: 2.9127 +2025-05-31 05:05:34,545 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 10:04:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9318, loss: 2.9318 +2025-05-31 05:06:18,833 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 10:03:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 2.9958, loss: 2.9958 +2025-05-31 05:07:03,038 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 10:02:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 3.0695, loss: 3.0695 +2025-05-31 05:07:47,195 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 10:01:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.1048, loss: 3.1048 +2025-05-31 05:08:31,425 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 10:01:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9100, loss: 2.9100 +2025-05-31 05:08:55,342 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-31 05:10:24,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:10:25,040 - pyskl - INFO - +top1_acc 0.8678 +top5_acc 0.9890 +2025-05-31 05:10:25,043 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8678, top5_acc: 0.9890 +2025-05-31 05:11:29,701 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:59:49, time: 0.647, data_time: 0.204, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.8566, loss: 2.8566 +2025-05-31 05:12:13,954 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:59:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.8419, loss: 2.8419 +2025-05-31 05:12:58,173 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:58:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.9588, loss: 2.9588 +2025-05-31 05:13:42,370 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:57:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 2.9408, loss: 2.9408 +2025-05-31 05:14:26,639 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:56:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 2.9971, loss: 2.9971 +2025-05-31 05:15:10,885 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:56:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8802, loss: 2.8802 +2025-05-31 05:15:55,043 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:55:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.9166, loss: 2.9166 +2025-05-31 05:16:39,240 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:54:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.7998, loss: 2.7998 +2025-05-31 05:17:23,352 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:54:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.8344, loss: 2.8344 +2025-05-31 05:18:07,473 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:53:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.0278, loss: 3.0278 +2025-05-31 05:18:51,680 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:52:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.8871, loss: 2.8871 +2025-05-31 05:19:35,846 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:51:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.0057, loss: 3.0057 +2025-05-31 05:20:19,976 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:51:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.7959, loss: 2.7959 +2025-05-31 05:21:04,127 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:50:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9831, loss_cls: 2.9505, loss: 2.9505 +2025-05-31 05:21:48,312 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:49:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9089, loss: 2.9089 +2025-05-31 05:22:32,467 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:48:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9144, loss: 2.9144 +2025-05-31 05:23:16,632 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:48:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 2.9421, loss: 2.9421 +2025-05-31 05:24:00,770 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 9:47:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.9287, loss: 2.9287 +2025-05-31 05:24:44,968 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 9:46:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.0101, loss: 3.0101 +2025-05-31 05:25:29,102 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 9:45:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.7965, loss: 2.7965 +2025-05-31 05:26:13,338 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 9:45:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.0346, loss: 3.0346 +2025-05-31 05:26:57,505 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 9:44:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.8772, loss: 2.8772 +2025-05-31 05:27:41,689 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 9:43:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9862, loss_cls: 2.9210, loss: 2.9210 +2025-05-31 05:28:05,723 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-31 05:29:34,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:29:34,776 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9809 +2025-05-31 05:29:34,779 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8471, top5_acc: 0.9809 +2025-05-31 05:30:39,510 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 9:42:28, time: 0.647, data_time: 0.205, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9263, loss: 2.9263 +2025-05-31 05:31:23,881 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 9:41:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7936, loss: 2.7936 +2025-05-31 05:32:08,208 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 9:41:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7977, loss: 2.7977 +2025-05-31 05:32:52,077 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 9:40:17, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.8125, loss: 2.8125 +2025-05-31 05:33:36,310 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 9:39:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.9540, loss: 2.9540 +2025-05-31 05:34:20,488 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 9:38:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.8486, loss: 2.8486 +2025-05-31 05:35:04,604 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 9:38:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9752, loss: 2.9752 +2025-05-31 05:35:48,774 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 9:37:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 2.8972, loss: 2.8972 +2025-05-31 05:36:32,969 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 9:36:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.7773, loss: 2.7773 +2025-05-31 05:37:17,152 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 9:35:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 2.9283, loss: 2.9283 +2025-05-31 05:38:01,396 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 9:35:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.8764, loss: 2.8764 +2025-05-31 05:38:45,609 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 9:34:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.0001, loss: 3.0001 +2025-05-31 05:39:29,779 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 9:33:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 2.9438, loss: 2.9438 +2025-05-31 05:40:13,989 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 9:33:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9077, loss: 2.9077 +2025-05-31 05:40:58,151 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 9:32:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 2.8943, loss: 2.8943 +2025-05-31 05:41:42,396 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 9:31:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 2.9186, loss: 2.9186 +2025-05-31 05:42:26,636 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 9:30:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 2.9716, loss: 2.9716 +2025-05-31 05:43:10,940 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 9:30:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 2.8722, loss: 2.8722 +2025-05-31 05:43:55,247 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 9:29:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.8697, loss: 2.8697 +2025-05-31 05:44:39,521 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 9:28:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 2.8375, loss: 2.8375 +2025-05-31 05:45:23,688 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 9:27:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.0289, loss: 3.0289 +2025-05-31 05:46:07,974 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 9:27:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 2.9584, loss: 2.9584 +2025-05-31 05:46:52,129 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 9:26:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.8359, loss: 2.8359 +2025-05-31 05:47:16,081 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-31 05:48:44,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:48:44,759 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9884 +2025-05-31 05:48:44,762 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8638, top5_acc: 0.9884 +2025-05-31 05:49:48,184 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 9:25:06, time: 0.634, data_time: 0.194, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.8797, loss: 2.8797 +2025-05-31 05:50:32,197 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 9:24:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8863, loss: 2.8863 +2025-05-31 05:51:16,479 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 9:23:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 2.9750, loss: 2.9750 +2025-05-31 05:52:00,529 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 9:22:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.8007, loss: 2.8007 +2025-05-31 05:52:44,427 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 9:22:09, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7490, loss: 2.7490 +2025-05-31 05:53:28,308 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 9:21:24, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8020, loss: 2.8020 +2025-05-31 05:54:12,207 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 9:20:39, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9667, loss: 2.9667 +2025-05-31 05:54:56,228 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 9:19:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8163, loss: 2.8163 +2025-05-31 05:55:40,261 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 9:19:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.8118, loss: 2.8118 +2025-05-31 05:56:24,453 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 9:18:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 2.9903, loss: 2.9903 +2025-05-31 05:57:09,033 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 9:17:45, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9992, loss: 2.9992 +2025-05-31 05:57:53,325 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 9:17:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9472, loss: 2.9472 +2025-05-31 05:58:37,552 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 9:16:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 2.9264, loss: 2.9264 +2025-05-31 05:59:21,829 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 9:15:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.8592, loss: 2.8592 +2025-05-31 06:00:05,877 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 9:14:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9206, loss: 2.9206 +2025-05-31 06:00:49,836 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 9:14:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 2.9059, loss: 2.9059 +2025-05-31 06:01:33,798 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 9:13:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.0109, loss: 3.0109 +2025-05-31 06:02:17,808 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 9:12:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.8656, loss: 2.8656 +2025-05-31 06:03:01,785 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 9:11:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.8720, loss: 2.8720 +2025-05-31 06:03:45,737 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 9:11:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8755, loss: 2.8755 +2025-05-31 06:04:29,761 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 9:10:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.9928, loss: 2.9928 +2025-05-31 06:05:13,692 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 9:09:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.8306, loss: 2.8306 +2025-05-31 06:05:57,733 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 9:08:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.8773, loss: 2.8773 +2025-05-31 06:06:21,680 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-31 06:15:14,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:15:14,864 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9883 +2025-05-31 06:15:14,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_29.pth was removed +2025-05-31 06:15:15,936 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2025-05-31 06:15:15,937 - pyskl - INFO - Best top1_acc is 0.8763 at 35 epoch. +2025-05-31 06:15:15,940 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8763, top5_acc: 0.9883 +2025-05-31 06:16:20,252 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 9:07:36, time: 0.643, data_time: 0.202, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9875, loss_cls: 2.7387, loss: 2.7387 +2025-05-31 06:17:04,333 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 9:06:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 2.7800, loss: 2.7800 +2025-05-31 06:17:48,402 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 9:06:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9881, loss_cls: 2.7175, loss: 2.7175 +2025-05-31 06:18:32,499 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 9:05:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.7439, loss: 2.7439 +2025-05-31 06:19:16,625 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 9:04:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9775, loss_cls: 2.8379, loss: 2.8379 +2025-05-31 06:20:00,767 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 9:03:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.0173, loss: 3.0173 +2025-05-31 06:20:44,882 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 9:03:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.9428, loss: 2.9428 +2025-05-31 06:21:28,997 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 9:02:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9147, loss: 2.9147 +2025-05-31 06:22:13,113 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 9:01:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9849, loss: 2.9849 +2025-05-31 06:22:57,208 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 9:01:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8891, loss: 2.8891 +2025-05-31 06:23:41,375 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 9:00:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.8677, loss: 2.8677 +2025-05-31 06:24:25,463 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:59:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.8236, loss: 2.8236 +2025-05-31 06:25:09,603 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:58:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.0372, loss: 3.0372 +2025-05-31 06:25:53,686 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:58:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.8287, loss: 2.8287 +2025-05-31 06:26:37,732 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:57:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9438, loss: 2.9438 +2025-05-31 06:27:21,809 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:56:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.8299, loss: 2.8299 +2025-05-31 06:28:05,895 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:55:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 2.9702, loss: 2.9702 +2025-05-31 06:28:49,949 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:55:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.8072, loss: 2.8072 +2025-05-31 06:29:34,005 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:54:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.9824, loss: 2.9824 +2025-05-31 06:30:18,045 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:53:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9184, loss: 2.9184 +2025-05-31 06:31:02,131 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:52:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9765, loss: 2.9765 +2025-05-31 06:31:46,356 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:52:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8147, loss: 2.8147 +2025-05-31 06:32:30,489 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:51:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7913, loss: 2.7913 +2025-05-31 06:32:54,401 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-31 06:34:23,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:34:23,778 - pyskl - INFO - +top1_acc 0.8567 +top5_acc 0.9861 +2025-05-31 06:34:23,781 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8567, top5_acc: 0.9861 +2025-05-31 06:35:28,271 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:50:10, time: 0.645, data_time: 0.201, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.7896, loss: 2.7896 +2025-05-31 06:36:12,513 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:49:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9015, loss: 2.9015 +2025-05-31 06:36:56,715 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:48:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.8088, loss: 2.8088 +2025-05-31 06:37:40,948 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:47:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 2.6990, loss: 2.6990 +2025-05-31 06:38:25,209 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:47:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 2.8304, loss: 2.8304 +2025-05-31 06:39:09,417 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:46:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.8571, loss: 2.8571 +2025-05-31 06:39:53,617 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 8:45:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 2.8621, loss: 2.8621 +2025-05-31 06:40:37,865 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 8:45:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8300, loss: 2.8300 +2025-05-31 06:41:22,096 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 8:44:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.8382, loss: 2.8382 +2025-05-31 06:42:06,246 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 8:43:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 2.9387, loss: 2.9387 +2025-05-31 06:42:50,434 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 8:42:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7806, loss: 2.7806 +2025-05-31 06:43:34,660 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 8:42:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.8572, loss: 2.8572 +2025-05-31 06:44:18,914 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 8:41:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.8726, loss: 2.8726 +2025-05-31 06:45:02,890 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 8:40:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 2.8188, loss: 2.8188 +2025-05-31 06:45:47,074 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 8:39:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 2.9904, loss: 2.9904 +2025-05-31 06:46:31,268 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 8:39:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.8975, loss: 2.8975 +2025-05-31 06:47:15,471 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 8:38:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7881, loss: 2.7881 +2025-05-31 06:47:59,386 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 8:37:46, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9034, loss: 2.9034 +2025-05-31 06:48:43,128 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 8:37:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.8758, loss: 2.8758 +2025-05-31 06:49:26,875 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 8:36:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8380, loss: 2.8380 +2025-05-31 06:50:11,122 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 8:35:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 2.9462, loss: 2.9462 +2025-05-31 06:50:55,390 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 8:34:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 2.8727, loss: 2.8727 +2025-05-31 06:51:39,676 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 8:34:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.0040, loss: 3.0040 +2025-05-31 06:52:03,725 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-31 06:53:33,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:53:33,131 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9858 +2025-05-31 06:53:33,134 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8650, top5_acc: 0.9858 +2025-05-31 06:54:37,080 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 8:32:47, time: 0.639, data_time: 0.199, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.8553, loss: 2.8553 +2025-05-31 06:55:21,160 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 8:32:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8481, loss: 2.8481 +2025-05-31 06:56:05,172 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 8:31:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8394, loss: 2.8394 +2025-05-31 06:56:49,161 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 8:30:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7694, loss: 2.7694 +2025-05-31 06:57:33,356 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 8:29:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8039, loss: 2.8039 +2025-05-31 06:58:17,409 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 8:29:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.9379, loss: 2.9379 +2025-05-31 06:59:01,520 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 8:28:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 2.8428, loss: 2.8428 +2025-05-31 06:59:45,572 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 8:27:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8143, loss: 2.8143 +2025-05-31 07:00:29,576 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 8:26:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 2.8605, loss: 2.8605 +2025-05-31 07:01:13,606 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 8:26:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.7771, loss: 2.7771 +2025-05-31 07:01:57,697 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 8:25:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9712, loss_cls: 2.9285, loss: 2.9285 +2025-05-31 07:02:41,820 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 8:24:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8218, loss: 2.8218 +2025-05-31 07:03:25,845 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 8:23:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.7566, loss: 2.7566 +2025-05-31 07:04:09,905 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 8:23:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.8268, loss: 2.8268 +2025-05-31 07:04:53,974 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 8:22:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 2.9536, loss: 2.9536 +2025-05-31 07:05:38,038 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 8:21:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.8557, loss: 2.8557 +2025-05-31 07:06:22,036 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 8:21:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 2.9959, loss: 2.9959 +2025-05-31 07:07:06,068 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 8:20:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8981, loss: 2.8981 +2025-05-31 07:07:50,115 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 8:19:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.8308, loss: 2.8308 +2025-05-31 07:08:34,317 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 8:18:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.8005, loss: 2.8005 +2025-05-31 07:09:18,449 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 8:18:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.8224, loss: 2.8224 +2025-05-31 07:10:02,516 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 8:17:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.8253, loss: 2.8253 +2025-05-31 07:10:46,541 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 8:16:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.8642, loss: 2.8642 +2025-05-31 07:11:10,513 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-31 07:12:39,759 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:12:39,834 - pyskl - INFO - +top1_acc 0.8737 +top5_acc 0.9875 +2025-05-31 07:12:39,837 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8737, top5_acc: 0.9875 +2025-05-31 07:13:44,363 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 8:15:20, time: 0.645, data_time: 0.198, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8799, loss: 2.8799 +2025-05-31 07:14:28,507 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 8:14:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8494, loss: 2.8494 +2025-05-31 07:15:12,501 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 8:13:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 2.8700, loss: 2.8700 +2025-05-31 07:15:56,646 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 8:13:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.8971, loss: 2.8971 +2025-05-31 07:16:40,886 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 8:12:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.8381, loss: 2.8381 +2025-05-31 07:17:25,181 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 8:11:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8706, loss: 2.8706 +2025-05-31 07:18:09,314 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 8:10:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7448, loss: 2.7448 +2025-05-31 07:18:53,552 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 8:10:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.8022, loss: 2.8022 +2025-05-31 07:19:37,773 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 8:09:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9862, loss_cls: 2.8773, loss: 2.8773 +2025-05-31 07:20:22,099 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 8:08:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8030, loss: 2.8030 +2025-05-31 07:21:06,332 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 8:08:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.7938, loss: 2.7938 +2025-05-31 07:21:50,513 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 8:07:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8780, loss: 2.8780 +2025-05-31 07:22:34,696 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 8:06:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.8578, loss: 2.8578 +2025-05-31 07:23:18,869 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 8:05:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.8453, loss: 2.8453 +2025-05-31 07:24:02,986 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 8:05:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.7545, loss: 2.7545 +2025-05-31 07:24:47,203 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 8:04:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.8438, loss: 2.8438 +2025-05-31 07:25:31,473 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 8:03:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.7737, loss: 2.7737 +2025-05-31 07:26:15,719 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 8:02:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 2.9812, loss: 2.9812 +2025-05-31 07:27:00,080 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 8:02:13, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 2.8788, loss: 2.8788 +2025-05-31 07:27:44,349 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 8:01:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 2.9499, loss: 2.9499 +2025-05-31 07:28:28,563 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 8:00:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7528, loss: 2.7528 +2025-05-31 07:29:12,770 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 8:00:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8218, loss: 2.8218 +2025-05-31 07:29:56,969 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:59:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 2.8917, loss: 2.8917 +2025-05-31 07:30:20,935 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-31 07:31:49,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:31:49,592 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9860 +2025-05-31 07:31:49,595 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8587, top5_acc: 0.9860 +2025-05-31 07:32:53,201 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:58:00, time: 0.636, data_time: 0.198, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.6300, loss: 2.6300 +2025-05-31 07:33:37,166 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:57:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6857, loss: 2.6857 +2025-05-31 07:34:21,281 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:56:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7295, loss: 2.7295 +2025-05-31 07:35:05,308 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:55:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.8360, loss: 2.8360 +2025-05-31 07:35:49,379 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:55:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8304, loss: 2.8304 +2025-05-31 07:36:33,323 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:54:19, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.8627, loss: 2.8627 +2025-05-31 07:37:17,307 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:53:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9264, loss: 2.9264 +2025-05-31 07:38:01,270 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:52:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.6924, loss: 2.6924 +2025-05-31 07:38:45,641 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:52:07, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 2.8916, loss: 2.8916 +2025-05-31 07:39:29,706 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:51:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.7844, loss: 2.7844 +2025-05-31 07:40:13,889 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:50:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8860, loss: 2.8860 +2025-05-31 07:40:58,004 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:49:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.8632, loss: 2.8632 +2025-05-31 07:41:42,082 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:49:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.7357, loss: 2.7357 +2025-05-31 07:42:26,196 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:48:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 2.9381, loss: 2.9381 +2025-05-31 07:43:10,238 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:47:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8159, loss: 2.8159 +2025-05-31 07:43:54,338 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:46:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.7876, loss: 2.7876 +2025-05-31 07:44:38,474 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:46:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.8911, loss: 2.8911 +2025-05-31 07:45:22,549 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:45:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.9124, loss: 2.9124 +2025-05-31 07:46:06,665 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:44:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9346, loss: 2.9346 +2025-05-31 07:46:50,776 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 7:44:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 2.9118, loss: 2.9118 +2025-05-31 07:47:34,862 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 7:43:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.9915, loss: 2.9915 +2025-05-31 07:48:18,997 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 7:42:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.8313, loss: 2.8313 +2025-05-31 07:49:03,076 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 7:41:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.7817, loss: 2.7817 +2025-05-31 07:49:27,023 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-31 07:58:19,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:58:20,013 - pyskl - INFO - +top1_acc 0.8734 +top5_acc 0.9866 +2025-05-31 07:58:20,017 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8734, top5_acc: 0.9866 +2025-05-31 07:59:24,851 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 7:40:36, time: 0.648, data_time: 0.202, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8366, loss: 2.8366 +2025-05-31 08:00:09,312 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 7:39:53, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6393, loss: 2.6393 +2025-05-31 08:00:53,767 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 7:39:10, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7463, loss: 2.7463 +2025-05-31 08:01:38,222 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 7:38:27, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.7534, loss: 2.7534 +2025-05-31 08:02:22,785 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 7:37:44, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7736, loss: 2.7736 +2025-05-31 08:03:07,138 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 7:37:01, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 2.8741, loss: 2.8741 +2025-05-31 08:03:51,558 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 7:36:18, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7635, loss: 2.7635 +2025-05-31 08:04:35,967 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 7:35:35, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.8093, loss: 2.8093 +2025-05-31 08:05:20,402 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 7:34:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.8857, loss: 2.8857 +2025-05-31 08:06:04,866 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 7:34:08, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.8358, loss: 2.8358 +2025-05-31 08:06:49,219 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 7:33:25, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.8715, loss: 2.8715 +2025-05-31 08:07:33,512 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 7:32:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8622, loss: 2.8622 +2025-05-31 08:08:17,822 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 7:31:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.7504, loss: 2.7504 +2025-05-31 08:09:02,258 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 7:31:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 2.9285, loss: 2.9285 +2025-05-31 08:09:46,654 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 7:30:32, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7688, loss: 2.7688 +2025-05-31 08:10:31,096 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 7:29:49, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.8425, loss: 2.8425 +2025-05-31 08:11:15,484 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 7:29:05, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.8503, loss: 2.8503 +2025-05-31 08:11:59,993 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 7:28:22, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7551, loss: 2.7551 +2025-05-31 08:12:44,473 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 7:27:39, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.8376, loss: 2.8376 +2025-05-31 08:13:28,844 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 7:26:56, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.8704, loss: 2.8704 +2025-05-31 08:14:13,370 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 7:26:13, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9263, loss: 2.9263 +2025-05-31 08:14:58,085 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 7:25:31, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 2.8966, loss: 2.8966 +2025-05-31 08:15:42,547 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 7:24:48, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7515, loss: 2.7515 +2025-05-31 08:16:06,649 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-31 08:17:35,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:17:35,803 - pyskl - INFO - +top1_acc 0.8861 +top5_acc 0.9879 +2025-05-31 08:17:35,857 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_35.pth was removed +2025-05-31 08:17:36,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2025-05-31 08:17:36,881 - pyskl - INFO - Best top1_acc is 0.8861 at 41 epoch. +2025-05-31 08:17:36,884 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8861, top5_acc: 0.9879 +2025-05-31 08:18:41,561 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 7:23:33, time: 0.647, data_time: 0.203, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.8117, loss: 2.8117 +2025-05-31 08:19:25,942 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 7:22:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.8646, loss: 2.8646 +2025-05-31 08:20:10,284 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 7:22:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.8357, loss: 2.8357 +2025-05-31 08:20:54,703 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 7:21:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.7573, loss: 2.7573 +2025-05-31 08:21:39,103 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 7:20:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6688, loss: 2.6688 +2025-05-31 08:22:23,365 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 7:19:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6851, loss: 2.6851 +2025-05-31 08:23:07,604 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 7:19:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.8399, loss: 2.8399 +2025-05-31 08:23:52,021 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 7:18:29, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8052, loss: 2.8052 +2025-05-31 08:24:36,363 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 7:17:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8134, loss: 2.8134 +2025-05-31 08:25:20,796 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 7:17:03, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8535, loss: 2.8535 +2025-05-31 08:26:05,118 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 7:16:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7565, loss: 2.7565 +2025-05-31 08:26:49,464 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 7:15:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8689, loss: 2.8689 +2025-05-31 08:27:33,817 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 7:14:53, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.8127, loss: 2.8127 +2025-05-31 08:28:18,184 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 7:14:09, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 2.8486, loss: 2.8486 +2025-05-31 08:29:02,560 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 7:13:26, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.8795, loss: 2.8795 +2025-05-31 08:29:46,988 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 7:12:43, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.7853, loss: 2.7853 +2025-05-31 08:30:31,301 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 7:11:59, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.9125, loss: 2.9125 +2025-05-31 08:31:15,707 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 7:11:16, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.7732, loss: 2.7732 +2025-05-31 08:32:00,111 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 7:10:33, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.7729, loss: 2.7729 +2025-05-31 08:32:44,628 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 7:09:50, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7408, loss: 2.7408 +2025-05-31 08:33:29,084 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 7:09:07, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 2.8576, loss: 2.8576 +2025-05-31 08:34:13,632 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 7:08:24, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.8370, loss: 2.8370 +2025-05-31 08:34:58,104 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 7:07:41, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.8455, loss: 2.8455 +2025-05-31 08:35:22,263 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-31 08:36:51,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:36:51,476 - pyskl - INFO - +top1_acc 0.8807 +top5_acc 0.9884 +2025-05-31 08:36:51,480 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8807, top5_acc: 0.9884 +2025-05-31 08:37:56,094 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 7:06:26, time: 0.646, data_time: 0.200, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6032, loss: 2.6032 +2025-05-31 08:38:40,348 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 7:05:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.7875, loss: 2.7875 +2025-05-31 08:39:24,598 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 7:04:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8392, loss: 2.8392 +2025-05-31 08:40:08,774 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 7:04:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7287, loss: 2.7287 +2025-05-31 08:40:52,952 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 7:03:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.7909, loss: 2.7909 +2025-05-31 08:41:37,138 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 7:02:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7551, loss: 2.7551 +2025-05-31 08:42:21,342 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 7:02:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7479, loss: 2.7479 +2025-05-31 08:43:05,614 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 7:01:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8585, loss: 2.8585 +2025-05-31 08:43:49,840 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 7:00:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.7960, loss: 2.7960 +2025-05-31 08:44:34,160 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:59:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 2.8558, loss: 2.8558 +2025-05-31 08:45:18,414 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:59:09, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7757, loss: 2.7757 +2025-05-31 08:46:02,541 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:58:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.7991, loss: 2.7991 +2025-05-31 08:46:46,673 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:57:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7158, loss: 2.7158 +2025-05-31 08:47:30,784 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:56:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.6740, loss: 2.6740 +2025-05-31 08:48:15,002 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:56:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.8003, loss: 2.8003 +2025-05-31 08:48:59,246 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:55:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.7005, loss: 2.7005 +2025-05-31 08:49:43,544 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:54:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.7752, loss: 2.7752 +2025-05-31 08:50:27,652 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:54:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 2.9041, loss: 2.9041 +2025-05-31 08:51:11,805 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:53:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.8414, loss: 2.8414 +2025-05-31 08:51:56,340 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:52:35, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.8631, loss: 2.8631 +2025-05-31 08:52:40,825 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:51:52, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.7628, loss: 2.7628 +2025-05-31 08:53:25,134 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:51:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.8064, loss: 2.8064 +2025-05-31 08:54:09,357 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:50:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.8410, loss: 2.8410 +2025-05-31 08:54:33,321 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-31 08:56:02,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:56:02,313 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9894 +2025-05-31 08:56:02,316 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8835, top5_acc: 0.9894 +2025-05-31 08:57:06,412 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:49:09, time: 0.641, data_time: 0.201, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.7118, loss: 2.7118 +2025-05-31 08:57:50,480 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:48:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6430, loss: 2.6430 +2025-05-31 08:58:34,683 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:47:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6494, loss: 2.6494 +2025-05-31 08:59:18,860 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:46:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.7011, loss: 2.7011 +2025-05-31 09:00:03,012 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:46:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.5997, loss: 2.5997 +2025-05-31 09:00:47,108 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:45:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.7804, loss: 2.7804 +2025-05-31 09:01:31,291 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:44:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8209, loss: 2.8209 +2025-05-31 09:02:15,558 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:44:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7532, loss: 2.7532 +2025-05-31 09:02:59,742 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:43:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7995, loss: 2.7995 +2025-05-31 09:03:43,939 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 6:42:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.7480, loss: 2.7480 +2025-05-31 09:04:28,089 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 6:41:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 2.7974, loss: 2.7974 +2025-05-31 09:05:12,341 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 6:41:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9017, loss: 2.9017 +2025-05-31 09:05:56,514 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 6:40:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7978, loss: 2.7978 +2025-05-31 09:06:40,732 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 6:39:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.7087, loss: 2.7087 +2025-05-31 09:07:25,190 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 6:38:55, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.8349, loss: 2.8349 +2025-05-31 09:08:09,382 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 6:38:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9036, loss: 2.9036 +2025-05-31 09:08:53,547 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 6:37:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.7954, loss: 2.7954 +2025-05-31 09:09:37,708 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 6:36:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 2.8619, loss: 2.8619 +2025-05-31 09:10:21,852 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 6:36:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.8498, loss: 2.8498 +2025-05-31 09:11:05,853 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 6:35:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 2.8068, loss: 2.8068 +2025-05-31 09:11:49,700 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 6:34:31, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6883, loss: 2.6883 +2025-05-31 09:12:33,638 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 6:33:46, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9906, loss_cls: 2.6987, loss: 2.6987 +2025-05-31 09:13:17,645 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 6:33:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.9031, loss: 2.9031 +2025-05-31 09:13:41,447 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-31 09:15:11,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:15:11,108 - pyskl - INFO - +top1_acc 0.8862 +top5_acc 0.9878 +2025-05-31 09:15:11,165 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_41.pth was removed +2025-05-31 09:15:12,198 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2025-05-31 09:15:12,198 - pyskl - INFO - Best top1_acc is 0.8862 at 44 epoch. +2025-05-31 09:15:12,201 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8862, top5_acc: 0.9878 +2025-05-31 09:16:15,932 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 6:31:46, time: 0.637, data_time: 0.195, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.6218, loss: 2.6218 +2025-05-31 09:16:59,995 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 6:31:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6915, loss: 2.6915 +2025-05-31 09:17:44,025 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 6:30:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.7868, loss: 2.7868 +2025-05-31 09:18:28,368 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 6:29:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6409, loss: 2.6409 +2025-05-31 09:19:12,761 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 6:28:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 2.7713, loss: 2.7713 +2025-05-31 09:19:57,199 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 6:28:07, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.7515, loss: 2.7515 +2025-05-31 09:20:41,497 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 6:27:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.8411, loss: 2.8411 +2025-05-31 09:21:25,797 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 6:26:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.6907, loss: 2.6907 +2025-05-31 09:22:10,128 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 6:25:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8047, loss: 2.8047 +2025-05-31 09:22:54,510 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 6:25:13, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8006, loss: 2.8006 +2025-05-31 09:23:38,831 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 6:24:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.7422, loss: 2.7422 +2025-05-31 09:24:23,099 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 6:23:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.7593, loss: 2.7593 +2025-05-31 09:25:07,377 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 6:23:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.7866, loss: 2.7866 +2025-05-31 09:25:51,617 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 6:22:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.7393, loss: 2.7393 +2025-05-31 09:26:35,866 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 6:21:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9869, loss_cls: 2.8140, loss: 2.8140 +2025-05-31 09:27:20,157 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 6:20:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 2.8084, loss: 2.8084 +2025-05-31 09:28:04,489 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 6:20:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7299, loss: 2.7299 +2025-05-31 09:28:48,892 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 6:19:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8018, loss: 2.8018 +2025-05-31 09:29:33,244 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 6:18:41, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7178, loss: 2.7178 +2025-05-31 09:30:17,646 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 6:17:58, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8187, loss: 2.8187 +2025-05-31 09:31:02,033 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 6:17:14, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.7081, loss: 2.7081 +2025-05-31 09:31:46,424 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 6:16:31, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.7339, loss: 2.7339 +2025-05-31 09:32:30,824 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 6:15:48, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8396, loss: 2.8396 +2025-05-31 09:32:55,009 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-31 09:42:17,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:42:17,679 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9816 +2025-05-31 09:42:17,682 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8541, top5_acc: 0.9816 +2025-05-31 09:43:21,845 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 6:14:32, time: 0.642, data_time: 0.200, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6079, loss: 2.6079 +2025-05-31 09:44:05,962 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 6:13:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7438, loss: 2.7438 +2025-05-31 09:44:50,278 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 6:13:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7517, loss: 2.7517 +2025-05-31 09:45:34,581 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 6:12:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9762, loss_cls: 2.8001, loss: 2.8001 +2025-05-31 09:46:18,883 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 6:11:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.6972, loss: 2.6972 +2025-05-31 09:47:03,096 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 6:10:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.6291, loss: 2.6291 +2025-05-31 09:47:47,132 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 6:10:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7896, loss: 2.7896 +2025-05-31 09:48:31,286 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 6:09:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.7358, loss: 2.7358 +2025-05-31 09:49:15,439 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 6:08:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9881, loss_cls: 2.7759, loss: 2.7759 +2025-05-31 09:49:59,584 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 6:07:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 2.8328, loss: 2.8328 +2025-05-31 09:50:43,673 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 6:07:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7067, loss: 2.7067 +2025-05-31 09:51:27,841 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 6:06:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.7804, loss: 2.7804 +2025-05-31 09:52:11,957 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 6:05:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7870, loss: 2.7870 +2025-05-31 09:52:56,157 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 6:05:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.7827, loss: 2.7827 +2025-05-31 09:53:40,335 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 6:04:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.8239, loss: 2.8239 +2025-05-31 09:54:24,464 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 6:03:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.7845, loss: 2.7845 +2025-05-31 09:55:08,603 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 6:02:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7884, loss: 2.7884 +2025-05-31 09:55:52,687 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 6:02:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8083, loss: 2.8083 +2025-05-31 09:56:36,863 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 6:01:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8313, loss: 2.8313 +2025-05-31 09:57:21,067 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 6:00:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.7251, loss: 2.7251 +2025-05-31 09:58:05,188 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:59:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.7298, loss: 2.7298 +2025-05-31 09:58:49,354 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:59:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.7547, loss: 2.7547 +2025-05-31 09:59:33,462 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:58:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.7091, loss: 2.7091 +2025-05-31 09:59:57,479 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-31 10:01:26,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:01:26,570 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9903 +2025-05-31 10:01:26,627 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_44.pth was removed +2025-05-31 10:01:27,694 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-31 10:01:27,695 - pyskl - INFO - Best top1_acc is 0.9027 at 46 epoch. +2025-05-31 10:01:27,698 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.9027, top5_acc: 0.9903 +2025-05-31 10:02:32,197 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:57:12, time: 0.645, data_time: 0.201, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.7981, loss: 2.7981 +2025-05-31 10:03:16,469 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:56:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.5744, loss: 2.5744 +2025-05-31 10:04:00,647 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:55:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.6437, loss: 2.6437 +2025-05-31 10:04:44,861 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:55:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.6699, loss: 2.6699 +2025-05-31 10:05:29,120 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:54:17, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.7911, loss: 2.7911 +2025-05-31 10:06:13,468 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:53:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.6641, loss: 2.6641 +2025-05-31 10:06:57,747 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:52:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8060, loss: 2.8060 +2025-05-31 10:07:42,010 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:52:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7824, loss: 2.7824 +2025-05-31 10:08:26,177 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:51:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 2.7140, loss: 2.7140 +2025-05-31 10:09:10,038 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:50:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7604, loss: 2.7604 +2025-05-31 10:09:54,363 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:49:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7947, loss: 2.7947 +2025-05-31 10:10:38,689 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:49:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6679, loss: 2.6679 +2025-05-31 10:11:23,083 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:48:28, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9228, loss: 2.9228 +2025-05-31 10:12:07,251 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:47:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.7790, loss: 2.7790 +2025-05-31 10:12:51,392 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:47:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6989, loss: 2.6989 +2025-05-31 10:13:35,572 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:46:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.7937, loss: 2.7937 +2025-05-31 10:14:19,762 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:45:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6124, loss: 2.6124 +2025-05-31 10:15:03,948 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:44:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6427, loss: 2.6427 +2025-05-31 10:15:48,261 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:44:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.6417, loss: 2.6417 +2025-05-31 10:16:32,206 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:43:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.7860, loss: 2.7860 +2025-05-31 10:17:16,377 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:42:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.8282, loss: 2.8282 +2025-05-31 10:18:00,515 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:41:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.7247, loss: 2.7247 +2025-05-31 10:18:44,417 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 5:41:08, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.7943, loss: 2.7943 +2025-05-31 10:19:08,314 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-31 10:20:37,512 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:20:37,589 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9877 +2025-05-31 10:20:37,592 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8632, top5_acc: 0.9877 +2025-05-31 10:21:41,450 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 5:39:52, time: 0.639, data_time: 0.199, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7038, loss: 2.7038 +2025-05-31 10:22:25,530 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 5:39:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6315, loss: 2.6315 +2025-05-31 10:23:09,592 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 5:38:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6565, loss: 2.6565 +2025-05-31 10:23:53,652 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 5:37:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.7332, loss: 2.7332 +2025-05-31 10:24:37,737 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 5:36:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.7133, loss: 2.7133 +2025-05-31 10:25:21,760 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 5:36:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.8010, loss: 2.8010 +2025-05-31 10:26:05,816 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 5:35:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.7069, loss: 2.7069 +2025-05-31 10:26:49,836 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 5:34:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7198, loss: 2.7198 +2025-05-31 10:27:33,789 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 5:33:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.7263, loss: 2.7263 +2025-05-31 10:28:17,889 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 5:33:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.7029, loss: 2.7029 +2025-05-31 10:29:02,001 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 5:32:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 2.7265, loss: 2.7265 +2025-05-31 10:29:46,141 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 5:31:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.7299, loss: 2.7299 +2025-05-31 10:30:30,188 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 5:31:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9862, loss_cls: 2.8040, loss: 2.8040 +2025-05-31 10:31:14,241 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 5:30:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 2.7815, loss: 2.7815 +2025-05-31 10:31:58,239 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 5:29:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8080, loss: 2.8080 +2025-05-31 10:32:42,264 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 5:28:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.6701, loss: 2.6701 +2025-05-31 10:33:26,101 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 5:28:06, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.8419, loss: 2.8419 +2025-05-31 10:34:10,422 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 5:27:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7694, loss: 2.7694 +2025-05-31 10:34:54,682 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 5:26:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.7066, loss: 2.7066 +2025-05-31 10:35:38,696 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 5:25:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.6246, loss: 2.6246 +2025-05-31 10:36:22,717 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 5:25:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.6181, loss: 2.6181 +2025-05-31 10:37:06,700 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 5:24:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.6991, loss: 2.6991 +2025-05-31 10:37:50,691 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 5:23:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.8222, loss: 2.8222 +2025-05-31 10:38:14,616 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-31 10:39:43,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:39:43,748 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9877 +2025-05-31 10:39:43,751 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8809, top5_acc: 0.9877 +2025-05-31 10:40:47,941 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 5:22:27, time: 0.642, data_time: 0.200, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.6369, loss: 2.6369 +2025-05-31 10:41:32,092 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 5:21:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6857, loss: 2.6857 +2025-05-31 10:42:16,161 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 5:20:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.5412, loss: 2.5412 +2025-05-31 10:43:00,233 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 5:20:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6565, loss: 2.6565 +2025-05-31 10:43:44,433 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 5:19:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6945, loss: 2.6945 +2025-05-31 10:44:28,596 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 5:18:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7378, loss: 2.7378 +2025-05-31 10:45:12,705 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 5:18:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6762, loss: 2.6762 +2025-05-31 10:45:56,732 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 5:17:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.6292, loss: 2.6292 +2025-05-31 10:46:40,794 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 5:16:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6403, loss: 2.6403 +2025-05-31 10:47:24,825 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 5:15:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7347, loss: 2.7347 +2025-05-31 10:48:08,880 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 5:15:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.6875, loss: 2.6875 +2025-05-31 10:48:52,889 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 5:14:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6852, loss: 2.6852 +2025-05-31 10:49:36,937 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 5:13:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6729, loss: 2.6729 +2025-05-31 10:50:21,062 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 5:12:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.7718, loss: 2.7718 +2025-05-31 10:51:05,163 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 5:12:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7256, loss: 2.7256 +2025-05-31 10:51:49,149 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 5:11:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 2.7380, loss: 2.7380 +2025-05-31 10:52:33,096 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 5:10:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8283, loss: 2.8283 +2025-05-31 10:53:17,122 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 5:09:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.6398, loss: 2.6398 +2025-05-31 10:54:01,171 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 5:09:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7436, loss: 2.7436 +2025-05-31 10:54:45,130 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 5:08:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.6741, loss: 2.6741 +2025-05-31 10:55:29,414 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 5:07:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7073, loss: 2.7073 +2025-05-31 10:56:13,513 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 5:07:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.7556, loss: 2.7556 +2025-05-31 10:56:57,394 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 5:06:17, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.7701, loss: 2.7701 +2025-05-31 10:57:21,147 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-31 10:58:49,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:58:49,944 - pyskl - INFO - +top1_acc 0.8942 +top5_acc 0.9909 +2025-05-31 10:58:49,947 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8942, top5_acc: 0.9909 +2025-05-31 10:59:54,707 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 5:05:04, time: 0.648, data_time: 0.206, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9919, loss_cls: 2.6208, loss: 2.6208 +2025-05-31 11:00:38,928 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 5:04:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6383, loss: 2.6383 +2025-05-31 11:01:23,203 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 5:03:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.6731, loss: 2.6731 +2025-05-31 11:02:07,420 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 5:02:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6238, loss: 2.6238 +2025-05-31 11:02:51,641 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 5:02:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.6951, loss: 2.6951 +2025-05-31 11:03:35,841 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 5:01:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7174, loss: 2.7174 +2025-05-31 11:04:20,021 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 5:00:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6885, loss: 2.6885 +2025-05-31 11:05:04,236 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:59:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6308, loss: 2.6308 +2025-05-31 11:05:48,440 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:59:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.7077, loss: 2.7077 +2025-05-31 11:06:32,724 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:58:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.7671, loss: 2.7671 +2025-05-31 11:07:16,889 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:57:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.7709, loss: 2.7709 +2025-05-31 11:08:01,056 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:57:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7642, loss: 2.7642 +2025-05-31 11:08:45,264 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:56:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7350, loss: 2.7350 +2025-05-31 11:09:29,398 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:55:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.7992, loss: 2.7992 +2025-05-31 11:10:13,814 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:54:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.6289, loss: 2.6289 +2025-05-31 11:10:58,009 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:54:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.6198, loss: 2.6198 +2025-05-31 11:11:42,284 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:53:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.7083, loss: 2.7083 +2025-05-31 11:12:26,485 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:52:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.7769, loss: 2.7769 +2025-05-31 11:13:10,725 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:51:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7041, loss: 2.7041 +2025-05-31 11:13:54,972 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:51:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.6827, loss: 2.6827 +2025-05-31 11:14:39,245 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:50:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.6047, loss: 2.6047 +2025-05-31 11:15:23,501 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:49:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7283, loss: 2.7283 +2025-05-31 11:16:07,688 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:49:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.6341, loss: 2.6341 +2025-05-31 11:16:31,732 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-31 11:25:58,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:25:58,337 - pyskl - INFO - +top1_acc 0.8915 +top5_acc 0.9909 +2025-05-31 11:25:58,341 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8915, top5_acc: 0.9909 +2025-05-31 11:27:02,529 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:47:47, time: 0.642, data_time: 0.200, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 2.6155, loss: 2.6155 +2025-05-31 11:27:46,615 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:47:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.6298, loss: 2.6298 +2025-05-31 11:28:30,776 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:46:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.6587, loss: 2.6587 +2025-05-31 11:29:15,077 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:45:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.6267, loss: 2.6267 +2025-05-31 11:29:59,215 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:44:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4787, loss: 2.4787 +2025-05-31 11:30:43,314 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:44:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.6740, loss: 2.6740 +2025-05-31 11:31:27,453 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:43:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.6732, loss: 2.6732 +2025-05-31 11:32:11,568 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:42:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5149, loss: 2.5149 +2025-05-31 11:32:55,818 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:41:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7430, loss: 2.7430 +2025-05-31 11:33:39,967 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:41:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.6499, loss: 2.6499 +2025-05-31 11:34:24,116 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:40:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.6502, loss: 2.6502 +2025-05-31 11:35:08,312 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 4:39:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.7899, loss: 2.7899 +2025-05-31 11:35:53,035 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 4:39:01, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.6494, loss: 2.6494 +2025-05-31 11:36:37,398 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 4:38:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7107, loss: 2.7107 +2025-05-31 11:37:21,584 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 4:37:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.8040, loss: 2.8040 +2025-05-31 11:38:05,749 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 4:36:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5857, loss: 2.5857 +2025-05-31 11:38:49,867 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 4:36:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.6704, loss: 2.6704 +2025-05-31 11:39:33,907 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 4:35:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7303, loss: 2.7303 +2025-05-31 11:40:17,984 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 4:34:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 2.7266, loss: 2.7266 +2025-05-31 11:41:02,035 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 4:33:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.7861, loss: 2.7861 +2025-05-31 11:41:46,052 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 4:33:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9762, loss_cls: 2.6517, loss: 2.6517 +2025-05-31 11:42:30,098 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 4:32:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7061, loss: 2.7061 +2025-05-31 11:43:14,174 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 4:31:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6891, loss: 2.6891 +2025-05-31 11:43:38,084 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-31 11:45:07,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:45:07,075 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9870 +2025-05-31 11:45:07,078 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8695, top5_acc: 0.9870 +2025-05-31 11:46:11,317 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 4:30:27, time: 0.642, data_time: 0.200, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6148, loss: 2.6148 +2025-05-31 11:46:55,778 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 4:29:44, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5964, loss: 2.5964 +2025-05-31 11:47:40,137 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 4:29:00, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.6318, loss: 2.6318 +2025-05-31 11:48:24,517 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 4:28:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.6182, loss: 2.6182 +2025-05-31 11:49:08,937 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 4:27:33, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.6660, loss: 2.6660 +2025-05-31 11:49:53,310 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 4:26:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.5653, loss: 2.5653 +2025-05-31 11:50:37,692 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 4:26:06, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6875, loss: 2.6875 +2025-05-31 11:51:22,096 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 4:25:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5984, loss: 2.5984 +2025-05-31 11:52:06,609 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 4:24:40, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.6441, loss: 2.6441 +2025-05-31 11:52:50,965 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 4:23:56, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.7950, loss: 2.7950 +2025-05-31 11:53:35,283 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 4:23:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.6918, loss: 2.6918 +2025-05-31 11:54:19,622 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 4:22:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7575, loss: 2.7575 +2025-05-31 11:55:04,102 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 4:21:46, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.5362, loss: 2.5362 +2025-05-31 11:55:48,418 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 4:21:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6854, loss: 2.6854 +2025-05-31 11:56:33,027 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 4:20:19, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7031, loss: 2.7031 +2025-05-31 11:57:17,459 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 4:19:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6580, loss: 2.6580 +2025-05-31 11:58:01,830 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 4:18:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6333, loss: 2.6333 +2025-05-31 11:58:46,165 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 4:18:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.6934, loss: 2.6934 +2025-05-31 11:59:30,544 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 4:17:25, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.6550, loss: 2.6550 +2025-05-31 12:00:14,909 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 4:16:41, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.6646, loss: 2.6646 +2025-05-31 12:00:59,249 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 4:15:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.7356, loss: 2.7356 +2025-05-31 12:01:43,620 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 4:15:14, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7217, loss: 2.7217 +2025-05-31 12:02:27,992 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 4:14:31, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.7357, loss: 2.7357 +2025-05-31 12:02:52,076 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-31 12:04:21,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:04:21,257 - pyskl - INFO - +top1_acc 0.8778 +top5_acc 0.9875 +2025-05-31 12:04:21,260 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8778, top5_acc: 0.9875 +2025-05-31 12:05:25,565 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 4:13:17, time: 0.643, data_time: 0.200, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5699, loss: 2.5699 +2025-05-31 12:06:09,988 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 4:12:34, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 2.6105, loss: 2.6105 +2025-05-31 12:06:54,439 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 4:11:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5862, loss: 2.5862 +2025-05-31 12:07:38,805 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 4:11:07, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6508, loss: 2.6508 +2025-05-31 12:08:23,159 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 4:10:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.6165, loss: 2.6165 +2025-05-31 12:09:07,621 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 4:09:40, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6407, loss: 2.6407 +2025-05-31 12:09:52,015 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 4:08:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.6853, loss: 2.6853 +2025-05-31 12:10:36,399 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 4:08:13, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5467, loss: 2.5467 +2025-05-31 12:11:20,782 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 4:07:30, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.6645, loss: 2.6645 +2025-05-31 12:12:05,132 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 4:06:46, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6965, loss: 2.6965 +2025-05-31 12:12:49,401 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 4:06:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.7062, loss: 2.7062 +2025-05-31 12:13:33,795 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 4:05:19, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6611, loss: 2.6611 +2025-05-31 12:14:18,296 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 4:04:35, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6953, loss: 2.6953 +2025-05-31 12:15:02,702 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 4:03:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.6641, loss: 2.6641 +2025-05-31 12:15:47,058 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 4:03:08, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.5979, loss: 2.5979 +2025-05-31 12:16:31,425 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 4:02:25, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.6515, loss: 2.6515 +2025-05-31 12:17:15,769 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 4:01:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5828, loss: 2.5828 +2025-05-31 12:18:00,074 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 4:00:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.6924, loss: 2.6924 +2025-05-31 12:18:44,380 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 4:00:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.6101, loss: 2.6101 +2025-05-31 12:19:28,673 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:59:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.7044, loss: 2.7044 +2025-05-31 12:20:12,944 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:58:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.6799, loss: 2.6799 +2025-05-31 12:20:57,336 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:58:03, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.6864, loss: 2.6864 +2025-05-31 12:21:41,669 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:57:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6057, loss: 2.6057 +2025-05-31 12:22:05,735 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-31 12:23:34,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:23:34,879 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9870 +2025-05-31 12:23:34,882 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8744, top5_acc: 0.9870 +2025-05-31 12:24:39,310 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:56:06, time: 0.644, data_time: 0.201, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.5052, loss: 2.5052 +2025-05-31 12:25:23,632 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:55:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5762, loss: 2.5762 +2025-05-31 12:26:07,893 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:54:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.5863, loss: 2.5863 +2025-05-31 12:26:52,054 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:53:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5039, loss: 2.5039 +2025-05-31 12:27:36,338 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:53:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.6304, loss: 2.6304 +2025-05-31 12:28:20,569 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:52:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4725, loss: 2.4725 +2025-05-31 12:29:04,732 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:51:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6144, loss: 2.6144 +2025-05-31 12:29:48,897 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:51:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.5554, loss: 2.5554 +2025-05-31 12:30:33,081 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:50:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6432, loss: 2.6432 +2025-05-31 12:31:17,152 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:49:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.6995, loss: 2.6995 +2025-05-31 12:32:01,398 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:48:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.7002, loss: 2.7002 +2025-05-31 12:32:45,627 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:48:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.6571, loss: 2.6571 +2025-05-31 12:33:29,768 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:47:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.6888, loss: 2.6888 +2025-05-31 12:34:13,864 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:46:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.7486, loss: 2.7486 +2025-05-31 12:34:58,033 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:45:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.7043, loss: 2.7043 +2025-05-31 12:35:42,179 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:45:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.6969, loss: 2.6969 +2025-05-31 12:36:26,313 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:44:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5231, loss: 2.5231 +2025-05-31 12:37:10,416 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:43:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5356, loss: 2.5356 +2025-05-31 12:37:54,446 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:42:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.5952, loss: 2.5952 +2025-05-31 12:38:38,448 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:42:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.5729, loss: 2.5729 +2025-05-31 12:39:22,468 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:41:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 2.5978, loss: 2.5978 +2025-05-31 12:40:06,674 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:40:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.7716, loss: 2.7716 +2025-05-31 12:40:51,109 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:40:00, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.6977, loss: 2.6977 +2025-05-31 12:41:15,211 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-31 12:42:44,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:42:44,533 - pyskl - INFO - +top1_acc 0.8697 +top5_acc 0.9866 +2025-05-31 12:42:44,537 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8697, top5_acc: 0.9866 +2025-05-31 12:43:49,103 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 3:38:48, time: 0.646, data_time: 0.205, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5434, loss: 2.5434 +2025-05-31 12:44:33,134 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 3:38:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4633, loss: 2.4633 +2025-05-31 12:45:17,237 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 3:37:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5745, loss: 2.5745 +2025-05-31 12:46:01,355 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 3:36:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.6525, loss: 2.6525 +2025-05-31 12:46:45,395 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 3:35:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.6988, loss: 2.6988 +2025-05-31 12:47:29,285 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 3:35:07, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6119, loss: 2.6119 +2025-05-31 12:48:13,284 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 3:34:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6032, loss: 2.6032 +2025-05-31 12:48:57,264 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 3:33:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6217, loss: 2.6217 +2025-05-31 12:49:41,411 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 3:32:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7646, loss: 2.7646 +2025-05-31 12:50:25,491 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 3:32:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.6491, loss: 2.6491 +2025-05-31 12:51:09,634 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 3:31:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5130, loss: 2.5130 +2025-05-31 12:51:53,833 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 3:30:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.6299, loss: 2.6299 +2025-05-31 12:52:37,966 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 3:29:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.6282, loss: 2.6282 +2025-05-31 12:53:22,067 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 3:29:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7099, loss: 2.7099 +2025-05-31 12:54:06,203 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 3:28:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.6812, loss: 2.6812 +2025-05-31 12:54:50,330 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 3:27:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.6844, loss: 2.6844 +2025-05-31 12:55:34,495 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 3:27:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7138, loss: 2.7138 +2025-05-31 12:56:18,652 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 3:26:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 2.6208, loss: 2.6208 +2025-05-31 12:57:02,844 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 3:25:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.6227, loss: 2.6227 +2025-05-31 12:57:47,125 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 3:24:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.6815, loss: 2.6815 +2025-05-31 12:58:31,448 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 3:24:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9888, loss_cls: 2.7937, loss: 2.7937 +2025-05-31 12:59:15,758 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 3:23:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.6642, loss: 2.6642 +2025-05-31 13:00:00,048 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 3:22:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6483, loss: 2.6483 +2025-05-31 13:00:24,129 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-31 13:09:38,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:09:38,132 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9867 +2025-05-31 13:09:38,135 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8653, top5_acc: 0.9867 +2025-05-31 13:10:42,145 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 3:21:26, time: 0.640, data_time: 0.198, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6095, loss: 2.6095 +2025-05-31 13:11:26,316 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 3:20:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.5777, loss: 2.5777 +2025-05-31 13:12:10,486 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 3:19:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.6453, loss: 2.6453 +2025-05-31 13:12:54,673 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 3:19:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.5651, loss: 2.5651 +2025-05-31 13:13:38,804 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 3:18:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5430, loss: 2.5430 +2025-05-31 13:14:22,908 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 3:17:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.5208, loss: 2.5208 +2025-05-31 13:15:06,960 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 3:17:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.6528, loss: 2.6528 +2025-05-31 13:15:51,028 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 3:16:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5846, loss: 2.5846 +2025-05-31 13:16:35,117 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 3:15:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.5431, loss: 2.5431 +2025-05-31 13:17:19,262 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 3:14:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.6265, loss: 2.6265 +2025-05-31 13:18:03,424 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 3:14:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4888, loss: 2.4888 +2025-05-31 13:18:47,601 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 3:13:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5755, loss: 2.5755 +2025-05-31 13:19:31,805 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 3:12:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.5763, loss: 2.5763 +2025-05-31 13:20:15,883 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 3:11:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 2.5802, loss: 2.5802 +2025-05-31 13:20:59,926 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 3:11:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.6354, loss: 2.6354 +2025-05-31 13:21:43,985 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 3:10:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.5529, loss: 2.5529 +2025-05-31 13:22:28,094 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 3:09:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.6482, loss: 2.6482 +2025-05-31 13:23:12,230 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 3:08:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.6409, loss: 2.6409 +2025-05-31 13:23:56,340 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 3:08:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6395, loss: 2.6395 +2025-05-31 13:24:40,477 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 3:07:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.6716, loss: 2.6716 +2025-05-31 13:25:24,606 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 3:06:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6771, loss: 2.6771 +2025-05-31 13:26:08,753 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 3:06:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.5451, loss: 2.5451 +2025-05-31 13:26:53,005 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 3:05:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6075, loss: 2.6075 +2025-05-31 13:27:17,113 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-31 13:28:46,163 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:28:46,238 - pyskl - INFO - +top1_acc 0.8750 +top5_acc 0.9866 +2025-05-31 13:28:46,242 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8750, top5_acc: 0.9866 +2025-05-31 13:29:50,729 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 3:04:06, time: 0.645, data_time: 0.201, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6478, loss: 2.6478 +2025-05-31 13:30:35,092 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 3:03:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.4443, loss: 2.4443 +2025-05-31 13:31:19,329 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 3:02:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5220, loss: 2.5220 +2025-05-31 13:32:03,578 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 3:01:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.5378, loss: 2.5378 +2025-05-31 13:32:47,797 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 3:01:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.5079, loss: 2.5079 +2025-05-31 13:33:32,012 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 3:00:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6268, loss: 2.6268 +2025-05-31 13:34:16,263 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:59:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.5632, loss: 2.5632 +2025-05-31 13:35:00,572 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:59:00, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9900, loss_cls: 2.5982, loss: 2.5982 +2025-05-31 13:35:44,802 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:58:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.5617, loss: 2.5617 +2025-05-31 13:36:29,032 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:57:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6136, loss: 2.6136 +2025-05-31 13:37:13,380 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:56:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.7164, loss: 2.7164 +2025-05-31 13:37:57,614 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:56:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.6224, loss: 2.6224 +2025-05-31 13:38:41,863 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:55:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6022, loss: 2.6022 +2025-05-31 13:39:26,069 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:54:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 2.6174, loss: 2.6174 +2025-05-31 13:40:10,316 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:53:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.6670, loss: 2.6670 +2025-05-31 13:40:54,524 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:53:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6408, loss: 2.6408 +2025-05-31 13:41:38,725 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:52:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9762, loss_cls: 2.6189, loss: 2.6189 +2025-05-31 13:42:22,908 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:51:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.6651, loss: 2.6651 +2025-05-31 13:43:07,096 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:50:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.7161, loss: 2.7161 +2025-05-31 13:43:51,308 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:50:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.6172, loss: 2.6172 +2025-05-31 13:44:35,543 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:49:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.6521, loss: 2.6521 +2025-05-31 13:45:19,701 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:48:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.6628, loss: 2.6628 +2025-05-31 13:46:03,950 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:48:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.5887, loss: 2.5887 +2025-05-31 13:46:27,974 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-31 13:47:57,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:47:57,146 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9874 +2025-05-31 13:47:57,149 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8735, top5_acc: 0.9874 +2025-05-31 13:49:01,953 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:46:50, time: 0.648, data_time: 0.203, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9919, loss_cls: 2.5263, loss: 2.5263 +2025-05-31 13:49:46,169 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:46:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.4693, loss: 2.4693 +2025-05-31 13:50:30,423 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:45:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6507, loss: 2.6507 +2025-05-31 13:51:14,577 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:44:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.4980, loss: 2.4980 +2025-05-31 13:51:58,604 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:43:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.6358, loss: 2.6358 +2025-05-31 13:52:42,641 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:43:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6338, loss: 2.6338 +2025-05-31 13:53:26,800 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:42:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.6164, loss: 2.6164 +2025-05-31 13:54:10,848 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:41:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.6650, loss: 2.6650 +2025-05-31 13:54:54,897 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:40:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5162, loss: 2.5162 +2025-05-31 13:55:39,022 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:40:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.6638, loss: 2.6638 +2025-05-31 13:56:23,145 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:39:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.6498, loss: 2.6498 +2025-05-31 13:57:07,206 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:38:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6365, loss: 2.6365 +2025-05-31 13:57:51,269 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:38:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9800, loss_cls: 2.5878, loss: 2.5878 +2025-05-31 13:58:35,516 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 2:37:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5195, loss: 2.5195 +2025-05-31 13:59:19,653 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 2:36:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.6194, loss: 2.6194 +2025-05-31 14:00:03,805 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 2:35:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.6724, loss: 2.6724 +2025-05-31 14:00:47,847 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 2:35:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.5782, loss: 2.5782 +2025-05-31 14:01:31,978 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 2:34:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.6010, loss: 2.6010 +2025-05-31 14:02:16,245 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 2:33:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.5178, loss: 2.5178 +2025-05-31 14:03:00,393 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 2:32:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.5679, loss: 2.5679 +2025-05-31 14:03:44,475 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 2:32:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.6541, loss: 2.6541 +2025-05-31 14:04:28,485 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 2:31:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6613, loss: 2.6613 +2025-05-31 14:05:12,521 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 2:30:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.5761, loss: 2.5761 +2025-05-31 14:05:36,465 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-31 14:07:05,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:07:05,509 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9888 +2025-05-31 14:07:05,512 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8779, top5_acc: 0.9888 +2025-05-31 14:08:09,173 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 2:29:29, time: 0.637, data_time: 0.197, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.5530, loss: 2.5530 +2025-05-31 14:08:53,137 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 2:28:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.4769, loss: 2.4769 +2025-05-31 14:09:37,202 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 2:28:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.4339, loss: 2.4339 +2025-05-31 14:10:21,183 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 2:27:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.6280, loss: 2.6280 +2025-05-31 14:11:05,229 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 2:26:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6664, loss: 2.6664 +2025-05-31 14:11:49,246 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 2:25:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4913, loss: 2.4913 +2025-05-31 14:12:33,280 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 2:25:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9781, loss_cls: 2.5376, loss: 2.5376 +2025-05-31 14:13:17,353 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 2:24:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.5601, loss: 2.5601 +2025-05-31 14:14:01,285 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 2:23:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5143, loss: 2.5143 +2025-05-31 14:14:45,260 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 2:22:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.5229, loss: 2.5229 +2025-05-31 14:15:29,349 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 2:22:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6258, loss: 2.6258 +2025-05-31 14:16:13,443 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 2:21:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.6685, loss: 2.6685 +2025-05-31 14:16:57,506 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 2:20:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.5088, loss: 2.5088 +2025-05-31 14:17:41,550 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 2:19:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.6354, loss: 2.6354 +2025-05-31 14:18:25,443 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 2:19:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.5854, loss: 2.5854 +2025-05-31 14:19:09,396 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 2:18:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.6123, loss: 2.6123 +2025-05-31 14:19:53,227 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 2:17:42, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5783, loss: 2.5783 +2025-05-31 14:20:37,410 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 2:16:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.5562, loss: 2.5562 +2025-05-31 14:21:21,450 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 2:16:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.6024, loss: 2.6024 +2025-05-31 14:22:05,476 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 2:15:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6652, loss: 2.6652 +2025-05-31 14:22:49,374 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 2:14:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 2.5809, loss: 2.5809 +2025-05-31 14:23:33,317 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 2:14:01, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.5360, loss: 2.5360 +2025-05-31 14:24:17,341 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 2:13:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.6162, loss: 2.6162 +2025-05-31 14:24:41,322 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-31 14:26:10,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:26:10,368 - pyskl - INFO - +top1_acc 0.8850 +top5_acc 0.9892 +2025-05-31 14:26:10,371 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8850, top5_acc: 0.9892 +2025-05-31 14:27:14,653 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 2:12:04, time: 0.643, data_time: 0.198, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.5325, loss: 2.5325 +2025-05-31 14:27:58,638 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 2:11:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9900, loss_cls: 2.5615, loss: 2.5615 +2025-05-31 14:28:42,793 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 2:10:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.4251, loss: 2.4251 +2025-05-31 14:29:26,987 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 2:09:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.5059, loss: 2.5059 +2025-05-31 14:30:11,086 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 2:09:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.5322, loss: 2.5322 +2025-05-31 14:30:55,247 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 2:08:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.5595, loss: 2.5595 +2025-05-31 14:31:39,337 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 2:07:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.4694, loss: 2.4694 +2025-05-31 14:32:23,517 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 2:06:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.5561, loss: 2.5561 +2025-05-31 14:33:07,758 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 2:06:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.4424, loss: 2.4424 +2025-05-31 14:33:52,087 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 2:05:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5728, loss: 2.5728 +2025-05-31 14:34:36,262 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 2:04:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5748, loss: 2.5748 +2025-05-31 14:35:20,449 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 2:04:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6049, loss: 2.6049 +2025-05-31 14:36:04,649 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 2:03:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.5432, loss: 2.5432 +2025-05-31 14:36:48,731 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 2:02:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.5567, loss: 2.5567 +2025-05-31 14:37:32,853 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 2:01:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5022, loss: 2.5022 +2025-05-31 14:38:16,977 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 2:01:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.6396, loss: 2.6396 +2025-05-31 14:39:01,183 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 2:00:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5373, loss: 2.5373 +2025-05-31 14:39:45,398 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:59:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.5603, loss: 2.5603 +2025-05-31 14:40:29,609 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:58:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.5538, loss: 2.5538 +2025-05-31 14:41:13,828 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:58:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.5788, loss: 2.5788 +2025-05-31 14:41:58,026 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:57:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4762, loss: 2.4762 +2025-05-31 14:42:42,253 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:56:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9781, loss_cls: 2.5520, loss: 2.5520 +2025-05-31 14:43:26,503 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:55:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5860, loss: 2.5860 +2025-05-31 14:43:50,538 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-31 14:52:34,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:52:34,340 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9894 +2025-05-31 14:52:34,344 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8920, top5_acc: 0.9894 +2025-05-31 14:53:38,969 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:54:47, time: 0.646, data_time: 0.203, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5080, loss: 2.5080 +2025-05-31 14:54:23,413 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:54:03, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.3679, loss: 2.3679 +2025-05-31 14:55:07,941 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:53:20, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4441, loss: 2.4441 +2025-05-31 14:55:52,243 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:52:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.5954, loss: 2.5954 +2025-05-31 14:56:36,529 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:51:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5945, loss: 2.5945 +2025-05-31 14:57:20,793 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:51:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.6664, loss: 2.6664 +2025-05-31 14:58:05,096 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:50:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.5240, loss: 2.5240 +2025-05-31 14:58:49,392 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:49:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.5707, loss: 2.5707 +2025-05-31 14:59:33,732 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:48:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.5274, loss: 2.5274 +2025-05-31 15:00:18,000 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:48:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6025, loss: 2.6025 +2025-05-31 15:01:02,289 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:47:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.5983, loss: 2.5983 +2025-05-31 15:01:46,578 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:46:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4727, loss: 2.4727 +2025-05-31 15:02:30,830 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:46:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.4297, loss: 2.4297 +2025-05-31 15:03:15,074 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:45:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4872, loss: 2.4872 +2025-05-31 15:03:59,340 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:44:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.5426, loss: 2.5426 +2025-05-31 15:04:43,729 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:43:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.5798, loss: 2.5798 +2025-05-31 15:05:28,188 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:43:07, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.4908, loss: 2.4908 +2025-05-31 15:06:12,701 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:42:24, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.4887, loss: 2.4887 +2025-05-31 15:06:57,089 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:41:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6328, loss: 2.6328 +2025-05-31 15:07:41,437 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:40:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.5225, loss: 2.5225 +2025-05-31 15:08:25,645 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:40:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.5615, loss: 2.5615 +2025-05-31 15:09:10,004 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:39:29, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.5628, loss: 2.5628 +2025-05-31 15:09:54,340 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:38:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.6395, loss: 2.6395 +2025-05-31 15:10:18,400 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-31 15:11:47,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:11:47,378 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9875 +2025-05-31 15:11:47,381 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8741, top5_acc: 0.9875 +2025-05-31 15:12:51,090 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:37:33, time: 0.637, data_time: 0.196, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4561, loss: 2.4561 +2025-05-31 15:13:35,133 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:36:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.4599, loss: 2.4599 +2025-05-31 15:14:19,121 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:36:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4865, loss: 2.4865 +2025-05-31 15:15:03,159 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 1:35:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.5741, loss: 2.5741 +2025-05-31 15:15:47,185 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 1:34:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.3908, loss: 2.3908 +2025-05-31 15:16:31,225 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 1:33:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.5716, loss: 2.5716 +2025-05-31 15:17:15,300 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 1:33:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.4164, loss: 2.4164 +2025-05-31 15:17:59,377 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 1:32:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.4144, loss: 2.4144 +2025-05-31 15:18:43,452 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 1:31:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4043, loss: 2.4043 +2025-05-31 15:19:27,362 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 1:30:55, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3865, loss: 2.3865 +2025-05-31 15:20:11,341 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 1:30:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5020, loss: 2.5020 +2025-05-31 15:20:55,363 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 1:29:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5011, loss: 2.5011 +2025-05-31 15:21:39,320 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 1:28:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.5900, loss: 2.5900 +2025-05-31 15:22:23,365 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 1:27:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.6102, loss: 2.6102 +2025-05-31 15:23:07,491 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 1:27:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.5526, loss: 2.5526 +2025-05-31 15:23:51,611 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 1:26:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.5745, loss: 2.5745 +2025-05-31 15:24:35,592 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 1:25:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.4943, loss: 2.4943 +2025-05-31 15:25:19,860 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 1:25:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5133, loss: 2.5133 +2025-05-31 15:26:03,853 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 1:24:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.6266, loss: 2.6266 +2025-05-31 15:26:47,818 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 1:23:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.5950, loss: 2.5950 +2025-05-31 15:27:31,821 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 1:22:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.5942, loss: 2.5942 +2025-05-31 15:28:15,817 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 1:22:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5135, loss: 2.5135 +2025-05-31 15:29:00,022 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 1:21:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.5186, loss: 2.5186 +2025-05-31 15:29:24,059 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-31 15:30:53,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:30:53,132 - pyskl - INFO - +top1_acc 0.9025 +top5_acc 0.9915 +2025-05-31 15:30:53,135 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.9025, top5_acc: 0.9915 +2025-05-31 15:31:57,178 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 1:20:10, time: 0.640, data_time: 0.200, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.3973, loss: 2.3973 +2025-05-31 15:32:41,171 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 1:19:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.3952, loss: 2.3952 +2025-05-31 15:33:25,262 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 1:18:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.4518, loss: 2.4518 +2025-05-31 15:34:09,361 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 1:17:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.4663, loss: 2.4663 +2025-05-31 15:34:53,406 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 1:17:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 2.4441, loss: 2.4441 +2025-05-31 15:35:37,508 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 1:16:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3906, loss: 2.3906 +2025-05-31 15:36:21,605 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 1:15:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6073, loss: 2.6073 +2025-05-31 15:37:05,693 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 1:15:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5127, loss: 2.5127 +2025-05-31 15:37:49,729 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 1:14:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5402, loss: 2.5402 +2025-05-31 15:38:33,759 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 1:13:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.4604, loss: 2.4604 +2025-05-31 15:39:17,943 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 1:12:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.4407, loss: 2.4407 +2025-05-31 15:40:02,022 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 1:12:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.5451, loss: 2.5451 +2025-05-31 15:40:46,120 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 1:11:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.5181, loss: 2.5181 +2025-05-31 15:41:30,212 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 1:10:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.5069, loss: 2.5069 +2025-05-31 15:42:14,590 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 1:09:53, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.4294, loss: 2.4294 +2025-05-31 15:42:58,918 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 1:09:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.4943, loss: 2.4943 +2025-05-31 15:43:43,009 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 1:08:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.5074, loss: 2.5074 +2025-05-31 15:44:27,057 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 1:07:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4293, loss: 2.4293 +2025-05-31 15:45:11,113 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 1:06:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.5368, loss: 2.5368 +2025-05-31 15:45:55,097 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 1:06:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5253, loss: 2.5253 +2025-05-31 15:46:39,104 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 1:05:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5028, loss: 2.5028 +2025-05-31 15:47:23,174 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 1:04:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.5021, loss: 2.5021 +2025-05-31 15:48:07,181 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 1:04:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.5818, loss: 2.5818 +2025-05-31 15:48:31,061 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-31 15:49:59,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:50:00,026 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9887 +2025-05-31 15:50:00,029 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8882, top5_acc: 0.9887 +2025-05-31 15:51:03,816 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 1:02:48, time: 0.638, data_time: 0.196, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.4250, loss: 2.4250 +2025-05-31 15:51:47,949 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 1:02:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 2.4854, loss: 2.4854 +2025-05-31 15:52:32,189 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 1:01:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.4860, loss: 2.4860 +2025-05-31 15:53:16,394 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 1:00:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.3954, loss: 2.3954 +2025-05-31 15:54:00,497 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:59:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.4637, loss: 2.4637 +2025-05-31 15:54:44,700 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:59:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.5017, loss: 2.5017 +2025-05-31 15:55:28,924 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:58:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.3771, loss: 2.3771 +2025-05-31 15:56:13,230 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:57:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.4190, loss: 2.4190 +2025-05-31 15:56:57,310 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:56:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.4523, loss: 2.4523 +2025-05-31 15:57:41,390 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:56:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5368, loss: 2.5368 +2025-05-31 15:58:25,488 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:55:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4278, loss: 2.4278 +2025-05-31 15:59:09,579 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:54:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.4525, loss: 2.4525 +2025-05-31 15:59:53,593 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:54:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5225, loss: 2.5225 +2025-05-31 16:00:37,777 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:53:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4024, loss: 2.4024 +2025-05-31 16:01:22,002 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:52:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4176, loss: 2.4176 +2025-05-31 16:02:06,132 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:51:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9912, loss_cls: 2.4874, loss: 2.4874 +2025-05-31 16:02:50,278 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:51:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.3675, loss: 2.3675 +2025-05-31 16:03:34,388 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:50:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.5345, loss: 2.5345 +2025-05-31 16:04:18,514 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:49:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.4024, loss: 2.4024 +2025-05-31 16:05:02,687 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:48:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4937, loss: 2.4937 +2025-05-31 16:05:46,805 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:48:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.4353, loss: 2.4353 +2025-05-31 16:06:31,121 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:47:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.5320, loss: 2.5320 +2025-05-31 16:07:15,437 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:46:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.4753, loss: 2.4753 +2025-05-31 16:07:39,436 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-31 16:09:08,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:09:08,502 - pyskl - INFO - +top1_acc 0.8990 +top5_acc 0.9884 +2025-05-31 16:09:08,505 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8990, top5_acc: 0.9884 +2025-05-31 16:10:12,340 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:45:29, time: 0.638, data_time: 0.199, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3589, loss: 2.3589 +2025-05-31 16:10:56,256 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:44:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.4247, loss: 2.4247 +2025-05-31 16:11:40,240 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:44:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4733, loss: 2.4733 +2025-05-31 16:12:24,181 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:43:17, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4146, loss: 2.4146 +2025-05-31 16:13:08,186 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:42:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.4639, loss: 2.4639 +2025-05-31 16:13:52,297 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:41:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.4678, loss: 2.4678 +2025-05-31 16:14:36,421 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:41:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.4662, loss: 2.4662 +2025-05-31 16:15:20,499 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:40:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.4256, loss: 2.4256 +2025-05-31 16:16:04,762 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:39:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.4806, loss: 2.4806 +2025-05-31 16:16:48,752 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:38:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3878, loss: 2.3878 +2025-05-31 16:17:32,812 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:38:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5079, loss: 2.5079 +2025-05-31 16:18:16,851 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:37:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.4834, loss: 2.4834 +2025-05-31 16:19:00,905 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:36:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4899, loss: 2.4899 +2025-05-31 16:19:44,840 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:35:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.5138, loss: 2.5138 +2025-05-31 16:20:28,826 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:35:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.3968, loss: 2.3968 +2025-05-31 16:21:12,915 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:34:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.4059, loss: 2.4059 +2025-05-31 16:21:56,772 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 1 day, 0:33:43, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5067, loss: 2.5067 +2025-05-31 16:22:40,802 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 1 day, 0:32:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4753, loss: 2.4753 +2025-05-31 16:23:24,773 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 1 day, 0:32:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.4222, loss: 2.4222 +2025-05-31 16:24:08,935 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 1 day, 0:31:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.4769, loss: 2.4769 +2025-05-31 16:24:52,996 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 1 day, 0:30:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5183, loss: 2.5183 +2025-05-31 16:25:37,229 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 1 day, 0:30:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.4141, loss: 2.4141 +2025-05-31 16:26:21,374 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 1 day, 0:29:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.4872, loss: 2.4872 +2025-05-31 16:26:45,237 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-31 16:35:49,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:35:50,057 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9904 +2025-05-31 16:35:50,109 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_46.pth was removed +2025-05-31 16:35:51,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-05-31 16:35:51,116 - pyskl - INFO - Best top1_acc is 0.9037 at 65 epoch. +2025-05-31 16:35:51,118 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.9037, top5_acc: 0.9904 +2025-05-31 16:36:55,435 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 1 day, 0:28:08, time: 0.643, data_time: 0.203, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.3520, loss: 2.3520 +2025-05-31 16:37:39,439 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 1 day, 0:27:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.4095, loss: 2.4095 +2025-05-31 16:38:23,587 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 1 day, 0:26:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.4287, loss: 2.4287 +2025-05-31 16:39:07,692 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 1 day, 0:25:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4534, loss: 2.4534 +2025-05-31 16:39:51,828 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 1 day, 0:25:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.3715, loss: 2.3715 +2025-05-31 16:40:35,965 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 1 day, 0:24:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.3958, loss: 2.3958 +2025-05-31 16:41:20,156 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 1 day, 0:23:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4938, loss: 2.4938 +2025-05-31 16:42:04,226 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 1 day, 0:23:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.5751, loss: 2.5751 +2025-05-31 16:42:48,349 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 1 day, 0:22:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.4776, loss: 2.4776 +2025-05-31 16:43:32,562 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 1 day, 0:21:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.5143, loss: 2.5143 +2025-05-31 16:44:16,752 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 1 day, 0:20:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.4855, loss: 2.4855 +2025-05-31 16:45:00,873 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 1 day, 0:20:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.4830, loss: 2.4830 +2025-05-31 16:45:44,906 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 1 day, 0:19:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.4165, loss: 2.4165 +2025-05-31 16:46:28,982 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 1 day, 0:18:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.4243, loss: 2.4243 +2025-05-31 16:47:13,023 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 1 day, 0:17:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.4401, loss: 2.4401 +2025-05-31 16:47:57,069 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 1 day, 0:17:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.5476, loss: 2.5476 +2025-05-31 16:48:41,076 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 1 day, 0:16:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.4630, loss: 2.4630 +2025-05-31 16:49:25,067 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 1 day, 0:15:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4990, loss: 2.4990 +2025-05-31 16:50:09,169 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 1 day, 0:14:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.4977, loss: 2.4977 +2025-05-31 16:50:53,211 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 1 day, 0:14:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.4095, loss: 2.4095 +2025-05-31 16:51:37,253 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 1 day, 0:13:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4796, loss: 2.4796 +2025-05-31 16:52:21,384 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 1 day, 0:12:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.4826, loss: 2.4826 +2025-05-31 16:53:05,506 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 1 day, 0:11:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.4583, loss: 2.4583 +2025-05-31 16:53:29,482 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-31 16:54:58,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:54:59,027 - pyskl - INFO - +top1_acc 0.8562 +top5_acc 0.9874 +2025-05-31 16:54:59,031 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8562, top5_acc: 0.9874 +2025-05-31 16:56:03,190 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 1 day, 0:10:48, time: 0.642, data_time: 0.199, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3288, loss: 2.3288 +2025-05-31 16:56:47,249 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 1 day, 0:10:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1818, loss: 2.1818 +2025-05-31 16:57:31,363 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 1 day, 0:09:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.3733, loss: 2.3733 +2025-05-31 16:58:15,438 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 1 day, 0:08:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.3663, loss: 2.3663 +2025-05-31 16:58:59,585 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 1 day, 0:07:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.4383, loss: 2.4383 +2025-05-31 16:59:43,541 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 1 day, 0:07:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.5216, loss: 2.5216 +2025-05-31 17:00:27,632 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 1 day, 0:06:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.4386, loss: 2.4386 +2025-05-31 17:01:11,764 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 1 day, 0:05:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3939, loss: 2.3939 +2025-05-31 17:01:55,610 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 1 day, 0:04:55, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.3347, loss: 2.3347 +2025-05-31 17:02:39,786 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 1 day, 0:04:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.5612, loss: 2.5612 +2025-05-31 17:03:23,937 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 1 day, 0:03:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.2954, loss: 2.2954 +2025-05-31 17:04:08,140 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 1 day, 0:02:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.4236, loss: 2.4236 +2025-05-31 17:04:52,174 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 1 day, 0:01:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.3802, loss: 2.3802 +2025-05-31 17:05:36,192 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 1 day, 0:01:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.4602, loss: 2.4602 +2025-05-31 17:06:20,249 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 1 day, 0:00:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.4983, loss: 2.4983 +2025-05-31 17:07:04,319 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:59:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.5427, loss: 2.5427 +2025-05-31 17:07:48,402 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:59:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 2.4374, loss: 2.4374 +2025-05-31 17:08:32,415 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:58:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.4804, loss: 2.4804 +2025-05-31 17:09:16,606 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:57:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.5642, loss: 2.5642 +2025-05-31 17:10:00,754 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:56:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.5421, loss: 2.5421 +2025-05-31 17:10:44,889 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:56:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.4360, loss: 2.4360 +2025-05-31 17:11:28,980 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:55:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.4631, loss: 2.4631 +2025-05-31 17:12:13,070 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:54:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9925, loss_cls: 2.3829, loss: 2.3829 +2025-05-31 17:12:36,966 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-31 17:14:07,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:14:07,192 - pyskl - INFO - +top1_acc 0.8908 +top5_acc 0.9904 +2025-05-31 17:14:07,195 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8908, top5_acc: 0.9904 +2025-05-31 17:15:11,240 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:53:27, time: 0.640, data_time: 0.200, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.3909, loss: 2.3909 +2025-05-31 17:15:55,285 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:52:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3382, loss: 2.3382 +2025-05-31 17:16:39,456 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:51:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4302, loss: 2.4302 +2025-05-31 17:17:23,596 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:51:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3527, loss: 2.3527 +2025-05-31 17:18:07,813 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:50:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4443, loss: 2.4443 +2025-05-31 17:18:51,936 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:49:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4056, loss: 2.4056 +2025-05-31 17:19:36,004 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:49:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5333, loss: 2.5333 +2025-05-31 17:20:20,018 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:48:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.4549, loss: 2.4549 +2025-05-31 17:21:03,940 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:47:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3471, loss: 2.3471 +2025-05-31 17:21:47,998 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:46:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9819, loss_cls: 2.3817, loss: 2.3817 +2025-05-31 17:22:32,121 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:46:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.3575, loss: 2.3575 +2025-05-31 17:23:16,248 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:45:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.4924, loss: 2.4924 +2025-05-31 17:24:00,347 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:44:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4442, loss: 2.4442 +2025-05-31 17:24:44,307 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:43:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.3480, loss: 2.3480 +2025-05-31 17:25:28,269 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:43:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.4086, loss: 2.4086 +2025-05-31 17:26:12,244 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:42:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.2791, loss: 2.2791 +2025-05-31 17:26:56,251 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:41:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.4014, loss: 2.4014 +2025-05-31 17:27:40,298 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:40:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.4466, loss: 2.4466 +2025-05-31 17:28:24,289 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:40:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.4268, loss: 2.4268 +2025-05-31 17:29:08,312 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:39:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3881, loss: 2.3881 +2025-05-31 17:29:52,343 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:38:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.4360, loss: 2.4360 +2025-05-31 17:30:36,344 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:38:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.4765, loss: 2.4765 +2025-05-31 17:31:20,352 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:37:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.3820, loss: 2.3820 +2025-05-31 17:31:44,164 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-31 17:33:12,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:33:12,604 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9911 +2025-05-31 17:33:12,607 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.9020, top5_acc: 0.9911 +2025-05-31 17:34:16,397 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:36:06, time: 0.638, data_time: 0.197, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3752, loss: 2.3752 +2025-05-31 17:35:00,514 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:35:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.4839, loss: 2.4839 +2025-05-31 17:35:44,883 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:34:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.4214, loss: 2.4214 +2025-05-31 17:36:29,073 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:33:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9938, loss_cls: 2.3042, loss: 2.3042 +2025-05-31 17:37:13,144 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:33:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.3446, loss: 2.3446 +2025-05-31 17:37:57,716 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 23:32:27, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.3960, loss: 2.3960 +2025-05-31 17:38:42,301 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 23:31:43, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.4113, loss: 2.4113 +2025-05-31 17:39:26,892 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 23:31:00, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.3307, loss: 2.3307 +2025-05-31 17:40:11,360 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 23:30:16, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.4085, loss: 2.4085 +2025-05-31 17:40:55,946 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 23:29:33, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.3989, loss: 2.3989 +2025-05-31 17:41:40,377 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 23:28:49, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.3192, loss: 2.3192 +2025-05-31 17:42:24,809 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 23:28:06, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.3673, loss: 2.3673 +2025-05-31 17:43:09,429 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 23:27:22, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4868, loss: 2.4868 +2025-05-31 17:43:54,157 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 23:26:39, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.3472, loss: 2.3472 +2025-05-31 17:44:38,851 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 23:25:56, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3733, loss: 2.3733 +2025-05-31 17:45:23,633 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 23:25:12, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.5100, loss: 2.5100 +2025-05-31 17:46:08,263 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 23:24:29, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 2.3988, loss: 2.3988 +2025-05-31 17:46:52,834 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 23:23:45, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.3496, loss: 2.3496 +2025-05-31 17:47:37,502 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 23:23:02, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.5029, loss: 2.5029 +2025-05-31 17:48:22,220 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 23:22:19, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.3148, loss: 2.3148 +2025-05-31 17:49:06,910 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 23:21:36, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9956, loss_cls: 2.4494, loss: 2.4494 +2025-05-31 17:49:51,554 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 23:20:52, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.3747, loss: 2.3747 +2025-05-31 17:50:36,078 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 23:20:09, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.4658, loss: 2.4658 +2025-05-31 17:51:00,314 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-31 17:52:30,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:52:30,614 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9917 +2025-05-31 17:52:30,684 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_65.pth was removed +2025-05-31 17:52:31,666 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2025-05-31 17:52:31,667 - pyskl - INFO - Best top1_acc is 0.9057 at 69 epoch. +2025-05-31 17:52:31,670 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.9057, top5_acc: 0.9917 +2025-05-31 17:53:36,670 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 23:18:58, time: 0.650, data_time: 0.206, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.3018, loss: 2.3018 +2025-05-31 17:54:21,171 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 23:18:15, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3118, loss: 2.3118 +2025-05-31 17:55:05,659 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 23:17:31, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3955, loss: 2.3955 +2025-05-31 17:55:50,128 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 23:16:48, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.3846, loss: 2.3846 +2025-05-31 17:56:34,607 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 23:16:04, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.4572, loss: 2.4572 +2025-05-31 17:57:19,305 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 23:15:21, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.3358, loss: 2.3358 +2025-05-31 17:58:03,856 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 23:14:37, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4014, loss: 2.4014 +2025-05-31 17:58:48,039 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 23:13:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3350, loss: 2.3350 +2025-05-31 17:59:32,483 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 23:13:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.4141, loss: 2.4141 +2025-05-31 18:00:16,977 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 23:12:26, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3469, loss: 2.3469 +2025-05-31 18:01:01,485 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 23:11:43, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3747, loss: 2.3747 +2025-05-31 18:01:45,971 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 23:10:59, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3346, loss: 2.3346 +2025-05-31 18:02:30,516 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 23:10:15, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9912, loss_cls: 2.4869, loss: 2.4869 +2025-05-31 18:03:15,131 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 23:09:32, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.2693, loss: 2.2693 +2025-05-31 18:03:59,725 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 23:08:49, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.3899, loss: 2.3899 +2025-05-31 18:04:44,163 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 23:08:05, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.3407, loss: 2.3407 +2025-05-31 18:05:28,607 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 23:07:21, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.3996, loss: 2.3996 +2025-05-31 18:06:12,968 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 23:06:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.2742, loss: 2.2742 +2025-05-31 18:06:57,421 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 23:05:54, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.3781, loss: 2.3781 +2025-05-31 18:07:41,826 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 23:05:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9919, loss_cls: 2.4088, loss: 2.4088 +2025-05-31 18:08:26,174 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 23:04:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.4751, loss: 2.4751 +2025-05-31 18:09:10,506 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 23:03:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.4603, loss: 2.4603 +2025-05-31 18:09:54,976 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 23:02:59, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3517, loss: 2.3517 +2025-05-31 18:10:19,089 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-31 18:18:53,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:18:53,879 - pyskl - INFO - +top1_acc 0.8941 +top5_acc 0.9899 +2025-05-31 18:18:53,883 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8941, top5_acc: 0.9899 +2025-05-31 18:19:59,778 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 23:01:50, time: 0.659, data_time: 0.211, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3637, loss: 2.3637 +2025-05-31 18:20:44,440 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 23:01:07, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2442, loss: 2.2442 +2025-05-31 18:21:29,187 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 23:00:23, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.3795, loss: 2.3795 +2025-05-31 18:22:13,851 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:59:40, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.2825, loss: 2.2825 +2025-05-31 18:22:58,568 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:58:57, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3408, loss: 2.3408 +2025-05-31 18:23:43,140 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:58:13, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.4047, loss: 2.4047 +2025-05-31 18:24:27,691 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:57:29, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.3730, loss: 2.3730 +2025-05-31 18:25:12,164 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:56:46, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3193, loss: 2.3193 +2025-05-31 18:25:56,722 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:56:02, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.4240, loss: 2.4240 +2025-05-31 18:26:41,212 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:55:19, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 2.4230, loss: 2.4230 +2025-05-31 18:27:25,651 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:54:35, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.4232, loss: 2.4232 +2025-05-31 18:28:10,012 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:53:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3078, loss: 2.3078 +2025-05-31 18:28:54,493 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:53:08, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.3212, loss: 2.3212 +2025-05-31 18:29:38,891 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:52:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.3533, loss: 2.3533 +2025-05-31 18:30:23,248 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:51:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.4332, loss: 2.4332 +2025-05-31 18:31:07,600 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:50:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.3972, loss: 2.3972 +2025-05-31 18:31:52,113 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:50:13, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.3755, loss: 2.3755 +2025-05-31 18:32:36,564 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:49:29, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.3321, loss: 2.3321 +2025-05-31 18:33:21,020 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:48:46, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.5691, loss: 2.5691 +2025-05-31 18:34:05,458 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:48:02, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 2.3185, loss: 2.3185 +2025-05-31 18:34:50,068 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:47:18, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3939, loss: 2.3939 +2025-05-31 18:35:34,590 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:46:35, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4055, loss: 2.4055 +2025-05-31 18:36:19,009 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:45:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.3779, loss: 2.3779 +2025-05-31 18:36:43,232 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-31 18:38:13,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:38:13,335 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9913 +2025-05-31 18:38:13,338 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.9057, top5_acc: 0.9913 +2025-05-31 18:39:18,909 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:44:42, time: 0.656, data_time: 0.207, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.2447, loss: 2.2447 +2025-05-31 18:40:03,607 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:43:58, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.2402, loss: 2.2402 +2025-05-31 18:40:48,238 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:43:15, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2821, loss: 2.2821 +2025-05-31 18:41:32,834 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:42:31, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.3968, loss: 2.3968 +2025-05-31 18:42:17,399 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:41:48, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.3821, loss: 2.3821 +2025-05-31 18:43:01,895 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:41:04, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.3839, loss: 2.3839 +2025-05-31 18:43:46,434 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:40:21, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.4219, loss: 2.4219 +2025-05-31 18:44:31,014 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:39:37, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.3634, loss: 2.3634 +2025-05-31 18:45:15,627 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:38:54, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.3125, loss: 2.3125 +2025-05-31 18:46:00,192 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:38:10, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.3211, loss: 2.3211 +2025-05-31 18:46:44,812 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:37:27, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.2994, loss: 2.2994 +2025-05-31 18:47:29,410 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:36:43, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.4364, loss: 2.4364 +2025-05-31 18:48:14,008 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:36:00, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3157, loss: 2.3157 +2025-05-31 18:48:58,642 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:35:16, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.4511, loss: 2.4511 +2025-05-31 18:49:43,267 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:34:33, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.4487, loss: 2.4487 +2025-05-31 18:50:27,930 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:33:49, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 2.4079, loss: 2.4079 +2025-05-31 18:51:12,506 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:33:06, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 2.4106, loss: 2.4106 +2025-05-31 18:51:57,068 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:32:22, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.4445, loss: 2.4445 +2025-05-31 18:52:41,656 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 22:31:39, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.4753, loss: 2.4753 +2025-05-31 18:53:26,271 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 22:30:55, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9956, loss_cls: 2.3133, loss: 2.3133 +2025-05-31 18:54:10,818 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 22:30:12, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3866, loss: 2.3866 +2025-05-31 18:54:55,444 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 22:29:28, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.3423, loss: 2.3423 +2025-05-31 18:55:40,104 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 22:28:45, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.4814, loss: 2.4814 +2025-05-31 18:56:04,302 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-31 18:57:33,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:57:33,996 - pyskl - INFO - +top1_acc 0.9068 +top5_acc 0.9908 +2025-05-31 18:57:34,054 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_69.pth was removed +2025-05-31 18:57:35,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2025-05-31 18:57:35,159 - pyskl - INFO - Best top1_acc is 0.9068 at 72 epoch. +2025-05-31 18:57:35,162 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.9068, top5_acc: 0.9908 +2025-05-31 18:58:41,432 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 22:27:36, time: 0.663, data_time: 0.215, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2655, loss: 2.2655 +2025-05-31 18:59:25,841 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 22:26:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2488, loss: 2.2488 +2025-05-31 19:00:10,161 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 22:26:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.1745, loss: 2.1745 +2025-05-31 19:00:54,347 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 22:25:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.2815, loss: 2.2815 +2025-05-31 19:01:38,533 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 22:24:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2219, loss: 2.2219 +2025-05-31 19:02:22,723 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 22:23:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.3265, loss: 2.3265 +2025-05-31 19:03:06,883 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 22:23:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.2801, loss: 2.2801 +2025-05-31 19:03:51,285 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 22:22:29, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3812, loss: 2.3812 +2025-05-31 19:04:35,528 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 22:21:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2869, loss: 2.2869 +2025-05-31 19:05:19,958 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 22:21:01, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.2565, loss: 2.2565 +2025-05-31 19:06:04,411 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 22:20:17, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3527, loss: 2.3527 +2025-05-31 19:06:48,774 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 22:19:34, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.2898, loss: 2.2898 +2025-05-31 19:07:33,186 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 22:18:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4161, loss: 2.4161 +2025-05-31 19:08:17,347 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 22:18:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.2108, loss: 2.2108 +2025-05-31 19:09:01,524 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 22:17:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.2836, loss: 2.2836 +2025-05-31 19:09:45,669 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 22:16:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.4010, loss: 2.4010 +2025-05-31 19:10:29,856 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 22:15:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.2920, loss: 2.2920 +2025-05-31 19:11:14,117 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 22:15:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3272, loss: 2.3272 +2025-05-31 19:11:58,324 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 22:14:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.4625, loss: 2.4625 +2025-05-31 19:12:42,468 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 22:13:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.3125, loss: 2.3125 +2025-05-31 19:13:26,562 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 22:12:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.3992, loss: 2.3992 +2025-05-31 19:14:10,663 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 22:12:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3432, loss: 2.3432 +2025-05-31 19:14:54,829 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 22:11:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.3941, loss: 2.3941 +2025-05-31 19:15:18,952 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-31 19:16:49,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:16:49,416 - pyskl - INFO - +top1_acc 0.9004 +top5_acc 0.9888 +2025-05-31 19:16:49,421 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.9004, top5_acc: 0.9888 +2025-05-31 19:17:54,849 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 22:10:20, time: 0.654, data_time: 0.208, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2022, loss: 2.2022 +2025-05-31 19:18:39,459 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 22:09:37, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.3134, loss: 2.3134 +2025-05-31 19:19:23,915 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 22:08:53, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.1846, loss: 2.1846 +2025-05-31 19:20:08,551 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 22:08:10, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4056, loss: 2.4056 +2025-05-31 19:20:53,036 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 22:07:26, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2735, loss: 2.2735 +2025-05-31 19:21:37,450 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 22:06:42, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9950, loss_cls: 2.2427, loss: 2.2427 +2025-05-31 19:22:22,077 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 22:05:59, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2003, loss: 2.2003 +2025-05-31 19:23:06,352 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 22:05:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9925, loss_cls: 2.3829, loss: 2.3829 +2025-05-31 19:23:50,612 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 22:04:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2946, loss: 2.2946 +2025-05-31 19:24:34,947 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 22:03:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.3070, loss: 2.3070 +2025-05-31 19:25:19,217 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 22:03:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3159, loss: 2.3159 +2025-05-31 19:26:03,389 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 22:02:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.3437, loss: 2.3437 +2025-05-31 19:26:47,734 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 22:01:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.3475, loss: 2.3475 +2025-05-31 19:27:32,108 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 22:00:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.3574, loss: 2.3574 +2025-05-31 19:28:16,481 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 22:00:08, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.2862, loss: 2.2862 +2025-05-31 19:29:00,986 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:59:24, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3749, loss: 2.3749 +2025-05-31 19:29:45,310 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:58:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.2981, loss: 2.2981 +2025-05-31 19:30:29,619 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:57:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3206, loss: 2.3206 +2025-05-31 19:31:14,453 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:57:13, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.3179, loss: 2.3179 +2025-05-31 19:31:59,393 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:56:30, time: 0.449, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.3313, loss: 2.3313 +2025-05-31 19:32:44,026 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:55:47, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.3582, loss: 2.3582 +2025-05-31 19:33:28,621 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:55:03, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9825, loss_cls: 2.2941, loss: 2.2941 +2025-05-31 19:34:13,218 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:54:20, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.2232, loss: 2.2232 +2025-05-31 19:34:37,461 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-31 19:36:07,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:36:07,634 - pyskl - INFO - +top1_acc 0.9107 +top5_acc 0.9901 +2025-05-31 19:36:07,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_72.pth was removed +2025-05-31 19:36:08,747 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-31 19:36:08,748 - pyskl - INFO - Best top1_acc is 0.9107 at 74 epoch. +2025-05-31 19:36:08,751 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.9107, top5_acc: 0.9901 +2025-05-31 19:37:13,719 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:53:10, time: 0.650, data_time: 0.205, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 2.1928, loss: 2.1928 +2025-05-31 19:37:58,172 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:52:26, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.2769, loss: 2.2769 +2025-05-31 19:38:42,816 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:51:42, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.2969, loss: 2.2969 +2025-05-31 19:39:27,251 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:50:59, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.1920, loss: 2.1920 +2025-05-31 19:40:11,776 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:50:15, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.3249, loss: 2.3249 +2025-05-31 19:40:56,326 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:49:31, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.3253, loss: 2.3253 +2025-05-31 19:41:40,967 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:48:48, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9944, loss_cls: 2.3080, loss: 2.3080 +2025-05-31 19:42:25,602 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:48:04, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.4384, loss: 2.4384 +2025-05-31 19:43:10,145 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:47:21, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.2887, loss: 2.2887 +2025-05-31 19:43:54,594 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:46:37, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9956, loss_cls: 2.2456, loss: 2.2456 +2025-05-31 19:44:38,963 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:45:53, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.3203, loss: 2.3203 +2025-05-31 19:45:23,429 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:45:09, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3169, loss: 2.3169 +2025-05-31 19:46:07,899 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:44:26, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.3702, loss: 2.3702 +2025-05-31 19:46:52,286 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:43:42, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.3674, loss: 2.3674 +2025-05-31 19:47:36,699 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:42:58, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1908, loss: 2.1908 +2025-05-31 19:48:21,214 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:42:15, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.3702, loss: 2.3702 +2025-05-31 19:49:05,670 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:41:31, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2787, loss: 2.2787 +2025-05-31 19:49:50,125 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:40:47, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.2996, loss: 2.2996 +2025-05-31 19:50:34,686 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:40:04, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.4361, loss: 2.4361 +2025-05-31 19:51:19,102 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:39:20, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.3128, loss: 2.3128 +2025-05-31 19:52:03,485 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:38:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3544, loss: 2.3544 +2025-05-31 19:52:47,910 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:37:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.3226, loss: 2.3226 +2025-05-31 19:53:32,357 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:37:08, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.3050, loss: 2.3050 +2025-05-31 19:53:56,548 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-31 20:02:59,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:03:00,025 - pyskl - INFO - +top1_acc 0.9098 +top5_acc 0.9914 +2025-05-31 20:03:00,029 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.9098, top5_acc: 0.9914 +2025-05-31 20:04:05,288 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:35:59, time: 0.653, data_time: 0.205, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1130, loss: 2.1130 +2025-05-31 20:04:49,994 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:35:15, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9962, loss_cls: 2.1323, loss: 2.1323 +2025-05-31 20:05:34,617 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:34:32, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.2966, loss: 2.2966 +2025-05-31 20:06:19,078 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:33:48, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.2917, loss: 2.2917 +2025-05-31 20:07:03,496 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:33:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.2884, loss: 2.2884 +2025-05-31 20:07:48,063 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:32:21, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.3062, loss: 2.3062 +2025-05-31 20:08:32,577 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:31:37, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2415, loss: 2.2415 +2025-05-31 20:09:16,996 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:30:53, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.1357, loss: 2.1357 +2025-05-31 20:10:01,400 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 21:30:09, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9944, loss_cls: 2.3100, loss: 2.3100 +2025-05-31 20:10:45,855 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 21:29:26, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3689, loss: 2.3689 +2025-05-31 20:11:30,395 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 21:28:42, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.2733, loss: 2.2733 +2025-05-31 20:12:14,897 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 21:27:58, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3161, loss: 2.3161 +2025-05-31 20:12:59,248 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 21:27:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3127, loss: 2.3127 +2025-05-31 20:13:43,648 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 21:26:31, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.3698, loss: 2.3698 +2025-05-31 20:14:28,225 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 21:25:47, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.2882, loss: 2.2882 +2025-05-31 20:15:12,807 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 21:25:04, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.3836, loss: 2.3836 +2025-05-31 20:15:57,260 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 21:24:20, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.3342, loss: 2.3342 +2025-05-31 20:16:41,657 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 21:23:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.3666, loss: 2.3666 +2025-05-31 20:17:26,058 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 21:22:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.3235, loss: 2.3235 +2025-05-31 20:18:10,352 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 21:22:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.2542, loss: 2.2542 +2025-05-31 20:18:54,751 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 21:21:25, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.3106, loss: 2.3106 +2025-05-31 20:19:39,306 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 21:20:41, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2487, loss: 2.2487 +2025-05-31 20:20:23,806 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 21:19:57, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.3660, loss: 2.3660 +2025-05-31 20:20:47,950 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-31 20:22:17,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:22:17,496 - pyskl - INFO - +top1_acc 0.9029 +top5_acc 0.9911 +2025-05-31 20:22:17,499 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.9029, top5_acc: 0.9911 +2025-05-31 20:23:22,328 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 21:18:47, time: 0.648, data_time: 0.203, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1322, loss: 2.1322 +2025-05-31 20:24:06,895 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 21:18:04, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.2051, loss: 2.2051 +2025-05-31 20:24:51,569 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 21:17:20, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.1704, loss: 2.1704 +2025-05-31 20:25:36,288 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 21:16:37, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.1305, loss: 2.1305 +2025-05-31 20:26:21,087 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 21:15:53, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2829, loss: 2.2829 +2025-05-31 20:27:05,834 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 21:15:10, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.1877, loss: 2.1877 +2025-05-31 20:27:50,524 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 21:14:26, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2096, loss: 2.2096 +2025-05-31 20:28:35,185 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 21:13:43, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2681, loss: 2.2681 +2025-05-31 20:29:19,862 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 21:12:59, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.3031, loss: 2.3031 +2025-05-31 20:30:04,470 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 21:12:16, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2873, loss: 2.2873 +2025-05-31 20:30:49,094 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 21:11:32, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.3782, loss: 2.3782 +2025-05-31 20:31:33,775 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 21:10:48, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.2396, loss: 2.2396 +2025-05-31 20:32:18,425 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 21:10:05, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2712, loss: 2.2712 +2025-05-31 20:33:03,063 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 21:09:21, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.2412, loss: 2.2412 +2025-05-31 20:33:47,758 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 21:08:38, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1829, loss: 2.1829 +2025-05-31 20:34:32,518 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 21:07:54, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.2846, loss: 2.2846 +2025-05-31 20:35:17,293 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 21:07:11, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.2816, loss: 2.2816 +2025-05-31 20:36:01,994 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 21:06:27, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.3300, loss: 2.3300 +2025-05-31 20:36:46,661 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 21:05:44, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.3948, loss: 2.3948 +2025-05-31 20:37:31,319 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 21:05:00, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.2994, loss: 2.2994 +2025-05-31 20:38:16,155 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 21:04:17, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.3820, loss: 2.3820 +2025-05-31 20:39:00,923 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 21:03:33, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.2228, loss: 2.2228 +2025-05-31 20:39:45,516 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 21:02:50, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.3464, loss: 2.3464 +2025-05-31 20:40:09,724 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-31 20:41:39,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:41:39,392 - pyskl - INFO - +top1_acc 0.9023 +top5_acc 0.9902 +2025-05-31 20:41:39,395 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.9023, top5_acc: 0.9902 +2025-05-31 20:42:44,175 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 21:01:40, time: 0.648, data_time: 0.202, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.1427, loss: 2.1427 +2025-05-31 20:43:28,672 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 21:00:56, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2240, loss: 2.2240 +2025-05-31 20:44:13,139 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 21:00:12, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.1974, loss: 2.1974 +2025-05-31 20:44:57,641 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:59:29, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2091, loss: 2.2091 +2025-05-31 20:45:42,051 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:58:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.1427, loss: 2.1427 +2025-05-31 20:46:26,521 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:58:01, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.2085, loss: 2.2085 +2025-05-31 20:47:10,960 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:57:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.3070, loss: 2.3070 +2025-05-31 20:47:55,411 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:56:33, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2957, loss: 2.2957 +2025-05-31 20:48:39,854 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:55:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.3419, loss: 2.3419 +2025-05-31 20:49:24,336 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:55:06, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.2676, loss: 2.2676 +2025-05-31 20:50:08,739 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:54:22, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.3363, loss: 2.3363 +2025-05-31 20:50:53,123 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:53:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.2942, loss: 2.2942 +2025-05-31 20:51:37,554 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:52:54, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2777, loss: 2.2777 +2025-05-31 20:52:22,054 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:52:11, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.2250, loss: 2.2250 +2025-05-31 20:53:06,566 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:51:27, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.2174, loss: 2.2174 +2025-05-31 20:53:51,190 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:50:43, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.2463, loss: 2.2463 +2025-05-31 20:54:35,618 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:50:00, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.2450, loss: 2.2450 +2025-05-31 20:55:20,168 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:49:16, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.1783, loss: 2.1783 +2025-05-31 20:56:04,639 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:48:32, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3644, loss: 2.3644 +2025-05-31 20:56:49,038 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:47:48, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.1700, loss: 2.1700 +2025-05-31 20:57:33,358 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:47:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.1769, loss: 2.1769 +2025-05-31 20:58:17,717 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:46:21, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.2148, loss: 2.2148 +2025-05-31 20:59:02,012 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:45:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.3359, loss: 2.3359 +2025-05-31 20:59:26,010 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-31 21:00:55,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:00:55,604 - pyskl - INFO - +top1_acc 0.9105 +top5_acc 0.9921 +2025-05-31 21:00:55,608 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.9105, top5_acc: 0.9921 +2025-05-31 21:02:00,372 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:44:27, time: 0.648, data_time: 0.205, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.0862, loss: 2.0862 +2025-05-31 21:02:44,573 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:43:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 2.2099, loss: 2.2099 +2025-05-31 21:03:28,821 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:42:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.0470, loss: 2.0470 +2025-05-31 21:04:13,210 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:42:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.1583, loss: 2.1583 +2025-05-31 21:04:57,725 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:41:31, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.2339, loss: 2.2339 +2025-05-31 21:05:42,236 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:40:47, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 2.2357, loss: 2.2357 +2025-05-31 21:06:26,647 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:40:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.1589, loss: 2.1589 +2025-05-31 21:07:11,065 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:39:20, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.1708, loss: 2.1708 +2025-05-31 21:07:55,478 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:38:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.2193, loss: 2.2193 +2025-05-31 21:08:39,946 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:37:52, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1061, loss: 2.1061 +2025-05-31 21:09:24,505 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:37:09, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2550, loss: 2.2550 +2025-05-31 21:10:09,014 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:36:25, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2286, loss: 2.2286 +2025-05-31 21:10:53,524 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:35:41, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.2847, loss: 2.2847 +2025-05-31 21:11:38,044 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:34:57, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.2754, loss: 2.2754 +2025-05-31 21:12:22,451 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:34:14, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.1735, loss: 2.1735 +2025-05-31 21:13:06,919 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:33:30, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2043, loss: 2.2043 +2025-05-31 21:13:51,349 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:32:46, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.2790, loss: 2.2790 +2025-05-31 21:14:35,873 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:32:02, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2755, loss: 2.2755 +2025-05-31 21:15:20,296 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:31:18, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.3304, loss: 2.3304 +2025-05-31 21:16:04,653 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:30:35, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.2779, loss: 2.2779 +2025-05-31 21:16:49,090 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:29:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.1692, loss: 2.1692 +2025-05-31 21:17:33,571 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 20:29:07, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.1964, loss: 2.1964 +2025-05-31 21:18:18,071 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 20:28:23, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.3506, loss: 2.3506 +2025-05-31 21:18:42,313 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-31 21:20:12,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:20:12,543 - pyskl - INFO - +top1_acc 0.9221 +top5_acc 0.9932 +2025-05-31 21:20:12,595 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_74.pth was removed +2025-05-31 21:20:13,706 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-05-31 21:20:13,707 - pyskl - INFO - Best top1_acc is 0.9221 at 79 epoch. +2025-05-31 21:20:13,710 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.9221, top5_acc: 0.9932 +2025-05-31 21:21:19,042 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 20:27:14, time: 0.653, data_time: 0.208, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1740, loss: 2.1740 +2025-05-31 21:22:03,687 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 20:26:30, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0785, loss: 2.0785 +2025-05-31 21:22:48,356 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 20:25:47, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2189, loss: 2.2189 +2025-05-31 21:23:32,986 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 20:25:03, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.1929, loss: 2.1929 +2025-05-31 21:24:17,618 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 20:24:19, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.1870, loss: 2.1870 +2025-05-31 21:25:02,325 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 20:23:36, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.2919, loss: 2.2919 +2025-05-31 21:25:46,903 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 20:22:52, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2772, loss: 2.2772 +2025-05-31 21:26:31,502 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 20:22:08, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 2.2218, loss: 2.2218 +2025-05-31 21:27:16,107 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 20:21:25, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 2.2084, loss: 2.2084 +2025-05-31 21:28:00,478 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 20:20:41, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.1568, loss: 2.1568 +2025-05-31 21:28:44,878 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 20:19:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3050, loss: 2.3050 +2025-05-31 21:29:29,222 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 20:19:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.2066, loss: 2.2066 +2025-05-31 21:30:13,561 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 20:18:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.3840, loss: 2.3840 +2025-05-31 21:30:57,910 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 20:17:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.1380, loss: 2.1380 +2025-05-31 21:31:42,285 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 20:17:02, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.1434, loss: 2.1434 +2025-05-31 21:32:26,654 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 20:16:18, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.2776, loss: 2.2776 +2025-05-31 21:33:10,979 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 20:15:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 2.1694, loss: 2.1694 +2025-05-31 21:33:55,308 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 20:14:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.1230, loss: 2.1230 +2025-05-31 21:34:39,623 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 20:14:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1229, loss: 2.1229 +2025-05-31 21:35:23,910 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 20:13:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9925, loss_cls: 2.2075, loss: 2.2075 +2025-05-31 21:36:08,300 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 20:12:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.2815, loss: 2.2815 +2025-05-31 21:36:52,763 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 20:11:54, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.2711, loss: 2.2711 +2025-05-31 21:37:37,253 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 20:11:11, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.2960, loss: 2.2960 +2025-05-31 21:38:01,369 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-31 21:46:40,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:46:40,113 - pyskl - INFO - +top1_acc 0.9160 +top5_acc 0.9907 +2025-05-31 21:46:40,116 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9160, top5_acc: 0.9907 +2025-05-31 21:47:45,259 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 20:10:01, time: 0.651, data_time: 0.207, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.0787, loss: 2.0787 +2025-05-31 21:48:30,035 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 20:09:18, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.0961, loss: 2.0961 +2025-05-31 21:49:14,710 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 20:08:34, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3359, loss: 2.3359 +2025-05-31 21:49:59,406 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 20:07:50, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.1918, loss: 2.1918 +2025-05-31 21:50:44,058 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 20:07:07, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.2134, loss: 2.2134 +2025-05-31 21:51:28,718 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 20:06:23, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.1475, loss: 2.1475 +2025-05-31 21:52:13,358 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 20:05:39, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 2.1848, loss: 2.1848 +2025-05-31 21:52:57,934 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 20:04:56, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.1006, loss: 2.1006 +2025-05-31 21:53:42,480 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 20:04:12, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.0585, loss: 2.0585 +2025-05-31 21:54:27,042 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 20:03:28, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.1519, loss: 2.1519 +2025-05-31 21:55:11,517 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 20:02:44, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.1342, loss: 2.1342 +2025-05-31 21:55:56,110 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 20:02:01, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.2785, loss: 2.2785 +2025-05-31 21:56:40,726 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 20:01:17, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.3263, loss: 2.3263 +2025-05-31 21:57:25,265 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 20:00:33, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.1207, loss: 2.1207 +2025-05-31 21:58:09,814 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:59:50, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.2720, loss: 2.2720 +2025-05-31 21:58:54,598 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:59:06, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.1538, loss: 2.1538 +2025-05-31 21:59:39,214 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:58:22, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1289, loss: 2.1289 +2025-05-31 22:00:23,806 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:57:39, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 2.2361, loss: 2.2361 +2025-05-31 22:01:08,338 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:56:55, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2414, loss: 2.2414 +2025-05-31 22:01:52,930 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:56:11, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.2990, loss: 2.2990 +2025-05-31 22:02:37,464 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:55:28, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2103, loss: 2.2103 +2025-05-31 22:03:22,009 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:54:44, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.2940, loss: 2.2940 +2025-05-31 22:04:06,521 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:54:00, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.0501, loss: 2.0501 +2025-05-31 22:04:30,749 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-31 22:06:00,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:06:00,619 - pyskl - INFO - +top1_acc 0.9125 +top5_acc 0.9913 +2025-05-31 22:06:00,622 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9125, top5_acc: 0.9913 +2025-05-31 22:07:05,734 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:52:51, time: 0.651, data_time: 0.205, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.0735, loss: 2.0735 +2025-05-31 22:07:50,363 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:52:07, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.0730, loss: 2.0730 +2025-05-31 22:08:34,944 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:51:23, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1230, loss: 2.1230 +2025-05-31 22:09:19,713 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:50:40, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0910, loss: 2.0910 +2025-05-31 22:10:04,494 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:49:56, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9856, loss_cls: 2.2427, loss: 2.2427 +2025-05-31 22:10:49,215 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:49:12, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2404, loss: 2.2404 +2025-05-31 22:11:33,884 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:48:29, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1176, loss: 2.1176 +2025-05-31 22:12:18,359 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:47:45, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.1013, loss: 2.1013 +2025-05-31 22:13:02,776 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:47:01, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.0921, loss: 2.0921 +2025-05-31 22:13:47,357 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:46:17, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.1757, loss: 2.1757 +2025-05-31 22:14:31,873 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:45:34, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1053, loss: 2.1053 +2025-05-31 22:15:16,509 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:44:50, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.2342, loss: 2.2342 +2025-05-31 22:16:01,070 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:44:06, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.1635, loss: 2.1635 +2025-05-31 22:16:45,591 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:43:23, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.3290, loss: 2.3290 +2025-05-31 22:17:30,233 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:42:39, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2024, loss: 2.2024 +2025-05-31 22:18:14,822 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:41:55, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.1788, loss: 2.1788 +2025-05-31 22:18:59,531 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:41:12, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.2766, loss: 2.2766 +2025-05-31 22:19:44,142 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:40:28, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.0641, loss: 2.0641 +2025-05-31 22:20:28,772 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:39:44, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.3355, loss: 2.3355 +2025-05-31 22:21:13,407 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:39:00, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.2037, loss: 2.2037 +2025-05-31 22:21:57,961 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:38:17, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.1508, loss: 2.1508 +2025-05-31 22:22:42,561 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:37:33, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2185, loss: 2.2185 +2025-05-31 22:23:27,214 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:36:49, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.1381, loss: 2.1381 +2025-05-31 22:23:51,443 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-31 22:25:21,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:25:21,691 - pyskl - INFO - +top1_acc 0.8877 +top5_acc 0.9873 +2025-05-31 22:25:21,694 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8877, top5_acc: 0.9873 +2025-05-31 22:26:27,235 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:35:40, time: 0.655, data_time: 0.208, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.1691, loss: 2.1691 +2025-05-31 22:27:11,907 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:34:57, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1643, loss: 2.1643 +2025-05-31 22:27:56,625 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:34:13, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.1472, loss: 2.1472 +2025-05-31 22:28:41,328 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:33:29, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1030, loss: 2.1030 +2025-05-31 22:29:25,947 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:32:46, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.1827, loss: 2.1827 +2025-05-31 22:30:10,566 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:32:02, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.1885, loss: 2.1885 +2025-05-31 22:30:55,118 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:31:18, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.2867, loss: 2.2867 +2025-05-31 22:31:39,654 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:30:34, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.1933, loss: 2.1933 +2025-05-31 22:32:24,127 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:29:51, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.0846, loss: 2.0846 +2025-05-31 22:33:08,627 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:29:07, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.1407, loss: 2.1407 +2025-05-31 22:33:53,291 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:28:23, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.0531, loss: 2.0531 +2025-05-31 22:34:37,932 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 19:27:39, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.2765, loss: 2.2765 +2025-05-31 22:35:22,456 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 19:26:56, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1689, loss: 2.1689 +2025-05-31 22:36:07,291 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 19:26:12, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.1450, loss: 2.1450 +2025-05-31 22:36:51,744 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 19:25:28, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.2328, loss: 2.2328 +2025-05-31 22:37:36,001 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 19:24:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2081, loss: 2.2081 +2025-05-31 22:38:20,174 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 19:24:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.3259, loss: 2.3259 +2025-05-31 22:39:04,507 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 19:23:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.1642, loss: 2.1642 +2025-05-31 22:39:48,665 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 19:22:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.1442, loss: 2.1442 +2025-05-31 22:40:32,789 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 19:21:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.2143, loss: 2.2143 +2025-05-31 22:41:16,890 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 19:21:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.1674, loss: 2.1674 +2025-05-31 22:42:01,052 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 19:20:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.1992, loss: 2.1992 +2025-05-31 22:42:45,533 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 19:19:36, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.1068, loss: 2.1068 +2025-05-31 22:43:09,659 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-31 22:44:40,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:44:40,208 - pyskl - INFO - +top1_acc 0.9199 +top5_acc 0.9925 +2025-05-31 22:44:40,211 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9199, top5_acc: 0.9925 +2025-05-31 22:45:44,972 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 19:18:26, time: 0.648, data_time: 0.204, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1365, loss: 2.1365 +2025-05-31 22:46:29,446 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 19:17:42, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.0677, loss: 2.0677 +2025-05-31 22:47:13,808 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 19:16:58, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.1571, loss: 2.1571 +2025-05-31 22:47:58,009 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 19:16:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1031, loss: 2.1031 +2025-05-31 22:48:42,246 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 19:15:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.0635, loss: 2.0635 +2025-05-31 22:49:26,469 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 19:14:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 1.9999, loss: 1.9999 +2025-05-31 22:50:10,707 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 19:14:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.1937, loss: 2.1937 +2025-05-31 22:50:54,756 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 19:13:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.1958, loss: 2.1958 +2025-05-31 22:51:38,873 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 19:12:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.1030, loss: 2.1030 +2025-05-31 22:52:23,168 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 19:11:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.0294, loss: 2.0294 +2025-05-31 22:53:07,885 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 19:11:06, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.1645, loss: 2.1645 +2025-05-31 22:53:52,117 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 19:10:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.1059, loss: 2.1059 +2025-05-31 22:54:36,358 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 19:09:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2117, loss: 2.2117 +2025-05-31 22:55:20,660 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 19:08:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.0859, loss: 2.0859 +2025-05-31 22:56:04,896 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 19:08:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.1605, loss: 2.1605 +2025-05-31 22:56:49,045 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 19:07:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.0991, loss: 2.0991 +2025-05-31 22:57:33,252 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 19:06:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1469, loss: 2.1469 +2025-05-31 22:58:17,408 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 19:05:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.1451, loss: 2.1451 +2025-05-31 22:59:01,488 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 19:05:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.2344, loss: 2.2344 +2025-05-31 22:59:45,683 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 19:04:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.1834, loss: 2.1834 +2025-05-31 23:00:29,872 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 19:03:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.2246, loss: 2.2246 +2025-05-31 23:01:14,042 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 19:03:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.2882, loss: 2.2882 +2025-05-31 23:01:58,285 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 19:02:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.2147, loss: 2.2147 +2025-05-31 23:02:22,319 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-31 23:03:51,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:03:51,919 - pyskl - INFO - +top1_acc 0.9123 +top5_acc 0.9918 +2025-05-31 23:03:51,923 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9123, top5_acc: 0.9918 +2025-05-31 23:04:57,315 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 19:01:09, time: 0.654, data_time: 0.208, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.0202, loss: 2.0202 +2025-05-31 23:05:41,652 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 19:00:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1000, loss: 2.1000 +2025-05-31 23:06:26,000 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:59:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.0467, loss: 2.0467 +2025-05-31 23:07:10,361 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:58:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.1131, loss: 2.1131 +2025-05-31 23:07:54,681 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:58:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.1102, loss: 2.1102 +2025-05-31 23:08:38,973 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:57:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1272, loss: 2.1272 +2025-05-31 23:09:23,376 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:56:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1438, loss: 2.1438 +2025-05-31 23:10:07,977 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:56:01, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.0845, loss: 2.0845 +2025-05-31 23:10:52,528 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:55:17, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 2.0553, loss: 2.0553 +2025-05-31 23:11:36,940 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:54:34, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1644, loss: 2.1644 +2025-05-31 23:12:21,406 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:53:50, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.0647, loss: 2.0647 +2025-05-31 23:13:05,776 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:53:06, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.0078, loss: 2.0078 +2025-05-31 23:13:50,218 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:52:22, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.1663, loss: 2.1663 +2025-05-31 23:14:34,400 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:51:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.0781, loss: 2.0781 +2025-05-31 23:15:18,686 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:50:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.2634, loss: 2.2634 +2025-05-31 23:16:02,984 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:50:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.1875, loss: 2.1875 +2025-05-31 23:16:47,509 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:49:26, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1074, loss: 2.1074 +2025-05-31 23:17:31,916 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:48:42, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1524, loss: 2.1524 +2025-05-31 23:18:16,296 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:47:58, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.1217, loss: 2.1217 +2025-05-31 23:19:00,616 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:47:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.2081, loss: 2.2081 +2025-05-31 23:19:45,002 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:46:30, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.2302, loss: 2.2302 +2025-05-31 23:20:29,277 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:45:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.1334, loss: 2.1334 +2025-05-31 23:21:13,784 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:45:03, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.1623, loss: 2.1623 +2025-05-31 23:21:37,825 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-31 23:30:45,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:30:45,621 - pyskl - INFO - +top1_acc 0.9001 +top5_acc 0.9918 +2025-05-31 23:30:45,623 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.9001, top5_acc: 0.9918 +2025-05-31 23:31:50,018 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:43:53, time: 0.644, data_time: 0.201, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.0780, loss: 2.0780 +2025-05-31 23:32:34,128 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:43:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.0755, loss: 2.0755 +2025-05-31 23:33:18,331 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:42:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.0227, loss: 2.0227 +2025-05-31 23:34:02,567 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:41:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.0361, loss: 2.0361 +2025-05-31 23:34:46,778 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:40:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.1727, loss: 2.1727 +2025-05-31 23:35:31,056 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:40:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.1726, loss: 2.1726 +2025-05-31 23:36:15,432 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:39:28, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.0694, loss: 2.0694 +2025-05-31 23:36:59,660 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:38:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2196, loss: 2.2196 +2025-05-31 23:37:43,823 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:38:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.0224, loss: 2.0224 +2025-05-31 23:38:27,946 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:37:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.1700, loss: 2.1700 +2025-05-31 23:39:12,109 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:36:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.0777, loss: 2.0777 +2025-05-31 23:39:56,363 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:35:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1688, loss: 2.1688 +2025-05-31 23:40:40,828 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:35:04, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.1919, loss: 2.1919 +2025-05-31 23:41:24,920 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:34:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.0960, loss: 2.0960 +2025-05-31 23:42:09,145 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:33:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.0058, loss: 2.0058 +2025-05-31 23:42:53,255 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:32:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2129, loss: 2.2129 +2025-05-31 23:43:37,357 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:32:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9975, loss_cls: 2.1233, loss: 2.1233 +2025-05-31 23:44:21,610 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:31:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.1404, loss: 2.1404 +2025-05-31 23:45:05,829 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:30:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.1697, loss: 2.1697 +2025-05-31 23:45:49,949 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:29:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.1694, loss: 2.1694 +2025-05-31 23:46:34,029 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 18:29:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.1815, loss: 2.1815 +2025-05-31 23:47:18,196 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 18:28:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.0853, loss: 2.0853 +2025-05-31 23:48:02,345 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 18:27:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.1657, loss: 2.1657 +2025-05-31 23:48:26,310 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-31 23:49:55,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:49:55,419 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9922 +2025-05-31 23:49:55,422 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9191, top5_acc: 0.9922 +2025-05-31 23:50:59,701 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 18:26:33, time: 0.643, data_time: 0.198, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.0365, loss: 2.0365 +2025-05-31 23:51:44,062 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 18:25:49, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.9880, loss: 1.9880 +2025-05-31 23:52:28,441 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 18:25:06, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 2.0121, loss: 2.0121 +2025-05-31 23:53:12,788 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 18:24:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 2.0258, loss: 2.0258 +2025-05-31 23:53:57,177 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 18:23:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.9844, loss: 1.9844 +2025-05-31 23:54:41,522 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 18:22:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0813, loss: 2.0813 +2025-05-31 23:55:25,852 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 18:22:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.1595, loss: 2.1595 +2025-05-31 23:56:10,120 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 18:21:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.0582, loss: 2.0582 +2025-05-31 23:56:54,420 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 18:20:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.0671, loss: 2.0671 +2025-05-31 23:57:38,745 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 18:19:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.0318, loss: 2.0318 +2025-05-31 23:58:23,041 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 18:19:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0436, loss: 2.0436 +2025-05-31 23:59:07,500 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 18:18:30, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1046, loss: 2.1046 +2025-05-31 23:59:51,960 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 18:17:46, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.0592, loss: 2.0592 +2025-06-01 00:00:36,266 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 18:17:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.1232, loss: 2.1232 +2025-06-01 00:01:20,603 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 18:16:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.1381, loss: 2.1381 +2025-06-01 00:02:04,823 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 18:15:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.1178, loss: 2.1178 +2025-06-01 00:02:49,108 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 18:14:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.1212, loss: 2.1212 +2025-06-01 00:03:33,347 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 18:14:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.1002, loss: 2.1002 +2025-06-01 00:04:17,585 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 18:13:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.1045, loss: 2.1045 +2025-06-01 00:05:01,828 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 18:12:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2377, loss: 2.2377 +2025-06-01 00:05:46,113 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 18:11:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.1148, loss: 2.1148 +2025-06-01 00:06:30,486 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 18:11:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.1892, loss: 2.1892 +2025-06-01 00:07:14,908 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 18:10:26, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.1646, loss: 2.1646 +2025-06-01 00:07:39,133 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-01 00:09:08,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:09:08,146 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9919 +2025-06-01 00:09:08,149 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9162, top5_acc: 0.9919 +2025-06-01 00:10:12,346 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 18:09:16, time: 0.642, data_time: 0.201, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.9908, loss: 1.9908 +2025-06-01 00:10:56,661 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 18:08:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.0678, loss: 2.0678 +2025-06-01 00:11:40,923 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 18:07:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.9994, loss: 1.9994 +2025-06-01 00:12:25,167 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 18:07:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.0274, loss: 2.0274 +2025-06-01 00:13:09,245 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 18:06:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.0490, loss: 2.0490 +2025-06-01 00:13:53,306 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 18:05:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9792, loss: 1.9792 +2025-06-01 00:14:37,753 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 18:04:52, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.0081, loss: 2.0081 +2025-06-01 00:15:22,125 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 18:04:08, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.1057, loss: 2.1057 +2025-06-01 00:16:06,530 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 18:03:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.2134, loss: 2.2134 +2025-06-01 00:16:50,894 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 18:02:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.0485, loss: 2.0485 +2025-06-01 00:17:35,228 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 18:01:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.0360, loss: 2.0360 +2025-06-01 00:18:19,469 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 18:01:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.0115, loss: 2.0115 +2025-06-01 00:19:03,642 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 18:00:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0058, loss: 2.0058 +2025-06-01 00:19:47,790 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:59:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.0466, loss: 2.0466 +2025-06-01 00:20:31,864 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:59:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0399, loss: 2.0399 +2025-06-01 00:21:15,941 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:58:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0275, loss: 2.0275 +2025-06-01 00:21:59,917 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:57:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.9906, loss: 1.9906 +2025-06-01 00:22:43,973 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:56:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.0910, loss: 2.0910 +2025-06-01 00:23:28,138 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:56:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.1945, loss: 2.1945 +2025-06-01 00:24:12,444 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:55:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.0872, loss: 2.0872 +2025-06-01 00:24:56,740 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:54:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.1077, loss: 2.1077 +2025-06-01 00:25:41,060 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:53:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.1935, loss: 2.1935 +2025-06-01 00:26:25,486 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:53:07, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0497, loss: 2.0497 +2025-06-01 00:26:49,486 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-01 00:28:18,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:28:18,696 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9924 +2025-06-01 00:28:18,699 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9181, top5_acc: 0.9924 +2025-06-01 00:29:22,740 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:51:58, time: 0.640, data_time: 0.200, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9573, loss: 1.9573 +2025-06-01 00:30:06,766 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:51:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.0144, loss: 2.0144 +2025-06-01 00:30:50,760 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:50:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0072, loss: 2.0072 +2025-06-01 00:31:34,866 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:49:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 1.9521, loss: 1.9521 +2025-06-01 00:32:19,024 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:49:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 1.9992, loss: 1.9992 +2025-06-01 00:33:03,226 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:48:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.0785, loss: 2.0785 +2025-06-01 00:33:47,370 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:47:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.1162, loss: 2.1162 +2025-06-01 00:34:31,553 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:46:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.0192, loss: 2.0192 +2025-06-01 00:35:15,785 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:46:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.0597, loss: 2.0597 +2025-06-01 00:35:59,936 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:45:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 2.0293, loss: 2.0293 +2025-06-01 00:36:44,012 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:44:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9323, loss: 1.9323 +2025-06-01 00:37:28,117 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:43:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.8994, loss: 1.8994 +2025-06-01 00:38:12,119 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:43:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0892, loss: 2.0892 +2025-06-01 00:38:56,188 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:42:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 1.9780, loss: 1.9780 +2025-06-01 00:39:40,257 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:41:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.0712, loss: 2.0712 +2025-06-01 00:40:24,413 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:40:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.0024, loss: 2.0024 +2025-06-01 00:41:08,620 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:40:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 1.9861, loss: 1.9861 +2025-06-01 00:41:52,745 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:39:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.0689, loss: 2.0689 +2025-06-01 00:42:37,016 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:38:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.0056, loss: 2.0056 +2025-06-01 00:43:21,185 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:37:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9537, loss: 1.9537 +2025-06-01 00:44:05,521 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:37:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0121, loss: 2.0121 +2025-06-01 00:44:49,707 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:36:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.0283, loss: 2.0283 +2025-06-01 00:45:33,929 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:35:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.1513, loss: 2.1513 +2025-06-01 00:45:57,868 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-01 00:47:27,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:47:27,308 - pyskl - INFO - +top1_acc 0.9206 +top5_acc 0.9919 +2025-06-01 00:47:27,311 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9206, top5_acc: 0.9919 +2025-06-01 00:48:31,449 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:34:37, time: 0.641, data_time: 0.200, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.9763, loss: 1.9763 +2025-06-01 00:49:15,604 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:33:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.9575, loss: 1.9575 +2025-06-01 00:49:59,756 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:33:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.0002, loss: 2.0002 +2025-06-01 00:50:44,274 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:32:25, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.9997, loss: 1.9997 +2025-06-01 00:51:28,669 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:31:42, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0939, loss: 2.0939 +2025-06-01 00:52:12,990 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:30:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.0455, loss: 2.0455 +2025-06-01 00:52:57,292 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:30:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.9575, loss: 1.9575 +2025-06-01 00:53:41,596 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:29:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.0985, loss: 2.0985 +2025-06-01 00:54:25,927 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:28:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.0844, loss: 2.0844 +2025-06-01 00:55:10,186 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 17:28:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.1193, loss: 2.1193 +2025-06-01 00:55:54,338 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 17:27:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.0643, loss: 2.0643 +2025-06-01 00:56:38,560 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 17:26:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9798, loss: 1.9798 +2025-06-01 00:57:22,740 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 17:25:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 2.0307, loss: 2.0307 +2025-06-01 00:58:06,959 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 17:25:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.0242, loss: 2.0242 +2025-06-01 00:58:51,014 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 17:24:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0955, loss: 2.0955 +2025-06-01 00:59:35,274 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 17:23:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.0467, loss: 2.0467 +2025-06-01 01:00:19,457 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 17:22:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 01:01:03,463 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 17:22:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.0070, loss: 2.0070 +2025-06-01 01:01:47,698 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 17:21:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0038, loss: 2.0038 +2025-06-01 01:02:31,917 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 17:20:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0941, loss: 2.0941 +2025-06-01 01:03:16,160 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 17:19:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1613, loss: 2.1613 +2025-06-01 01:04:00,283 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 17:19:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 2.0471, loss: 2.0471 +2025-06-01 01:04:44,460 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 17:18:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 1.9900, loss: 1.9900 +2025-06-01 01:05:08,490 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-01 01:14:19,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:14:19,147 - pyskl - INFO - +top1_acc 0.8907 +top5_acc 0.9883 +2025-06-01 01:14:19,150 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.8907, top5_acc: 0.9883 +2025-06-01 01:15:23,293 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 17:17:19, time: 0.641, data_time: 0.201, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.9312, loss: 1.9312 +2025-06-01 01:16:07,439 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 17:16:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.0093, loss: 2.0093 +2025-06-01 01:16:51,555 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 17:15:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 1.9823, loss: 1.9823 +2025-06-01 01:17:35,752 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 17:15:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.9938, loss: 1.9938 +2025-06-01 01:18:20,003 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 17:14:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.9890, loss: 1.9890 +2025-06-01 01:19:04,197 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 17:13:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0017, loss: 2.0017 +2025-06-01 01:19:48,428 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 17:12:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9070, loss: 1.9070 +2025-06-01 01:20:32,597 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 17:12:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.9348, loss: 1.9348 +2025-06-01 01:21:16,836 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 17:11:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.0499, loss: 2.0499 +2025-06-01 01:22:01,034 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 17:10:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.9785, loss: 1.9785 +2025-06-01 01:22:45,192 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 17:09:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.1022, loss: 2.1022 +2025-06-01 01:23:29,452 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 17:09:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.0633, loss: 2.0633 +2025-06-01 01:24:13,635 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 17:08:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.9951, loss: 1.9951 +2025-06-01 01:24:57,886 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 17:07:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.0684, loss: 2.0684 +2025-06-01 01:25:42,015 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 17:07:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.0828, loss: 2.0828 +2025-06-01 01:26:26,249 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 17:06:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0412, loss: 2.0412 +2025-06-01 01:27:10,604 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 17:05:34, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.0795, loss: 2.0795 +2025-06-01 01:27:54,875 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 17:04:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9438, loss: 1.9438 +2025-06-01 01:28:39,106 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 17:04:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.1026, loss: 2.1026 +2025-06-01 01:29:23,289 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 17:03:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.9805, loss: 1.9805 +2025-06-01 01:30:07,506 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 17:02:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.0507, loss: 2.0507 +2025-06-01 01:30:51,808 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 17:01:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.0603, loss: 2.0603 +2025-06-01 01:31:36,058 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 17:01:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0875, loss: 2.0875 +2025-06-01 01:32:00,183 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-01 01:33:29,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:33:29,160 - pyskl - INFO - +top1_acc 0.9249 +top5_acc 0.9929 +2025-06-01 01:33:29,232 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_79.pth was removed +2025-06-01 01:33:30,300 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-06-01 01:33:30,301 - pyskl - INFO - Best top1_acc is 0.9249 at 91 epoch. +2025-06-01 01:33:30,304 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9249, top5_acc: 0.9929 +2025-06-01 01:34:34,270 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 17:00:00, time: 0.640, data_time: 0.198, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.8697, loss: 1.8697 +2025-06-01 01:35:18,433 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:59:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8602, loss: 1.8602 +2025-06-01 01:36:02,567 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:58:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9154, loss: 1.9154 +2025-06-01 01:36:46,736 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:57:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.9244, loss: 1.9244 +2025-06-01 01:37:30,974 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:57:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.0238, loss: 2.0238 +2025-06-01 01:38:15,213 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:56:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9215, loss: 1.9215 +2025-06-01 01:38:59,427 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:55:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.9812, loss: 1.9812 +2025-06-01 01:39:43,653 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:54:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 1.8982, loss: 1.8982 +2025-06-01 01:40:27,957 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:54:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.9187, loss: 1.9187 +2025-06-01 01:41:12,368 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:53:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.9569, loss: 1.9569 +2025-06-01 01:41:56,629 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:52:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.9688, loss: 1.9688 +2025-06-01 01:42:40,845 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:51:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 1.9427, loss: 1.9427 +2025-06-01 01:43:25,094 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:51:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.9901, loss: 1.9901 +2025-06-01 01:44:09,357 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:50:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9577, loss: 1.9577 +2025-06-01 01:44:53,580 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:49:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0502, loss: 2.0502 +2025-06-01 01:45:37,840 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:48:59, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 1.9939, loss: 1.9939 +2025-06-01 01:46:22,214 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:48:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1246, loss: 2.1246 +2025-06-01 01:47:06,569 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:47:31, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.0389, loss: 2.0389 +2025-06-01 01:47:50,931 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:46:47, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.0176, loss: 2.0176 +2025-06-01 01:48:35,268 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:46:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1202, loss: 2.1202 +2025-06-01 01:49:19,637 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:45:19, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.0423, loss: 2.0423 +2025-06-01 01:50:04,030 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:44:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 1.9598, loss: 1.9598 +2025-06-01 01:50:48,349 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:43:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.0659, loss: 2.0659 +2025-06-01 01:51:12,286 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-01 01:52:41,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:52:41,437 - pyskl - INFO - +top1_acc 0.9184 +top5_acc 0.9934 +2025-06-01 01:52:41,441 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9184, top5_acc: 0.9934 +2025-06-01 01:53:45,285 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:42:42, time: 0.638, data_time: 0.199, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 1.8955, loss: 1.8955 +2025-06-01 01:54:29,265 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:41:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 1.9073, loss: 1.9073 +2025-06-01 01:55:13,261 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:41:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.8770, loss: 1.8770 +2025-06-01 01:55:57,276 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:40:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9045, loss: 1.9045 +2025-06-01 01:56:41,513 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:39:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.8776, loss: 1.8776 +2025-06-01 01:57:25,646 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:39:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.9357, loss: 1.9357 +2025-06-01 01:58:09,661 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:38:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9340, loss: 1.9340 +2025-06-01 01:58:53,692 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:37:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.9849, loss: 1.9849 +2025-06-01 01:59:37,637 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:36:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.9914, loss: 1.9914 +2025-06-01 02:00:21,558 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:36:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.9261, loss: 1.9261 +2025-06-01 02:01:05,374 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:35:20, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.0550, loss: 2.0550 +2025-06-01 02:01:49,216 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:34:36, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.0382, loss: 2.0382 +2025-06-01 02:02:33,095 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:33:51, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9440, loss: 1.9440 +2025-06-01 02:03:16,946 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:33:07, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9660, loss: 1.9660 +2025-06-01 02:04:00,803 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:32:23, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.0521, loss: 2.0521 +2025-06-01 02:04:44,717 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:31:39, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1045, loss: 2.1045 +2025-06-01 02:05:28,618 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:30:54, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 2.0230, loss: 2.0230 +2025-06-01 02:06:12,507 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:30:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 1.9601, loss: 1.9601 +2025-06-01 02:06:56,431 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:29:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.0310, loss: 2.0310 +2025-06-01 02:07:40,384 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:28:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9969, loss_cls: 2.0219, loss: 2.0219 +2025-06-01 02:08:24,276 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:27:57, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.9782, loss: 1.9782 +2025-06-01 02:09:08,152 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:27:13, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.0975, loss: 2.0975 +2025-06-01 02:09:52,039 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:26:29, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.9961, loss: 1.9961 +2025-06-01 02:10:15,906 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-01 02:11:44,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:11:44,746 - pyskl - INFO - +top1_acc 0.9124 +top5_acc 0.9923 +2025-06-01 02:11:44,749 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9124, top5_acc: 0.9923 +2025-06-01 02:12:48,542 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 16:25:19, time: 0.638, data_time: 0.196, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8140, loss: 1.8140 +2025-06-01 02:13:32,873 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 16:24:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.9120, loss: 1.9120 +2025-06-01 02:14:17,036 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 16:23:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.8771, loss: 1.8771 +2025-06-01 02:15:01,276 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 16:23:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.8357, loss: 1.8357 +2025-06-01 02:15:45,448 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 16:22:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.8861, loss: 1.8861 +2025-06-01 02:16:29,696 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 16:21:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.8636, loss: 1.8636 +2025-06-01 02:17:13,921 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 16:20:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.9259, loss: 1.9259 +2025-06-01 02:17:58,144 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 16:20:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9273, loss: 1.9273 +2025-06-01 02:18:42,307 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 16:19:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.8971, loss: 1.8971 +2025-06-01 02:19:26,519 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 16:18:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 1.9186, loss: 1.9186 +2025-06-01 02:20:10,690 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 16:17:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0157, loss: 2.0157 +2025-06-01 02:20:54,873 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 16:17:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.9605, loss: 1.9605 +2025-06-01 02:21:39,048 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 16:16:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9572, loss: 1.9572 +2025-06-01 02:22:23,217 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 16:15:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.9247, loss: 1.9247 +2025-06-01 02:23:07,542 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 16:15:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.9355, loss: 1.9355 +2025-06-01 02:23:51,868 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 16:14:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.9216, loss: 1.9216 +2025-06-01 02:24:36,196 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 16:13:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.0043, loss: 2.0043 +2025-06-01 02:25:20,340 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 16:12:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.9860, loss: 1.9860 +2025-06-01 02:26:04,475 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 16:12:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.8934, loss: 1.8934 +2025-06-01 02:26:48,621 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 16:11:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 1.9363, loss: 1.9363 +2025-06-01 02:27:32,801 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 16:10:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 1.9550, loss: 1.9550 +2025-06-01 02:28:17,018 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 16:09:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.9438, loss: 1.9438 +2025-06-01 02:29:01,251 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 16:09:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.9147, loss: 1.9147 +2025-06-01 02:29:25,234 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-01 02:30:54,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:30:54,540 - pyskl - INFO - +top1_acc 0.9318 +top5_acc 0.9931 +2025-06-01 02:30:54,598 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_91.pth was removed +2025-06-01 02:30:55,690 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-06-01 02:30:55,691 - pyskl - INFO - Best top1_acc is 0.9318 at 94 epoch. +2025-06-01 02:30:55,694 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9318, top5_acc: 0.9931 +2025-06-01 02:31:59,953 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 16:08:01, time: 0.643, data_time: 0.201, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8444, loss: 1.8444 +2025-06-01 02:32:44,022 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 16:07:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.8365, loss: 1.8365 +2025-06-01 02:33:28,112 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 16:06:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9330, loss: 1.9330 +2025-06-01 02:34:12,171 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 16:05:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 1.9259, loss: 1.9259 +2025-06-01 02:34:56,345 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 16:05:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.8905, loss: 1.8905 +2025-06-01 02:35:40,504 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 16:04:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 1.8836, loss: 1.8836 +2025-06-01 02:36:24,669 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 16:03:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9170, loss: 1.9170 +2025-06-01 02:37:08,515 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 16:02:52, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.8820, loss: 1.8820 +2025-06-01 02:37:52,361 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 16:02:07, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 1.9026, loss: 1.9026 +2025-06-01 02:38:36,524 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 16:01:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 1.9046, loss: 1.9046 +2025-06-01 02:39:20,641 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 16:00:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.9044, loss: 1.9044 +2025-06-01 02:40:04,653 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:59:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.8989, loss: 1.8989 +2025-06-01 02:40:48,765 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:59:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.8823, loss: 1.8823 +2025-06-01 02:41:33,040 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:58:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9810, loss: 1.9810 +2025-06-01 02:42:17,289 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:57:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 1.8977, loss: 1.8977 +2025-06-01 02:43:01,303 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:56:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.9338, loss: 1.9338 +2025-06-01 02:43:45,342 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:56:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.9984, loss: 1.9984 +2025-06-01 02:44:29,361 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:55:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8284, loss: 1.8284 +2025-06-01 02:45:13,336 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:54:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9218, loss: 1.9218 +2025-06-01 02:45:57,365 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:54:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9734, loss: 1.9734 +2025-06-01 02:46:41,442 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:53:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.9477, loss: 1.9477 +2025-06-01 02:47:25,473 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:52:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.9608, loss: 1.9608 +2025-06-01 02:48:09,488 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:51:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.9505, loss: 1.9505 +2025-06-01 02:48:33,410 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-01 02:57:03,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:57:03,897 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9918 +2025-06-01 02:57:03,901 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9175, top5_acc: 0.9918 +2025-06-01 02:58:08,449 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:50:40, time: 0.645, data_time: 0.201, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 1.9600, loss: 1.9600 +2025-06-01 02:58:52,641 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:49:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.7964, loss: 1.7964 +2025-06-01 02:59:36,885 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:49:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.8374, loss: 1.8374 +2025-06-01 03:00:21,013 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:48:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8087, loss: 1.8087 +2025-06-01 03:01:05,194 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:47:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8395, loss: 1.8395 +2025-06-01 03:01:49,356 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:47:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.8566, loss: 1.8566 +2025-06-01 03:02:33,488 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:46:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 1.8516, loss: 1.8516 +2025-06-01 03:03:17,557 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:45:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.7976, loss: 1.7976 +2025-06-01 03:04:01,704 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:44:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8143, loss: 1.8143 +2025-06-01 03:04:45,848 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:44:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.0060, loss: 2.0060 +2025-06-01 03:05:30,022 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:43:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8936, loss: 1.8936 +2025-06-01 03:06:14,193 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:42:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.9757, loss: 1.9757 +2025-06-01 03:06:58,304 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:41:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 1.9105, loss: 1.9105 +2025-06-01 03:07:42,465 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:41:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8880, loss: 1.8880 +2025-06-01 03:08:26,626 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:40:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 1.9268, loss: 1.9268 +2025-06-01 03:09:10,816 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:39:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 1.9021, loss: 1.9021 +2025-06-01 03:09:54,955 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:38:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8324, loss: 1.8324 +2025-06-01 03:10:39,061 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:38:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.9807, loss: 1.9807 +2025-06-01 03:11:23,395 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:37:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.0033, loss: 2.0033 +2025-06-01 03:12:07,856 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:36:43, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 1.9733, loss: 1.9733 +2025-06-01 03:12:52,302 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:35:59, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9465, loss: 1.9465 +2025-06-01 03:13:36,814 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:35:15, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 03:14:21,102 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:34:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.8419, loss: 1.8419 +2025-06-01 03:14:45,143 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-01 03:16:14,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:16:14,546 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9919 +2025-06-01 03:16:14,549 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9187, top5_acc: 0.9919 +2025-06-01 03:17:19,121 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:33:22, time: 0.646, data_time: 0.199, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8656, loss: 1.8656 +2025-06-01 03:18:03,521 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:32:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8213, loss: 1.8213 +2025-06-01 03:18:47,634 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:31:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.7870, loss: 1.7870 +2025-06-01 03:19:31,789 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:31:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8060, loss: 1.8060 +2025-06-01 03:20:16,029 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:30:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.8975, loss: 1.8975 +2025-06-01 03:21:00,057 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:29:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.8785, loss: 1.8785 +2025-06-01 03:21:44,130 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:28:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.9297, loss: 1.9297 +2025-06-01 03:22:28,210 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:28:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.9362, loss: 1.9362 +2025-06-01 03:23:12,216 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:27:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 1.8739, loss: 1.8739 +2025-06-01 03:23:56,232 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:26:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.8482, loss: 1.8482 +2025-06-01 03:24:40,303 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:26:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.8289, loss: 1.8289 +2025-06-01 03:25:24,375 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:25:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9125, loss: 1.9125 +2025-06-01 03:26:08,348 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 15:24:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.8680, loss: 1.8680 +2025-06-01 03:26:52,786 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 15:23:49, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.8911, loss: 1.8911 +2025-06-01 03:27:37,048 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 15:23:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.8530, loss: 1.8530 +2025-06-01 03:28:21,385 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 15:22:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.8499, loss: 1.8499 +2025-06-01 03:29:05,446 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 15:21:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8404, loss: 1.8404 +2025-06-01 03:29:49,431 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 15:20:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.9018, loss: 1.9018 +2025-06-01 03:30:33,459 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 15:20:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9239, loss: 1.9239 +2025-06-01 03:31:17,436 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 15:19:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.9087, loss: 1.9087 +2025-06-01 03:32:01,367 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 15:18:40, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.9059, loss: 1.9059 +2025-06-01 03:32:45,297 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 15:17:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.9313, loss: 1.9313 +2025-06-01 03:33:29,236 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 15:17:11, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.0728, loss: 2.0728 +2025-06-01 03:33:53,066 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-01 03:35:21,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:35:22,052 - pyskl - INFO - +top1_acc 0.9177 +top5_acc 0.9928 +2025-06-01 03:35:22,055 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9177, top5_acc: 0.9928 +2025-06-01 03:36:26,587 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 15:16:02, time: 0.645, data_time: 0.200, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.7850, loss: 1.7850 +2025-06-01 03:37:10,683 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 15:15:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8776, loss: 1.8776 +2025-06-01 03:37:54,726 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 15:14:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 1.9143, loss: 1.9143 +2025-06-01 03:38:38,857 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 15:13:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.8575, loss: 1.8575 +2025-06-01 03:39:22,886 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 15:13:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.8862, loss: 1.8862 +2025-06-01 03:40:06,737 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 15:12:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7673, loss: 1.7673 +2025-06-01 03:40:50,548 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 15:11:37, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.7884, loss: 1.7884 +2025-06-01 03:41:34,351 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 15:10:53, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8380, loss: 1.8380 +2025-06-01 03:42:18,095 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 15:10:09, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.8531, loss: 1.8531 +2025-06-01 03:43:01,810 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 15:09:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.7682, loss: 1.7682 +2025-06-01 03:43:45,586 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 15:08:40, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.9271, loss: 1.9271 +2025-06-01 03:44:29,456 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 15:07:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.8480, loss: 1.8480 +2025-06-01 03:45:13,445 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 15:07:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 1.9560, loss: 1.9560 +2025-06-01 03:45:57,407 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 15:06:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9906, loss_cls: 1.9026, loss: 1.9026 +2025-06-01 03:46:41,387 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 15:05:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.9899, loss: 1.9899 +2025-06-01 03:47:25,341 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 15:04:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.8962, loss: 1.8962 +2025-06-01 03:48:09,498 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 15:04:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9100, loss: 1.9100 +2025-06-01 03:48:53,532 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 15:03:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.7962, loss: 1.7962 +2025-06-01 03:49:37,687 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 15:02:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8402, loss: 1.8402 +2025-06-01 03:50:21,581 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 15:02:03, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.8012, loss: 1.8012 +2025-06-01 03:51:05,453 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 15:01:18, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.8526, loss: 1.8526 +2025-06-01 03:51:49,282 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 15:00:34, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8690, loss: 1.8690 +2025-06-01 03:52:33,227 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:59:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8854, loss: 1.8854 +2025-06-01 03:52:57,177 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-01 03:54:26,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:54:26,624 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9926 +2025-06-01 03:54:26,627 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9175, top5_acc: 0.9926 +2025-06-01 03:55:30,743 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:58:41, time: 0.641, data_time: 0.200, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8841, loss: 1.8841 +2025-06-01 03:56:14,756 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:57:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.7948, loss: 1.7948 +2025-06-01 03:56:58,725 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:57:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.7737, loss: 1.7737 +2025-06-01 03:57:42,704 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:56:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.8518, loss: 1.8518 +2025-06-01 03:58:26,667 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:55:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.8056, loss: 1.8056 +2025-06-01 03:59:10,617 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:55:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.8126, loss: 1.8126 +2025-06-01 03:59:54,922 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:54:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8543, loss: 1.8543 +2025-06-01 04:00:39,023 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:53:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.8309, loss: 1.8309 +2025-06-01 04:01:23,023 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:52:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.7922, loss: 1.7922 +2025-06-01 04:02:07,096 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:52:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.8678, loss: 1.8678 +2025-06-01 04:02:51,324 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:51:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.7974, loss: 1.7974 +2025-06-01 04:03:35,396 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:50:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8773, loss: 1.8773 +2025-06-01 04:04:19,757 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:49:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.8239, loss: 1.8239 +2025-06-01 04:05:03,965 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:49:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8699, loss: 1.8699 +2025-06-01 04:05:48,109 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:48:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8379, loss: 1.8379 +2025-06-01 04:06:32,181 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:47:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.8887, loss: 1.8887 +2025-06-01 04:07:16,161 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:46:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 1.8442, loss: 1.8442 +2025-06-01 04:08:00,185 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:46:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8324, loss: 1.8324 +2025-06-01 04:08:44,229 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:45:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.9088, loss: 1.9088 +2025-06-01 04:09:28,237 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:44:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 1.8632, loss: 1.8632 +2025-06-01 04:10:12,257 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:43:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.8467, loss: 1.8467 +2025-06-01 04:10:56,267 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:43:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.8773, loss: 1.8773 +2025-06-01 04:11:40,393 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:42:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.8957, loss: 1.8957 +2025-06-01 04:12:04,381 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-01 04:13:33,288 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:13:33,363 - pyskl - INFO - +top1_acc 0.9215 +top5_acc 0.9924 +2025-06-01 04:13:33,367 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9215, top5_acc: 0.9924 +2025-06-01 04:14:38,301 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:41:21, time: 0.649, data_time: 0.207, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7863, loss: 1.7863 +2025-06-01 04:15:22,545 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:40:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8206, loss: 1.8206 +2025-06-01 04:16:06,779 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:39:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.8011, loss: 1.8011 +2025-06-01 04:16:51,007 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:39:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.7786, loss: 1.7786 +2025-06-01 04:17:35,341 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:38:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.7788, loss: 1.7788 +2025-06-01 04:18:19,533 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:37:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.7459, loss: 1.7459 +2025-06-01 04:19:03,769 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:36:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.7930, loss: 1.7930 +2025-06-01 04:19:47,924 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:36:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.7633, loss: 1.7633 +2025-06-01 04:20:32,090 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:35:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.8295, loss: 1.8295 +2025-06-01 04:21:16,494 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:34:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.7338, loss: 1.7338 +2025-06-01 04:22:01,305 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:34:01, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7565, loss: 1.7565 +2025-06-01 04:22:45,840 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:33:17, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.8212, loss: 1.8212 +2025-06-01 04:23:30,150 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:32:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8147, loss: 1.8147 +2025-06-01 04:24:14,364 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:31:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.8169, loss: 1.8169 +2025-06-01 04:24:58,599 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:31:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.7993, loss: 1.7993 +2025-06-01 04:25:42,699 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:30:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.7883, loss: 1.7883 +2025-06-01 04:26:26,760 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:29:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8632, loss: 1.8632 +2025-06-01 04:27:10,764 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:28:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 1.9592, loss: 1.9592 +2025-06-01 04:27:55,003 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:28:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.8770, loss: 1.8770 +2025-06-01 04:28:39,266 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:27:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.7383, loss: 1.7383 +2025-06-01 04:29:23,431 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:26:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.8306, loss: 1.8306 +2025-06-01 04:30:07,804 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:25:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.8865, loss: 1.8865 +2025-06-01 04:30:52,179 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:25:13, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 1.8924, loss: 1.8924 +2025-06-01 04:31:16,434 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-01 04:39:45,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:39:45,653 - pyskl - INFO - +top1_acc 0.9391 +top5_acc 0.9944 +2025-06-01 04:39:45,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_94.pth was removed +2025-06-01 04:39:46,723 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-06-01 04:39:46,724 - pyskl - INFO - Best top1_acc is 0.9391 at 100 epoch. +2025-06-01 04:39:46,727 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9391, top5_acc: 0.9944 +2025-06-01 04:40:51,165 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:24:04, time: 0.644, data_time: 0.204, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7419, loss: 1.7419 +2025-06-01 04:41:35,345 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:23:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.7525, loss: 1.7525 +2025-06-01 04:42:19,535 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:22:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.7266, loss: 1.7266 +2025-06-01 04:43:03,688 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 14:21:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.7340, loss: 1.7340 +2025-06-01 04:43:47,888 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 14:21:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7272, loss: 1.7272 +2025-06-01 04:44:32,028 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 14:20:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7483, loss: 1.7483 +2025-06-01 04:45:16,199 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 14:19:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8069, loss: 1.8069 +2025-06-01 04:46:00,313 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 14:18:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.7590, loss: 1.7590 +2025-06-01 04:46:44,432 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 14:18:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 1.8757, loss: 1.8757 +2025-06-01 04:47:28,605 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 14:17:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.7412, loss: 1.7412 +2025-06-01 04:48:12,785 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 14:16:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8815, loss: 1.8815 +2025-06-01 04:48:57,040 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 14:15:59, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7348, loss: 1.7348 +2025-06-01 04:49:41,280 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 14:15:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 1.8184, loss: 1.8184 +2025-06-01 04:50:25,515 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 14:14:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8203, loss: 1.8203 +2025-06-01 04:51:09,786 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 14:13:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.8486, loss: 1.8486 +2025-06-01 04:51:53,988 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 14:13:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.8311, loss: 1.8311 +2025-06-01 04:52:38,236 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 14:12:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.7871, loss: 1.7871 +2025-06-01 04:53:22,521 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 14:11:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8863, loss: 1.8863 +2025-06-01 04:54:06,737 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 14:10:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8112, loss: 1.8112 +2025-06-01 04:54:50,998 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 14:10:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.8011, loss: 1.8011 +2025-06-01 04:55:35,059 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 14:09:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.7839, loss: 1.7839 +2025-06-01 04:56:19,125 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 14:08:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7280, loss: 1.7280 +2025-06-01 04:57:03,250 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 14:07:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.8415, loss: 1.8415 +2025-06-01 04:57:27,201 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-01 04:58:56,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:58:56,310 - pyskl - INFO - +top1_acc 0.9221 +top5_acc 0.9930 +2025-06-01 04:58:56,313 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9221, top5_acc: 0.9930 +2025-06-01 05:00:00,716 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 14:06:45, time: 0.644, data_time: 0.202, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7559, loss: 1.7559 +2025-06-01 05:00:45,084 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 14:06:01, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 1.0000, loss_cls: 1.7487, loss: 1.7487 +2025-06-01 05:01:29,466 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 14:05:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7708, loss: 1.7708 +2025-06-01 05:02:13,815 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 14:04:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.7868, loss: 1.7868 +2025-06-01 05:02:58,164 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 14:03:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6942, loss: 1.6942 +2025-06-01 05:03:42,504 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 14:03:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.7715, loss: 1.7715 +2025-06-01 05:04:26,800 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 14:02:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.7377, loss: 1.7377 +2025-06-01 05:05:11,344 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 14:01:38, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.7715, loss: 1.7715 +2025-06-01 05:05:55,784 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 14:00:54, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.7478, loss: 1.7478 +2025-06-01 05:06:40,145 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 14:00:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.6193, loss: 1.6193 +2025-06-01 05:07:24,545 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:59:26, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.7894, loss: 1.7894 +2025-06-01 05:08:08,850 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:58:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.8707, loss: 1.8707 +2025-06-01 05:08:53,182 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:57:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.7650, loss: 1.7650 +2025-06-01 05:09:37,482 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:57:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.7967, loss: 1.7967 +2025-06-01 05:10:21,770 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:56:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.7954, loss: 1.7954 +2025-06-01 05:11:06,064 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:55:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.8842, loss: 1.8842 +2025-06-01 05:11:50,265 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:55:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.7812, loss: 1.7812 +2025-06-01 05:12:34,511 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:54:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.7220, loss: 1.7220 +2025-06-01 05:13:18,752 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:53:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.7696, loss: 1.7696 +2025-06-01 05:14:03,036 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:52:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 1.8471, loss: 1.8471 +2025-06-01 05:14:47,320 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:52:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.9061, loss: 1.9061 +2025-06-01 05:15:31,656 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:51:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8443, loss: 1.8443 +2025-06-01 05:16:15,980 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:50:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8029, loss: 1.8029 +2025-06-01 05:16:39,978 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-01 05:18:09,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:18:09,518 - pyskl - INFO - +top1_acc 0.9293 +top5_acc 0.9933 +2025-06-01 05:18:09,521 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9293, top5_acc: 0.9933 +2025-06-01 05:19:13,347 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:49:28, time: 0.638, data_time: 0.196, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.6734, loss: 1.6734 +2025-06-01 05:19:57,620 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:48:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6629, loss: 1.6629 +2025-06-01 05:20:41,850 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:48:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6645, loss: 1.6645 +2025-06-01 05:21:26,114 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:47:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.6840, loss: 1.6840 +2025-06-01 05:22:10,300 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:46:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6161, loss: 1.6161 +2025-06-01 05:22:54,450 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:45:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.7266, loss: 1.7266 +2025-06-01 05:23:38,577 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:45:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7306, loss: 1.7306 +2025-06-01 05:24:22,809 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:44:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.7652, loss: 1.7652 +2025-06-01 05:25:07,058 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:43:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6813, loss: 1.6813 +2025-06-01 05:25:51,313 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:42:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.7722, loss: 1.7722 +2025-06-01 05:26:35,597 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:42:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.6478, loss: 1.6478 +2025-06-01 05:27:20,015 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:41:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.7674, loss: 1.7674 +2025-06-01 05:28:04,472 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:40:40, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.7444, loss: 1.7444 +2025-06-01 05:28:48,815 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:39:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.7856, loss: 1.7856 +2025-06-01 05:29:33,087 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:39:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.8291, loss: 1.8291 +2025-06-01 05:30:17,384 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:38:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.7629, loss: 1.7629 +2025-06-01 05:31:01,624 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:37:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.7828, loss: 1.7828 +2025-06-01 05:31:45,831 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:37:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 1.8238, loss: 1.8238 +2025-06-01 05:32:30,048 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:36:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 1.8014, loss: 1.8014 +2025-06-01 05:33:14,197 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:35:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7724, loss: 1.7724 +2025-06-01 05:33:58,538 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:34:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.8500, loss: 1.8500 +2025-06-01 05:34:42,721 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:34:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.8257, loss: 1.8257 +2025-06-01 05:35:26,989 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:33:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.7919, loss: 1.7919 +2025-06-01 05:35:51,030 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-01 05:37:20,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:37:20,309 - pyskl - INFO - +top1_acc 0.9361 +top5_acc 0.9940 +2025-06-01 05:37:20,313 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9361, top5_acc: 0.9940 +2025-06-01 05:38:24,321 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:32:10, time: 0.640, data_time: 0.198, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.6803, loss: 1.6803 +2025-06-01 05:39:08,398 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:31:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2025-06-01 05:39:52,493 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:30:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.6269, loss: 1.6269 +2025-06-01 05:40:36,667 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:29:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 1.7205, loss: 1.7205 +2025-06-01 05:41:20,768 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:29:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 1.7524, loss: 1.7524 +2025-06-01 05:42:04,897 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:28:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6997, loss: 1.6997 +2025-06-01 05:42:48,996 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:27:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.7942, loss: 1.7942 +2025-06-01 05:43:33,093 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:27:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.7134, loss: 1.7134 +2025-06-01 05:44:17,228 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:26:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.7453, loss: 1.7453 +2025-06-01 05:45:01,249 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:25:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7278, loss: 1.7278 +2025-06-01 05:45:45,340 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:24:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7360, loss: 1.7360 +2025-06-01 05:46:29,448 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:24:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.7548, loss: 1.7548 +2025-06-01 05:47:13,554 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:23:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.7512, loss: 1.7512 +2025-06-01 05:47:57,595 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:22:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.7349, loss: 1.7349 +2025-06-01 05:48:41,698 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:21:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 1.7618, loss: 1.7618 +2025-06-01 05:49:25,828 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:21:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8038, loss: 1.8038 +2025-06-01 05:50:09,974 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:20:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.7747, loss: 1.7747 +2025-06-01 05:50:54,043 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:19:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.7414, loss: 1.7414 +2025-06-01 05:51:38,205 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:18:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.7765, loss: 1.7765 +2025-06-01 05:52:22,379 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 13:18:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.7565, loss: 1.7565 +2025-06-01 05:53:06,562 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 13:17:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.6875, loss: 1.6875 +2025-06-01 05:53:50,686 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 13:16:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.7282, loss: 1.7282 +2025-06-01 05:54:34,793 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 13:16:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.7142, loss: 1.7142 +2025-06-01 05:54:58,702 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-01 05:56:27,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:56:28,019 - pyskl - INFO - +top1_acc 0.9254 +top5_acc 0.9933 +2025-06-01 05:56:28,022 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9254, top5_acc: 0.9933 +2025-06-01 05:57:32,433 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 13:14:51, time: 0.644, data_time: 0.198, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6067, loss: 1.6067 +2025-06-01 05:58:16,840 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 13:14:07, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6856, loss: 1.6856 +2025-06-01 05:59:01,180 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 13:13:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6775, loss: 1.6775 +2025-06-01 05:59:45,479 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 13:12:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.7652, loss: 1.7652 +2025-06-01 06:00:29,797 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 13:11:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.6831, loss: 1.6831 +2025-06-01 06:01:14,145 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 13:11:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.6484, loss: 1.6484 +2025-06-01 06:01:58,565 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 13:10:27, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.6699, loss: 1.6699 +2025-06-01 06:02:43,225 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 13:09:44, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.6375, loss: 1.6375 +2025-06-01 06:03:27,673 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 13:09:00, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.6702, loss: 1.6702 +2025-06-01 06:04:12,040 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 13:08:16, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.6044, loss: 1.6044 +2025-06-01 06:04:56,445 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 13:07:32, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.7351, loss: 1.7351 +2025-06-01 06:05:40,772 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 13:06:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6749, loss: 1.6749 +2025-06-01 06:06:25,105 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 13:06:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7431, loss: 1.7431 +2025-06-01 06:07:09,446 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 13:05:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9919, loss_cls: 1.7383, loss: 1.7383 +2025-06-01 06:07:53,796 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 13:04:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 1.7936, loss: 1.7936 +2025-06-01 06:08:38,121 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 13:03:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7246, loss: 1.7246 +2025-06-01 06:09:22,427 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 13:03:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.6792, loss: 1.6792 +2025-06-01 06:10:06,822 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 13:02:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.7575, loss: 1.7575 +2025-06-01 06:10:51,204 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 13:01:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.7718, loss: 1.7718 +2025-06-01 06:11:35,585 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 13:00:56, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.7820, loss: 1.7820 +2025-06-01 06:12:20,199 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 13:00:12, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.7275, loss: 1.7275 +2025-06-01 06:13:04,735 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:59:28, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.7658, loss: 1.7658 +2025-06-01 06:13:49,291 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:58:44, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.6507, loss: 1.6507 +2025-06-01 06:14:13,422 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-01 06:22:49,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:22:49,682 - pyskl - INFO - +top1_acc 0.9356 +top5_acc 0.9929 +2025-06-01 06:22:49,685 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9356, top5_acc: 0.9929 +2025-06-01 06:23:53,937 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:57:35, time: 0.642, data_time: 0.201, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.6439, loss: 1.6439 +2025-06-01 06:24:38,133 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:56:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6014, loss: 1.6014 +2025-06-01 06:25:22,294 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:56:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-01 06:26:06,433 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:55:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6329, loss: 1.6329 +2025-06-01 06:26:50,487 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:54:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 1.6299, loss: 1.6299 +2025-06-01 06:27:34,580 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:53:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.6800, loss: 1.6800 +2025-06-01 06:28:18,718 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:53:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6136, loss: 1.6136 +2025-06-01 06:29:02,792 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:52:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.5877, loss: 1.5877 +2025-06-01 06:29:47,003 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:51:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.7037, loss: 1.7037 +2025-06-01 06:30:31,100 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:50:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6777, loss: 1.6777 +2025-06-01 06:31:15,247 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:50:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.6766, loss: 1.6766 +2025-06-01 06:31:59,373 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:49:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.6769, loss: 1.6769 +2025-06-01 06:32:43,461 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:48:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.7020, loss: 1.7020 +2025-06-01 06:33:27,687 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:48:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.7251, loss: 1.7251 +2025-06-01 06:34:11,841 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:47:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.7945, loss: 1.7945 +2025-06-01 06:34:56,032 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:46:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.6684, loss: 1.6684 +2025-06-01 06:35:40,180 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:45:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.6702, loss: 1.6702 +2025-06-01 06:36:24,326 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:45:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6721, loss: 1.6721 +2025-06-01 06:37:08,593 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:44:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6287, loss: 1.6287 +2025-06-01 06:37:52,776 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:43:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.7034, loss: 1.7034 +2025-06-01 06:38:36,874 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:42:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.7275, loss: 1.7275 +2025-06-01 06:39:21,082 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:42:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.7387, loss: 1.7387 +2025-06-01 06:40:05,216 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:41:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.6605, loss: 1.6605 +2025-06-01 06:40:29,115 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-01 06:41:58,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:41:58,850 - pyskl - INFO - +top1_acc 0.9343 +top5_acc 0.9941 +2025-06-01 06:41:58,853 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9343, top5_acc: 0.9941 +2025-06-01 06:43:03,040 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:40:16, time: 0.642, data_time: 0.201, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.6124, loss: 1.6124 +2025-06-01 06:43:47,172 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:39:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6779, loss: 1.6779 +2025-06-01 06:44:31,281 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:38:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5532, loss: 1.5532 +2025-06-01 06:45:15,400 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:38:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.6429, loss: 1.6429 +2025-06-01 06:45:59,570 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:37:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.5633, loss: 1.5633 +2025-06-01 06:46:43,700 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:36:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5944, loss: 1.5944 +2025-06-01 06:47:27,949 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:35:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.6590, loss: 1.6590 +2025-06-01 06:48:12,306 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:35:08, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.6594, loss: 1.6594 +2025-06-01 06:48:56,410 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:34:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.6629, loss: 1.6629 +2025-06-01 06:49:40,589 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:33:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6415, loss: 1.6415 +2025-06-01 06:50:24,839 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:32:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.7220, loss: 1.7220 +2025-06-01 06:51:09,083 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:32:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2025-06-01 06:51:53,333 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:31:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.6426, loss: 1.6426 +2025-06-01 06:52:37,371 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:30:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.6850, loss: 1.6850 +2025-06-01 06:53:21,465 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:29:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.6948, loss: 1.6948 +2025-06-01 06:54:05,539 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:29:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5971, loss: 1.5971 +2025-06-01 06:54:49,764 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:28:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.6724, loss: 1.6724 +2025-06-01 06:55:34,089 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:27:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6898, loss: 1.6898 +2025-06-01 06:56:18,365 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:27:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.6337, loss: 1.6337 +2025-06-01 06:57:02,523 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:26:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.7412, loss: 1.7412 +2025-06-01 06:57:46,568 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:25:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.7001, loss: 1.7001 +2025-06-01 06:58:30,654 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:24:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.6832, loss: 1.6832 +2025-06-01 06:59:14,773 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:24:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.6967, loss: 1.6967 +2025-06-01 06:59:38,598 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-01 07:01:08,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:01:08,096 - pyskl - INFO - +top1_acc 0.9331 +top5_acc 0.9936 +2025-06-01 07:01:08,099 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9331, top5_acc: 0.9936 +2025-06-01 07:02:11,961 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:22:58, time: 0.639, data_time: 0.198, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.5417, loss: 1.5417 +2025-06-01 07:02:55,889 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:22:14, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6507, loss: 1.6507 +2025-06-01 07:03:39,891 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:21:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.5285, loss: 1.5285 +2025-06-01 07:04:23,817 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:20:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5315, loss: 1.5315 +2025-06-01 07:05:07,845 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:20:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6286, loss: 1.6286 +2025-06-01 07:05:51,874 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:19:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6348, loss: 1.6348 +2025-06-01 07:06:36,000 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:18:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.6080, loss: 1.6080 +2025-06-01 07:07:19,954 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:17:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.6323, loss: 1.6323 +2025-06-01 07:08:04,036 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 12:17:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5096, loss: 1.5096 +2025-06-01 07:08:48,148 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 12:16:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5988, loss: 1.5988 +2025-06-01 07:09:32,196 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 12:15:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.5720, loss: 1.5720 +2025-06-01 07:10:16,272 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 12:14:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.6525, loss: 1.6525 +2025-06-01 07:11:00,316 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 12:14:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.6668, loss: 1.6668 +2025-06-01 07:11:44,299 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 12:13:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.6118, loss: 1.6118 +2025-06-01 07:12:28,373 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 12:12:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6550, loss: 1.6550 +2025-06-01 07:13:12,347 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 12:11:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.6806, loss: 1.6806 +2025-06-01 07:13:56,345 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 12:11:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.7043, loss: 1.7043 +2025-06-01 07:14:40,476 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 12:10:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.6784, loss: 1.6784 +2025-06-01 07:15:24,693 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 12:09:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.7304, loss: 1.7304 +2025-06-01 07:16:08,880 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 12:08:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.6668, loss: 1.6668 +2025-06-01 07:16:52,914 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 12:08:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.6725, loss: 1.6725 +2025-06-01 07:17:37,077 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 12:07:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.6240, loss: 1.6240 +2025-06-01 07:18:21,137 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 12:06:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.6476, loss: 1.6476 +2025-06-01 07:18:45,083 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-01 07:20:14,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:20:14,862 - pyskl - INFO - +top1_acc 0.9368 +top5_acc 0.9938 +2025-06-01 07:20:14,865 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9368, top5_acc: 0.9938 +2025-06-01 07:21:19,758 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 12:05:39, time: 0.649, data_time: 0.206, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.5854, loss: 1.5854 +2025-06-01 07:22:04,036 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 12:04:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5242, loss: 1.5242 +2025-06-01 07:22:48,359 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 12:04:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.5512, loss: 1.5512 +2025-06-01 07:23:32,684 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 12:03:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.5176, loss: 1.5176 +2025-06-01 07:24:17,034 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 12:02:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.5769, loss: 1.5769 +2025-06-01 07:25:01,431 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 12:01:59, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.5957, loss: 1.5957 +2025-06-01 07:25:45,840 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 12:01:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6385, loss: 1.6385 +2025-06-01 07:26:30,305 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 12:00:31, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.5415, loss: 1.5415 +2025-06-01 07:27:14,669 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:59:47, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5058, loss: 1.5058 +2025-06-01 07:27:59,035 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:59:03, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5599, loss: 1.5599 +2025-06-01 07:28:43,373 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:58:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.5979, loss: 1.5979 +2025-06-01 07:29:27,649 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:57:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.5596, loss: 1.5596 +2025-06-01 07:30:11,973 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:56:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.6287, loss: 1.6287 +2025-06-01 07:30:56,298 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:56:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.6505, loss: 1.6505 +2025-06-01 07:31:40,917 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:55:23, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.5862, loss: 1.5862 +2025-06-01 07:32:25,350 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:54:39, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6187, loss: 1.6187 +2025-06-01 07:33:09,695 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:53:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.5235, loss: 1.5235 +2025-06-01 07:33:54,050 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:53:11, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.6492, loss: 1.6492 +2025-06-01 07:34:38,476 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:52:27, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6439, loss: 1.6439 +2025-06-01 07:35:22,823 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:51:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5493, loss: 1.5493 +2025-06-01 07:36:07,197 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:50:59, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.5507, loss: 1.5507 +2025-06-01 07:36:51,493 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:50:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.6871, loss: 1.6871 +2025-06-01 07:37:35,889 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:49:31, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.6449, loss: 1.6449 +2025-06-01 07:37:59,959 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-01 07:39:29,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:39:29,533 - pyskl - INFO - +top1_acc 0.9306 +top5_acc 0.9935 +2025-06-01 07:39:29,536 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9306, top5_acc: 0.9935 +2025-06-01 07:40:33,738 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:48:22, time: 0.642, data_time: 0.201, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.5835, loss: 1.5835 +2025-06-01 07:41:17,881 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:47:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.5725, loss: 1.5725 +2025-06-01 07:42:02,005 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:46:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5929, loss: 1.5929 +2025-06-01 07:42:46,151 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:46:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5602, loss: 1.5602 +2025-06-01 07:43:30,578 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:45:26, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.5258, loss: 1.5258 +2025-06-01 07:44:14,664 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:44:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5955, loss: 1.5955 +2025-06-01 07:44:59,001 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:43:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.5739, loss: 1.5739 +2025-06-01 07:45:43,277 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:43:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6019, loss: 1.6019 +2025-06-01 07:46:27,552 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:42:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.6027, loss: 1.6027 +2025-06-01 07:47:11,800 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:41:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.5611, loss: 1.5611 +2025-06-01 07:47:56,005 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:41:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6153, loss: 1.6153 +2025-06-01 07:48:40,189 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:40:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.5367, loss: 1.5367 +2025-06-01 07:49:24,396 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:39:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5534, loss: 1.5534 +2025-06-01 07:50:08,526 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:38:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5553, loss: 1.5553 +2025-06-01 07:50:52,692 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:38:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.4979, loss: 1.4979 +2025-06-01 07:51:36,876 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:37:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.5687, loss: 1.5687 +2025-06-01 07:52:21,062 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:36:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.6406, loss: 1.6406 +2025-06-01 07:53:05,265 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:35:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6394, loss: 1.6394 +2025-06-01 07:53:49,363 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:35:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.5672, loss: 1.5672 +2025-06-01 07:54:33,493 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:34:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.6098, loss: 1.6098 +2025-06-01 07:55:17,696 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:33:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.5979, loss: 1.5979 +2025-06-01 07:56:01,769 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:32:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.5698, loss: 1.5698 +2025-06-01 07:56:45,938 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:32:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5237, loss: 1.5237 +2025-06-01 07:57:09,976 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-01 08:05:55,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:05:55,870 - pyskl - INFO - +top1_acc 0.9394 +top5_acc 0.9932 +2025-06-01 08:05:55,927 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_100.pth was removed +2025-06-01 08:05:56,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-01 08:05:56,993 - pyskl - INFO - Best top1_acc is 0.9394 at 110 epoch. +2025-06-01 08:05:56,996 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9394, top5_acc: 0.9932 +2025-06-01 08:07:01,271 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:31:04, time: 0.643, data_time: 0.203, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5155, loss: 1.5155 +2025-06-01 08:07:45,193 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:30:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4658, loss: 1.4658 +2025-06-01 08:08:29,353 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:29:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5708, loss: 1.5708 +2025-06-01 08:09:13,559 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:28:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5247, loss: 1.5247 +2025-06-01 08:09:57,770 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:28:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5065, loss: 1.5065 +2025-06-01 08:10:41,847 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:27:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5650, loss: 1.5650 +2025-06-01 08:11:25,870 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:26:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5718, loss: 1.5718 +2025-06-01 08:12:09,884 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:25:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.6351, loss: 1.6351 +2025-06-01 08:12:53,782 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:25:11, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5818, loss: 1.5818 +2025-06-01 08:13:37,925 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:24:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.5343, loss: 1.5343 +2025-06-01 08:14:22,031 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:23:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6150, loss: 1.6150 +2025-06-01 08:15:06,045 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:22:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.6393, loss: 1.6393 +2025-06-01 08:15:50,125 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:22:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.5626, loss: 1.5626 +2025-06-01 08:16:34,180 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:21:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5509, loss: 1.5509 +2025-06-01 08:17:18,312 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:20:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.5511, loss: 1.5511 +2025-06-01 08:18:02,348 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:20:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.5930, loss: 1.5930 +2025-06-01 08:18:46,501 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:19:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5117, loss: 1.5117 +2025-06-01 08:19:30,656 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:18:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.6189, loss: 1.6189 +2025-06-01 08:20:14,739 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:17:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.5904, loss: 1.5904 +2025-06-01 08:20:58,804 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:17:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5614, loss: 1.5614 +2025-06-01 08:21:42,845 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:16:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.6037, loss: 1.6037 +2025-06-01 08:22:26,913 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 11:15:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.5763, loss: 1.5763 +2025-06-01 08:23:10,936 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 11:14:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.6933, loss: 1.6933 +2025-06-01 08:23:34,859 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-01 08:25:04,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:25:04,689 - pyskl - INFO - +top1_acc 0.9373 +top5_acc 0.9945 +2025-06-01 08:25:04,692 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9373, top5_acc: 0.9945 +2025-06-01 08:26:09,153 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 11:13:45, time: 0.645, data_time: 0.201, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.4824, loss: 1.4824 +2025-06-01 08:26:53,286 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 11:13:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3837, loss: 1.3837 +2025-06-01 08:27:37,396 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 11:12:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5349, loss: 1.5349 +2025-06-01 08:28:21,565 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 11:11:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5469, loss: 1.5469 +2025-06-01 08:29:05,645 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 11:10:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5103, loss: 1.5103 +2025-06-01 08:29:49,705 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 11:10:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-06-01 08:30:33,988 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 11:09:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4871, loss: 1.4871 +2025-06-01 08:31:18,069 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 11:08:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.4972, loss: 1.4972 +2025-06-01 08:32:02,169 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 11:07:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5122, loss: 1.5122 +2025-06-01 08:32:46,284 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 11:07:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.6121, loss: 1.6121 +2025-06-01 08:33:30,353 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 11:06:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.5587, loss: 1.5587 +2025-06-01 08:34:14,457 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 11:05:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5277, loss: 1.5277 +2025-06-01 08:34:58,552 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 11:04:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.4981, loss: 1.4981 +2025-06-01 08:35:42,823 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 11:04:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5074, loss: 1.5074 +2025-06-01 08:36:27,117 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 11:03:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5000, loss: 1.5000 +2025-06-01 08:37:11,175 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 11:02:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4887, loss: 1.4887 +2025-06-01 08:37:55,198 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 11:01:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.5792, loss: 1.5792 +2025-06-01 08:38:39,232 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 11:01:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5989, loss: 1.5989 +2025-06-01 08:39:23,201 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 11:00:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5131, loss: 1.5131 +2025-06-01 08:40:07,232 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:59:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5910, loss: 1.5910 +2025-06-01 08:40:51,307 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:59:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.5409, loss: 1.5409 +2025-06-01 08:41:35,256 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:58:19, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.6750, loss: 1.6750 +2025-06-01 08:42:19,500 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:57:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5818, loss: 1.5818 +2025-06-01 08:42:43,392 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-01 08:44:12,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:44:12,753 - pyskl - INFO - +top1_acc 0.9340 +top5_acc 0.9927 +2025-06-01 08:44:12,756 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9340, top5_acc: 0.9927 +2025-06-01 08:45:17,822 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:56:26, time: 0.651, data_time: 0.206, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.4868, loss: 1.4868 +2025-06-01 08:46:02,316 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:55:42, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4993, loss: 1.4993 +2025-06-01 08:46:46,606 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:54:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4642, loss: 1.4642 +2025-06-01 08:47:30,867 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:54:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5169, loss: 1.5169 +2025-06-01 08:48:15,024 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:53:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5189, loss: 1.5189 +2025-06-01 08:48:59,392 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:52:46, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4361, loss: 1.4361 +2025-06-01 08:49:43,818 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:52:02, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4972, loss: 1.4972 +2025-06-01 08:50:28,218 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:51:18, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4745, loss: 1.4745 +2025-06-01 08:51:12,621 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:50:34, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5000, loss: 1.5000 +2025-06-01 08:51:57,024 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:49:50, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.5441, loss: 1.5441 +2025-06-01 08:52:41,309 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:49:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.5596, loss: 1.5596 +2025-06-01 08:53:25,585 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:48:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5055, loss: 1.5055 +2025-06-01 08:54:09,910 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:47:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5261, loss: 1.5261 +2025-06-01 08:54:54,139 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:46:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.5567, loss: 1.5567 +2025-06-01 08:55:38,425 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:46:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5493, loss: 1.5493 +2025-06-01 08:56:22,721 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:45:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.5180, loss: 1.5180 +2025-06-01 08:57:07,013 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:44:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.5571, loss: 1.5571 +2025-06-01 08:57:51,173 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:43:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5270, loss: 1.5270 +2025-06-01 08:58:35,346 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:43:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5618, loss: 1.5618 +2025-06-01 08:59:19,640 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:42:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.5259, loss: 1.5259 +2025-06-01 09:00:03,895 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:41:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.5357, loss: 1.5357 +2025-06-01 09:00:48,317 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:41:02, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5326, loss: 1.5326 +2025-06-01 09:01:32,656 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:40:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.5109, loss: 1.5109 +2025-06-01 09:01:56,656 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-01 09:03:26,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:03:26,400 - pyskl - INFO - +top1_acc 0.9450 +top5_acc 0.9946 +2025-06-01 09:03:26,455 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_110.pth was removed +2025-06-01 09:03:27,484 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-01 09:03:27,484 - pyskl - INFO - Best top1_acc is 0.9450 at 113 epoch. +2025-06-01 09:03:27,487 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9450, top5_acc: 0.9946 +2025-06-01 09:04:32,389 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:39:09, time: 0.649, data_time: 0.206, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4357, loss: 1.4357 +2025-06-01 09:05:16,673 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:38:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4338, loss: 1.4338 +2025-06-01 09:06:00,826 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:37:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4443, loss: 1.4443 +2025-06-01 09:06:44,937 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:36:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5123, loss: 1.5123 +2025-06-01 09:07:29,182 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:36:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.4998, loss: 1.4998 +2025-06-01 09:08:13,559 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:35:29, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4315, loss: 1.4315 +2025-06-01 09:08:57,838 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:34:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.5218, loss: 1.5218 +2025-06-01 09:09:41,998 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:34:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.4786, loss: 1.4786 +2025-06-01 09:10:26,047 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:33:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.5416, loss: 1.5416 +2025-06-01 09:11:10,182 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:32:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.4654, loss: 1.4654 +2025-06-01 09:11:54,284 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:31:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.5674, loss: 1.5674 +2025-06-01 09:12:38,314 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:31:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.5473, loss: 1.5473 +2025-06-01 09:13:22,397 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:30:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.5262, loss: 1.5262 +2025-06-01 09:14:06,531 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:29:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5126, loss: 1.5126 +2025-06-01 09:14:50,747 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:28:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4550, loss: 1.4550 +2025-06-01 09:15:34,934 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:28:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.5530, loss: 1.5530 +2025-06-01 09:16:19,049 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:27:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5131, loss: 1.5131 +2025-06-01 09:17:03,079 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:26:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.5118, loss: 1.5118 +2025-06-01 09:17:47,176 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:25:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5767, loss: 1.5767 +2025-06-01 09:18:31,248 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:25:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.5318, loss: 1.5318 +2025-06-01 09:19:15,388 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:24:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4464, loss: 1.4464 +2025-06-01 09:19:59,427 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:23:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.4644, loss: 1.4644 +2025-06-01 09:20:43,544 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:22:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5068, loss: 1.5068 +2025-06-01 09:21:07,482 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-01 09:22:37,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:22:37,517 - pyskl - INFO - +top1_acc 0.9371 +top5_acc 0.9926 +2025-06-01 09:22:37,520 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9371, top5_acc: 0.9926 +2025-06-01 09:23:42,022 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:21:51, time: 0.645, data_time: 0.203, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.4433, loss: 1.4433 +2025-06-01 09:24:26,223 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:21:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4092, loss: 1.4092 +2025-06-01 09:25:10,502 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:20:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-06-01 09:25:54,791 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:19:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.4097, loss: 1.4097 +2025-06-01 09:26:39,077 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:18:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3814, loss: 1.3814 +2025-06-01 09:27:23,458 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:18:11, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.4176, loss: 1.4176 +2025-06-01 09:28:07,713 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:17:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-06-01 09:28:51,861 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:16:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4518, loss: 1.4518 +2025-06-01 09:29:36,327 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:15:59, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4039, loss: 1.4039 +2025-06-01 09:30:20,521 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:15:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4314, loss: 1.4314 +2025-06-01 09:31:04,644 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:14:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.4405, loss: 1.4405 +2025-06-01 09:31:48,862 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 10:13:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.4745, loss: 1.4745 +2025-06-01 09:32:33,102 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 10:13:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.4813, loss: 1.4813 +2025-06-01 09:33:17,332 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 10:12:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4297, loss: 1.4297 +2025-06-01 09:34:01,597 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 10:11:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.4856, loss: 1.4856 +2025-06-01 09:34:45,725 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 10:10:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4404, loss: 1.4404 +2025-06-01 09:35:29,856 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 10:10:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4355, loss: 1.4355 +2025-06-01 09:36:14,025 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 10:09:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.4680, loss: 1.4680 +2025-06-01 09:36:58,317 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 10:08:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5274, loss: 1.5274 +2025-06-01 09:37:42,641 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 10:07:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.4876, loss: 1.4876 +2025-06-01 09:38:26,823 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 10:07:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5283, loss: 1.5283 +2025-06-01 09:39:10,984 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 10:06:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.4669, loss: 1.4669 +2025-06-01 09:39:55,212 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 10:05:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.4933, loss: 1.4933 +2025-06-01 09:40:19,323 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-01 09:49:42,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:49:42,335 - pyskl - INFO - +top1_acc 0.9367 +top5_acc 0.9936 +2025-06-01 09:49:42,339 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9367, top5_acc: 0.9936 +2025-06-01 09:50:47,297 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 10:04:33, time: 0.650, data_time: 0.207, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4779, loss: 1.4779 +2025-06-01 09:51:31,562 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 10:03:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4195, loss: 1.4195 +2025-06-01 09:52:15,752 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 10:03:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4546, loss: 1.4546 +2025-06-01 09:52:59,824 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 10:02:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4233, loss: 1.4233 +2025-06-01 09:53:44,147 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 10:01:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.3905, loss: 1.3905 +2025-06-01 09:54:28,402 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 10:00:53, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4324, loss: 1.4324 +2025-06-01 09:55:12,629 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 10:00:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.4689, loss: 1.4689 +2025-06-01 09:55:56,833 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:59:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4336, loss: 1.4336 +2025-06-01 09:56:40,990 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:58:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.3749, loss: 1.3749 +2025-06-01 09:57:25,043 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:57:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4461, loss: 1.4461 +2025-06-01 09:58:09,057 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:57:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4589, loss: 1.4589 +2025-06-01 09:58:53,374 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:56:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-06-01 09:59:37,321 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:55:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4142, loss: 1.4142 +2025-06-01 10:00:21,546 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:55:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-06-01 10:01:05,489 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:54:16, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3704, loss: 1.3704 +2025-06-01 10:01:49,565 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:53:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4999, loss: 1.4999 +2025-06-01 10:02:33,690 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:52:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4120, loss: 1.4120 +2025-06-01 10:03:17,936 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:52:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3781, loss: 1.3781 +2025-06-01 10:04:02,157 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:51:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4420, loss: 1.4420 +2025-06-01 10:04:46,241 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:50:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.4335, loss: 1.4335 +2025-06-01 10:05:30,389 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:49:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5641, loss: 1.5641 +2025-06-01 10:06:14,514 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:49:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5082, loss: 1.5082 +2025-06-01 10:06:58,704 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:48:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4314, loss: 1.4314 +2025-06-01 10:07:22,678 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-01 10:08:52,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:08:52,204 - pyskl - INFO - +top1_acc 0.9420 +top5_acc 0.9946 +2025-06-01 10:08:52,207 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9420, top5_acc: 0.9946 +2025-06-01 10:09:56,769 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:47:15, time: 0.646, data_time: 0.204, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.3766, loss: 1.3766 +2025-06-01 10:10:40,733 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:46:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3843, loss: 1.3843 +2025-06-01 10:11:24,892 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:45:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3911, loss: 1.3911 +2025-06-01 10:12:09,032 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:45:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3687, loss: 1.3687 +2025-06-01 10:12:53,146 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:44:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3787, loss: 1.3787 +2025-06-01 10:13:37,286 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:43:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3368, loss: 1.3368 +2025-06-01 10:14:21,406 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:42:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.3978, loss: 1.3978 +2025-06-01 10:15:05,421 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:42:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3536, loss: 1.3536 +2025-06-01 10:15:49,352 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:41:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.3916, loss: 1.3916 +2025-06-01 10:16:33,324 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:40:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.4486, loss: 1.4486 +2025-06-01 10:17:17,377 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:39:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.4161, loss: 1.4161 +2025-06-01 10:18:01,271 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:39:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3867, loss: 1.3867 +2025-06-01 10:18:45,190 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:38:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4103, loss: 1.4103 +2025-06-01 10:19:29,104 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:37:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4685, loss: 1.4685 +2025-06-01 10:20:12,988 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:36:58, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4212, loss: 1.4212 +2025-06-01 10:20:56,960 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:36:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.4028, loss: 1.4028 +2025-06-01 10:21:41,032 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:35:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3576, loss: 1.3576 +2025-06-01 10:22:25,022 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:34:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3723, loss: 1.3723 +2025-06-01 10:23:08,937 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:34:01, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.4498, loss: 1.4498 +2025-06-01 10:23:52,866 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:33:17, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.3998, loss: 1.3998 +2025-06-01 10:24:36,794 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:32:33, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3834, loss: 1.3834 +2025-06-01 10:25:20,751 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:31:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3371, loss: 1.3371 +2025-06-01 10:26:04,821 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:31:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3987, loss: 1.3987 +2025-06-01 10:26:28,645 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-01 10:27:59,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:27:59,407 - pyskl - INFO - +top1_acc 0.9370 +top5_acc 0.9941 +2025-06-01 10:27:59,411 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9370, top5_acc: 0.9941 +2025-06-01 10:29:04,083 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:29:56, time: 0.647, data_time: 0.205, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3727, loss: 1.3727 +2025-06-01 10:29:48,440 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:29:12, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-01 10:30:32,663 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:28:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4401, loss: 1.4401 +2025-06-01 10:31:16,763 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:27:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-06-01 10:32:00,818 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:27:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3451, loss: 1.3451 +2025-06-01 10:32:44,833 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:26:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.3789, loss: 1.3789 +2025-06-01 10:33:28,837 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:25:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3862, loss: 1.3862 +2025-06-01 10:34:12,901 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:24:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3582, loss: 1.3582 +2025-06-01 10:34:56,991 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:24:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3223, loss: 1.3223 +2025-06-01 10:35:41,178 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:23:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2780, loss: 1.2780 +2025-06-01 10:36:25,480 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:22:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.3620, loss: 1.3620 +2025-06-01 10:37:09,492 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:21:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3064, loss: 1.3064 +2025-06-01 10:37:53,408 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:21:07, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3508, loss: 1.3508 +2025-06-01 10:38:37,467 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:20:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.3264, loss: 1.3264 +2025-06-01 10:39:21,350 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:19:39, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.3751, loss: 1.3751 +2025-06-01 10:40:05,499 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:18:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-01 10:40:49,535 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:18:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4146, loss: 1.4146 +2025-06-01 10:41:33,628 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:17:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.4038, loss: 1.4038 +2025-06-01 10:42:17,656 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:16:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-06-01 10:43:01,939 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:15:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-06-01 10:43:46,230 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:15:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3768, loss: 1.3768 +2025-06-01 10:44:30,333 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:14:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.3733, loss: 1.3733 +2025-06-01 10:45:14,458 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:13:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4158, loss: 1.4158 +2025-06-01 10:45:38,491 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-01 10:47:07,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:47:08,051 - pyskl - INFO - +top1_acc 0.9436 +top5_acc 0.9950 +2025-06-01 10:47:08,054 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9436, top5_acc: 0.9950 +2025-06-01 10:48:13,027 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 9:12:38, time: 0.650, data_time: 0.207, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3670, loss: 1.3670 +2025-06-01 10:48:57,360 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 9:11:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3968, loss: 1.3968 +2025-06-01 10:49:41,769 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 9:11:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-01 10:50:26,418 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 9:10:26, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3603, loss: 1.3603 +2025-06-01 10:51:10,974 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 9:09:42, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3149, loss: 1.3149 +2025-06-01 10:51:55,565 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 9:08:58, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-06-01 10:52:40,079 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 9:08:14, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3280, loss: 1.3280 +2025-06-01 10:53:24,525 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 9:07:30, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3170, loss: 1.3170 +2025-06-01 10:54:09,018 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 9:06:46, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2872, loss: 1.2872 +2025-06-01 10:54:53,488 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 9:06:02, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3180, loss: 1.3180 +2025-06-01 10:55:37,877 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 9:05:18, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-06-01 10:56:22,364 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 9:04:34, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3161, loss: 1.3161 +2025-06-01 10:57:06,825 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 9:03:50, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3137, loss: 1.3137 +2025-06-01 10:57:51,182 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 9:03:06, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.4527, loss: 1.4527 +2025-06-01 10:58:35,447 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 9:02:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2839, loss: 1.2839 +2025-06-01 10:59:19,923 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 9:01:38, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3451, loss: 1.3451 +2025-06-01 11:00:04,354 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 9:00:54, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3392, loss: 1.3392 +2025-06-01 11:00:48,744 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 9:00:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3018, loss: 1.3018 +2025-06-01 11:01:33,171 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:59:26, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3706, loss: 1.3706 +2025-06-01 11:02:17,394 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:58:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.3839, loss: 1.3839 +2025-06-01 11:03:01,722 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:57:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.3827, loss: 1.3827 +2025-06-01 11:03:46,088 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:57:14, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4269, loss: 1.4269 +2025-06-01 11:04:30,464 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:56:30, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.3919, loss: 1.3919 +2025-06-01 11:04:54,515 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-01 11:06:24,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:06:24,515 - pyskl - INFO - +top1_acc 0.9496 +top5_acc 0.9941 +2025-06-01 11:06:24,567 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_113.pth was removed +2025-06-01 11:06:25,580 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-01 11:06:25,581 - pyskl - INFO - Best top1_acc is 0.9496 at 119 epoch. +2025-06-01 11:06:25,583 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9496, top5_acc: 0.9941 +2025-06-01 11:07:29,825 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:55:22, time: 0.642, data_time: 0.201, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3212, loss: 1.3212 +2025-06-01 11:08:14,058 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:54:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-06-01 11:08:58,260 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:53:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2770, loss: 1.2770 +2025-06-01 11:09:42,438 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:53:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3032, loss: 1.3032 +2025-06-01 11:10:26,720 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:52:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3217, loss: 1.3217 +2025-06-01 11:11:10,855 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:51:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3609, loss: 1.3609 +2025-06-01 11:11:55,014 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:50:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3448, loss: 1.3448 +2025-06-01 11:12:39,243 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:50:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3301, loss: 1.3301 +2025-06-01 11:13:23,421 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:49:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3619, loss: 1.3619 +2025-06-01 11:14:07,706 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:48:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2602, loss: 1.2602 +2025-06-01 11:14:51,924 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:48:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3295, loss: 1.3295 +2025-06-01 11:15:36,076 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:47:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3619, loss: 1.3619 +2025-06-01 11:16:20,382 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:46:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3457, loss: 1.3457 +2025-06-01 11:17:04,595 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:45:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3307, loss: 1.3307 +2025-06-01 11:17:48,830 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:45:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2996, loss: 1.2996 +2025-06-01 11:18:32,953 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:44:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.3736, loss: 1.3736 +2025-06-01 11:19:17,105 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:43:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3179, loss: 1.3179 +2025-06-01 11:20:01,225 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:42:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2657, loss: 1.2657 +2025-06-01 11:20:45,350 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:42:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3450, loss: 1.3450 +2025-06-01 11:21:29,460 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:41:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3362, loss: 1.3362 +2025-06-01 11:22:13,606 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:40:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4004, loss: 1.4004 +2025-06-01 11:22:57,760 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:39:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3633, loss: 1.3633 +2025-06-01 11:23:41,898 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:39:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3521, loss: 1.3521 +2025-06-01 11:24:05,881 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-01 11:32:46,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:32:46,694 - pyskl - INFO - +top1_acc 0.9485 +top5_acc 0.9939 +2025-06-01 11:32:46,698 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9485, top5_acc: 0.9939 +2025-06-01 11:33:51,827 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:38:04, time: 0.651, data_time: 0.208, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2528, loss: 1.2528 +2025-06-01 11:34:36,064 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:37:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-06-01 11:35:20,464 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:36:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2512, loss: 1.2512 +2025-06-01 11:36:04,778 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:35:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2717, loss: 1.2717 +2025-06-01 11:36:48,997 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:35:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2030, loss: 1.2030 +2025-06-01 11:37:33,234 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:34:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2947, loss: 1.2947 +2025-06-01 11:38:17,473 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:33:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2429, loss: 1.2429 +2025-06-01 11:39:01,686 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:32:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2785, loss: 1.2785 +2025-06-01 11:39:45,975 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:32:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-06-01 11:40:30,252 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:31:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2621, loss: 1.2621 +2025-06-01 11:41:14,629 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:30:43, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2754, loss: 1.2754 +2025-06-01 11:41:58,818 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:29:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2904, loss: 1.2904 +2025-06-01 11:42:43,065 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:29:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3227, loss: 1.3227 +2025-06-01 11:43:27,415 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:28:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2883, loss: 1.2883 +2025-06-01 11:44:11,728 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:27:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-01 11:44:56,060 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:27:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-06-01 11:45:40,334 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:26:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-01 11:46:24,610 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:25:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.3531, loss: 1.3531 +2025-06-01 11:47:08,937 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:24:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3097, loss: 1.3097 +2025-06-01 11:47:53,196 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:24:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3030, loss: 1.3030 +2025-06-01 11:48:37,387 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:23:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3445, loss: 1.3445 +2025-06-01 11:49:21,633 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:22:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2999, loss: 1.2999 +2025-06-01 11:50:06,126 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:21:55, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.3456, loss: 1.3456 +2025-06-01 11:50:30,233 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-01 11:51:59,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:51:59,699 - pyskl - INFO - +top1_acc 0.9477 +top5_acc 0.9949 +2025-06-01 11:51:59,702 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9477, top5_acc: 0.9949 +2025-06-01 11:53:04,519 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:20:47, time: 0.648, data_time: 0.207, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-01 11:53:48,652 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:20:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-01 11:54:32,639 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:19:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2541, loss: 1.2541 +2025-06-01 11:55:16,641 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:18:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2162, loss: 1.2162 +2025-06-01 11:56:00,619 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:17:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-01 11:56:44,553 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:17:06, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-06-01 11:57:28,527 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:16:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2706, loss: 1.2706 +2025-06-01 11:58:12,503 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:15:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-06-01 11:58:56,409 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:14:54, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3218, loss: 1.3218 +2025-06-01 11:59:40,384 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:14:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2555, loss: 1.2555 +2025-06-01 12:00:24,212 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:13:25, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2731, loss: 1.2731 +2025-06-01 12:01:08,095 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:12:41, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2802, loss: 1.2802 +2025-06-01 12:01:52,266 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:11:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3712, loss: 1.3712 +2025-06-01 12:02:36,441 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 8:11:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2930, loss: 1.2930 +2025-06-01 12:03:20,376 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 8:10:29, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2593, loss: 1.2593 +2025-06-01 12:04:04,344 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 8:09:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2721, loss: 1.2721 +2025-06-01 12:04:48,393 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 8:09:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-06-01 12:05:32,469 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 8:08:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3315, loss: 1.3315 +2025-06-01 12:06:16,518 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 8:07:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2874, loss: 1.2874 +2025-06-01 12:07:00,631 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 8:06:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2097, loss: 1.2097 +2025-06-01 12:07:44,645 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 8:06:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2766, loss: 1.2766 +2025-06-01 12:08:29,029 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 8:05:20, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2922, loss: 1.2922 +2025-06-01 12:09:13,129 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 8:04:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3007, loss: 1.3007 +2025-06-01 12:09:37,098 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-01 12:11:05,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:11:06,073 - pyskl - INFO - +top1_acc 0.9511 +top5_acc 0.9940 +2025-06-01 12:11:06,124 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_119.pth was removed +2025-06-01 12:11:07,146 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-06-01 12:11:07,146 - pyskl - INFO - Best top1_acc is 0.9511 at 122 epoch. +2025-06-01 12:11:07,150 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9511, top5_acc: 0.9940 +2025-06-01 12:12:11,701 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 8:03:28, time: 0.645, data_time: 0.203, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2750, loss: 1.2750 +2025-06-01 12:12:55,960 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 8:02:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-06-01 12:13:40,295 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 8:02:00, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2324, loss: 1.2324 +2025-06-01 12:14:24,600 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 8:01:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2380, loss: 1.2380 +2025-06-01 12:15:08,913 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 8:00:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2505, loss: 1.2505 +2025-06-01 12:15:53,200 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:59:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-06-01 12:16:37,464 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:59:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.2519, loss: 1.2519 +2025-06-01 12:17:21,798 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:58:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2276, loss: 1.2276 +2025-06-01 12:18:06,111 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:57:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2182, loss: 1.2182 +2025-06-01 12:18:50,404 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:56:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2334, loss: 1.2334 +2025-06-01 12:19:34,990 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:56:07, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1964, loss: 1.1964 +2025-06-01 12:20:19,673 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:55:23, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2503, loss: 1.2503 +2025-06-01 12:21:04,020 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:54:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 +2025-06-01 12:21:48,494 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:53:55, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2049, loss: 1.2049 +2025-06-01 12:22:32,813 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:53:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2178, loss: 1.2178 +2025-06-01 12:23:17,152 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:52:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2074, loss: 1.2074 +2025-06-01 12:24:01,817 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:51:43, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2339, loss: 1.2339 +2025-06-01 12:24:46,189 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:50:59, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2401, loss: 1.2401 +2025-06-01 12:25:30,439 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:50:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-01 12:26:14,791 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:49:31, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2276, loss: 1.2276 +2025-06-01 12:26:59,031 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:48:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2324, loss: 1.2324 +2025-06-01 12:27:43,393 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:48:03, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-01 12:28:27,771 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:47:19, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-01 12:28:51,893 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-01 12:30:21,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:30:21,565 - pyskl - INFO - +top1_acc 0.9548 +top5_acc 0.9951 +2025-06-01 12:30:21,620 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_122.pth was removed +2025-06-01 12:30:22,683 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-01 12:30:22,684 - pyskl - INFO - Best top1_acc is 0.9548 at 123 epoch. +2025-06-01 12:30:22,687 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9548, top5_acc: 0.9951 +2025-06-01 12:31:27,605 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:46:11, time: 0.649, data_time: 0.207, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2480, loss: 1.2480 +2025-06-01 12:32:11,897 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:45:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1966, loss: 1.1966 +2025-06-01 12:32:56,261 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:44:43, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2324, loss: 1.2324 +2025-06-01 12:33:40,473 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:43:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2354, loss: 1.2354 +2025-06-01 12:34:24,730 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:43:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2499, loss: 1.2499 +2025-06-01 12:35:08,982 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:42:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1890, loss: 1.1890 +2025-06-01 12:35:53,122 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:41:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2547, loss: 1.2547 +2025-06-01 12:36:37,438 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:41:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1856, loss: 1.1856 +2025-06-01 12:37:21,552 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:40:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2402, loss: 1.2402 +2025-06-01 12:38:05,613 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:39:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2435, loss: 1.2435 +2025-06-01 12:38:49,381 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:38:50, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2396, loss: 1.2396 +2025-06-01 12:39:33,433 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:38:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2342, loss: 1.2342 +2025-06-01 12:40:17,670 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:37:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2042, loss: 1.2042 +2025-06-01 12:41:01,807 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:36:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2074, loss: 1.2074 +2025-06-01 12:41:45,921 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:35:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1660, loss: 1.1660 +2025-06-01 12:42:30,005 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:35:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2222, loss: 1.2222 +2025-06-01 12:43:14,229 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:34:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-06-01 12:43:58,577 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:33:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 +2025-06-01 12:44:42,908 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:32:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2128, loss: 1.2128 +2025-06-01 12:45:27,144 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:32:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2210, loss: 1.2210 +2025-06-01 12:46:11,384 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:31:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1744, loss: 1.1744 +2025-06-01 12:46:55,585 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:30:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2559, loss: 1.2559 +2025-06-01 12:47:39,813 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:30:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2467, loss: 1.2467 +2025-06-01 12:48:03,766 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-01 12:49:32,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:49:32,869 - pyskl - INFO - +top1_acc 0.9526 +top5_acc 0.9951 +2025-06-01 12:49:32,872 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9526, top5_acc: 0.9951 +2025-06-01 12:50:37,754 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:28:53, time: 0.649, data_time: 0.207, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2023, loss: 1.2023 +2025-06-01 12:51:21,897 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:28:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1874, loss: 1.1874 +2025-06-01 12:52:06,022 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:27:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-06-01 12:52:50,133 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:26:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1665, loss: 1.1665 +2025-06-01 12:53:34,309 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:25:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1601, loss: 1.1601 +2025-06-01 12:54:18,556 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:25:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2552, loss: 1.2552 +2025-06-01 12:55:02,658 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:24:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2046, loss: 1.2046 +2025-06-01 12:55:46,677 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:23:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1879, loss: 1.1879 +2025-06-01 12:56:30,730 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:23:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2253, loss: 1.2253 +2025-06-01 12:57:14,901 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:22:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2215, loss: 1.2215 +2025-06-01 12:57:58,972 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:21:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2086, loss: 1.2086 +2025-06-01 12:58:43,153 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:20:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1768, loss: 1.1768 +2025-06-01 12:59:27,337 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:20:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1793, loss: 1.1793 +2025-06-01 13:00:11,457 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:19:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2087, loss: 1.2087 +2025-06-01 13:00:55,546 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:18:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-06-01 13:01:39,701 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:17:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2021, loss: 1.2021 +2025-06-01 13:02:23,867 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:17:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1616, loss: 1.1616 +2025-06-01 13:03:08,032 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:16:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2293, loss: 1.2293 +2025-06-01 13:03:52,245 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:15:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2009, loss: 1.2009 +2025-06-01 13:04:36,459 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:14:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1624, loss: 1.1624 +2025-06-01 13:05:20,684 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:14:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-01 13:06:04,882 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:13:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1961, loss: 1.1961 +2025-06-01 13:06:49,156 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:12:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 +2025-06-01 13:07:13,066 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-01 13:16:06,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:16:06,478 - pyskl - INFO - +top1_acc 0.9527 +top5_acc 0.9944 +2025-06-01 13:16:06,482 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9527, top5_acc: 0.9944 +2025-06-01 13:17:11,417 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:11:35, time: 0.649, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1764, loss: 1.1764 +2025-06-01 13:17:55,662 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:10:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1848, loss: 1.1848 +2025-06-01 13:18:39,980 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:10:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-06-01 13:19:24,331 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 7:09:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1893, loss: 1.1893 +2025-06-01 13:20:08,679 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 7:08:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2136, loss: 1.2136 +2025-06-01 13:20:53,025 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 7:07:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1879, loss: 1.1879 +2025-06-01 13:21:37,357 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 7:07:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1744, loss: 1.1744 +2025-06-01 13:22:21,687 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 7:06:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1524, loss: 1.1524 +2025-06-01 13:23:05,984 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 7:05:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1434, loss: 1.1434 +2025-06-01 13:23:50,309 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 7:04:59, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1434, loss: 1.1434 +2025-06-01 13:24:34,672 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 7:04:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2151, loss: 1.2151 +2025-06-01 13:25:18,986 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 7:03:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2014, loss: 1.2014 +2025-06-01 13:26:03,267 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 7:02:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1742, loss: 1.1742 +2025-06-01 13:26:47,506 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 7:02:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1888, loss: 1.1888 +2025-06-01 13:27:31,873 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 7:01:19, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1857, loss: 1.1857 +2025-06-01 13:28:16,169 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 7:00:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1396, loss: 1.1396 +2025-06-01 13:29:00,399 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:59:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1506, loss: 1.1506 +2025-06-01 13:29:44,611 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:59:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2069, loss: 1.2069 +2025-06-01 13:30:28,888 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:58:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-06-01 13:31:13,244 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:57:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1739, loss: 1.1739 +2025-06-01 13:31:57,526 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:56:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2152, loss: 1.2152 +2025-06-01 13:32:41,892 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:56:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.1880, loss: 1.1880 +2025-06-01 13:33:26,152 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:55:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1786, loss: 1.1786 +2025-06-01 13:33:50,206 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-01 13:35:19,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:35:19,737 - pyskl - INFO - +top1_acc 0.9582 +top5_acc 0.9954 +2025-06-01 13:35:19,787 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_123.pth was removed +2025-06-01 13:35:20,750 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-01 13:35:20,751 - pyskl - INFO - Best top1_acc is 0.9582 at 126 epoch. +2025-06-01 13:35:20,754 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9582, top5_acc: 0.9954 +2025-06-01 13:36:25,377 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:54:18, time: 0.646, data_time: 0.205, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2078, loss: 1.2078 +2025-06-01 13:37:09,590 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:53:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1561, loss: 1.1561 +2025-06-01 13:37:53,893 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:52:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1545, loss: 1.1545 +2025-06-01 13:38:38,117 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:52:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1389, loss: 1.1389 +2025-06-01 13:39:22,222 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:51:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1793, loss: 1.1793 +2025-06-01 13:40:06,352 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:50:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1738, loss: 1.1738 +2025-06-01 13:40:50,480 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:49:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1744, loss: 1.1744 +2025-06-01 13:41:34,594 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:49:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1621, loss: 1.1621 +2025-06-01 13:42:18,846 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:48:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-06-01 13:43:03,268 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:47:41, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1562, loss: 1.1562 +2025-06-01 13:43:47,319 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:46:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2025-06-01 13:44:31,609 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:46:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1834, loss: 1.1834 +2025-06-01 13:45:15,829 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:45:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1746, loss: 1.1746 +2025-06-01 13:46:00,059 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:44:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1842, loss: 1.1842 +2025-06-01 13:46:44,288 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:44:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1618, loss: 1.1618 +2025-06-01 13:47:28,492 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:43:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1731, loss: 1.1731 +2025-06-01 13:48:12,632 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:42:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1617, loss: 1.1617 +2025-06-01 13:48:56,772 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:41:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1349, loss: 1.1349 +2025-06-01 13:49:40,988 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:41:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1550, loss: 1.1550 +2025-06-01 13:50:25,244 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:40:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-06-01 13:51:09,403 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:39:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1620, loss: 1.1620 +2025-06-01 13:51:53,548 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:38:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1848, loss: 1.1848 +2025-06-01 13:52:37,739 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:38:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1222, loss: 1.1222 +2025-06-01 13:53:01,616 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-01 13:54:30,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:54:30,245 - pyskl - INFO - +top1_acc 0.9570 +top5_acc 0.9951 +2025-06-01 13:54:30,249 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9570, top5_acc: 0.9951 +2025-06-01 13:55:34,668 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:37:00, time: 0.644, data_time: 0.204, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1556, loss: 1.1556 +2025-06-01 13:56:18,655 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:36:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1375, loss: 1.1375 +2025-06-01 13:57:02,715 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:35:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1074, loss: 1.1074 +2025-06-01 13:57:46,972 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:34:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1223, loss: 1.1223 +2025-06-01 13:58:30,996 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:34:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1308, loss: 1.1308 +2025-06-01 13:59:15,337 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:33:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1330, loss: 1.1330 +2025-06-01 13:59:59,519 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:32:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1191, loss: 1.1191 +2025-06-01 14:00:43,784 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:31:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1624, loss: 1.1624 +2025-06-01 14:01:27,934 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:31:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1209, loss: 1.1209 +2025-06-01 14:02:12,045 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:30:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1521, loss: 1.1521 +2025-06-01 14:02:56,097 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:29:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1392, loss: 1.1392 +2025-06-01 14:03:40,178 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:28:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 +2025-06-01 14:04:24,217 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:28:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1828, loss: 1.1828 +2025-06-01 14:05:08,242 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:27:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1257, loss: 1.1257 +2025-06-01 14:05:52,232 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:26:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1559, loss: 1.1559 +2025-06-01 14:06:36,242 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:25:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-06-01 14:07:20,184 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:25:15, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-06-01 14:08:04,138 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:24:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1548, loss: 1.1548 +2025-06-01 14:08:48,190 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:23:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1674, loss: 1.1674 +2025-06-01 14:09:32,257 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:23:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-06-01 14:10:16,248 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:22:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-06-01 14:11:00,269 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:21:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1695, loss: 1.1695 +2025-06-01 14:11:44,309 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:20:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1775, loss: 1.1775 +2025-06-01 14:12:08,241 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-01 14:13:37,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:13:37,507 - pyskl - INFO - +top1_acc 0.9519 +top5_acc 0.9943 +2025-06-01 14:13:37,510 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9519, top5_acc: 0.9943 +2025-06-01 14:14:42,097 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:19:42, time: 0.646, data_time: 0.204, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1653, loss: 1.1653 +2025-06-01 14:15:26,205 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:18:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1158, loss: 1.1158 +2025-06-01 14:16:10,523 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:18:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-06-01 14:16:54,686 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:17:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1141, loss: 1.1141 +2025-06-01 14:17:38,709 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:16:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1326, loss: 1.1326 +2025-06-01 14:18:22,730 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:16:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1292, loss: 1.1292 +2025-06-01 14:19:06,802 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:15:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1532, loss: 1.1532 +2025-06-01 14:19:51,006 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:14:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1682, loss: 1.1682 +2025-06-01 14:20:35,081 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:13:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1290, loss: 1.1290 +2025-06-01 14:21:19,197 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:13:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-06-01 14:22:03,383 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:12:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-06-01 14:22:47,542 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:11:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1231, loss: 1.1231 +2025-06-01 14:23:31,697 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:10:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1145, loss: 1.1145 +2025-06-01 14:24:15,762 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:10:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-06-01 14:24:59,980 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:09:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1261, loss: 1.1261 +2025-06-01 14:25:44,084 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:08:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-06-01 14:26:27,989 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 6:07:57, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1285, loss: 1.1285 +2025-06-01 14:27:12,037 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 6:07:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 +2025-06-01 14:27:56,113 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 6:06:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1279, loss: 1.1279 +2025-06-01 14:28:40,394 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 6:05:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1411, loss: 1.1411 +2025-06-01 14:29:24,324 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 6:05:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-06-01 14:30:08,394 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 6:04:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1165, loss: 1.1165 +2025-06-01 14:30:52,597 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 6:03:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1227, loss: 1.1227 +2025-06-01 14:31:16,490 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-01 14:32:45,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:32:45,541 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9950 +2025-06-01 14:32:45,593 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_126.pth was removed +2025-06-01 14:32:46,607 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-01 14:32:46,608 - pyskl - INFO - Best top1_acc is 0.9615 at 129 epoch. +2025-06-01 14:32:46,611 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9615, top5_acc: 0.9950 +2025-06-01 14:33:51,062 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 6:02:24, time: 0.644, data_time: 0.203, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1433, loss: 1.1433 +2025-06-01 14:34:35,383 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 6:01:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-06-01 14:35:19,621 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 6:00:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1344, loss: 1.1344 +2025-06-01 14:36:03,929 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 6:00:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-06-01 14:36:48,021 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:59:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1109, loss: 1.1109 +2025-06-01 14:37:32,248 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:58:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-06-01 14:38:16,365 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:58:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1313, loss: 1.1313 +2025-06-01 14:39:00,510 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:57:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1477, loss: 1.1477 +2025-06-01 14:39:44,605 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:56:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0740, loss: 1.0740 +2025-06-01 14:40:28,716 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:55:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0924, loss: 1.0924 +2025-06-01 14:41:12,721 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:55:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 +2025-06-01 14:41:56,835 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:54:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0771, loss: 1.0771 +2025-06-01 14:42:40,843 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:53:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-06-01 14:43:25,003 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:52:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-06-01 14:44:09,285 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:52:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-06-01 14:44:53,351 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:51:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1360, loss: 1.1360 +2025-06-01 14:45:37,512 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:50:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1067, loss: 1.1067 +2025-06-01 14:46:21,624 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:49:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1015, loss: 1.1015 +2025-06-01 14:47:05,716 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:49:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1103, loss: 1.1103 +2025-06-01 14:47:49,708 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:48:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1308, loss: 1.1308 +2025-06-01 14:48:33,696 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:47:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-06-01 14:49:17,660 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:46:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1103, loss: 1.1103 +2025-06-01 14:50:01,667 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:46:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 +2025-06-01 14:50:25,511 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-01 14:59:01,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:59:01,575 - pyskl - INFO - +top1_acc 0.9617 +top5_acc 0.9952 +2025-06-01 14:59:01,631 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_129.pth was removed +2025-06-01 14:59:02,677 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-01 14:59:02,678 - pyskl - INFO - Best top1_acc is 0.9617 at 130 epoch. +2025-06-01 14:59:02,681 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9617, top5_acc: 0.9952 +2025-06-01 15:00:07,058 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:45:06, time: 0.644, data_time: 0.203, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-06-01 15:00:51,073 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:44:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1254, loss: 1.1254 +2025-06-01 15:01:35,139 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:43:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1122, loss: 1.1122 +2025-06-01 15:02:19,252 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:42:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1012, loss: 1.1012 +2025-06-01 15:03:03,306 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:42:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1174, loss: 1.1174 +2025-06-01 15:03:47,410 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:41:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0817, loss: 1.0817 +2025-06-01 15:04:31,497 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:40:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1273, loss: 1.1273 +2025-06-01 15:05:15,586 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:39:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-06-01 15:05:59,720 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:39:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0974, loss: 1.0974 +2025-06-01 15:06:43,822 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:38:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-06-01 15:07:27,996 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:37:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-06-01 15:08:12,124 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:37:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-06-01 15:08:56,213 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:36:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1052, loss: 1.1052 +2025-06-01 15:09:40,345 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:35:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-06-01 15:10:24,421 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:34:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1232, loss: 1.1232 +2025-06-01 15:11:08,446 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:34:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 +2025-06-01 15:11:52,535 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:33:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-06-01 15:12:36,546 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:32:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0776, loss: 1.0776 +2025-06-01 15:13:20,624 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:31:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0648, loss: 1.0648 +2025-06-01 15:14:04,665 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:31:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1045, loss: 1.1045 +2025-06-01 15:14:48,808 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:30:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1092, loss: 1.1092 +2025-06-01 15:15:32,912 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:29:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-06-01 15:16:16,875 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:28:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-06-01 15:16:40,749 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-01 15:18:09,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:18:09,242 - pyskl - INFO - +top1_acc 0.9596 +top5_acc 0.9950 +2025-06-01 15:18:09,245 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9596, top5_acc: 0.9950 +2025-06-01 15:19:13,394 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:27:48, time: 0.641, data_time: 0.198, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0455, loss: 1.0455 +2025-06-01 15:19:57,503 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:27:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0993, loss: 1.0993 +2025-06-01 15:20:41,625 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:26:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-06-01 15:21:25,653 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:25:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0662, loss: 1.0662 +2025-06-01 15:22:09,728 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:24:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-06-01 15:22:53,958 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:24:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-06-01 15:23:38,310 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:23:24, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0673, loss: 1.0673 +2025-06-01 15:24:22,683 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:22:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-06-01 15:25:06,743 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:21:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1046, loss: 1.1046 +2025-06-01 15:25:50,769 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:21:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-06-01 15:26:34,885 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:20:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1027, loss: 1.1027 +2025-06-01 15:27:18,949 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:19:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0726, loss: 1.0726 +2025-06-01 15:28:03,040 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:18:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1131, loss: 1.1131 +2025-06-01 15:28:47,138 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:18:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1078, loss: 1.1078 +2025-06-01 15:29:31,122 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:17:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0975, loss: 1.0975 +2025-06-01 15:30:15,214 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:16:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0938, loss: 1.0938 +2025-06-01 15:30:59,332 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:16:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0810, loss: 1.0810 +2025-06-01 15:31:43,357 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:15:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-06-01 15:32:27,403 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:14:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0521, loss: 1.0521 +2025-06-01 15:33:11,313 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:13:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0670, loss: 1.0670 +2025-06-01 15:33:55,281 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:13:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0789, loss: 1.0789 +2025-06-01 15:34:39,071 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:12:22, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0811, loss: 1.0811 +2025-06-01 15:35:23,074 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:11:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-06-01 15:35:46,920 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-01 15:37:15,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:37:15,858 - pyskl - INFO - +top1_acc 0.9616 +top5_acc 0.9948 +2025-06-01 15:37:15,860 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9616, top5_acc: 0.9948 +2025-06-01 15:38:20,284 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:10:30, time: 0.644, data_time: 0.201, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-06-01 15:39:04,553 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:09:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-06-01 15:39:48,857 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:09:02, time: 0.443, data_time: 0.001, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-06-01 15:40:33,350 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:08:18, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0711, loss: 1.0711 +2025-06-01 15:41:17,905 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:07:34, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-06-01 15:42:02,369 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 5:06:50, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0678, loss: 1.0678 +2025-06-01 15:42:46,670 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 5:06:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0507, loss: 1.0507 +2025-06-01 15:43:31,016 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 5:05:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0554, loss: 1.0554 +2025-06-01 15:44:15,392 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 5:04:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0574, loss: 1.0574 +2025-06-01 15:44:59,688 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 5:03:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 +2025-06-01 15:45:44,039 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 5:03:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-06-01 15:46:28,476 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 5:02:26, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-06-01 15:47:12,865 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 5:01:42, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0847, loss: 1.0847 +2025-06-01 15:47:57,134 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 5:00:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-06-01 15:48:41,642 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 5:00:13, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0688, loss: 1.0688 +2025-06-01 15:49:26,025 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:59:29, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0922, loss: 1.0922 +2025-06-01 15:50:10,422 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:58:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 +2025-06-01 15:50:54,832 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:58:01, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0954, loss: 1.0954 +2025-06-01 15:51:39,136 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:57:17, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0652, loss: 1.0652 +2025-06-01 15:52:23,493 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:56:33, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0614, loss: 1.0614 +2025-06-01 15:53:07,872 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:55:49, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-06-01 15:53:52,273 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:55:05, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0749, loss: 1.0749 +2025-06-01 15:54:36,708 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:54:21, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0634, loss: 1.0634 +2025-06-01 15:55:00,751 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-01 15:56:29,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:56:29,665 - pyskl - INFO - +top1_acc 0.9637 +top5_acc 0.9955 +2025-06-01 15:56:29,720 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_130.pth was removed +2025-06-01 15:56:30,751 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-01 15:56:30,752 - pyskl - INFO - Best top1_acc is 0.9637 at 133 epoch. +2025-06-01 15:56:30,755 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9637, top5_acc: 0.9955 +2025-06-01 15:57:35,338 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:53:13, time: 0.646, data_time: 0.202, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0741, loss: 1.0741 +2025-06-01 15:58:19,612 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:52:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0541, loss: 1.0541 +2025-06-01 15:59:03,876 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:51:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0701, loss: 1.0701 +2025-06-01 15:59:48,105 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:51:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-06-01 16:00:32,390 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:50:17, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0943, loss: 1.0943 +2025-06-01 16:01:16,666 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:49:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0796, loss: 1.0796 +2025-06-01 16:02:00,886 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:48:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1045, loss: 1.1045 +2025-06-01 16:02:45,092 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:48:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-06-01 16:03:29,279 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:47:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-06-01 16:04:13,561 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:46:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0738, loss: 1.0738 +2025-06-01 16:04:57,889 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:45:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-06-01 16:05:42,092 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:45:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-06-01 16:06:26,288 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:44:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-06-01 16:07:10,564 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:43:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-06-01 16:07:54,848 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:42:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-06-01 16:08:39,169 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:42:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2025-06-01 16:09:23,509 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:41:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0580, loss: 1.0580 +2025-06-01 16:10:07,872 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:40:44, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0866, loss: 1.0866 +2025-06-01 16:10:52,114 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:40:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-06-01 16:11:36,465 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:39:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 +2025-06-01 16:12:20,938 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:38:32, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-06-01 16:13:05,213 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:37:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-06-01 16:13:49,523 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:37:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0577, loss: 1.0577 +2025-06-01 16:14:13,561 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-01 16:15:42,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:15:42,749 - pyskl - INFO - +top1_acc 0.9618 +top5_acc 0.9954 +2025-06-01 16:15:42,752 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9618, top5_acc: 0.9954 +2025-06-01 16:16:47,541 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:35:56, time: 0.648, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-06-01 16:17:31,669 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:35:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0374, loss: 1.0374 +2025-06-01 16:18:15,863 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:34:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-06-01 16:19:00,055 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:33:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0424, loss: 1.0424 +2025-06-01 16:19:44,251 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:32:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-06-01 16:20:28,436 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:32:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-06-01 16:21:12,678 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:31:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0498, loss: 1.0498 +2025-06-01 16:21:56,889 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:30:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-06-01 16:22:41,235 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:30:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0487, loss: 1.0487 +2025-06-01 16:23:25,588 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:29:19, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-06-01 16:24:09,930 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:28:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0034, loss: 1.0034 +2025-06-01 16:24:54,136 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:27:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-06-01 16:25:38,317 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:27:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-06-01 16:26:22,657 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:26:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0755, loss: 1.0755 +2025-06-01 16:27:07,100 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:25:39, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-06-01 16:27:51,333 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:24:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0754, loss: 1.0754 +2025-06-01 16:28:35,640 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:24:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0395, loss: 1.0395 +2025-06-01 16:29:19,984 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:23:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-06-01 16:30:04,222 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:22:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-06-01 16:30:48,502 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:21:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0432, loss: 1.0432 +2025-06-01 16:31:32,834 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:21:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-06-01 16:32:17,006 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:20:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0357, loss: 1.0357 +2025-06-01 16:33:01,254 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:19:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-06-01 16:33:25,359 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-01 16:42:43,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:42:43,810 - pyskl - INFO - +top1_acc 0.9630 +top5_acc 0.9955 +2025-06-01 16:42:43,813 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9630, top5_acc: 0.9955 +2025-06-01 16:43:48,064 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:18:38, time: 0.642, data_time: 0.201, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0572, loss: 1.0572 +2025-06-01 16:44:32,348 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:17:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-06-01 16:45:16,742 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:17:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-06-01 16:46:01,037 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:16:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0467, loss: 1.0467 +2025-06-01 16:46:45,357 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:15:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0518, loss: 1.0518 +2025-06-01 16:47:29,702 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:14:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0824, loss: 1.0824 +2025-06-01 16:48:14,101 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:14:14, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-06-01 16:48:58,592 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:13:30, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-06-01 16:49:42,966 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:12:46, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-06-01 16:50:27,217 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:12:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0424, loss: 1.0424 +2025-06-01 16:51:11,533 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:11:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0530, loss: 1.0530 +2025-06-01 16:51:55,870 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:10:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-06-01 16:52:40,205 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:09:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2025-06-01 16:53:24,563 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:09:05, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-06-01 16:54:08,884 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:08:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-06-01 16:54:53,352 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:07:37, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-06-01 16:55:37,671 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:06:53, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-06-01 16:56:21,924 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:06:09, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0737, loss: 1.0737 +2025-06-01 16:57:06,083 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 4:05:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0602, loss: 1.0602 +2025-06-01 16:57:50,270 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 4:04:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-06-01 16:58:34,376 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 4:03:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0354, loss: 1.0354 +2025-06-01 16:59:18,534 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 4:03:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0301, loss: 1.0301 +2025-06-01 17:00:02,702 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 4:02:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-06-01 17:00:26,649 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-01 17:01:55,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:01:55,189 - pyskl - INFO - +top1_acc 0.9641 +top5_acc 0.9952 +2025-06-01 17:01:55,239 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_133.pth was removed +2025-06-01 17:01:56,223 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-01 17:01:56,224 - pyskl - INFO - Best top1_acc is 0.9641 at 136 epoch. +2025-06-01 17:01:56,226 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9641, top5_acc: 0.9952 +2025-06-01 17:02:59,713 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 4:01:21, time: 0.635, data_time: 0.194, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-06-01 17:03:43,781 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 4:00:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0519, loss: 1.0519 +2025-06-01 17:04:28,016 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:59:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-06-01 17:05:12,070 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:59:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-06-01 17:05:56,129 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:58:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9819, loss: 0.9819 +2025-06-01 17:06:40,556 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:57:40, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-06-01 17:07:24,909 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:56:56, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-06-01 17:08:09,055 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:56:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-06-01 17:08:53,129 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:55:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0562, loss: 1.0562 +2025-06-01 17:09:37,255 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:54:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-06-01 17:10:21,355 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:54:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-06-01 17:11:05,504 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:53:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-06-01 17:11:49,568 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:52:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0526, loss: 1.0526 +2025-06-01 17:12:33,708 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:51:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-06-01 17:13:17,745 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:51:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-06-01 17:14:01,826 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:50:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-06-01 17:14:45,849 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:49:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-06-01 17:15:29,893 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:48:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0559, loss: 1.0559 +2025-06-01 17:16:13,916 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:48:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2025-06-01 17:16:57,867 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:47:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0290, loss: 1.0290 +2025-06-01 17:17:41,908 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:46:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-06-01 17:18:25,832 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:45:55, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-06-01 17:19:09,918 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:45:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0064, loss: 1.0064 +2025-06-01 17:19:33,865 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-01 17:21:03,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:21:03,426 - pyskl - INFO - +top1_acc 0.9645 +top5_acc 0.9948 +2025-06-01 17:21:03,481 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_136.pth was removed +2025-06-01 17:21:04,513 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-01 17:21:04,514 - pyskl - INFO - Best top1_acc is 0.9645 at 137 epoch. +2025-06-01 17:21:04,517 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9645, top5_acc: 0.9948 +2025-06-01 17:22:09,350 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:44:03, time: 0.648, data_time: 0.205, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-06-01 17:22:53,576 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:43:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-06-01 17:23:37,920 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:42:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-06-01 17:24:22,287 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:41:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0542, loss: 1.0542 +2025-06-01 17:25:06,655 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:41:07, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0288, loss: 1.0288 +2025-06-01 17:25:50,993 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:40:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0149, loss: 1.0149 +2025-06-01 17:26:35,293 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:39:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0263, loss: 1.0263 +2025-06-01 17:27:19,603 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:38:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0365, loss: 1.0365 +2025-06-01 17:28:03,907 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:38:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0481, loss: 1.0481 +2025-06-01 17:28:48,199 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:37:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0441, loss: 1.0441 +2025-06-01 17:29:32,422 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:36:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-06-01 17:30:16,625 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:35:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0258, loss: 1.0258 +2025-06-01 17:31:00,896 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:35:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-06-01 17:31:45,036 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:34:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-06-01 17:32:29,282 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:33:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2025-06-01 17:33:13,446 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:33:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0541, loss: 1.0541 +2025-06-01 17:33:57,629 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:32:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-06-01 17:34:41,869 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:31:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9985, loss: 0.9985 +2025-06-01 17:35:26,051 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:30:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0241, loss: 1.0241 +2025-06-01 17:36:10,212 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:30:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-06-01 17:36:54,332 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:29:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0811, loss: 1.0811 +2025-06-01 17:37:38,676 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:28:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0487, loss: 1.0487 +2025-06-01 17:38:23,054 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:27:53, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-06-01 17:38:47,185 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-01 17:40:16,267 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:40:16,343 - pyskl - INFO - +top1_acc 0.9655 +top5_acc 0.9951 +2025-06-01 17:40:16,401 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_137.pth was removed +2025-06-01 17:40:17,486 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-01 17:40:17,487 - pyskl - INFO - Best top1_acc is 0.9655 at 138 epoch. +2025-06-01 17:40:17,490 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9655, top5_acc: 0.9951 +2025-06-01 17:41:21,913 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:26:46, time: 0.644, data_time: 0.202, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-06-01 17:42:05,977 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:26:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-06-01 17:42:50,060 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:25:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0543, loss: 1.0543 +2025-06-01 17:43:34,158 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:24:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-06-01 17:44:18,271 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:23:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-06-01 17:45:02,421 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:23:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0326, loss: 1.0326 +2025-06-01 17:45:46,508 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:22:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0277, loss: 1.0277 +2025-06-01 17:46:30,530 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:21:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0318, loss: 1.0318 +2025-06-01 17:47:14,608 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:20:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 +2025-06-01 17:47:58,673 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:20:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-06-01 17:48:42,785 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:19:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0196, loss: 1.0196 +2025-06-01 17:49:27,067 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:18:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2025-06-01 17:50:11,254 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:17:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0355, loss: 1.0355 +2025-06-01 17:50:55,460 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:17:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0524, loss: 1.0524 +2025-06-01 17:51:39,615 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:16:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2025-06-01 17:52:23,822 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:15:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-06-01 17:53:07,994 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:15:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-06-01 17:53:52,112 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:14:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-06-01 17:54:36,260 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:13:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0220, loss: 1.0220 +2025-06-01 17:55:20,383 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:12:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0383, loss: 1.0383 +2025-06-01 17:56:04,737 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:12:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-06-01 17:56:48,943 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:11:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0375, loss: 1.0375 +2025-06-01 17:57:33,033 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:10:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0084, loss: 1.0084 +2025-06-01 17:57:56,973 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-01 17:59:26,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:59:26,473 - pyskl - INFO - +top1_acc 0.9650 +top5_acc 0.9956 +2025-06-01 17:59:26,477 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9650, top5_acc: 0.9956 +2025-06-01 18:00:31,147 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:09:28, time: 0.647, data_time: 0.200, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-06-01 18:01:15,295 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:08:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2025-06-01 18:01:59,469 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:08:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-06-01 18:02:43,534 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:07:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-06-01 18:03:27,513 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:06:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-06-01 18:04:11,612 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:05:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0114, loss: 1.0114 +2025-06-01 18:04:55,745 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:05:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0089, loss: 1.0089 +2025-06-01 18:05:39,813 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:04:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-06-01 18:06:23,813 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 3:03:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0309, loss: 1.0309 +2025-06-01 18:07:07,816 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 3:02:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0105, loss: 1.0105 +2025-06-01 18:07:51,900 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 3:02:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0123, loss: 1.0123 +2025-06-01 18:08:35,972 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 3:01:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-06-01 18:09:20,032 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 3:00:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-06-01 18:10:04,156 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:59:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0137, loss: 1.0137 +2025-06-01 18:10:48,291 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:59:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-06-01 18:11:32,370 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:58:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0167, loss: 1.0167 +2025-06-01 18:12:16,565 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:57:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0328, loss: 1.0328 +2025-06-01 18:13:00,633 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:56:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2025-06-01 18:13:44,741 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:56:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-06-01 18:14:28,901 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:55:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-06-01 18:15:13,045 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:54:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-06-01 18:15:57,226 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:54:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2025-06-01 18:16:41,372 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:53:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-06-01 18:17:05,414 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-01 18:25:57,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:25:57,972 - pyskl - INFO - +top1_acc 0.9654 +top5_acc 0.9955 +2025-06-01 18:25:57,975 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9654, top5_acc: 0.9955 +2025-06-01 18:27:02,677 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:52:10, time: 0.647, data_time: 0.203, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-06-01 18:27:47,032 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:51:26, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0572, loss: 1.0572 +2025-06-01 18:28:31,274 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:50:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9915, loss: 0.9915 +2025-06-01 18:29:15,565 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:49:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0309, loss: 1.0309 +2025-06-01 18:29:59,860 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:49:14, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0023, loss: 1.0023 +2025-06-01 18:30:44,178 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:48:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0210, loss: 1.0210 +2025-06-01 18:31:28,490 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:47:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-06-01 18:32:12,714 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:47:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-06-01 18:32:56,930 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:46:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9962, loss: 0.9962 +2025-06-01 18:33:41,274 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:45:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0467, loss: 1.0467 +2025-06-01 18:34:25,592 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:44:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9958, loss: 0.9958 +2025-06-01 18:35:09,920 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:44:05, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9977, loss: 0.9977 +2025-06-01 18:35:53,950 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:43:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0262, loss: 1.0262 +2025-06-01 18:36:37,903 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:42:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9968, loss: 0.9968 +2025-06-01 18:37:21,848 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:41:53, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-06-01 18:38:06,097 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:41:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9987, loss: 0.9987 +2025-06-01 18:38:50,258 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:40:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-06-01 18:39:34,397 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:39:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0216, loss: 1.0216 +2025-06-01 18:40:18,605 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:38:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-06-01 18:41:02,856 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:38:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-06-01 18:41:47,186 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:37:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-06-01 18:42:31,307 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:36:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0307, loss: 1.0307 +2025-06-01 18:43:15,460 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:36:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0278, loss: 1.0278 +2025-06-01 18:43:39,480 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-01 18:45:08,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:45:08,761 - pyskl - INFO - +top1_acc 0.9655 +top5_acc 0.9958 +2025-06-01 18:45:08,764 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9655, top5_acc: 0.9958 +2025-06-01 18:46:14,523 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:34:53, time: 0.658, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0083, loss: 1.0083 +2025-06-01 18:46:58,845 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:34:09, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-06-01 18:47:43,577 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:33:25, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-06-01 18:48:28,054 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:32:41, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0266, loss: 1.0266 +2025-06-01 18:49:12,638 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:31:57, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-06-01 18:49:57,006 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:31:13, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-06-01 18:50:41,280 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:30:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0084, loss: 1.0084 +2025-06-01 18:51:25,617 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:29:44, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2025-06-01 18:52:09,862 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:29:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9861, loss: 0.9861 +2025-06-01 18:52:54,103 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:28:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2025-06-01 18:53:38,412 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:27:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0263, loss: 1.0263 +2025-06-01 18:54:22,758 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:26:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-06-01 18:55:06,941 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:26:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0177, loss: 1.0177 +2025-06-01 18:55:51,229 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:25:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 +2025-06-01 18:56:35,537 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:24:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0204, loss: 1.0204 +2025-06-01 18:57:19,809 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:23:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0109, loss: 1.0109 +2025-06-01 18:58:04,137 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:23:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-06-01 18:58:48,389 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:22:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9958, loss: 0.9958 +2025-06-01 18:59:32,809 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:21:39, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-06-01 19:00:17,139 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:20:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-06-01 19:01:01,455 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:20:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0251, loss: 1.0251 +2025-06-01 19:01:45,915 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:19:27, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9990, loss: 0.9990 +2025-06-01 19:02:30,461 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:18:43, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2025-06-01 19:02:54,603 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-01 19:04:24,043 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:04:24,119 - pyskl - INFO - +top1_acc 0.9591 +top5_acc 0.9936 +2025-06-01 19:04:24,123 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9591, top5_acc: 0.9936 +2025-06-01 19:05:28,686 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:17:36, time: 0.646, data_time: 0.203, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-06-01 19:06:12,980 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:16:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-06-01 19:06:57,253 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:16:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-06-01 19:07:41,555 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:15:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9958, loss: 0.9958 +2025-06-01 19:08:25,889 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:14:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9905, loss: 0.9905 +2025-06-01 19:09:10,233 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:13:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2025-06-01 19:09:54,514 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:13:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0057, loss: 1.0057 +2025-06-01 19:10:38,731 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:12:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-06-01 19:11:23,016 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:11:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0036, loss: 1.0036 +2025-06-01 19:12:07,312 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:10:59, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2025-06-01 19:12:51,588 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:10:15, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0057, loss: 1.0057 +2025-06-01 19:13:35,898 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:09:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-06-01 19:14:20,199 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:08:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-06-01 19:15:04,441 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:08:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-06-01 19:15:48,695 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:07:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0062, loss: 1.0062 +2025-06-01 19:16:32,939 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:06:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9903, loss: 0.9903 +2025-06-01 19:17:17,251 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:05:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2025-06-01 19:18:01,592 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:05:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2025-06-01 19:18:45,931 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:04:22, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-06-01 19:19:30,220 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:03:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-06-01 19:20:14,912 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:02:54, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-06-01 19:20:59,337 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 2:02:10, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0105, loss: 1.0105 +2025-06-01 19:21:43,660 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 2:01:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0183, loss: 1.0183 +2025-06-01 19:22:07,685 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-01 19:23:36,764 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:23:36,840 - pyskl - INFO - +top1_acc 0.9667 +top5_acc 0.9954 +2025-06-01 19:23:36,893 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_138.pth was removed +2025-06-01 19:23:37,918 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-06-01 19:23:37,919 - pyskl - INFO - Best top1_acc is 0.9667 at 143 epoch. +2025-06-01 19:23:37,922 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9667, top5_acc: 0.9954 +2025-06-01 19:24:42,298 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 2:00:18, time: 0.644, data_time: 0.198, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-06-01 19:25:26,339 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:59:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-06-01 19:26:10,420 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:58:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9985, loss: 0.9985 +2025-06-01 19:26:54,406 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:58:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-06-01 19:27:38,473 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:57:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2025-06-01 19:28:22,423 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:56:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0100, loss: 1.0100 +2025-06-01 19:29:06,413 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:55:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-06-01 19:29:50,427 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:55:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9960, loss: 0.9960 +2025-06-01 19:30:34,592 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:54:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-06-01 19:31:18,690 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:53:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0073, loss: 1.0073 +2025-06-01 19:32:02,772 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:52:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9908, loss: 0.9908 +2025-06-01 19:32:46,782 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:52:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-06-01 19:33:30,892 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:51:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9883, loss: 0.9883 +2025-06-01 19:34:14,976 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:50:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-06-01 19:34:59,061 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:50:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0024, loss: 1.0024 +2025-06-01 19:35:43,204 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:49:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-06-01 19:36:27,233 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:48:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2025-06-01 19:37:11,323 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:47:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0046, loss: 1.0046 +2025-06-01 19:37:55,674 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:47:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-06-01 19:38:39,841 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:46:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2025-06-01 19:39:23,914 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:45:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0081, loss: 1.0081 +2025-06-01 19:40:07,957 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:44:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9830, loss: 0.9830 +2025-06-01 19:40:51,940 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:44:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0224, loss: 1.0224 +2025-06-01 19:41:15,901 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-01 19:42:45,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:42:45,486 - pyskl - INFO - +top1_acc 0.9670 +top5_acc 0.9956 +2025-06-01 19:42:45,542 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_143.pth was removed +2025-06-01 19:42:46,609 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2025-06-01 19:42:46,610 - pyskl - INFO - Best top1_acc is 0.9670 at 144 epoch. +2025-06-01 19:42:46,613 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9670, top5_acc: 0.9956 +2025-06-01 19:43:50,672 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:43:00, time: 0.641, data_time: 0.199, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9872, loss: 0.9872 +2025-06-01 19:44:34,755 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:42:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-06-01 19:45:18,961 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:41:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-06-01 19:46:03,058 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:40:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-06-01 19:46:47,149 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:40:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9833, loss: 0.9833 +2025-06-01 19:47:31,198 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:39:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0046, loss: 1.0046 +2025-06-01 19:48:15,321 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:38:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-06-01 19:48:59,428 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:37:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0043, loss: 1.0043 +2025-06-01 19:49:43,521 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:37:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9990, loss: 0.9990 +2025-06-01 19:50:27,672 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:36:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-06-01 19:51:11,741 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:35:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0325, loss: 1.0325 +2025-06-01 19:51:55,672 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:34:55, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-06-01 19:52:39,648 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:34:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-06-01 19:53:23,757 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:33:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2025-06-01 19:54:07,796 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:32:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0056, loss: 1.0056 +2025-06-01 19:54:52,166 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:31:59, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-06-01 19:55:36,583 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:31:15, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-06-01 19:56:20,759 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:30:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9931, loss: 0.9931 +2025-06-01 19:57:04,938 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:29:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-06-01 19:57:49,131 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:29:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0268, loss: 1.0268 +2025-06-01 19:58:33,226 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:28:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9841, loss: 0.9841 +2025-06-01 19:59:17,266 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:27:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-06-01 20:00:01,161 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:26:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9798, loss: 0.9798 +2025-06-01 20:00:24,995 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-01 20:09:35,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:09:35,496 - pyskl - INFO - +top1_acc 0.9611 +top5_acc 0.9946 +2025-06-01 20:09:35,500 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9611, top5_acc: 0.9946 +2025-06-01 20:10:40,553 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:25:43, time: 0.650, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-06-01 20:11:24,700 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:24:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9909, loss: 0.9909 +2025-06-01 20:12:08,943 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:24:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-06-01 20:12:53,125 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:23:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-06-01 20:13:37,400 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:22:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-06-01 20:14:21,688 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:22:02, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9937, loss: 0.9937 +2025-06-01 20:15:05,987 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:21:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-06-01 20:15:50,317 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:20:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0165, loss: 1.0165 +2025-06-01 20:16:34,602 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:19:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0148, loss: 1.0148 +2025-06-01 20:17:18,840 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:19:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9954, loss: 0.9954 +2025-06-01 20:18:03,062 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:18:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0046, loss: 1.0046 +2025-06-01 20:18:47,241 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:17:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9995, loss: 0.9995 +2025-06-01 20:19:31,572 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:16:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9859, loss: 0.9859 +2025-06-01 20:20:15,865 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:16:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9806, loss: 0.9806 +2025-06-01 20:21:00,093 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:15:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2025-06-01 20:21:44,325 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:14:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0126, loss: 1.0126 +2025-06-01 20:22:28,696 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:13:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0326, loss: 1.0326 +2025-06-01 20:23:13,017 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:13:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0096, loss: 1.0096 +2025-06-01 20:23:57,215 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:12:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9802, loss: 0.9802 +2025-06-01 20:24:41,462 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:11:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2025-06-01 20:25:25,721 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:11:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0141, loss: 1.0141 +2025-06-01 20:26:09,890 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:10:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0021, loss: 1.0021 +2025-06-01 20:26:54,204 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:09:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9675, loss: 0.9675 +2025-06-01 20:27:18,168 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-01 20:28:47,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:28:47,726 - pyskl - INFO - +top1_acc 0.9671 +top5_acc 0.9955 +2025-06-01 20:28:47,778 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_144.pth was removed +2025-06-01 20:28:48,774 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-01 20:28:48,774 - pyskl - INFO - Best top1_acc is 0.9671 at 146 epoch. +2025-06-01 20:28:48,777 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9671, top5_acc: 0.9955 +2025-06-01 20:29:53,992 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:08:25, time: 0.652, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9836, loss: 0.9836 +2025-06-01 20:30:38,209 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:07:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-06-01 20:31:22,404 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:06:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9804, loss: 0.9804 +2025-06-01 20:32:06,890 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:06:13, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-06-01 20:32:51,167 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:05:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9976, loss: 0.9976 +2025-06-01 20:33:35,344 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:04:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0017, loss: 1.0017 +2025-06-01 20:34:19,642 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:04:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-06-01 20:35:04,093 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:03:17, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9950, loss: 0.9950 +2025-06-01 20:35:48,537 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:02:33, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0184, loss: 1.0184 +2025-06-01 20:36:33,056 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:01:49, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-06-01 20:37:17,630 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 1:01:05, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9851, loss: 0.9851 +2025-06-01 20:38:01,939 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 1:00:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-06-01 20:38:46,263 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:59:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2025-06-01 20:39:30,601 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:58:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-06-01 20:40:14,985 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:58:08, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-06-01 20:40:59,315 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:57:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-06-01 20:41:43,455 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:56:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0071, loss: 1.0071 +2025-06-01 20:42:27,622 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:55:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-06-01 20:43:11,961 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:55:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9883, loss: 0.9883 +2025-06-01 20:43:56,206 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:54:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-06-01 20:44:40,405 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:53:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0017, loss: 1.0017 +2025-06-01 20:45:24,583 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:53:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-06-01 20:46:08,642 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:52:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-06-01 20:46:32,539 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-01 20:48:01,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:48:01,632 - pyskl - INFO - +top1_acc 0.9535 +top5_acc 0.9898 +2025-06-01 20:48:01,635 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9535, top5_acc: 0.9898 +2025-06-01 20:49:06,352 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:51:08, time: 0.647, data_time: 0.201, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0044, loss: 1.0044 +2025-06-01 20:49:50,477 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:50:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0070, loss: 1.0070 +2025-06-01 20:50:34,520 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:49:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0325, loss: 1.0325 +2025-06-01 20:51:18,566 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:48:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9944, loss: 0.9944 +2025-06-01 20:52:02,629 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:48:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-06-01 20:52:46,608 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:47:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9915, loss: 0.9915 +2025-06-01 20:53:30,616 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:46:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-06-01 20:54:14,513 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:45:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0076, loss: 1.0076 +2025-06-01 20:54:58,531 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:45:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9904, loss: 0.9904 +2025-06-01 20:55:42,490 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:44:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0034, loss: 1.0034 +2025-06-01 20:56:26,614 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:43:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2025-06-01 20:57:10,730 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:43:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-06-01 20:57:54,602 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:42:19, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9964, loss: 0.9964 +2025-06-01 20:58:38,616 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:41:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9968, loss: 0.9968 +2025-06-01 20:59:22,547 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:40:51, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0193, loss: 1.0193 +2025-06-01 21:00:06,302 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:40:07, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-06-01 21:00:50,372 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:39:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-06-01 21:01:34,198 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:38:38, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9745, loss: 0.9745 +2025-06-01 21:02:18,201 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-06-01 21:03:02,139 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:37:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2025-06-01 21:03:46,301 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:36:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0001, loss: 1.0001 +2025-06-01 21:04:30,237 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:35:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-06-01 21:05:14,192 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0127, loss: 1.0127 +2025-06-01 21:05:37,887 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-01 21:07:06,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 21:07:06,388 - pyskl - INFO - +top1_acc 0.9667 +top5_acc 0.9955 +2025-06-01 21:07:06,391 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9667, top5_acc: 0.9955 +2025-06-01 21:08:10,579 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:50, time: 0.642, data_time: 0.201, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0105, loss: 1.0105 +2025-06-01 21:08:54,639 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:33:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9997, loss: 0.9997 +2025-06-01 21:09:38,776 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:32:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-06-01 21:10:22,986 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:31:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9935, loss: 0.9935 +2025-06-01 21:11:07,210 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9842, loss: 0.9842 +2025-06-01 21:11:51,485 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:30:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2025-06-01 21:12:35,672 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:29:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-06-01 21:13:19,777 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9899, loss: 0.9899 +2025-06-01 21:14:03,916 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9790, loss: 0.9790 +2025-06-01 21:14:48,001 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:27:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9868, loss: 0.9868 +2025-06-01 21:15:32,084 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:26:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0109, loss: 1.0109 +2025-06-01 21:16:16,283 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-06-01 21:17:00,456 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:25:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-06-01 21:17:44,559 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:24:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-06-01 21:18:28,551 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9800, loss: 0.9800 +2025-06-01 21:19:12,601 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9915, loss: 0.9915 +2025-06-01 21:19:56,748 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:22:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-06-01 21:20:40,899 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:21:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0096, loss: 1.0096 +2025-06-01 21:21:25,117 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9641, loss: 0.9641 +2025-06-01 21:22:09,245 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-06-01 21:22:53,360 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:19:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0230, loss: 1.0230 +2025-06-01 21:23:37,502 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:18:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0010, loss: 1.0010 +2025-06-01 21:24:21,632 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0328, loss: 1.0328 +2025-06-01 21:24:45,523 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-01 21:26:14,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 21:26:14,524 - pyskl - INFO - +top1_acc 0.9600 +top5_acc 0.9934 +2025-06-01 21:26:14,527 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9600, top5_acc: 0.9934 +2025-06-01 21:27:19,517 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:33, time: 0.650, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9900, loss: 0.9900 +2025-06-01 21:28:03,536 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-06-01 21:28:47,630 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:15:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2025-06-01 21:29:31,825 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0062, loss: 1.0062 +2025-06-01 21:30:15,954 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0054, loss: 1.0054 +2025-06-01 21:30:59,940 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9958, loss: 0.9958 +2025-06-01 21:31:43,927 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:12:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9869, loss: 0.9869 +2025-06-01 21:32:27,913 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-06-01 21:33:11,953 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0225, loss: 1.0225 +2025-06-01 21:33:55,982 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-06-01 21:34:40,065 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:09:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9674, loss: 0.9674 +2025-06-01 21:35:24,231 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9970, loss: 0.9970 +2025-06-01 21:36:08,448 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9854, loss: 0.9854 +2025-06-01 21:36:52,550 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:07:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-06-01 21:37:36,716 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-06-01 21:38:20,798 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2025-06-01 21:39:04,841 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9829, loss: 0.9829 +2025-06-01 21:39:48,875 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:04:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-06-01 21:40:32,953 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2025-06-01 21:41:17,093 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2025-06-01 21:42:01,130 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-06-01 21:42:45,173 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0233, loss: 1.0233 +2025-06-01 21:43:29,209 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-06-01 21:43:53,105 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-01 21:45:22,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 21:45:22,266 - pyskl - INFO - +top1_acc 0.9678 +top5_acc 0.9954 +2025-06-01 21:45:22,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_146.pth was removed +2025-06-01 21:45:23,333 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2025-06-01 21:45:23,334 - pyskl - INFO - Best top1_acc is 0.9678 at 150 epoch. +2025-06-01 21:45:23,337 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9678, top5_acc: 0.9954 +2025-06-01 21:45:30,999 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-01 21:56:38,171 - pyskl - INFO - Testing results of the last checkpoint +2025-06-01 21:56:38,172 - pyskl - INFO - top1_acc: 0.9694 +2025-06-01 21:56:38,172 - pyskl - INFO - top5_acc: 0.9958 +2025-06-01 21:56:38,172 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/b_1/best_top1_acc_epoch_150.pth +2025-06-01 22:07:44,345 - pyskl - INFO - Testing results of the best checkpoint +2025-06-01 22:07:44,346 - pyskl - INFO - top1_acc: 0.9694 +2025-06-01 22:07:44,346 - pyskl - INFO - top5_acc: 0.9958 diff --git a/ntu60_xview/b_1/best_pred.pkl b/ntu60_xview/b_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..345920de93a85b9fc04e8c1d84faa90b61de4b71 --- /dev/null +++ b/ntu60_xview/b_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08d26967b879984c656ff5d760ad250876f960d48b54e7fdef637cd7911e08a0 +size 7627091 diff --git a/ntu60_xview/b_1/best_top1_acc_epoch_150.pth b/ntu60_xview/b_1/best_top1_acc_epoch_150.pth new file mode 100644 index 0000000000000000000000000000000000000000..2ff060592bd94fca623bd0b3608be32e1dbcdeb4 --- /dev/null +++ b/ntu60_xview/b_1/best_top1_acc_epoch_150.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:21f531a1b950d667a499fc8a2cfdb5d8ffbbae0e2d921f2f5bcb67dd37acef3a +size 16153947 diff --git a/ntu60_xview/b_2/20250530_181218.log b/ntu60_xview/b_2/20250530_181218.log new file mode 100644 index 0000000000000000000000000000000000000000..732199509f4eecfdb8993ed7b6064f8dbccf8e12 --- /dev/null +++ b/ntu60_xview/b_2/20250530_181218.log @@ -0,0 +1,4659 @@ +2025-05-30 18:12:18,180 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-30 18:12:18,530 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/b_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-30 18:12:18,531 - pyskl - INFO - Set random seed to 1139206195, deterministic: False +2025-05-30 18:12:28,459 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-05-30 18:12:34,082 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-05-30 18:12:34,105 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2 +2025-05-30 18:12:34,105 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-30 18:12:34,105 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-30 18:12:34,105 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2 by HardDiskBackend. +2025-05-30 18:13:39,111 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 15:42:38, time: 0.650, data_time: 0.211, memory: 13125, top1_acc: 0.0275, top5_acc: 0.1437, loss_cls: 10.3086, loss: 10.3086 +2025-05-30 18:14:22,260 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:59:10, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0369, top5_acc: 0.1688, loss_cls: 9.0691, loss: 9.0691 +2025-05-30 18:15:05,513 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 1:26:13, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0437, top5_acc: 0.1713, loss_cls: 8.8906, loss: 8.8906 +2025-05-30 18:15:48,504 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 23:35:33, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0644, top5_acc: 0.2525, loss_cls: 8.6984, loss: 8.6984 +2025-05-30 18:16:31,441 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 22:28:13, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0737, top5_acc: 0.3137, loss_cls: 8.4166, loss: 8.4166 +2025-05-30 18:17:14,356 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:42:53, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0912, top5_acc: 0.3688, loss_cls: 8.2363, loss: 8.2363 +2025-05-30 18:17:57,226 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 21:09:55, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0900, top5_acc: 0.3725, loss_cls: 8.1789, loss: 8.1789 +2025-05-30 18:18:40,140 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:45:20, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0969, top5_acc: 0.4056, loss_cls: 8.0642, loss: 8.0642 +2025-05-30 18:19:23,164 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:26:47, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1156, top5_acc: 0.4387, loss_cls: 7.9072, loss: 7.9072 +2025-05-30 18:20:06,248 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 20:12:09, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1325, top5_acc: 0.4531, loss_cls: 7.8269, loss: 7.8269 +2025-05-30 18:20:49,206 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 19:59:21, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1194, top5_acc: 0.4294, loss_cls: 7.8207, loss: 7.8207 +2025-05-30 18:21:32,134 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:48:27, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1281, top5_acc: 0.4625, loss_cls: 7.7599, loss: 7.7599 +2025-05-30 18:22:15,095 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:39:15, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1275, top5_acc: 0.4819, loss_cls: 7.6475, loss: 7.6475 +2025-05-30 18:22:58,181 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:31:47, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1294, top5_acc: 0.4838, loss_cls: 7.6160, loss: 7.6160 +2025-05-30 18:23:41,499 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:26:08, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1437, top5_acc: 0.4725, loss_cls: 7.6505, loss: 7.6505 +2025-05-30 18:24:24,430 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:19:40, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1462, top5_acc: 0.5025, loss_cls: 7.5574, loss: 7.5574 +2025-05-30 18:25:07,332 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:13:47, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1656, top5_acc: 0.5331, loss_cls: 7.4013, loss: 7.4013 +2025-05-30 18:25:50,237 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 19:08:29, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1631, top5_acc: 0.5406, loss_cls: 7.4402, loss: 7.4402 +2025-05-30 18:26:33,232 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 19:03:57, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1787, top5_acc: 0.5650, loss_cls: 7.3255, loss: 7.3255 +2025-05-30 18:27:16,112 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 18:59:28, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1944, top5_acc: 0.5625, loss_cls: 7.3219, loss: 7.3219 +2025-05-30 18:27:58,988 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 18:55:19, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2000, top5_acc: 0.5800, loss_cls: 7.1744, loss: 7.1744 +2025-05-30 18:28:41,974 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 18:51:47, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2000, top5_acc: 0.6069, loss_cls: 7.2387, loss: 7.2387 +2025-05-30 18:29:24,838 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 18:48:10, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2106, top5_acc: 0.6244, loss_cls: 7.0908, loss: 7.0908 +2025-05-30 18:29:48,086 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-30 18:31:13,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:31:13,580 - pyskl - INFO - +top1_acc 0.2388 +top5_acc 0.6898 +2025-05-30 18:31:14,612 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-30 18:31:14,613 - pyskl - INFO - Best top1_acc is 0.2388 at 1 epoch. +2025-05-30 18:31:14,615 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.2388, top5_acc: 0.6898 +2025-05-30 18:32:18,647 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:39:25, time: 0.640, data_time: 0.207, memory: 13126, top1_acc: 0.2331, top5_acc: 0.6444, loss_cls: 6.9465, loss: 6.9465 +2025-05-30 18:33:01,777 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:37:07, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2369, top5_acc: 0.6469, loss_cls: 6.9874, loss: 6.9874 +2025-05-30 18:33:44,901 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:34:56, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2706, top5_acc: 0.6887, loss_cls: 6.7456, loss: 6.7456 +2025-05-30 18:34:28,025 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:32:51, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2800, top5_acc: 0.6944, loss_cls: 6.6595, loss: 6.6595 +2025-05-30 18:35:11,137 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:30:50, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2669, top5_acc: 0.6944, loss_cls: 6.7337, loss: 6.7337 +2025-05-30 18:35:54,150 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:28:43, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2675, top5_acc: 0.7031, loss_cls: 6.7450, loss: 6.7450 +2025-05-30 18:36:37,175 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:26:43, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2831, top5_acc: 0.6950, loss_cls: 6.7031, loss: 6.7031 +2025-05-30 18:37:20,103 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:24:36, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3113, top5_acc: 0.7388, loss_cls: 6.4960, loss: 6.4960 +2025-05-30 18:38:03,058 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:22:38, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3081, top5_acc: 0.7406, loss_cls: 6.4193, loss: 6.4193 +2025-05-30 18:38:46,016 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:20:45, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3231, top5_acc: 0.7631, loss_cls: 6.4134, loss: 6.4134 +2025-05-30 18:39:29,086 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:19:07, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3525, top5_acc: 0.8044, loss_cls: 6.2186, loss: 6.2186 +2025-05-30 18:40:12,117 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:17:28, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3169, top5_acc: 0.7656, loss_cls: 6.4042, loss: 6.4042 +2025-05-30 18:40:55,097 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:15:48, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3513, top5_acc: 0.7800, loss_cls: 6.2734, loss: 6.2734 +2025-05-30 18:41:38,124 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:14:15, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3631, top5_acc: 0.7981, loss_cls: 6.2317, loss: 6.2317 +2025-05-30 18:42:21,493 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:13:16, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.3756, top5_acc: 0.8037, loss_cls: 6.1673, loss: 6.1673 +2025-05-30 18:43:04,636 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:11:57, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3713, top5_acc: 0.8063, loss_cls: 6.2376, loss: 6.2376 +2025-05-30 18:43:47,749 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 18:10:37, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3925, top5_acc: 0.8050, loss_cls: 6.1393, loss: 6.1393 +2025-05-30 18:44:30,897 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 18:09:23, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.4225, top5_acc: 0.8225, loss_cls: 5.8771, loss: 5.8771 +2025-05-30 18:45:13,889 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 18:07:57, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4238, top5_acc: 0.8237, loss_cls: 5.8800, loss: 5.8800 +2025-05-30 18:45:56,797 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 18:06:26, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4125, top5_acc: 0.8237, loss_cls: 5.9542, loss: 5.9542 +2025-05-30 18:46:39,765 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 18:05:02, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4400, top5_acc: 0.8481, loss_cls: 5.7332, loss: 5.7332 +2025-05-30 18:47:22,775 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 18:03:43, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4637, top5_acc: 0.8381, loss_cls: 5.7606, loss: 5.7606 +2025-05-30 18:48:05,824 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 18:02:28, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4662, top5_acc: 0.8612, loss_cls: 5.6795, loss: 5.6795 +2025-05-30 18:48:29,132 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-30 18:49:54,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:49:54,985 - pyskl - INFO - +top1_acc 0.5008 +top5_acc 0.8661 +2025-05-30 18:49:55,039 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_1.pth was removed +2025-05-30 18:49:56,069 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-30 18:49:56,069 - pyskl - INFO - Best top1_acc is 0.5008 at 2 epoch. +2025-05-30 18:49:56,072 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5008, top5_acc: 0.8661 +2025-05-30 18:50:59,907 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 17:58:10, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.4531, top5_acc: 0.8419, loss_cls: 5.6909, loss: 5.6909 +2025-05-30 18:51:42,986 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 17:57:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.4562, top5_acc: 0.8462, loss_cls: 5.5612, loss: 5.5612 +2025-05-30 18:52:26,160 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 17:56:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4813, top5_acc: 0.8575, loss_cls: 5.5004, loss: 5.5004 +2025-05-30 18:53:09,296 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 17:55:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.4944, top5_acc: 0.8869, loss_cls: 5.5003, loss: 5.5003 +2025-05-30 18:53:52,360 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 17:54:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5156, top5_acc: 0.8794, loss_cls: 5.2849, loss: 5.2849 +2025-05-30 18:54:35,460 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 17:52:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5006, top5_acc: 0.8681, loss_cls: 5.3743, loss: 5.3743 +2025-05-30 18:55:18,423 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 17:51:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5169, top5_acc: 0.8725, loss_cls: 5.3393, loss: 5.3393 +2025-05-30 18:56:01,456 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 17:50:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5088, top5_acc: 0.8731, loss_cls: 5.4019, loss: 5.4019 +2025-05-30 18:56:44,357 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 17:49:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5019, top5_acc: 0.8756, loss_cls: 5.3200, loss: 5.3200 +2025-05-30 18:57:27,225 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 17:48:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5219, top5_acc: 0.8750, loss_cls: 5.2889, loss: 5.2889 +2025-05-30 18:58:10,139 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 17:47:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5606, top5_acc: 0.8925, loss_cls: 5.0791, loss: 5.0791 +2025-05-30 18:58:53,180 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 17:46:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5456, top5_acc: 0.8862, loss_cls: 5.2315, loss: 5.2315 +2025-05-30 18:59:36,109 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 17:45:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5737, top5_acc: 0.8912, loss_cls: 5.0660, loss: 5.0660 +2025-05-30 19:00:18,837 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 17:43:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5694, top5_acc: 0.8988, loss_cls: 5.0923, loss: 5.0923 +2025-05-30 19:01:01,703 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 17:42:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5537, top5_acc: 0.8862, loss_cls: 5.1111, loss: 5.1111 +2025-05-30 19:01:44,367 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 17:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5600, top5_acc: 0.9025, loss_cls: 5.0317, loss: 5.0317 +2025-05-30 19:02:27,233 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 17:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5856, top5_acc: 0.9012, loss_cls: 5.0113, loss: 5.0113 +2025-05-30 19:03:10,115 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 17:39:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5825, top5_acc: 0.9100, loss_cls: 4.9102, loss: 4.9102 +2025-05-30 19:03:53,065 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5737, top5_acc: 0.8956, loss_cls: 5.0274, loss: 5.0274 +2025-05-30 19:04:35,940 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:37:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5837, top5_acc: 0.9163, loss_cls: 4.8617, loss: 4.8617 +2025-05-30 19:05:18,775 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:35:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5769, top5_acc: 0.9062, loss_cls: 4.9303, loss: 4.9303 +2025-05-30 19:06:01,666 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:34:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6138, top5_acc: 0.9150, loss_cls: 4.7821, loss: 4.7821 +2025-05-30 19:06:44,677 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:34:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5969, top5_acc: 0.9081, loss_cls: 4.8114, loss: 4.8114 +2025-05-30 19:07:07,993 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-30 19:08:33,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:08:33,725 - pyskl - INFO - +top1_acc 0.5882 +top5_acc 0.9103 +2025-05-30 19:08:33,777 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_2.pth was removed +2025-05-30 19:08:34,767 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-30 19:08:34,768 - pyskl - INFO - Best top1_acc is 0.5882 at 3 epoch. +2025-05-30 19:08:34,771 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.5882, top5_acc: 0.9103 +2025-05-30 19:09:38,121 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:30:37, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.6269, top5_acc: 0.9213, loss_cls: 4.6803, loss: 4.6803 +2025-05-30 19:10:21,426 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:29:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9169, loss_cls: 4.7705, loss: 4.7705 +2025-05-30 19:11:04,833 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:29:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6262, top5_acc: 0.9244, loss_cls: 4.7330, loss: 4.7330 +2025-05-30 19:11:47,945 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:28:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9237, loss_cls: 4.6914, loss: 4.6914 +2025-05-30 19:12:30,980 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:27:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6206, top5_acc: 0.9187, loss_cls: 4.7551, loss: 4.7551 +2025-05-30 19:13:14,068 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:26:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6438, top5_acc: 0.9206, loss_cls: 4.6155, loss: 4.6155 +2025-05-30 19:13:57,073 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:26:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9394, loss_cls: 4.4769, loss: 4.4769 +2025-05-30 19:14:40,149 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:25:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9106, loss_cls: 4.7706, loss: 4.7706 +2025-05-30 19:15:23,166 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:24:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9181, loss_cls: 4.6150, loss: 4.6150 +2025-05-30 19:16:06,175 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:23:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9231, loss_cls: 4.6494, loss: 4.6494 +2025-05-30 19:16:49,129 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:22:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6475, top5_acc: 0.9200, loss_cls: 4.5981, loss: 4.5981 +2025-05-30 19:17:32,128 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:21:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6356, top5_acc: 0.9244, loss_cls: 4.5815, loss: 4.5815 +2025-05-30 19:18:15,085 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:20:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9256, loss_cls: 4.6019, loss: 4.6019 +2025-05-30 19:18:58,015 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:19:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9263, loss_cls: 4.5193, loss: 4.5193 +2025-05-30 19:19:40,898 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:19:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6438, top5_acc: 0.9275, loss_cls: 4.5285, loss: 4.5285 +2025-05-30 19:20:24,141 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:18:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6344, top5_acc: 0.9150, loss_cls: 4.5404, loss: 4.5404 +2025-05-30 19:21:07,363 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:17:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9250, loss_cls: 4.5743, loss: 4.5743 +2025-05-30 19:21:50,211 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:16:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9181, loss_cls: 4.6082, loss: 4.6082 +2025-05-30 19:22:33,157 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:15:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9431, loss_cls: 4.4043, loss: 4.4043 +2025-05-30 19:23:16,015 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:14:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6775, top5_acc: 0.9281, loss_cls: 4.3559, loss: 4.3559 +2025-05-30 19:23:58,930 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:14:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6581, top5_acc: 0.9344, loss_cls: 4.4770, loss: 4.4770 +2025-05-30 19:24:41,892 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:13:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6625, top5_acc: 0.9381, loss_cls: 4.2998, loss: 4.2998 +2025-05-30 19:25:24,844 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:12:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9400, loss_cls: 4.2554, loss: 4.2554 +2025-05-30 19:25:48,154 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-30 19:27:13,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:27:13,917 - pyskl - INFO - +top1_acc 0.7454 +top5_acc 0.9666 +2025-05-30 19:27:13,979 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_3.pth was removed +2025-05-30 19:27:14,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-30 19:27:14,984 - pyskl - INFO - Best top1_acc is 0.7454 at 4 epoch. +2025-05-30 19:27:14,986 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7454, top5_acc: 0.9666 +2025-05-30 19:28:18,513 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 17:09:41, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 4.1853, loss: 4.1853 +2025-05-30 19:29:01,702 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 17:08:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9337, loss_cls: 4.2808, loss: 4.2808 +2025-05-30 19:29:44,761 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 17:08:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9406, loss_cls: 4.3752, loss: 4.3752 +2025-05-30 19:30:28,038 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 17:07:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6669, top5_acc: 0.9287, loss_cls: 4.4331, loss: 4.4331 +2025-05-30 19:31:11,152 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 17:06:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9225, loss_cls: 4.2890, loss: 4.2890 +2025-05-30 19:31:54,184 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 17:06:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9456, loss_cls: 4.2086, loss: 4.2086 +2025-05-30 19:32:37,220 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 17:05:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 4.3221, loss: 4.3221 +2025-05-30 19:33:20,301 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 17:04:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9475, loss_cls: 4.0936, loss: 4.0936 +2025-05-30 19:34:03,306 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 17:03:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6813, top5_acc: 0.9375, loss_cls: 4.2539, loss: 4.2539 +2025-05-30 19:34:46,225 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 17:02:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9463, loss_cls: 4.2516, loss: 4.2516 +2025-05-30 19:35:29,193 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 17:02:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6713, top5_acc: 0.9375, loss_cls: 4.3326, loss: 4.3326 +2025-05-30 19:36:12,173 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 17:01:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6850, top5_acc: 0.9531, loss_cls: 4.1507, loss: 4.1507 +2025-05-30 19:36:55,128 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 17:00:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9425, loss_cls: 4.1868, loss: 4.1868 +2025-05-30 19:37:38,120 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 16:59:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9431, loss_cls: 4.3090, loss: 4.3090 +2025-05-30 19:38:21,056 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 16:58:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9350, loss_cls: 4.2254, loss: 4.2254 +2025-05-30 19:39:03,981 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 16:58:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 4.1526, loss: 4.1526 +2025-05-30 19:39:46,847 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 16:57:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9400, loss_cls: 4.3660, loss: 4.3660 +2025-05-30 19:40:29,737 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 16:56:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9350, loss_cls: 4.2559, loss: 4.2559 +2025-05-30 19:41:12,633 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 16:55:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6775, top5_acc: 0.9363, loss_cls: 4.2649, loss: 4.2649 +2025-05-30 19:41:55,538 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 16:54:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9406, loss_cls: 4.2077, loss: 4.2077 +2025-05-30 19:42:38,443 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 16:53:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9469, loss_cls: 4.2050, loss: 4.2050 +2025-05-30 19:43:21,386 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 16:53:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6800, top5_acc: 0.9381, loss_cls: 4.2555, loss: 4.2555 +2025-05-30 19:44:04,232 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 16:52:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6944, top5_acc: 0.9400, loss_cls: 4.2562, loss: 4.2562 +2025-05-30 19:44:27,549 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-30 19:53:07,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:53:07,477 - pyskl - INFO - +top1_acc 0.7046 +top5_acc 0.9526 +2025-05-30 19:53:07,480 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7046, top5_acc: 0.9526 +2025-05-30 19:54:11,673 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 16:50:12, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9487, loss_cls: 4.1627, loss: 4.1627 +2025-05-30 19:54:54,719 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 16:49:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9475, loss_cls: 4.0769, loss: 4.0769 +2025-05-30 19:55:37,804 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 16:48:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9531, loss_cls: 3.9645, loss: 3.9645 +2025-05-30 19:56:20,952 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 16:48:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9519, loss_cls: 4.0077, loss: 4.0077 +2025-05-30 19:57:03,973 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 16:47:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9456, loss_cls: 4.0419, loss: 4.0419 +2025-05-30 19:57:46,901 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 16:46:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9519, loss_cls: 4.0975, loss: 4.0975 +2025-05-30 19:58:29,861 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 16:45:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9500, loss_cls: 4.0994, loss: 4.0994 +2025-05-30 19:59:12,774 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 16:44:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 4.0069, loss: 4.0069 +2025-05-30 19:59:55,689 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 16:44:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6687, top5_acc: 0.9375, loss_cls: 4.3109, loss: 4.3109 +2025-05-30 20:00:38,656 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 16:43:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9413, loss_cls: 4.1442, loss: 4.1442 +2025-05-30 20:01:21,612 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 16:42:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9475, loss_cls: 4.1676, loss: 4.1676 +2025-05-30 20:02:04,581 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 16:41:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9437, loss_cls: 4.1013, loss: 4.1013 +2025-05-30 20:02:47,556 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 16:41:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9475, loss_cls: 4.0484, loss: 4.0484 +2025-05-30 20:03:30,500 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 16:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9544, loss_cls: 3.8726, loss: 3.8726 +2025-05-30 20:04:13,445 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 16:39:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9506, loss_cls: 4.0659, loss: 4.0659 +2025-05-30 20:04:56,200 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 16:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9550, loss_cls: 3.9831, loss: 3.9831 +2025-05-30 20:05:39,192 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 16:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9450, loss_cls: 4.0178, loss: 4.0178 +2025-05-30 20:06:22,143 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 16:37:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9513, loss_cls: 4.0092, loss: 4.0092 +2025-05-30 20:07:05,078 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 16:36:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9500, loss_cls: 3.9988, loss: 3.9988 +2025-05-30 20:07:48,095 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:35:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9400, loss_cls: 4.0820, loss: 4.0820 +2025-05-30 20:08:31,009 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:34:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 3.9718, loss: 3.9718 +2025-05-30 20:09:14,126 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:34:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9625, loss_cls: 3.9055, loss: 3.9055 +2025-05-30 20:09:57,008 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:33:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9513, loss_cls: 3.9770, loss: 3.9770 +2025-05-30 20:10:20,167 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-30 20:11:45,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:11:45,851 - pyskl - INFO - +top1_acc 0.7546 +top5_acc 0.9643 +2025-05-30 20:11:45,908 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_4.pth was removed +2025-05-30 20:11:46,990 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-30 20:11:46,990 - pyskl - INFO - Best top1_acc is 0.7546 at 6 epoch. +2025-05-30 20:11:46,993 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7546, top5_acc: 0.9643 +2025-05-30 20:12:50,420 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:31:09, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9537, loss_cls: 3.8920, loss: 3.8920 +2025-05-30 20:13:33,538 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:30:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 3.8785, loss: 3.8785 +2025-05-30 20:14:16,586 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:29:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9631, loss_cls: 3.8199, loss: 3.8199 +2025-05-30 20:14:59,653 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:29:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 3.8580, loss: 3.8580 +2025-05-30 20:15:42,742 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:28:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9531, loss_cls: 3.9228, loss: 3.9228 +2025-05-30 20:16:25,760 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:27:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9537, loss_cls: 4.0179, loss: 4.0179 +2025-05-30 20:17:08,793 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:26:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9569, loss_cls: 3.8722, loss: 3.8722 +2025-05-30 20:17:51,856 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:26:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9544, loss_cls: 3.9421, loss: 3.9421 +2025-05-30 20:18:34,820 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:25:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9613, loss_cls: 3.7895, loss: 3.7895 +2025-05-30 20:19:17,800 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:24:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.0631, loss: 4.0631 +2025-05-30 20:20:00,721 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:23:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 3.8945, loss: 3.8945 +2025-05-30 20:20:43,716 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:23:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9587, loss_cls: 3.8813, loss: 3.8813 +2025-05-30 20:21:26,780 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:22:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9669, loss_cls: 3.7342, loss: 3.7342 +2025-05-30 20:22:09,805 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:21:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 3.9122, loss: 3.9122 +2025-05-30 20:22:52,787 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:20:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 3.7987, loss: 3.7987 +2025-05-30 20:23:35,742 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:20:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 3.8482, loss: 3.8482 +2025-05-30 20:24:18,736 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:19:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9575, loss_cls: 3.8704, loss: 3.8704 +2025-05-30 20:25:01,662 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:18:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9581, loss_cls: 3.8776, loss: 3.8776 +2025-05-30 20:25:44,680 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:17:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 3.8824, loss: 3.8824 +2025-05-30 20:26:27,542 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:17:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9569, loss_cls: 3.8586, loss: 3.8586 +2025-05-30 20:27:10,445 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:16:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 3.8278, loss: 3.8278 +2025-05-30 20:27:53,357 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:15:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 3.8422, loss: 3.8422 +2025-05-30 20:28:36,333 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:14:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 3.9928, loss: 3.9928 +2025-05-30 20:28:59,676 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-30 20:30:25,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:30:25,153 - pyskl - INFO - +top1_acc 0.7860 +top5_acc 0.9731 +2025-05-30 20:30:25,211 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_6.pth was removed +2025-05-30 20:30:26,324 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-30 20:30:26,324 - pyskl - INFO - Best top1_acc is 0.7860 at 7 epoch. +2025-05-30 20:30:26,327 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7860, top5_acc: 0.9731 +2025-05-30 20:31:29,981 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:13:00, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.7031, loss: 3.7031 +2025-05-30 20:32:13,094 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:12:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9650, loss_cls: 3.6913, loss: 3.6913 +2025-05-30 20:32:56,134 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:11:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 3.7534, loss: 3.7534 +2025-05-30 20:33:39,285 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:10:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 3.7727, loss: 3.7727 +2025-05-30 20:34:22,433 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:10:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 3.8653, loss: 3.8653 +2025-05-30 20:35:05,394 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 16:09:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 3.7023, loss: 3.7023 +2025-05-30 20:35:48,444 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 16:08:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9625, loss_cls: 3.7586, loss: 3.7586 +2025-05-30 20:36:31,485 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 16:08:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.6293, loss: 3.6293 +2025-05-30 20:37:14,518 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 16:07:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 3.8767, loss: 3.8767 +2025-05-30 20:37:57,552 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 16:06:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 3.8102, loss: 3.8102 +2025-05-30 20:38:40,499 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 16:05:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 3.7482, loss: 3.7482 +2025-05-30 20:39:23,459 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 16:05:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 3.7695, loss: 3.7695 +2025-05-30 20:40:06,521 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 16:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.6127, loss: 3.6127 +2025-05-30 20:40:49,571 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 16:03:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.6956, loss: 3.6956 +2025-05-30 20:41:32,639 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 16:02:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.6639, loss: 3.6639 +2025-05-30 20:42:15,700 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 16:02:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 3.7541, loss: 3.7541 +2025-05-30 20:42:58,702 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 16:01:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 3.6896, loss: 3.6896 +2025-05-30 20:43:41,805 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 16:00:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 3.8062, loss: 3.8062 +2025-05-30 20:44:24,829 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 16:00:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9681, loss_cls: 3.7310, loss: 3.7310 +2025-05-30 20:45:07,813 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 15:59:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 3.8391, loss: 3.8391 +2025-05-30 20:45:50,727 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 15:58:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.7212, loss: 3.7212 +2025-05-30 20:46:33,769 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 15:57:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9544, loss_cls: 3.8156, loss: 3.8156 +2025-05-30 20:47:16,841 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 15:57:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.6917, loss: 3.6917 +2025-05-30 20:47:40,250 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-30 20:49:05,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:49:05,659 - pyskl - INFO - +top1_acc 0.8017 +top5_acc 0.9746 +2025-05-30 20:49:05,709 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_7.pth was removed +2025-05-30 20:49:06,697 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-30 20:49:06,698 - pyskl - INFO - Best top1_acc is 0.8017 at 8 epoch. +2025-05-30 20:49:06,701 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.8017, top5_acc: 0.9746 +2025-05-30 20:50:09,773 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 15:55:17, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.6315, loss: 3.6315 +2025-05-30 20:50:52,920 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 15:54:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9600, loss_cls: 3.8153, loss: 3.8153 +2025-05-30 20:51:36,006 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 15:53:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.5830, loss: 3.5830 +2025-05-30 20:52:19,185 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 15:53:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 3.5896, loss: 3.5896 +2025-05-30 20:53:02,461 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 15:52:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 3.6723, loss: 3.6723 +2025-05-30 20:53:45,487 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 15:51:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 3.7365, loss: 3.7365 +2025-05-30 20:54:28,541 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 15:51:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 3.7557, loss: 3.7557 +2025-05-30 20:55:11,625 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 15:50:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.6244, loss: 3.6244 +2025-05-30 20:55:54,574 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 15:49:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.6470, loss: 3.6470 +2025-05-30 20:56:37,498 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 15:48:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 3.7643, loss: 3.7643 +2025-05-30 20:57:20,445 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 15:48:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9706, loss_cls: 3.5953, loss: 3.5953 +2025-05-30 20:58:03,492 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 15:47:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.6573, loss: 3.6573 +2025-05-30 20:58:46,371 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 15:46:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.6016, loss: 3.6016 +2025-05-30 20:59:29,331 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 15:46:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.5813, loss: 3.5813 +2025-05-30 21:00:12,334 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 15:45:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 3.7504, loss: 3.7504 +2025-05-30 21:00:55,305 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 15:44:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 3.6374, loss: 3.6374 +2025-05-30 21:01:38,213 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 15:43:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.6726, loss: 3.6726 +2025-05-30 21:02:21,148 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 15:43:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9581, loss_cls: 3.7696, loss: 3.7696 +2025-05-30 21:03:04,272 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 15:42:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.6434, loss: 3.6434 +2025-05-30 21:03:47,205 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 15:41:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9706, loss_cls: 3.6474, loss: 3.6474 +2025-05-30 21:04:30,141 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 15:40:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 3.6408, loss: 3.6408 +2025-05-30 21:05:13,034 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 15:40:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.6618, loss: 3.6618 +2025-05-30 21:05:56,041 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 15:39:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.5575, loss: 3.5575 +2025-05-30 21:06:19,264 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-30 21:07:44,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:07:44,548 - pyskl - INFO - +top1_acc 0.8064 +top5_acc 0.9764 +2025-05-30 21:07:44,602 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_8.pth was removed +2025-05-30 21:07:45,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-30 21:07:45,623 - pyskl - INFO - Best top1_acc is 0.8064 at 9 epoch. +2025-05-30 21:07:45,626 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.8064, top5_acc: 0.9764 +2025-05-30 21:08:49,386 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 15:37:47, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.5692, loss: 3.5692 +2025-05-30 21:09:32,426 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 15:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 3.6354, loss: 3.6354 +2025-05-30 21:10:15,428 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 15:36:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.6375, loss: 3.6375 +2025-05-30 21:10:58,611 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:35:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 3.5623, loss: 3.5623 +2025-05-30 21:11:41,713 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:34:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 3.4858, loss: 3.4858 +2025-05-30 21:12:24,878 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:34:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9700, loss_cls: 3.5195, loss: 3.5195 +2025-05-30 21:13:08,026 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:33:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.5342, loss: 3.5342 +2025-05-30 21:13:51,111 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:32:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 3.5104, loss: 3.5104 +2025-05-30 21:14:34,161 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:32:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.6542, loss: 3.6542 +2025-05-30 21:15:17,237 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:31:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 3.5206, loss: 3.5206 +2025-05-30 21:16:00,295 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:30:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 3.6080, loss: 3.6080 +2025-05-30 21:16:43,302 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:30:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.6215, loss: 3.6215 +2025-05-30 21:17:26,428 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:29:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.5170, loss: 3.5170 +2025-05-30 21:18:09,323 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:28:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9706, loss_cls: 3.5157, loss: 3.5157 +2025-05-30 21:18:52,145 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:27:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.5316, loss: 3.5316 +2025-05-30 21:19:35,150 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:27:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.5420, loss: 3.5420 +2025-05-30 21:20:18,144 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9700, loss_cls: 3.5374, loss: 3.5374 +2025-05-30 21:21:01,083 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:25:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.6024, loss: 3.6024 +2025-05-30 21:21:44,074 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:24:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.6299, loss: 3.6299 +2025-05-30 21:22:26,857 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:24:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 3.5091, loss: 3.5091 +2025-05-30 21:23:09,722 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:23:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9656, loss_cls: 3.5780, loss: 3.5780 +2025-05-30 21:23:52,670 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:22:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.5171, loss: 3.5171 +2025-05-30 21:24:35,651 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:22:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.4622, loss: 3.4622 +2025-05-30 21:24:58,882 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-30 21:34:03,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:34:03,591 - pyskl - INFO - +top1_acc 0.8171 +top5_acc 0.9743 +2025-05-30 21:34:03,647 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_9.pth was removed +2025-05-30 21:34:04,698 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-30 21:34:04,699 - pyskl - INFO - Best top1_acc is 0.8171 at 10 epoch. +2025-05-30 21:34:04,702 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.8171, top5_acc: 0.9743 +2025-05-30 21:35:08,560 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:20:27, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.3886, loss: 3.3886 +2025-05-30 21:35:51,453 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:19:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 3.5081, loss: 3.5081 +2025-05-30 21:36:34,414 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:18:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 3.5703, loss: 3.5703 +2025-05-30 21:37:17,386 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:18:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.3918, loss: 3.3918 +2025-05-30 21:38:00,545 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:17:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9794, loss_cls: 3.4127, loss: 3.4127 +2025-05-30 21:38:43,666 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:16:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 3.3697, loss: 3.3697 +2025-05-30 21:39:26,866 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:16:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9656, loss_cls: 3.5723, loss: 3.5723 +2025-05-30 21:40:09,941 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:15:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 3.6039, loss: 3.6039 +2025-05-30 21:40:52,936 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:14:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.4989, loss: 3.4989 +2025-05-30 21:41:35,931 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:14:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 3.5934, loss: 3.5934 +2025-05-30 21:42:18,965 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:13:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9700, loss_cls: 3.4315, loss: 3.4315 +2025-05-30 21:43:01,947 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:12:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 3.5997, loss: 3.5997 +2025-05-30 21:43:44,940 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:11:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9712, loss_cls: 3.5448, loss: 3.5448 +2025-05-30 21:44:28,013 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:11:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 3.6129, loss: 3.6129 +2025-05-30 21:45:10,973 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:10:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 3.5599, loss: 3.5599 +2025-05-30 21:45:53,848 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 15:09:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.5138, loss: 3.5138 +2025-05-30 21:46:36,836 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 15:09:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.5081, loss: 3.5081 +2025-05-30 21:47:19,832 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 15:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.3984, loss: 3.3984 +2025-05-30 21:48:02,867 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 15:07:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.5371, loss: 3.5371 +2025-05-30 21:48:45,870 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 15:06:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.5491, loss: 3.5491 +2025-05-30 21:49:28,857 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 15:06:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.5357, loss: 3.5357 +2025-05-30 21:50:11,800 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 15:05:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.5553, loss: 3.5553 +2025-05-30 21:50:54,890 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 15:04:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.3758, loss: 3.3758 +2025-05-30 21:51:18,217 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-30 21:52:43,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:52:43,780 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9793 +2025-05-30 21:52:43,783 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.8120, top5_acc: 0.9793 +2025-05-30 21:53:47,735 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 15:03:14, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.4978, loss: 3.4978 +2025-05-30 21:54:30,803 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 15:02:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.4307, loss: 3.4307 +2025-05-30 21:55:13,926 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 15:01:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9788, loss_cls: 3.4410, loss: 3.4410 +2025-05-30 21:55:57,078 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 15:01:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4917, loss: 3.4917 +2025-05-30 21:56:40,236 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 15:00:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.5162, loss: 3.5162 +2025-05-30 21:57:23,313 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 14:59:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.4331, loss: 3.4331 +2025-05-30 21:58:06,359 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 14:59:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 3.5308, loss: 3.5308 +2025-05-30 21:58:49,368 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 14:58:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.4056, loss: 3.4056 +2025-05-30 21:59:32,345 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 14:57:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.4970, loss: 3.4970 +2025-05-30 22:00:15,332 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 14:56:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.5045, loss: 3.5045 +2025-05-30 22:00:58,237 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 14:56:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 3.4550, loss: 3.4550 +2025-05-30 22:01:41,183 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 14:55:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.5165, loss: 3.5165 +2025-05-30 22:02:24,146 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 14:54:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.3977, loss: 3.3977 +2025-05-30 22:03:07,158 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 14:54:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.3902, loss: 3.3902 +2025-05-30 22:03:50,083 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 14:53:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.3966, loss: 3.3966 +2025-05-30 22:04:33,087 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 14:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.4800, loss: 3.4800 +2025-05-30 22:05:16,121 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 14:51:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.4481, loss: 3.4481 +2025-05-30 22:05:59,170 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 14:51:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.4756, loss: 3.4756 +2025-05-30 22:06:42,224 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 14:50:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9744, loss_cls: 3.3953, loss: 3.3953 +2025-05-30 22:07:25,261 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 14:49:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.4970, loss: 3.4970 +2025-05-30 22:08:08,227 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 14:49:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4617, loss: 3.4617 +2025-05-30 22:08:51,239 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 14:48:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.4621, loss: 3.4621 +2025-05-30 22:09:34,223 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 14:47:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.4836, loss: 3.4836 +2025-05-30 22:09:57,616 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-30 22:11:23,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:11:23,300 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9829 +2025-05-30 22:11:23,350 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_10.pth was removed +2025-05-30 22:11:24,338 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-05-30 22:11:24,339 - pyskl - INFO - Best top1_acc is 0.8325 at 12 epoch. +2025-05-30 22:11:24,342 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8325, top5_acc: 0.9829 +2025-05-30 22:12:28,061 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 14:46:04, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 3.3028, loss: 3.3028 +2025-05-30 22:13:11,122 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 14:45:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.2442, loss: 3.2442 +2025-05-30 22:13:54,169 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 14:44:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.3259, loss: 3.3259 +2025-05-30 22:14:37,200 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 14:43:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.3128, loss: 3.3128 +2025-05-30 22:15:20,286 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 14:43:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 3.4062, loss: 3.4062 +2025-05-30 22:16:03,406 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 14:42:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 3.3307, loss: 3.3307 +2025-05-30 22:16:46,626 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 14:41:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9750, loss_cls: 3.3824, loss: 3.3824 +2025-05-30 22:17:29,710 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 14:41:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.4409, loss: 3.4409 +2025-05-30 22:18:12,688 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 14:40:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.5012, loss: 3.5012 +2025-05-30 22:18:55,706 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 14:39:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.3045, loss: 3.3045 +2025-05-30 22:19:38,755 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 14:39:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.4948, loss: 3.4948 +2025-05-30 22:20:21,787 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 14:38:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.3756, loss: 3.3756 +2025-05-30 22:21:04,877 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 14:37:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.5037, loss: 3.5037 +2025-05-30 22:21:47,826 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:36:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.3365, loss: 3.3365 +2025-05-30 22:22:30,722 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:36:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.3943, loss: 3.3943 +2025-05-30 22:23:13,721 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:35:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.4207, loss: 3.4207 +2025-05-30 22:23:56,691 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:34:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.4027, loss: 3.4027 +2025-05-30 22:24:39,704 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.4289, loss: 3.4289 +2025-05-30 22:25:22,645 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:33:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.3358, loss: 3.3358 +2025-05-30 22:26:05,646 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:32:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.3768, loss: 3.3768 +2025-05-30 22:26:48,634 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:31:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.3651, loss: 3.3651 +2025-05-30 22:27:31,714 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:31:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.3531, loss: 3.3531 +2025-05-30 22:28:14,797 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:30:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.4472, loss: 3.4472 +2025-05-30 22:28:38,138 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-30 22:30:03,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:30:03,654 - pyskl - INFO - +top1_acc 0.8261 +top5_acc 0.9784 +2025-05-30 22:30:03,657 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8261, top5_acc: 0.9784 +2025-05-30 22:31:07,117 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:28:57, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.2909, loss: 3.2909 +2025-05-30 22:31:50,043 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:28:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.3229, loss: 3.3229 +2025-05-30 22:32:33,065 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:27:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.3299, loss: 3.3299 +2025-05-30 22:33:16,097 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:26:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 3.3390, loss: 3.3390 +2025-05-30 22:33:59,138 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:26:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 3.3177, loss: 3.3177 +2025-05-30 22:34:42,272 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:25:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.3629, loss: 3.3629 +2025-05-30 22:35:25,582 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:24:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.2591, loss: 3.2591 +2025-05-30 22:36:09,019 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:24:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.3067, loss: 3.3067 +2025-05-30 22:36:52,117 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:23:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 3.5329, loss: 3.5329 +2025-05-30 22:37:35,202 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:22:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.2258, loss: 3.2258 +2025-05-30 22:38:18,338 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:22:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.3738, loss: 3.3738 +2025-05-30 22:39:01,400 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:21:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.3400, loss: 3.3400 +2025-05-30 22:39:44,417 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:20:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.3538, loss: 3.3538 +2025-05-30 22:40:27,497 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:19:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.4578, loss: 3.4578 +2025-05-30 22:41:10,596 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:19:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9788, loss_cls: 3.2889, loss: 3.2889 +2025-05-30 22:41:53,641 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.3906, loss: 3.3906 +2025-05-30 22:42:36,752 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:17:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.3407, loss: 3.3407 +2025-05-30 22:43:19,839 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:17:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.3601, loss: 3.3601 +2025-05-30 22:44:02,844 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:16:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.4065, loss: 3.4065 +2025-05-30 22:44:45,838 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:15:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.3799, loss: 3.3799 +2025-05-30 22:45:28,806 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:14:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.3027, loss: 3.3027 +2025-05-30 22:46:11,686 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:14:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.3649, loss: 3.3649 +2025-05-30 22:46:54,591 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:13:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 3.3498, loss: 3.3498 +2025-05-30 22:47:17,961 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-30 22:48:43,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:48:43,611 - pyskl - INFO - +top1_acc 0.8104 +top5_acc 0.9781 +2025-05-30 22:48:43,614 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8104, top5_acc: 0.9781 +2025-05-30 22:49:46,939 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:11:58, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.2605, loss: 3.2605 +2025-05-30 22:50:29,905 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:11:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.2908, loss: 3.2908 +2025-05-30 22:51:12,941 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 14:10:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.2593, loss: 3.2593 +2025-05-30 22:51:55,990 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 14:09:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.3287, loss: 3.3287 +2025-05-30 22:52:39,013 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 14:09:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.3924, loss: 3.3924 +2025-05-30 22:53:21,902 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 14:08:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.2979, loss: 3.2979 +2025-05-30 22:54:05,095 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 14:07:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 3.3161, loss: 3.3161 +2025-05-30 22:54:48,265 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 14:07:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.2837, loss: 3.2837 +2025-05-30 22:55:31,399 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 14:06:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.3680, loss: 3.3680 +2025-05-30 22:56:14,094 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 14:05:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.1791, loss: 3.1791 +2025-05-30 22:56:57,186 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 14:04:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.2385, loss: 3.2385 +2025-05-30 22:57:40,386 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 14:04:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.4236, loss: 3.4236 +2025-05-30 22:58:23,484 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 14:03:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.2678, loss: 3.2678 +2025-05-30 22:59:06,601 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 14:02:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.3128, loss: 3.3128 +2025-05-30 22:59:49,605 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 14:02:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.4183, loss: 3.4183 +2025-05-30 23:00:32,757 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:01:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9750, loss_cls: 3.3389, loss: 3.3389 +2025-05-30 23:01:15,696 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 14:00:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 3.3228, loss: 3.3228 +2025-05-30 23:01:58,754 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 13:59:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.2652, loss: 3.2652 +2025-05-30 23:02:41,748 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 13:59:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1138, loss: 3.1138 +2025-05-30 23:03:24,671 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 13:58:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.2981, loss: 3.2981 +2025-05-30 23:04:07,518 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 13:57:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.2201, loss: 3.2201 +2025-05-30 23:04:50,386 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 13:57:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.1853, loss: 3.1853 +2025-05-30 23:05:33,278 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 13:56:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.2766, loss: 3.2766 +2025-05-30 23:05:56,562 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-30 23:15:06,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:15:06,902 - pyskl - INFO - +top1_acc 0.8307 +top5_acc 0.9828 +2025-05-30 23:15:06,905 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8307, top5_acc: 0.9828 +2025-05-30 23:16:10,488 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 13:54:53, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.2175, loss: 3.2175 +2025-05-30 23:16:53,486 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 13:54:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1193, loss: 3.1193 +2025-05-30 23:17:36,394 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 13:53:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.2984, loss: 3.2984 +2025-05-30 23:18:19,323 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 13:52:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 3.2837, loss: 3.2837 +2025-05-30 23:19:02,442 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 13:52:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.2457, loss: 3.2457 +2025-05-30 23:19:45,336 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 13:51:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.3292, loss: 3.3292 +2025-05-30 23:20:28,406 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 13:50:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.2138, loss: 3.2138 +2025-05-30 23:21:11,245 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 13:49:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.2500, loss: 3.2500 +2025-05-30 23:21:54,177 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 13:49:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.1837, loss: 3.1837 +2025-05-30 23:22:37,202 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 13:48:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.3185, loss: 3.3185 +2025-05-30 23:23:20,220 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 13:47:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.2436, loss: 3.2436 +2025-05-30 23:24:03,201 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 13:46:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9756, loss_cls: 3.3720, loss: 3.3720 +2025-05-30 23:24:46,168 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 13:46:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.3114, loss: 3.3114 +2025-05-30 23:25:29,092 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 13:45:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.3858, loss: 3.3858 +2025-05-30 23:26:12,168 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 13:44:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9775, loss_cls: 3.3397, loss: 3.3397 +2025-05-30 23:26:55,209 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 13:44:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.2127, loss: 3.2127 +2025-05-30 23:27:38,285 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 13:43:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.2063, loss: 3.2063 +2025-05-30 23:28:21,353 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 13:42:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.2552, loss: 3.2552 +2025-05-30 23:29:04,434 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 13:42:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.1468, loss: 3.1468 +2025-05-30 23:29:47,488 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 13:41:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.2745, loss: 3.2745 +2025-05-30 23:30:30,576 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 13:40:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9744, loss_cls: 3.3142, loss: 3.3142 +2025-05-30 23:31:13,668 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 13:39:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.1748, loss: 3.1748 +2025-05-30 23:31:56,776 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 13:39:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.1218, loss: 3.1218 +2025-05-30 23:32:20,143 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-30 23:33:45,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:33:45,627 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9842 +2025-05-30 23:33:45,687 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_12.pth was removed +2025-05-30 23:33:46,727 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-30 23:33:46,728 - pyskl - INFO - Best top1_acc is 0.8524 at 16 epoch. +2025-05-30 23:33:46,730 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8524, top5_acc: 0.9842 +2025-05-30 23:34:50,253 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:37:48, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 3.1323, loss: 3.1323 +2025-05-30 23:35:33,394 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:37:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.1236, loss: 3.1236 +2025-05-30 23:36:16,497 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:36:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.2010, loss: 3.2010 +2025-05-30 23:36:59,538 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:35:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.1934, loss: 3.1934 +2025-05-30 23:37:42,518 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:34:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.2818, loss: 3.2818 +2025-05-30 23:38:25,487 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:34:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.1254, loss: 3.1254 +2025-05-30 23:39:08,524 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:33:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.2783, loss: 3.2783 +2025-05-30 23:39:51,589 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:32:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2291, loss: 3.2291 +2025-05-30 23:40:34,692 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:32:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1713, loss: 3.1713 +2025-05-30 23:41:17,757 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:31:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9806, loss_cls: 3.1578, loss: 3.1578 +2025-05-30 23:42:00,731 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.2317, loss: 3.2317 +2025-05-30 23:42:43,781 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:30:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.1777, loss: 3.1777 +2025-05-30 23:43:26,743 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.1996, loss: 3.1996 +2025-05-30 23:44:09,680 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:28:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 3.2084, loss: 3.2084 +2025-05-30 23:44:52,608 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:27:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.3223, loss: 3.3223 +2025-05-30 23:45:35,532 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:27:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.3203, loss: 3.3203 +2025-05-30 23:46:18,489 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:26:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.1689, loss: 3.1689 +2025-05-30 23:47:01,369 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:25:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.0868, loss: 3.0868 +2025-05-30 23:47:44,253 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:24:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.2034, loss: 3.2034 +2025-05-30 23:48:27,113 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:24:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0834, loss: 3.0834 +2025-05-30 23:49:10,015 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.2353, loss: 3.2353 +2025-05-30 23:49:52,840 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:22:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9712, loss_cls: 3.2618, loss: 3.2618 +2025-05-30 23:50:35,717 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:22:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.2389, loss: 3.2389 +2025-05-30 23:50:58,865 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-30 23:52:24,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:52:24,472 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9836 +2025-05-30 23:52:24,486 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8410, top5_acc: 0.9836 +2025-05-30 23:53:28,342 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:20:41, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1756, loss: 3.1756 +2025-05-30 23:54:11,350 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:19:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.1473, loss: 3.1473 +2025-05-30 23:54:54,392 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:19:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 3.3389, loss: 3.3389 +2025-05-30 23:55:37,509 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:18:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.1997, loss: 3.1997 +2025-05-30 23:56:20,667 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:17:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.1699, loss: 3.1699 +2025-05-30 23:57:03,769 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:17:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0537, loss: 3.0537 +2025-05-30 23:57:46,878 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:16:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.0630, loss: 3.0630 +2025-05-30 23:58:29,892 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:15:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.1880, loss: 3.1880 +2025-05-30 23:59:13,021 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:15:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.2869, loss: 3.2869 +2025-05-30 23:59:55,954 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:14:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.2375, loss: 3.2375 +2025-05-31 00:00:39,032 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:13:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2520, loss: 3.2520 +2025-05-31 00:01:22,041 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:12:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.1985, loss: 3.1985 +2025-05-31 00:02:05,115 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:12:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.2203, loss: 3.2203 +2025-05-31 00:02:48,070 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:11:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.0795, loss: 3.0795 +2025-05-31 00:03:30,997 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:10:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2275, loss: 3.2275 +2025-05-31 00:04:14,024 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 13:10:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.1139, loss: 3.1139 +2025-05-31 00:04:56,953 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 13:09:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.2718, loss: 3.2718 +2025-05-31 00:05:39,952 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 13:08:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.2330, loss: 3.2330 +2025-05-31 00:06:23,013 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 13:07:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 3.2146, loss: 3.2146 +2025-05-31 00:07:06,049 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 13:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.1071, loss: 3.1071 +2025-05-31 00:07:49,017 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 13:06:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.2139, loss: 3.2139 +2025-05-31 00:08:32,056 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 13:05:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 3.1222, loss: 3.1222 +2025-05-31 00:09:15,089 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 13:05:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.1467, loss: 3.1467 +2025-05-31 00:09:38,430 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-31 00:11:03,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:11:03,980 - pyskl - INFO - +top1_acc 0.8338 +top5_acc 0.9837 +2025-05-31 00:11:03,983 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8338, top5_acc: 0.9837 +2025-05-31 00:12:07,610 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:03:44, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.0389, loss: 3.0389 +2025-05-31 00:12:50,930 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:03:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.1006, loss: 3.1006 +2025-05-31 00:13:34,139 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:02:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.2292, loss: 3.2292 +2025-05-31 00:14:17,174 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:01:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 3.0004, loss: 3.0004 +2025-05-31 00:15:00,226 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:00:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 3.2117, loss: 3.2117 +2025-05-31 00:15:43,377 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:00:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.1437, loss: 3.1437 +2025-05-31 00:16:26,565 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 12:59:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.0641, loss: 3.0641 +2025-05-31 00:17:09,546 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 12:58:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9781, loss_cls: 3.2201, loss: 3.2201 +2025-05-31 00:17:52,628 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 12:58:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.1982, loss: 3.1982 +2025-05-31 00:18:35,725 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 12:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.2025, loss: 3.2025 +2025-05-31 00:19:18,743 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 12:56:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.1804, loss: 3.1804 +2025-05-31 00:20:01,934 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 12:56:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.1968, loss: 3.1968 +2025-05-31 00:20:45,053 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 12:55:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9794, loss_cls: 3.1833, loss: 3.1833 +2025-05-31 00:21:28,116 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 12:54:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.2742, loss: 3.2742 +2025-05-31 00:22:11,170 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 12:53:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0831, loss: 3.0831 +2025-05-31 00:22:54,093 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 12:53:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.1758, loss: 3.1758 +2025-05-31 00:23:37,044 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 12:52:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.1979, loss: 3.1979 +2025-05-31 00:24:20,105 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 12:51:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1119, loss: 3.1119 +2025-05-31 00:25:03,088 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 12:51:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.2934, loss: 3.2934 +2025-05-31 00:25:46,125 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 12:50:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 3.1096, loss: 3.1096 +2025-05-31 00:26:29,156 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 12:49:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.1737, loss: 3.1737 +2025-05-31 00:27:12,161 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 12:48:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.1824, loss: 3.1824 +2025-05-31 00:27:55,226 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 12:48:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.2523, loss: 3.2523 +2025-05-31 00:28:18,618 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-31 00:29:43,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:29:43,980 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9854 +2025-05-31 00:29:44,040 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_16.pth was removed +2025-05-31 00:29:45,091 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-31 00:29:45,091 - pyskl - INFO - Best top1_acc is 0.8653 at 19 epoch. +2025-05-31 00:29:45,094 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8653, top5_acc: 0.9854 +2025-05-31 00:30:48,862 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 12:46:55, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.0586, loss: 3.0586 +2025-05-31 00:31:32,007 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 12:46:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.1545, loss: 3.1545 +2025-05-31 00:32:15,070 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 12:45:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.9778, loss: 2.9778 +2025-05-31 00:32:58,092 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 12:44:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.1504, loss: 3.1504 +2025-05-31 00:33:41,373 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 12:44:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.1223, loss: 3.1223 +2025-05-31 00:34:24,513 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 12:43:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.2050, loss: 3.2050 +2025-05-31 00:35:07,646 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 12:42:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.0688, loss: 3.0688 +2025-05-31 00:35:50,745 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 12:42:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.1187, loss: 3.1187 +2025-05-31 00:36:33,828 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 12:41:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 3.0289, loss: 3.0289 +2025-05-31 00:37:16,857 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 12:40:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0990, loss: 3.0990 +2025-05-31 00:37:59,821 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 12:39:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.1150, loss: 3.1150 +2025-05-31 00:38:42,795 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 12:39:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.2365, loss: 3.2365 +2025-05-31 00:39:25,965 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:38:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.1498, loss: 3.1498 +2025-05-31 00:40:09,048 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:37:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.1936, loss: 3.1936 +2025-05-31 00:40:52,065 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:37:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.2004, loss: 3.2004 +2025-05-31 00:41:35,044 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:36:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.1050, loss: 3.1050 +2025-05-31 00:42:17,985 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:35:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2498, loss: 3.2498 +2025-05-31 00:43:00,894 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.1376, loss: 3.1376 +2025-05-31 00:43:43,802 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:34:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.2380, loss: 3.2380 +2025-05-31 00:44:26,689 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:33:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.0899, loss: 3.0899 +2025-05-31 00:45:09,680 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:32:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 3.1688, loss: 3.1688 +2025-05-31 00:45:52,598 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:32:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.0357, loss: 3.0357 +2025-05-31 00:46:35,131 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:31:15, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.1322, loss: 3.1322 +2025-05-31 00:46:58,436 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-31 00:56:11,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:56:11,968 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9838 +2025-05-31 00:56:11,972 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8328, top5_acc: 0.9838 +2025-05-31 00:57:15,534 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:29:55, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.0771, loss: 3.0771 +2025-05-31 00:57:58,641 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:29:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 3.1087, loss: 3.1087 +2025-05-31 00:58:41,788 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:28:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 3.1975, loss: 3.1975 +2025-05-31 00:59:24,843 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:27:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.0529, loss: 3.0529 +2025-05-31 01:00:07,951 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:27:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9838, loss_cls: 3.1470, loss: 3.1470 +2025-05-31 01:00:51,071 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:26:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.2580, loss: 3.2580 +2025-05-31 01:01:34,094 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:25:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.1720, loss: 3.1720 +2025-05-31 01:02:17,102 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:24:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.1548, loss: 3.1548 +2025-05-31 01:03:00,210 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:24:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.2064, loss: 3.2064 +2025-05-31 01:03:43,271 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:23:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.1730, loss: 3.1730 +2025-05-31 01:04:26,261 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:22:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.1177, loss: 3.1177 +2025-05-31 01:05:09,287 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:22:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9787, loss: 2.9787 +2025-05-31 01:05:52,313 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:21:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 3.1343, loss: 3.1343 +2025-05-31 01:06:35,381 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:20:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.0978, loss: 3.0978 +2025-05-31 01:07:18,413 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:20:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.1550, loss: 3.1550 +2025-05-31 01:08:01,385 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:19:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1675, loss: 3.1675 +2025-05-31 01:08:44,362 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:18:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1589, loss: 3.1589 +2025-05-31 01:09:27,345 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:17:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0433, loss: 3.0433 +2025-05-31 01:10:10,416 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:17:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.0315, loss: 3.0315 +2025-05-31 01:10:53,482 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:16:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.1945, loss: 3.1945 +2025-05-31 01:11:36,507 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:15:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.0741, loss: 3.0741 +2025-05-31 01:12:19,598 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.1606, loss: 3.1606 +2025-05-31 01:13:02,758 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:14:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.0891, loss: 3.0891 +2025-05-31 01:13:26,171 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-31 01:14:51,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:14:51,762 - pyskl - INFO - +top1_acc 0.8495 +top5_acc 0.9845 +2025-05-31 01:14:51,766 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8495, top5_acc: 0.9845 +2025-05-31 01:15:54,872 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:13:00, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.0091, loss: 3.0091 +2025-05-31 01:16:37,913 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:12:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.0462, loss: 3.0462 +2025-05-31 01:17:20,840 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:11:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 3.0854, loss: 3.0854 +2025-05-31 01:18:03,810 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:10:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.0307, loss: 3.0307 +2025-05-31 01:18:47,016 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 12:10:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.0046, loss: 3.0046 +2025-05-31 01:19:30,296 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 12:09:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 3.0207, loss: 3.0207 +2025-05-31 01:20:13,420 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 12:08:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.0772, loss: 3.0772 +2025-05-31 01:20:56,578 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 12:08:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.1160, loss: 3.1160 +2025-05-31 01:21:39,736 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 12:07:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1382, loss: 3.1382 +2025-05-31 01:22:22,739 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 12:06:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.1118, loss: 3.1118 +2025-05-31 01:23:05,514 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 12:05:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.0509, loss: 3.0509 +2025-05-31 01:23:48,455 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:05:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9825, loss_cls: 3.1739, loss: 3.1739 +2025-05-31 01:24:31,475 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:04:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.1617, loss: 3.1617 +2025-05-31 01:25:14,506 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:03:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.0349, loss: 3.0349 +2025-05-31 01:25:57,541 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:03:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.2091, loss: 3.2091 +2025-05-31 01:26:40,523 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:02:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.1872, loss: 3.1872 +2025-05-31 01:27:23,449 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:01:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.1267, loss: 3.1267 +2025-05-31 01:28:06,444 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:00:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.9307, loss: 2.9307 +2025-05-31 01:28:49,357 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:00:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9775, loss_cls: 3.1544, loss: 3.1544 +2025-05-31 01:29:32,350 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 11:59:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.0371, loss: 3.0371 +2025-05-31 01:30:15,337 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 11:58:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.1517, loss: 3.1517 +2025-05-31 01:30:58,461 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 11:58:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.0817, loss: 3.0817 +2025-05-31 01:31:41,545 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 11:57:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.0803, loss: 3.0803 +2025-05-31 01:32:04,980 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-31 01:33:30,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:33:30,472 - pyskl - INFO - +top1_acc 0.8671 +top5_acc 0.9867 +2025-05-31 01:33:30,530 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_19.pth was removed +2025-05-31 01:33:31,571 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-05-31 01:33:31,572 - pyskl - INFO - Best top1_acc is 0.8671 at 22 epoch. +2025-05-31 01:33:31,575 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8671, top5_acc: 0.9867 +2025-05-31 01:34:35,189 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 11:56:04, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.0364, loss: 3.0364 +2025-05-31 01:35:18,343 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 11:55:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 2.9841, loss: 2.9841 +2025-05-31 01:36:01,521 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 11:54:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.8961, loss: 2.8961 +2025-05-31 01:36:44,556 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 11:53:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9869, loss_cls: 3.0144, loss: 3.0144 +2025-05-31 01:37:27,769 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 11:53:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.0392, loss: 3.0392 +2025-05-31 01:38:10,958 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 11:52:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.9942, loss: 2.9942 +2025-05-31 01:38:54,258 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 11:51:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.0207, loss: 3.0207 +2025-05-31 01:39:37,242 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 11:51:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.0103, loss: 3.0103 +2025-05-31 01:40:20,266 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 11:50:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.0779, loss: 3.0779 +2025-05-31 01:41:03,290 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 11:49:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 3.0009, loss: 3.0009 +2025-05-31 01:41:46,291 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 11:49:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.1824, loss: 3.1824 +2025-05-31 01:42:29,387 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 11:48:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.1350, loss: 3.1350 +2025-05-31 01:43:12,485 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 11:47:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.0623, loss: 3.0623 +2025-05-31 01:43:55,495 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 11:46:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.0752, loss: 3.0752 +2025-05-31 01:44:38,520 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 11:46:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.1834, loss: 3.1834 +2025-05-31 01:45:21,658 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 11:45:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.0545, loss: 3.0545 +2025-05-31 01:46:04,778 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 11:44:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.0911, loss: 3.0911 +2025-05-31 01:46:47,780 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 11:44:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.1832, loss: 3.1832 +2025-05-31 01:47:30,780 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 11:43:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.0262, loss: 3.0262 +2025-05-31 01:48:13,796 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 11:42:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.2202, loss: 3.2202 +2025-05-31 01:48:56,777 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 11:41:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.0886, loss: 3.0886 +2025-05-31 01:49:39,837 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 11:41:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.0462, loss: 3.0462 +2025-05-31 01:50:22,913 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 11:40:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.0932, loss: 3.0932 +2025-05-31 01:50:46,305 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-31 01:52:11,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:52:11,514 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9807 +2025-05-31 01:52:11,517 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8422, top5_acc: 0.9807 +2025-05-31 01:53:15,670 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:39:18, time: 0.641, data_time: 0.205, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0355, loss: 3.0355 +2025-05-31 01:53:59,038 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:38:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.0282, loss: 3.0282 +2025-05-31 01:54:42,117 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:37:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.9907, loss: 2.9907 +2025-05-31 01:55:25,057 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:37:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9448, loss: 2.9448 +2025-05-31 01:56:08,035 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:36:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.9855, loss: 2.9855 +2025-05-31 01:56:51,303 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:35:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0844, loss: 3.0844 +2025-05-31 01:57:34,257 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:35:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.0116, loss: 3.0116 +2025-05-31 01:58:17,044 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:34:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9922, loss: 2.9922 +2025-05-31 01:58:59,966 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:33:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.1166, loss: 3.1166 +2025-05-31 01:59:42,818 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:32:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.1540, loss: 3.1540 +2025-05-31 02:00:25,782 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:32:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.0903, loss: 3.0903 +2025-05-31 02:01:08,651 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:31:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.1645, loss: 3.1645 +2025-05-31 02:01:51,574 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:30:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.0546, loss: 3.0546 +2025-05-31 02:02:34,614 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:30:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.0574, loss: 3.0574 +2025-05-31 02:03:17,569 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.0646, loss: 3.0646 +2025-05-31 02:04:00,526 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:28:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.0485, loss: 3.0485 +2025-05-31 02:04:43,444 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:27:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.9955, loss: 2.9955 +2025-05-31 02:05:26,441 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:27:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.0885, loss: 3.0885 +2025-05-31 02:06:09,366 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:26:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.1928, loss: 3.1928 +2025-05-31 02:06:52,265 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:25:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0186, loss: 3.0186 +2025-05-31 02:07:35,225 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:25:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.0445, loss: 3.0445 +2025-05-31 02:08:18,318 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:24:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0102, loss: 3.0102 +2025-05-31 02:09:01,398 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:23:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.0599, loss: 3.0599 +2025-05-31 02:09:24,747 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-31 02:10:50,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:10:50,383 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9875 +2025-05-31 02:10:50,435 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_22.pth was removed +2025-05-31 02:10:51,424 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-31 02:10:51,425 - pyskl - INFO - Best top1_acc is 0.8757 at 24 epoch. +2025-05-31 02:10:51,428 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8757, top5_acc: 0.9875 +2025-05-31 02:11:55,294 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:22:19, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 2.9755, loss: 2.9755 +2025-05-31 02:12:38,297 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:21:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0359, loss: 3.0359 +2025-05-31 02:13:21,235 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:20:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.0030, loss: 3.0030 +2025-05-31 02:14:04,159 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:20:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.9946, loss: 2.9946 +2025-05-31 02:14:47,108 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:19:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.1015, loss: 3.1015 +2025-05-31 02:15:30,119 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.0227, loss: 3.0227 +2025-05-31 02:16:13,094 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:18:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 2.9423, loss: 2.9423 +2025-05-31 02:16:56,188 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:17:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.0345, loss: 3.0345 +2025-05-31 02:17:39,257 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:16:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.0847, loss: 3.0847 +2025-05-31 02:18:22,387 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:15:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 2.9275, loss: 2.9275 +2025-05-31 02:19:05,337 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:15:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.0320, loss: 3.0320 +2025-05-31 02:19:48,347 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:14:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.0360, loss: 3.0360 +2025-05-31 02:20:31,304 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:13:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.0185, loss: 3.0185 +2025-05-31 02:21:14,295 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:13:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 3.0178, loss: 3.0178 +2025-05-31 02:21:57,328 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:12:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0590, loss: 3.0590 +2025-05-31 02:22:40,284 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:11:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9672, loss: 2.9672 +2025-05-31 02:23:23,274 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:10:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.0364, loss: 3.0364 +2025-05-31 02:24:06,239 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 11:10:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 2.9344, loss: 2.9344 +2025-05-31 02:24:49,101 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 11:09:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.0809, loss: 3.0809 +2025-05-31 02:25:32,040 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 11:08:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.0110, loss: 3.0110 +2025-05-31 02:26:14,922 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 11:08:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.0119, loss: 3.0119 +2025-05-31 02:26:57,857 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 11:07:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.0534, loss: 3.0534 +2025-05-31 02:27:40,789 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:06:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.0320, loss: 3.0320 +2025-05-31 02:28:04,121 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-31 02:37:15,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:37:15,689 - pyskl - INFO - +top1_acc 0.8519 +top5_acc 0.9847 +2025-05-31 02:37:15,692 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8519, top5_acc: 0.9847 +2025-05-31 02:38:19,091 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:05:18, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9144, loss: 2.9144 +2025-05-31 02:39:01,993 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:04:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 2.8764, loss: 2.8764 +2025-05-31 02:39:44,928 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:03:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.0310, loss: 3.0310 +2025-05-31 02:40:27,854 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:03:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 3.0540, loss: 3.0540 +2025-05-31 02:41:10,862 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:02:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9842, loss: 2.9842 +2025-05-31 02:41:54,091 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:01:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.9403, loss: 2.9403 +2025-05-31 02:42:37,418 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:01:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9869, loss_cls: 2.9296, loss: 2.9296 +2025-05-31 02:43:20,637 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:00:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.8910, loss: 2.8910 +2025-05-31 02:44:03,681 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 10:59:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.1124, loss: 3.1124 +2025-05-31 02:44:46,643 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 10:58:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.0714, loss: 3.0714 +2025-05-31 02:45:29,584 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 10:58:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.0100, loss: 3.0100 +2025-05-31 02:46:12,517 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 10:57:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9612, loss: 2.9612 +2025-05-31 02:46:55,566 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 10:56:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.0553, loss: 3.0553 +2025-05-31 02:47:38,525 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 10:56:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.0838, loss: 3.0838 +2025-05-31 02:48:21,525 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 10:55:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.0156, loss: 3.0156 +2025-05-31 02:49:04,457 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 10:54:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0310, loss: 3.0310 +2025-05-31 02:49:47,545 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 10:53:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.0137, loss: 3.0137 +2025-05-31 02:50:30,547 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 10:53:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.0848, loss: 3.0848 +2025-05-31 02:51:13,598 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 10:52:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.0827, loss: 3.0827 +2025-05-31 02:51:56,658 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 10:51:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.0824, loss: 3.0824 +2025-05-31 02:52:39,667 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 10:51:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.0969, loss: 3.0969 +2025-05-31 02:53:22,721 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 10:50:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.1584, loss: 3.1584 +2025-05-31 02:54:05,750 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 10:49:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.1829, loss: 3.1829 +2025-05-31 02:54:28,997 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-31 02:55:54,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:55:54,423 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9879 +2025-05-31 02:55:54,426 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8517, top5_acc: 0.9879 +2025-05-31 02:56:57,566 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 10:48:22, time: 0.631, data_time: 0.203, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9257, loss: 2.9257 +2025-05-31 02:57:40,457 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 10:47:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9519, loss: 2.9519 +2025-05-31 02:58:23,469 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 10:46:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.9541, loss: 2.9541 +2025-05-31 02:59:06,692 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 10:46:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.9245, loss: 2.9245 +2025-05-31 02:59:49,658 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 10:45:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 2.9980, loss: 2.9980 +2025-05-31 03:00:32,797 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 10:44:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.8784, loss: 2.8784 +2025-05-31 03:01:15,853 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 10:44:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 2.9543, loss: 2.9543 +2025-05-31 03:01:58,839 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 10:43:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 2.9715, loss: 2.9715 +2025-05-31 03:02:41,933 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 10:42:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 2.9758, loss: 2.9758 +2025-05-31 03:03:24,842 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 10:41:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9712, loss_cls: 2.9171, loss: 2.9171 +2025-05-31 03:04:07,836 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 10:41:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9838, loss_cls: 3.0050, loss: 3.0050 +2025-05-31 03:04:50,891 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 10:40:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.0196, loss: 3.0196 +2025-05-31 03:05:33,916 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.0323, loss: 3.0323 +2025-05-31 03:06:16,601 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:39:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0567, loss: 3.0567 +2025-05-31 03:06:59,455 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:38:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.0066, loss: 3.0066 +2025-05-31 03:07:42,383 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:37:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9389, loss: 2.9389 +2025-05-31 03:08:25,350 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:36:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0412, loss: 3.0412 +2025-05-31 03:09:08,270 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:36:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.0295, loss: 3.0295 +2025-05-31 03:09:50,986 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:35:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9914, loss: 2.9914 +2025-05-31 03:10:34,037 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:34:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9832, loss: 2.9832 +2025-05-31 03:11:17,002 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:34:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.0797, loss: 3.0797 +2025-05-31 03:12:00,024 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:33:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.0937, loss: 3.0937 +2025-05-31 03:12:43,054 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:32:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9376, loss: 2.9376 +2025-05-31 03:13:06,439 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-31 03:14:31,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:14:31,762 - pyskl - INFO - +top1_acc 0.8531 +top5_acc 0.9851 +2025-05-31 03:14:31,765 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8531, top5_acc: 0.9851 +2025-05-31 03:15:35,333 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:31:23, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9869, loss_cls: 2.9093, loss: 2.9093 +2025-05-31 03:16:18,254 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:30:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8563, loss: 2.8563 +2025-05-31 03:17:01,220 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 2.9074, loss: 2.9074 +2025-05-31 03:17:44,229 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.0081, loss: 3.0081 +2025-05-31 03:18:27,169 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:28:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.9566, loss: 2.9566 +2025-05-31 03:19:10,269 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:27:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9052, loss: 2.9052 +2025-05-31 03:19:53,321 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:27:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.0270, loss: 3.0270 +2025-05-31 03:20:36,562 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:26:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.0596, loss: 3.0596 +2025-05-31 03:21:19,801 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:25:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0351, loss: 3.0351 +2025-05-31 03:22:02,956 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:25:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9937, loss: 2.9937 +2025-05-31 03:22:46,013 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:24:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 2.9036, loss: 2.9036 +2025-05-31 03:23:29,321 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:23:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9750, loss: 2.9750 +2025-05-31 03:24:12,491 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:22:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9888, loss_cls: 2.8775, loss: 2.8775 +2025-05-31 03:24:55,675 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:22:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 3.0024, loss: 3.0024 +2025-05-31 03:25:38,681 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:21:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 3.0381, loss: 3.0381 +2025-05-31 03:26:21,661 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:20:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 3.0207, loss: 3.0207 +2025-05-31 03:27:04,715 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:20:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.0391, loss: 3.0391 +2025-05-31 03:27:47,806 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:19:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.0180, loss: 3.0180 +2025-05-31 03:28:30,849 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:18:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 3.0167, loss: 3.0167 +2025-05-31 03:29:13,784 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:17:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.9719, loss: 2.9719 +2025-05-31 03:29:56,882 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:17:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 2.9624, loss: 2.9624 +2025-05-31 03:30:39,960 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:16:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.0762, loss: 3.0762 +2025-05-31 03:31:23,142 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:15:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9600, loss: 2.9600 +2025-05-31 03:31:46,545 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-31 03:33:12,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:33:12,252 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9882 +2025-05-31 03:33:12,255 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8609, top5_acc: 0.9882 +2025-05-31 03:34:15,710 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:14:34, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.7970, loss: 2.7970 +2025-05-31 03:34:58,689 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:13:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.8971, loss: 2.8971 +2025-05-31 03:35:41,696 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:13:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.8760, loss: 2.8760 +2025-05-31 03:36:24,716 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:12:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9099, loss: 2.9099 +2025-05-31 03:37:07,801 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:11:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 2.8693, loss: 2.8693 +2025-05-31 03:37:50,869 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:11:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.0165, loss: 3.0165 +2025-05-31 03:38:33,945 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:10:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8727, loss: 2.8727 +2025-05-31 03:39:17,089 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 10:09:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.0405, loss: 3.0405 +2025-05-31 03:40:00,140 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 10:08:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.9465, loss: 2.9465 +2025-05-31 03:40:43,212 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:08:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0237, loss: 3.0237 +2025-05-31 03:41:26,265 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:07:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 2.9690, loss: 2.9690 +2025-05-31 03:42:09,425 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:06:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8867, loss: 2.8867 +2025-05-31 03:42:52,385 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:06:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.9273, loss: 2.9273 +2025-05-31 03:43:35,462 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:05:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 3.1543, loss: 3.1543 +2025-05-31 03:44:18,484 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:04:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.8827, loss: 2.8827 +2025-05-31 03:45:01,482 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:03:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9252, loss: 2.9252 +2025-05-31 03:45:44,552 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:03:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.8363, loss: 2.8363 +2025-05-31 03:46:27,629 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:02:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.9204, loss: 2.9204 +2025-05-31 03:47:10,656 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:01:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.0715, loss: 3.0715 +2025-05-31 03:47:53,734 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:01:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0085, loss: 3.0085 +2025-05-31 03:48:36,764 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:00:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.9516, loss: 2.9516 +2025-05-31 03:49:19,865 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 9:59:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 2.9662, loss: 2.9662 +2025-05-31 03:50:02,961 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 9:58:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 2.9717, loss: 2.9717 +2025-05-31 03:50:26,319 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-31 03:51:51,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:51:51,729 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9849 +2025-05-31 03:51:51,732 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8648, top5_acc: 0.9849 +2025-05-31 03:52:55,197 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 9:57:43, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7742, loss: 2.7742 +2025-05-31 03:53:38,220 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 9:57:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.8860, loss: 2.8860 +2025-05-31 03:54:21,210 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 9:56:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.0543, loss: 3.0543 +2025-05-31 03:55:04,265 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 9:55:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 2.9388, loss: 2.9388 +2025-05-31 03:55:47,296 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 9:54:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.8934, loss: 2.8934 +2025-05-31 03:56:30,385 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 9:54:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.9479, loss: 2.9479 +2025-05-31 03:57:13,453 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 9:53:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 2.9398, loss: 2.9398 +2025-05-31 03:57:56,485 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 9:52:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9819, loss_cls: 2.9834, loss: 2.9834 +2025-05-31 03:58:39,519 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 9:52:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.1306, loss: 3.1306 +2025-05-31 03:59:22,537 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 9:51:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.9183, loss: 2.9183 +2025-05-31 04:00:05,507 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 9:50:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.0467, loss: 3.0467 +2025-05-31 04:00:48,532 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 9:49:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.0187, loss: 3.0187 +2025-05-31 04:01:31,564 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 9:49:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 2.8717, loss: 2.8717 +2025-05-31 04:02:14,603 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 9:48:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.9166, loss: 2.9166 +2025-05-31 04:02:57,576 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 9:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 2.9225, loss: 2.9225 +2025-05-31 04:03:40,496 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 9:47:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 2.9025, loss: 2.9025 +2025-05-31 04:04:23,548 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 9:46:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 2.9608, loss: 2.9608 +2025-05-31 04:05:06,541 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 9:45:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9456, loss: 2.9456 +2025-05-31 04:05:49,631 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 9:44:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 3.0448, loss: 3.0448 +2025-05-31 04:06:32,681 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 9:44:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0608, loss: 3.0608 +2025-05-31 04:07:15,745 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 9:43:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 2.7944, loss: 2.7944 +2025-05-31 04:07:59,129 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 9:42:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.0925, loss: 3.0925 +2025-05-31 04:08:42,213 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 9:42:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.9312, loss: 2.9312 +2025-05-31 04:09:05,590 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-31 04:18:00,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:18:00,336 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9813 +2025-05-31 04:18:00,339 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8351, top5_acc: 0.9813 +2025-05-31 04:19:03,898 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:40:51, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 2.9896, loss: 2.9896 +2025-05-31 04:19:46,934 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:40:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.9020, loss: 2.9020 +2025-05-31 04:20:29,954 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:39:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.8419, loss: 2.8419 +2025-05-31 04:21:12,947 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:38:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.0149, loss: 3.0149 +2025-05-31 04:21:55,899 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:38:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9062, loss: 2.9062 +2025-05-31 04:22:38,908 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:37:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.9284, loss: 2.9284 +2025-05-31 04:23:22,009 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:36:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.8775, loss: 2.8775 +2025-05-31 04:24:05,268 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:35:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.9185, loss: 2.9185 +2025-05-31 04:24:48,623 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:35:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.0196, loss: 3.0196 +2025-05-31 04:25:31,683 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:34:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9819, loss_cls: 3.0477, loss: 3.0477 +2025-05-31 04:26:14,701 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:33:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8340, loss: 2.8340 +2025-05-31 04:26:57,697 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:33:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0264, loss: 3.0264 +2025-05-31 04:27:40,667 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:32:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9164, loss: 2.9164 +2025-05-31 04:28:23,690 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:31:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.8726, loss: 2.8726 +2025-05-31 04:29:06,702 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:30:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 2.9245, loss: 2.9245 +2025-05-31 04:29:49,697 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:30:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.0043, loss: 3.0043 +2025-05-31 04:30:32,920 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:29:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9664, loss: 2.9664 +2025-05-31 04:31:16,304 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:28:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.8707, loss: 2.8707 +2025-05-31 04:31:59,663 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:28:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.0975, loss: 3.0975 +2025-05-31 04:32:42,639 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:27:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 2.9518, loss: 2.9518 +2025-05-31 04:33:25,636 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:26:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9308, loss: 2.9308 +2025-05-31 04:34:08,788 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 2.8729, loss: 2.8729 +2025-05-31 04:34:51,918 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:25:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 2.9138, loss: 2.9138 +2025-05-31 04:35:15,369 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-31 04:36:40,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:36:40,797 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9875 +2025-05-31 04:36:40,800 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8606, top5_acc: 0.9875 +2025-05-31 04:37:44,077 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:24:02, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.8837, loss: 2.8837 +2025-05-31 04:38:27,129 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:23:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 2.8999, loss: 2.8999 +2025-05-31 04:39:10,106 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:22:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8030, loss: 2.8030 +2025-05-31 04:39:53,154 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:21:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.8179, loss: 2.8179 +2025-05-31 04:40:36,288 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:21:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 2.8964, loss: 2.8964 +2025-05-31 04:41:19,333 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:20:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.7485, loss: 2.7485 +2025-05-31 04:42:02,431 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:19:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 2.9694, loss: 2.9694 +2025-05-31 04:42:45,673 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:19:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 2.9800, loss: 2.9800 +2025-05-31 04:43:28,629 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:18:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 2.8683, loss: 2.8683 +2025-05-31 04:44:12,065 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:17:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.8946, loss: 2.8946 +2025-05-31 04:44:55,151 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:16:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8204, loss: 2.8204 +2025-05-31 04:45:38,196 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:16:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9176, loss: 2.9176 +2025-05-31 04:46:21,296 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:15:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.9822, loss: 2.9822 +2025-05-31 04:47:04,512 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:14:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.0270, loss: 3.0270 +2025-05-31 04:47:47,600 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:14:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 2.9716, loss: 2.9716 +2025-05-31 04:48:30,671 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:13:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 2.9666, loss: 2.9666 +2025-05-31 04:49:13,677 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:12:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 2.8912, loss: 2.8912 +2025-05-31 04:49:56,705 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:12:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9875, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 04:50:39,793 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:11:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 2.8777, loss: 2.8777 +2025-05-31 04:51:22,936 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:10:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.0008, loss: 3.0008 +2025-05-31 04:52:06,093 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:09:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 2.9445, loss: 2.9445 +2025-05-31 04:52:49,140 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:09:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 2.9558, loss: 2.9558 +2025-05-31 04:53:32,260 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:08:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.8819, loss: 2.8819 +2025-05-31 04:53:55,705 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-31 04:55:21,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:55:21,202 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9870 +2025-05-31 04:55:21,205 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8753, top5_acc: 0.9870 +2025-05-31 04:56:25,247 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:07:16, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.7825, loss: 2.7825 +2025-05-31 04:57:08,382 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:06:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9225, loss: 2.9225 +2025-05-31 04:57:51,466 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:05:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.9045, loss: 2.9045 +2025-05-31 04:58:34,530 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:05:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 2.9090, loss: 2.9090 +2025-05-31 04:59:17,661 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:04:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 2.8873, loss: 2.8873 +2025-05-31 05:00:00,766 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:03:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8536, loss: 2.8536 +2025-05-31 05:00:43,965 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:03:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 2.9177, loss: 2.9177 +2025-05-31 05:01:26,983 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:02:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9260, loss: 2.9260 +2025-05-31 05:02:10,053 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:01:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9435, loss: 2.9435 +2025-05-31 05:02:53,287 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:00:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.7787, loss: 2.7787 +2025-05-31 05:03:36,405 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:00:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.0162, loss: 3.0162 +2025-05-31 05:04:19,442 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 8:59:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 2.9488, loss: 2.9488 +2025-05-31 05:05:02,481 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 8:58:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.8747, loss: 2.8747 +2025-05-31 05:05:45,531 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 8:58:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9293, loss: 2.9293 +2025-05-31 05:06:28,555 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 8:57:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8077, loss: 2.8077 +2025-05-31 05:07:11,502 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 8:56:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 2.9204, loss: 2.9204 +2025-05-31 05:07:54,442 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 8:55:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 2.9189, loss: 2.9189 +2025-05-31 05:08:37,436 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 8:55:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 2.9569, loss: 2.9569 +2025-05-31 05:09:20,465 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 8:54:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 2.9381, loss: 2.9381 +2025-05-31 05:10:03,432 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 8:53:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.8845, loss: 2.8845 +2025-05-31 05:10:46,750 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 8:53:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.8100, loss: 2.8100 +2025-05-31 05:11:29,952 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 8:52:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.8388, loss: 2.8388 +2025-05-31 05:12:13,060 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 8:51:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 2.9596, loss: 2.9596 +2025-05-31 05:12:36,401 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-31 05:14:01,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:14:01,734 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9851 +2025-05-31 05:14:01,738 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8527, top5_acc: 0.9851 +2025-05-31 05:15:05,414 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 8:50:28, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 2.9819, loss: 2.9819 +2025-05-31 05:15:48,400 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 8:49:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.9430, loss: 2.9430 +2025-05-31 05:16:31,289 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 8:49:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.7461, loss: 2.7461 +2025-05-31 05:17:14,173 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 8:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.8575, loss: 2.8575 +2025-05-31 05:17:57,085 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 8:47:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.8936, loss: 2.8936 +2025-05-31 05:18:40,008 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 8:46:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.7145, loss: 2.7145 +2025-05-31 05:19:22,854 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 8:46:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 2.8633, loss: 2.8633 +2025-05-31 05:20:05,985 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 8:45:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.9641, loss: 2.9641 +2025-05-31 05:20:48,957 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 8:44:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 2.8877, loss: 2.8877 +2025-05-31 05:21:31,957 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 8:44:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 2.8649, loss: 2.8649 +2025-05-31 05:22:14,885 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 8:43:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.7670, loss: 2.7670 +2025-05-31 05:22:57,840 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 8:42:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 2.9494, loss: 2.9494 +2025-05-31 05:23:40,720 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:41:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.7930, loss: 2.7930 +2025-05-31 05:24:23,571 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:41:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 3.0060, loss: 3.0060 +2025-05-31 05:25:06,514 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:40:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.8823, loss: 2.8823 +2025-05-31 05:25:49,530 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:39:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.9354, loss: 2.9354 +2025-05-31 05:26:32,563 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:39:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 2.9015, loss: 2.9015 +2025-05-31 05:27:15,488 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:38:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.8759, loss: 2.8759 +2025-05-31 05:27:58,654 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:37:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9197, loss: 2.9197 +2025-05-31 05:28:41,648 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:36:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.8792, loss: 2.8792 +2025-05-31 05:29:24,698 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:36:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9223, loss: 2.9223 +2025-05-31 05:30:07,785 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:35:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9819, loss_cls: 2.9429, loss: 2.9429 +2025-05-31 05:30:51,069 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:34:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.8937, loss: 2.8937 +2025-05-31 05:31:14,500 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-31 05:32:39,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:32:39,564 - pyskl - INFO - +top1_acc 0.8625 +top5_acc 0.9874 +2025-05-31 05:32:39,568 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8625, top5_acc: 0.9874 +2025-05-31 05:33:43,193 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:33:32, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.9026, loss: 2.9026 +2025-05-31 05:34:26,142 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:32:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 2.8236, loss: 2.8236 +2025-05-31 05:35:09,048 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:32:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.8645, loss: 2.8645 +2025-05-31 05:35:52,020 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:31:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.9043, loss: 2.9043 +2025-05-31 05:36:34,991 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:30:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8191, loss: 2.8191 +2025-05-31 05:37:17,982 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.9184, loss: 2.9184 +2025-05-31 05:38:00,964 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8159, loss: 2.8159 +2025-05-31 05:38:43,962 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:28:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.8498, loss: 2.8498 +2025-05-31 05:39:26,851 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 2.9147, loss: 2.9147 +2025-05-31 05:40:09,882 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:27:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.8455, loss: 2.8455 +2025-05-31 05:40:52,773 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:26:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.9372, loss: 2.9372 +2025-05-31 05:41:35,725 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:25:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 2.9027, loss: 2.9027 +2025-05-31 05:42:18,644 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:24:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 2.9239, loss: 2.9239 +2025-05-31 05:43:01,553 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:24:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.9626, loss: 2.9626 +2025-05-31 05:43:44,512 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:23:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.7905, loss: 2.7905 +2025-05-31 05:44:27,439 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:22:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.7805, loss: 2.7805 +2025-05-31 05:45:10,358 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:22:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.8600, loss: 2.8600 +2025-05-31 05:45:53,236 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:21:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.9429, loss: 2.9429 +2025-05-31 05:46:36,150 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:20:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 2.7983, loss: 2.7983 +2025-05-31 05:47:19,153 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:19:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9831, loss_cls: 2.9303, loss: 2.9303 +2025-05-31 05:48:02,204 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:19:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 2.8709, loss: 2.8709 +2025-05-31 05:48:45,244 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.8413, loss: 2.8413 +2025-05-31 05:49:28,185 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:17:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 2.9517, loss: 2.9517 +2025-05-31 05:49:51,508 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-31 05:58:55,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:58:55,100 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9873 +2025-05-31 05:58:55,104 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8667, top5_acc: 0.9873 +2025-05-31 05:59:58,651 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:16:33, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.6939, loss: 2.6939 +2025-05-31 06:00:41,481 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:15:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.7324, loss: 2.7324 +2025-05-31 06:01:24,383 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:15:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 2.7681, loss: 2.7681 +2025-05-31 06:02:07,234 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:14:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.8968, loss: 2.8968 +2025-05-31 06:02:50,110 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:13:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.7911, loss: 2.7911 +2025-05-31 06:03:33,055 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:12:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8501, loss: 2.8501 +2025-05-31 06:04:15,928 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:12:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.8247, loss: 2.8247 +2025-05-31 06:04:58,758 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:11:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 2.8683, loss: 2.8683 +2025-05-31 06:05:41,737 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:10:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8263, loss: 2.8263 +2025-05-31 06:06:24,822 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:10:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.8440, loss: 2.8440 +2025-05-31 06:07:08,048 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:09:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8113, loss: 2.8113 +2025-05-31 06:07:50,887 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:08:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 2.8775, loss: 2.8775 +2025-05-31 06:08:33,791 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:07:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 2.8178, loss: 2.8178 +2025-05-31 06:09:16,782 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8280, loss: 2.8280 +2025-05-31 06:09:59,738 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:06:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 2.8561, loss: 2.8561 +2025-05-31 06:10:42,746 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:05:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.8318, loss: 2.8318 +2025-05-31 06:11:25,684 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:05:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.8308, loss: 2.8308 +2025-05-31 06:12:08,591 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:04:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9850, loss_cls: 2.8560, loss: 2.8560 +2025-05-31 06:12:51,539 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:03:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.8884, loss: 2.8884 +2025-05-31 06:13:34,584 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 2.9193, loss: 2.9193 +2025-05-31 06:14:17,769 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:02:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.8442, loss: 2.8442 +2025-05-31 06:15:00,612 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:01:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.8210, loss: 2.8210 +2025-05-31 06:15:43,534 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:00:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 2.8378, loss: 2.8378 +2025-05-31 06:16:06,906 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-31 06:17:32,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:17:32,473 - pyskl - INFO - +top1_acc 0.8766 +top5_acc 0.9887 +2025-05-31 06:17:32,527 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_24.pth was removed +2025-05-31 06:17:33,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2025-05-31 06:17:33,590 - pyskl - INFO - Best top1_acc is 0.8766 at 36 epoch. +2025-05-31 06:17:33,593 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8766, top5_acc: 0.9887 +2025-05-31 06:18:37,420 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 7:59:36, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7138, loss: 2.7138 +2025-05-31 06:19:20,484 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 7:58:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8655, loss: 2.8655 +2025-05-31 06:20:03,549 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 7:58:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7022, loss: 2.7022 +2025-05-31 06:20:46,591 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 7:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.8023, loss: 2.8023 +2025-05-31 06:21:29,702 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 7:56:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.6624, loss: 2.6624 +2025-05-31 06:22:12,752 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 7:56:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8018, loss: 2.8018 +2025-05-31 06:22:55,886 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 7:55:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.7503, loss: 2.7503 +2025-05-31 06:23:38,929 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 7:54:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.8406, loss: 2.8406 +2025-05-31 06:24:22,011 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 7:53:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.8292, loss: 2.8292 +2025-05-31 06:25:05,093 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 7:53:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 2.8889, loss: 2.8889 +2025-05-31 06:25:48,259 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 7:52:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.8413, loss: 2.8413 +2025-05-31 06:26:31,369 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 7:51:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.7317, loss: 2.7317 +2025-05-31 06:27:14,448 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 7:51:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.8803, loss: 2.8803 +2025-05-31 06:27:57,653 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 7:50:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9003, loss: 2.9003 +2025-05-31 06:28:40,846 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 7:49:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 2.7528, loss: 2.7528 +2025-05-31 06:29:23,980 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 7:48:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.7521, loss: 2.7521 +2025-05-31 06:30:07,038 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 7:48:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.8189, loss: 2.8189 +2025-05-31 06:30:50,065 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 7:47:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.8229, loss: 2.8229 +2025-05-31 06:31:33,225 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 7:46:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 2.9533, loss: 2.9533 +2025-05-31 06:32:16,430 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 7:46:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 2.8607, loss: 2.8607 +2025-05-31 06:32:59,618 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 7:45:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.7991, loss: 2.7991 +2025-05-31 06:33:42,792 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 7:44:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8379, loss: 2.8379 +2025-05-31 06:34:25,975 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 7:44:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.8222, loss: 2.8222 +2025-05-31 06:34:49,414 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-31 06:36:14,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:36:14,785 - pyskl - INFO - +top1_acc 0.8622 +top5_acc 0.9854 +2025-05-31 06:36:14,788 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8622, top5_acc: 0.9854 +2025-05-31 06:37:18,387 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 7:42:50, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6632, loss: 2.6632 +2025-05-31 06:38:01,509 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:42:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.5952, loss: 2.5952 +2025-05-31 06:38:44,652 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:41:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7708, loss: 2.7708 +2025-05-31 06:39:27,770 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:40:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7385, loss: 2.7385 +2025-05-31 06:40:10,907 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:40:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8475, loss: 2.8475 +2025-05-31 06:40:53,986 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:39:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.8176, loss: 2.8176 +2025-05-31 06:41:37,057 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:38:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.7544, loss: 2.7544 +2025-05-31 06:42:20,191 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:37:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.7737, loss: 2.7737 +2025-05-31 06:43:03,273 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:37:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8257, loss: 2.8257 +2025-05-31 06:43:46,317 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:36:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.7883, loss: 2.7883 +2025-05-31 06:44:29,486 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:35:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 2.8719, loss: 2.8719 +2025-05-31 06:45:12,502 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:35:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 2.8292, loss: 2.8292 +2025-05-31 06:45:55,466 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:34:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.7663, loss: 2.7663 +2025-05-31 06:46:38,427 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:33:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 2.9224, loss: 2.9224 +2025-05-31 06:47:21,372 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:32:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 2.8659, loss: 2.8659 +2025-05-31 06:48:04,305 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 2.9392, loss: 2.9392 +2025-05-31 06:48:47,217 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:31:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.8393, loss: 2.8393 +2025-05-31 06:49:30,191 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7623, loss: 2.7623 +2025-05-31 06:50:13,197 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:30:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.8409, loss: 2.8409 +2025-05-31 06:50:56,197 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8758, loss: 2.8758 +2025-05-31 06:51:39,139 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:28:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.7792, loss: 2.7792 +2025-05-31 06:52:22,100 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:27:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.7947, loss: 2.7947 +2025-05-31 06:53:05,134 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:27:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 2.8207, loss: 2.8207 +2025-05-31 06:53:28,479 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-31 06:54:53,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:54:54,016 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9874 +2025-05-31 06:54:54,019 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8597, top5_acc: 0.9874 +2025-05-31 06:55:57,819 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:25:58, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5323, loss: 2.5323 +2025-05-31 06:56:40,854 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:25:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.7746, loss: 2.7746 +2025-05-31 06:57:23,814 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:24:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.6094, loss: 2.6094 +2025-05-31 06:58:06,832 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:23:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8043, loss: 2.8043 +2025-05-31 06:58:49,729 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:23:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9738, loss_cls: 2.8368, loss: 2.8368 +2025-05-31 06:59:32,649 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:22:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.7685, loss: 2.7685 +2025-05-31 07:00:15,521 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:21:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.6933, loss: 2.6933 +2025-05-31 07:00:58,447 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:20:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.8084, loss: 2.8084 +2025-05-31 07:01:41,485 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:20:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.7863, loss: 2.7863 +2025-05-31 07:02:24,500 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:19:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.7995, loss: 2.7995 +2025-05-31 07:03:07,751 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.8358, loss: 2.8358 +2025-05-31 07:03:50,838 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:18:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.8126, loss: 2.8126 +2025-05-31 07:04:33,808 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:17:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.8760, loss: 2.8760 +2025-05-31 07:05:16,667 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:16:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 2.9325, loss: 2.9325 +2025-05-31 07:05:59,445 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:15:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7233, loss: 2.7233 +2025-05-31 07:06:42,346 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:15:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.8188, loss: 2.8188 +2025-05-31 07:07:25,246 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:14:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9881, loss_cls: 2.6819, loss: 2.6819 +2025-05-31 07:08:08,202 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:13:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 2.8352, loss: 2.8352 +2025-05-31 07:08:51,211 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:13:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.7836, loss: 2.7836 +2025-05-31 07:09:34,243 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:12:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8652, loss: 2.8652 +2025-05-31 07:10:17,300 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:11:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 2.8183, loss: 2.8183 +2025-05-31 07:11:00,362 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:10:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 2.8798, loss: 2.8798 +2025-05-31 07:11:43,461 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:10:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.7859, loss: 2.7859 +2025-05-31 07:12:06,880 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-31 07:13:32,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:13:32,394 - pyskl - INFO - +top1_acc 0.8776 +top5_acc 0.9896 +2025-05-31 07:13:32,448 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_36.pth was removed +2025-05-31 07:13:33,461 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2025-05-31 07:13:33,462 - pyskl - INFO - Best top1_acc is 0.8776 at 39 epoch. +2025-05-31 07:13:33,464 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8776, top5_acc: 0.9896 +2025-05-31 07:14:36,727 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:09:02, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.6564, loss: 2.6564 +2025-05-31 07:15:19,842 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:08:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.6617, loss: 2.6617 +2025-05-31 07:16:02,894 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:07:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7127, loss: 2.7127 +2025-05-31 07:16:45,931 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:06:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.7686, loss: 2.7686 +2025-05-31 07:17:28,966 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:06:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.7807, loss: 2.7807 +2025-05-31 07:18:12,011 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:05:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.8688, loss: 2.8688 +2025-05-31 07:18:55,045 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:04:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.8037, loss: 2.8037 +2025-05-31 07:19:38,016 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:04:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.8468, loss: 2.8468 +2025-05-31 07:20:21,073 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:03:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.6686, loss: 2.6686 +2025-05-31 07:21:04,164 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:02:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.6774, loss: 2.6774 +2025-05-31 07:21:47,154 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:01:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.7259, loss: 2.7259 +2025-05-31 07:22:30,120 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:01:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.7917, loss: 2.7917 +2025-05-31 07:23:13,233 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:00:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.7621, loss: 2.7621 +2025-05-31 07:23:56,324 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 6:59:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.8358, loss: 2.8358 +2025-05-31 07:24:39,297 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 6:59:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.7021, loss: 2.7021 +2025-05-31 07:25:22,254 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 6:58:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.8497, loss: 2.8497 +2025-05-31 07:26:05,129 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 6:57:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.8720, loss: 2.8720 +2025-05-31 07:26:48,048 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 6:56:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7218, loss: 2.7218 +2025-05-31 07:27:30,881 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 6:56:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.8753, loss: 2.8753 +2025-05-31 07:28:13,891 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 6:55:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 2.8162, loss: 2.8162 +2025-05-31 07:28:56,867 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 6:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 2.7649, loss: 2.7649 +2025-05-31 07:29:40,013 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 6:54:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.8057, loss: 2.8057 +2025-05-31 07:30:22,917 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 6:53:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 2.8080, loss: 2.8080 +2025-05-31 07:30:46,246 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-31 07:39:15,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:39:15,921 - pyskl - INFO - +top1_acc 0.8957 +top5_acc 0.9897 +2025-05-31 07:39:15,980 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_39.pth was removed +2025-05-31 07:39:17,054 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2025-05-31 07:39:17,054 - pyskl - INFO - Best top1_acc is 0.8957 at 40 epoch. +2025-05-31 07:39:17,058 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8957, top5_acc: 0.9897 +2025-05-31 07:40:20,632 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 6:52:09, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6250, loss: 2.6250 +2025-05-31 07:41:03,789 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 6:51:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6201, loss: 2.6201 +2025-05-31 07:41:46,812 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 6:50:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7212, loss: 2.7212 +2025-05-31 07:42:30,092 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 6:50:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7024, loss: 2.7024 +2025-05-31 07:43:13,457 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 6:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.7263, loss: 2.7263 +2025-05-31 07:43:56,576 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 6:48:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.6971, loss: 2.6971 +2025-05-31 07:44:39,592 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 6:47:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.7382, loss: 2.7382 +2025-05-31 07:45:22,649 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 6:47:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.8321, loss: 2.8321 +2025-05-31 07:46:05,678 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 6:46:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.8543, loss: 2.8543 +2025-05-31 07:46:48,905 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 6:45:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9738, loss_cls: 2.7592, loss: 2.7592 +2025-05-31 07:47:32,044 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 6:45:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 2.8802, loss: 2.8802 +2025-05-31 07:48:15,048 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 6:44:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 2.7198, loss: 2.7198 +2025-05-31 07:48:58,001 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 6:43:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.7255, loss: 2.7255 +2025-05-31 07:49:40,940 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:42:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.8293, loss: 2.8293 +2025-05-31 07:50:23,876 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:42:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.8644, loss: 2.8644 +2025-05-31 07:51:06,895 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:41:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.7070, loss: 2.7070 +2025-05-31 07:51:49,944 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:40:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 2.8354, loss: 2.8354 +2025-05-31 07:52:32,991 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:40:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6689, loss: 2.6689 +2025-05-31 07:53:16,082 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9875, loss_cls: 2.7942, loss: 2.7942 +2025-05-31 07:53:59,098 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:38:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.6895, loss: 2.6895 +2025-05-31 07:54:42,148 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:37:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.7717, loss: 2.7717 +2025-05-31 07:55:25,141 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:37:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 2.7427, loss: 2.7427 +2025-05-31 07:56:08,129 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:36:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.7799, loss: 2.7799 +2025-05-31 07:56:31,436 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-31 07:57:57,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:57:58,013 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9871 +2025-05-31 07:57:58,016 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8693, top5_acc: 0.9871 +2025-05-31 07:59:01,106 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:35:18, time: 0.631, data_time: 0.201, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.7366, loss: 2.7366 +2025-05-31 07:59:44,090 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:34:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.7514, loss: 2.7514 +2025-05-31 08:00:27,041 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:33:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7344, loss: 2.7344 +2025-05-31 08:01:09,889 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:33:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.7261, loss: 2.7261 +2025-05-31 08:01:52,743 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:32:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.6993, loss: 2.6993 +2025-05-31 08:02:35,706 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:31:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.7386, loss: 2.7386 +2025-05-31 08:03:18,812 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:31:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7381, loss: 2.7381 +2025-05-31 08:04:01,853 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:30:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9881, loss_cls: 2.7466, loss: 2.7466 +2025-05-31 08:04:44,936 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:29:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7987, loss: 2.7987 +2025-05-31 08:05:28,184 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:28:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.7887, loss: 2.7887 +2025-05-31 08:06:11,229 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:28:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.7731, loss: 2.7731 +2025-05-31 08:06:54,249 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:27:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.7885, loss: 2.7885 +2025-05-31 08:07:37,210 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:26:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.7562, loss: 2.7562 +2025-05-31 08:08:20,130 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:26:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.7541, loss: 2.7541 +2025-05-31 08:09:03,074 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:25:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.8093, loss: 2.8093 +2025-05-31 08:09:45,971 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:24:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.7483, loss: 2.7483 +2025-05-31 08:10:28,934 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:23:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.6987, loss: 2.6987 +2025-05-31 08:11:11,910 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.6493, loss: 2.6493 +2025-05-31 08:11:54,869 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:22:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.7283, loss: 2.7283 +2025-05-31 08:12:37,830 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:21:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.7579, loss: 2.7579 +2025-05-31 08:13:20,862 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.7831, loss: 2.7831 +2025-05-31 08:14:03,909 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:20:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.7489, loss: 2.7489 +2025-05-31 08:14:46,969 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:19:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.6781, loss: 2.6781 +2025-05-31 08:15:10,333 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-31 08:16:35,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:16:35,711 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9896 +2025-05-31 08:16:35,715 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8825, top5_acc: 0.9896 +2025-05-31 08:17:39,137 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:18:24, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.5933, loss: 2.5933 +2025-05-31 08:18:22,173 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:17:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.6725, loss: 2.6725 +2025-05-31 08:19:05,239 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:16:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.7035, loss: 2.7035 +2025-05-31 08:19:48,154 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:16:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.6991, loss: 2.6991 +2025-05-31 08:20:31,218 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:15:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9762, loss_cls: 2.7171, loss: 2.7171 +2025-05-31 08:21:14,216 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:14:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.5692, loss: 2.5692 +2025-05-31 08:21:57,190 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:14:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.6356, loss: 2.6356 +2025-05-31 08:22:40,284 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:13:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.6644, loss: 2.6644 +2025-05-31 08:23:23,368 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.7057, loss: 2.7057 +2025-05-31 08:24:06,715 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:12:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.6632, loss: 2.6632 +2025-05-31 08:24:49,865 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:11:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.6701, loss: 2.6701 +2025-05-31 08:25:33,145 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:10:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.7430, loss: 2.7430 +2025-05-31 08:26:16,276 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:09:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.7646, loss: 2.7646 +2025-05-31 08:26:59,349 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:09:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.7306, loss: 2.7306 +2025-05-31 08:27:42,466 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:08:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 2.8780, loss: 2.8780 +2025-05-31 08:28:25,558 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:07:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7717, loss: 2.7717 +2025-05-31 08:29:08,690 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:07:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.8201, loss: 2.8201 +2025-05-31 08:29:51,792 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:06:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.7655, loss: 2.7655 +2025-05-31 08:30:34,745 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:05:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.6653, loss: 2.6653 +2025-05-31 08:31:17,677 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:04:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.6845, loss: 2.6845 +2025-05-31 08:32:00,745 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:04:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.7920, loss: 2.7920 +2025-05-31 08:32:43,840 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:03:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.8212, loss: 2.8212 +2025-05-31 08:33:26,792 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:02:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.7335, loss: 2.7335 +2025-05-31 08:33:50,120 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-31 08:35:15,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:35:15,940 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9879 +2025-05-31 08:35:15,943 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8731, top5_acc: 0.9879 +2025-05-31 08:36:19,553 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:01:35, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.7535, loss: 2.7535 +2025-05-31 08:37:02,713 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:00:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6535, loss: 2.6535 +2025-05-31 08:37:45,797 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:00:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6420, loss: 2.6420 +2025-05-31 08:38:28,869 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 5:59:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.7829, loss: 2.7829 +2025-05-31 08:39:12,017 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 5:58:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 2.7107, loss: 2.7107 +2025-05-31 08:39:55,093 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 5:58:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.6720, loss: 2.6720 +2025-05-31 08:40:38,021 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 5:57:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.7527, loss: 2.7527 +2025-05-31 08:41:20,954 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 5:56:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.7258, loss: 2.7258 +2025-05-31 08:42:03,942 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 5:55:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.6959, loss: 2.6959 +2025-05-31 08:42:47,173 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 5:55:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.6755, loss: 2.6755 +2025-05-31 08:43:30,287 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 5:54:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.7419, loss: 2.7419 +2025-05-31 08:44:13,360 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 5:53:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.7035, loss: 2.7035 +2025-05-31 08:44:56,332 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 5:53:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.8195, loss: 2.8195 +2025-05-31 08:45:39,321 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 5:52:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.6233, loss: 2.6233 +2025-05-31 08:46:22,296 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 5:51:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.7711, loss: 2.7711 +2025-05-31 08:47:05,352 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 5:50:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.7797, loss: 2.7797 +2025-05-31 08:47:48,280 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 5:50:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.6802, loss: 2.6802 +2025-05-31 08:48:31,181 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 5:49:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.7784, loss: 2.7784 +2025-05-31 08:49:14,248 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 5:48:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.7059, loss: 2.7059 +2025-05-31 08:49:57,235 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 5:48:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.7235, loss: 2.7235 +2025-05-31 08:50:40,175 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 5:47:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.7687, loss: 2.7687 +2025-05-31 08:51:23,161 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 5:46:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.7508, loss: 2.7508 +2025-05-31 08:52:06,177 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 5:45:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.7265, loss: 2.7265 +2025-05-31 08:52:29,539 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-31 08:53:55,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:53:55,562 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9883 +2025-05-31 08:53:55,566 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8808, top5_acc: 0.9883 +2025-05-31 08:55:00,111 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 5:44:46, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.5970, loss: 2.5970 +2025-05-31 08:55:43,120 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 5:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6470, loss: 2.6470 +2025-05-31 08:56:26,050 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:43:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.6492, loss: 2.6492 +2025-05-31 08:57:08,977 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:42:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.6676, loss: 2.6676 +2025-05-31 08:57:51,838 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:41:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.7037, loss: 2.7037 +2025-05-31 08:58:34,731 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:41:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6256, loss: 2.6256 +2025-05-31 08:59:17,712 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:40:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7644, loss: 2.7644 +2025-05-31 09:00:00,615 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:39:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.7654, loss: 2.7654 +2025-05-31 09:00:43,641 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:39:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7375, loss: 2.7375 +2025-05-31 09:01:26,620 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:38:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.7041, loss: 2.7041 +2025-05-31 09:02:09,717 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:37:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.7946, loss: 2.7946 +2025-05-31 09:02:52,799 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:36:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.7862, loss: 2.7862 +2025-05-31 09:03:35,958 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:36:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.6610, loss: 2.6610 +2025-05-31 09:04:19,001 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:35:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5890, loss: 2.5890 +2025-05-31 09:05:01,953 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:34:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.7725, loss: 2.7725 +2025-05-31 09:05:44,878 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:34:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.7859, loss: 2.7859 +2025-05-31 09:06:27,793 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:33:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.7490, loss: 2.7490 +2025-05-31 09:07:10,750 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:32:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9862, loss_cls: 2.7372, loss: 2.7372 +2025-05-31 09:07:53,723 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:31:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.7388, loss: 2.7388 +2025-05-31 09:08:36,623 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:31:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.5577, loss: 2.5577 +2025-05-31 09:09:19,434 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:30:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 2.8607, loss: 2.8607 +2025-05-31 09:10:02,463 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:29:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.7561, loss: 2.7561 +2025-05-31 09:10:45,406 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:29:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.7212, loss: 2.7212 +2025-05-31 09:11:08,708 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-31 09:19:38,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:19:38,313 - pyskl - INFO - +top1_acc 0.8829 +top5_acc 0.9867 +2025-05-31 09:19:38,316 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8829, top5_acc: 0.9867 +2025-05-31 09:20:41,948 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:27:51, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.5616, loss: 2.5616 +2025-05-31 09:21:24,893 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:27:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5732, loss: 2.5732 +2025-05-31 09:22:07,817 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:26:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.8246, loss: 2.8246 +2025-05-31 09:22:50,706 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:25:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.7242, loss: 2.7242 +2025-05-31 09:23:33,429 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:24:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.6155, loss: 2.6155 +2025-05-31 09:24:16,473 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:24:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.6572, loss: 2.6572 +2025-05-31 09:24:59,241 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:23:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.7697, loss: 2.7697 +2025-05-31 09:25:41,930 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:22:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 2.7184, loss: 2.7184 +2025-05-31 09:26:24,825 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:22:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5347, loss: 2.5347 +2025-05-31 09:27:07,795 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:21:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6212, loss: 2.6212 +2025-05-31 09:27:50,762 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:20:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.6922, loss: 2.6922 +2025-05-31 09:28:33,821 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:19:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 2.7285, loss: 2.7285 +2025-05-31 09:29:16,850 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:19:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.6612, loss: 2.6612 +2025-05-31 09:29:59,804 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:18:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.7194, loss: 2.7194 +2025-05-31 09:30:42,814 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:17:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.6889, loss: 2.6889 +2025-05-31 09:31:25,744 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:17:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.6453, loss: 2.6453 +2025-05-31 09:32:08,675 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:16:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.6956, loss: 2.6956 +2025-05-31 09:32:51,783 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:15:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.7573, loss: 2.7573 +2025-05-31 09:33:34,894 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:14:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 2.8426, loss: 2.8426 +2025-05-31 09:34:17,952 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:14:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.6692, loss: 2.6692 +2025-05-31 09:35:00,958 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:13:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.8067, loss: 2.8067 +2025-05-31 09:35:43,991 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:12:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.7085, loss: 2.7085 +2025-05-31 09:36:26,899 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:12:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.7193, loss: 2.7193 +2025-05-31 09:36:50,167 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-31 09:38:15,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:38:15,794 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9845 +2025-05-31 09:38:15,798 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8453, top5_acc: 0.9845 +2025-05-31 09:39:20,959 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:10:59, time: 0.652, data_time: 0.216, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6323, loss: 2.6323 +2025-05-31 09:40:04,493 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:10:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5345, loss: 2.5345 +2025-05-31 09:40:47,797 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:09:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.6428, loss: 2.6428 +2025-05-31 09:41:31,056 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:08:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.6230, loss: 2.6230 +2025-05-31 09:42:14,039 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:08:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.6800, loss: 2.6800 +2025-05-31 09:42:57,048 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:07:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.5698, loss: 2.5698 +2025-05-31 09:43:39,937 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:06:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.6406, loss: 2.6406 +2025-05-31 09:44:22,945 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:06:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.7181, loss: 2.7181 +2025-05-31 09:45:05,936 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:05:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5384, loss: 2.5384 +2025-05-31 09:45:48,866 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:04:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.5764, loss: 2.5764 +2025-05-31 09:46:31,917 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:03:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7427, loss: 2.7427 +2025-05-31 09:47:15,205 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:03:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 2.7378, loss: 2.7378 +2025-05-31 09:47:58,277 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:02:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6057, loss: 2.6057 +2025-05-31 09:48:41,133 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:01:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.7270, loss: 2.7270 +2025-05-31 09:49:24,048 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:01:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.6302, loss: 2.6302 +2025-05-31 09:50:06,848 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:00:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.6994, loss: 2.6994 +2025-05-31 09:50:49,837 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 4:59:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.6320, loss: 2.6320 +2025-05-31 09:51:32,858 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 4:58:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.7077, loss: 2.7077 +2025-05-31 09:52:15,820 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 4:58:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.7296, loss: 2.7296 +2025-05-31 09:52:58,950 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 4:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 2.7491, loss: 2.7491 +2025-05-31 09:53:41,882 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 4:56:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.6724, loss: 2.6724 +2025-05-31 09:54:24,798 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 4:56:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8151, loss: 2.8151 +2025-05-31 09:55:07,749 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 4:55:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.6764, loss: 2.6764 +2025-05-31 09:55:31,107 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-31 09:56:56,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:56:56,791 - pyskl - INFO - +top1_acc 0.8816 +top5_acc 0.9890 +2025-05-31 09:56:56,794 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8816, top5_acc: 0.9890 +2025-05-31 09:58:00,443 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 4:54:08, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6841, loss: 2.6841 +2025-05-31 09:58:43,572 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 4:53:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.6452, loss: 2.6452 +2025-05-31 09:59:26,801 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 4:52:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.6622, loss: 2.6622 +2025-05-31 10:00:09,846 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 4:52:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 2.6591, loss: 2.6591 +2025-05-31 10:00:52,834 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 4:51:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.5042, loss: 2.5042 +2025-05-31 10:01:35,847 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 4:50:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.5631, loss: 2.5631 +2025-05-31 10:02:18,822 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 4:49:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.5718, loss: 2.5718 +2025-05-31 10:03:01,821 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 4:49:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.6112, loss: 2.6112 +2025-05-31 10:03:44,811 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 4:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.6079, loss: 2.6079 +2025-05-31 10:04:27,854 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 4:47:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.6868, loss: 2.6868 +2025-05-31 10:05:11,063 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 4:47:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.6891, loss: 2.6891 +2025-05-31 10:05:54,120 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 4:46:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6705, loss: 2.6705 +2025-05-31 10:06:37,165 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 4:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5305, loss: 2.5305 +2025-05-31 10:07:20,132 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 4:44:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.5984, loss: 2.5984 +2025-05-31 10:08:03,141 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.7010, loss: 2.7010 +2025-05-31 10:08:46,100 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:43:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.6886, loss: 2.6886 +2025-05-31 10:09:29,084 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:42:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 2.5324, loss: 2.5324 +2025-05-31 10:10:12,151 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:42:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.8190, loss: 2.8190 +2025-05-31 10:10:55,218 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:41:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.7563, loss: 2.7563 +2025-05-31 10:11:38,200 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:40:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.5965, loss: 2.5965 +2025-05-31 10:12:21,162 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:39:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7330, loss: 2.7330 +2025-05-31 10:13:04,135 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:39:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.6816, loss: 2.6816 +2025-05-31 10:13:47,136 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:38:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9906, loss_cls: 2.6350, loss: 2.6350 +2025-05-31 10:14:10,468 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-31 10:15:35,949 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:15:36,024 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9889 +2025-05-31 10:15:36,027 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8903, top5_acc: 0.9889 +2025-05-31 10:16:39,097 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:37:16, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6306, loss: 2.6306 +2025-05-31 10:17:22,055 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:36:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6055, loss: 2.6055 +2025-05-31 10:18:04,920 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:35:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.4735, loss: 2.4735 +2025-05-31 10:18:47,868 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:35:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7126, loss: 2.7126 +2025-05-31 10:19:30,803 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:34:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.6086, loss: 2.6086 +2025-05-31 10:20:13,708 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:33:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.5625, loss: 2.5625 +2025-05-31 10:20:56,688 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:32:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.5955, loss: 2.5955 +2025-05-31 10:21:39,611 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:32:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.6546, loss: 2.6546 +2025-05-31 10:22:22,529 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:31:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6016, loss: 2.6016 +2025-05-31 10:23:05,415 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:30:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.6891, loss: 2.6891 +2025-05-31 10:23:48,305 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:30:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.6795, loss: 2.6795 +2025-05-31 10:24:31,286 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:29:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.6535, loss: 2.6535 +2025-05-31 10:25:14,281 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:28:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.7286, loss: 2.7286 +2025-05-31 10:25:57,295 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:27:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.5786, loss: 2.5786 +2025-05-31 10:26:40,289 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:27:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.6026, loss: 2.6026 +2025-05-31 10:27:23,301 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:26:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.6168, loss: 2.6168 +2025-05-31 10:28:06,305 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:25:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.6038, loss: 2.6038 +2025-05-31 10:28:49,257 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:25:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6527, loss: 2.6527 +2025-05-31 10:29:32,188 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:24:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.7610, loss: 2.7610 +2025-05-31 10:30:15,059 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:23:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.6456, loss: 2.6456 +2025-05-31 10:30:57,963 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:22:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.6667, loss: 2.6667 +2025-05-31 10:31:40,897 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:22:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.7479, loss: 2.7479 +2025-05-31 10:32:23,945 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:21:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.6748, loss: 2.6748 +2025-05-31 10:32:47,227 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-31 10:34:12,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:34:12,838 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9902 +2025-05-31 10:34:12,845 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8954, top5_acc: 0.9902 +2025-05-31 10:35:16,324 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:20:20, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6317, loss: 2.6317 +2025-05-31 10:35:59,356 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:19:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.5711, loss: 2.5711 +2025-05-31 10:36:42,405 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:18:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.6138, loss: 2.6138 +2025-05-31 10:37:25,355 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:18:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.6804, loss: 2.6804 +2025-05-31 10:38:08,457 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:17:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.5524, loss: 2.5524 +2025-05-31 10:38:51,485 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:16:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.6512, loss: 2.6512 +2025-05-31 10:39:34,497 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:16:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.7507, loss: 2.7507 +2025-05-31 10:40:17,573 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:15:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4625, loss: 2.4625 +2025-05-31 10:41:00,624 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:14:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.6420, loss: 2.6420 +2025-05-31 10:41:43,685 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:13:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.6426, loss: 2.6426 +2025-05-31 10:42:26,694 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:13:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.6610, loss: 2.6610 +2025-05-31 10:43:09,769 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:12:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.5112, loss: 2.5112 +2025-05-31 10:43:52,800 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:11:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4880, loss: 2.4880 +2025-05-31 10:44:35,766 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:11:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.5909, loss: 2.5909 +2025-05-31 10:45:18,754 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:10:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5799, loss: 2.5799 +2025-05-31 10:46:01,725 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:09:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.7657, loss: 2.7657 +2025-05-31 10:46:44,707 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:08:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.6804, loss: 2.6804 +2025-05-31 10:47:27,635 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:08:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.6160, loss: 2.6160 +2025-05-31 10:48:10,542 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:07:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.5561, loss: 2.5561 +2025-05-31 10:48:53,538 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:06:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.6906, loss: 2.6906 +2025-05-31 10:49:36,525 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:06:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.6430, loss: 2.6430 +2025-05-31 10:50:19,519 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:05:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.7289, loss: 2.7289 +2025-05-31 10:51:02,497 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:04:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.7173, loss: 2.7173 +2025-05-31 10:51:25,834 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-31 11:00:47,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:00:47,182 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9883 +2025-05-31 11:00:47,186 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8786, top5_acc: 0.9883 +2025-05-31 11:01:50,877 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:03:29, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.6079, loss: 2.6079 +2025-05-31 11:02:33,880 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:02:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6340, loss: 2.6340 +2025-05-31 11:03:16,727 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:02:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.5291, loss: 2.5291 +2025-05-31 11:03:59,548 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:01:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.6240, loss: 2.6240 +2025-05-31 11:04:42,306 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:00:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.5620, loss: 2.5620 +2025-05-31 11:05:25,145 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 3:59:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5934, loss: 2.5934 +2025-05-31 11:06:07,909 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 3:59:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.6574, loss: 2.6574 +2025-05-31 11:06:50,694 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 3:58:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.6426, loss: 2.6426 +2025-05-31 11:07:33,559 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 3:57:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.5252, loss: 2.5252 +2025-05-31 11:08:16,370 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 3:57:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.6146, loss: 2.6146 +2025-05-31 11:08:59,257 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 3:56:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.5254, loss: 2.5254 +2025-05-31 11:09:42,154 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 3:55:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.5934, loss: 2.5934 +2025-05-31 11:10:25,131 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 3:54:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.6207, loss: 2.6207 +2025-05-31 11:11:08,105 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 3:54:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.6045, loss: 2.6045 +2025-05-31 11:11:51,085 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 3:53:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.5733, loss: 2.5733 +2025-05-31 11:12:34,073 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 3:52:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.6007, loss: 2.6007 +2025-05-31 11:13:17,037 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 3:51:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.7407, loss: 2.7407 +2025-05-31 11:13:59,985 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 3:51:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.6436, loss: 2.6436 +2025-05-31 11:14:42,952 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 3:50:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.5883, loss: 2.5883 +2025-05-31 11:15:25,882 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 3:49:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 2.6637, loss: 2.6637 +2025-05-31 11:16:08,703 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 3:49:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 2.6451, loss: 2.6451 +2025-05-31 11:16:51,692 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 3:48:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.6234, loss: 2.6234 +2025-05-31 11:17:34,530 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 3:47:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.6338, loss: 2.6338 +2025-05-31 11:17:57,817 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-31 11:19:23,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:19:23,449 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9905 +2025-05-31 11:19:23,453 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8919, top5_acc: 0.9905 +2025-05-31 11:20:27,141 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 3:46:32, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9931, loss_cls: 2.4871, loss: 2.4871 +2025-05-31 11:21:10,280 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 3:45:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.5408, loss: 2.5408 +2025-05-31 11:21:53,430 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 3:45:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.5307, loss: 2.5307 +2025-05-31 11:22:36,480 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:44:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.5378, loss: 2.5378 +2025-05-31 11:23:19,522 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:43:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.5280, loss: 2.5280 +2025-05-31 11:24:02,420 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:42:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.5786, loss: 2.5786 +2025-05-31 11:24:45,343 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:42:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.4861, loss: 2.4861 +2025-05-31 11:25:28,320 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:41:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.5937, loss: 2.5937 +2025-05-31 11:26:11,269 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:40:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.5769, loss: 2.5769 +2025-05-31 11:26:54,212 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:40:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.5666, loss: 2.5666 +2025-05-31 11:27:37,162 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:39:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6684, loss: 2.6684 +2025-05-31 11:28:20,198 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:38:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 2.6174, loss: 2.6174 +2025-05-31 11:29:03,215 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:37:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.8095, loss: 2.8095 +2025-05-31 11:29:46,256 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:37:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9856, loss_cls: 2.7197, loss: 2.7197 +2025-05-31 11:30:29,262 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:36:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6051, loss: 2.6051 +2025-05-31 11:31:12,245 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:35:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.5682, loss: 2.5682 +2025-05-31 11:31:55,201 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:35:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.6271, loss: 2.6271 +2025-05-31 11:32:38,138 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:34:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5506, loss: 2.5506 +2025-05-31 11:33:21,126 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:33:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.6498, loss: 2.6498 +2025-05-31 11:34:04,110 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:32:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.6429, loss: 2.6429 +2025-05-31 11:34:47,052 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:32:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.5159, loss: 2.5159 +2025-05-31 11:35:29,944 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:31:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5414, loss: 2.5414 +2025-05-31 11:36:12,874 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:30:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.7108, loss: 2.7108 +2025-05-31 11:36:36,187 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-31 11:38:02,060 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:38:02,135 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9901 +2025-05-31 11:38:02,138 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8809, top5_acc: 0.9901 +2025-05-31 11:39:06,281 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:29:40, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.4292, loss: 2.4292 +2025-05-31 11:39:49,384 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:28:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.5635, loss: 2.5635 +2025-05-31 11:40:32,485 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:28:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.4623, loss: 2.4623 +2025-05-31 11:41:15,583 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:27:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5296, loss: 2.5296 +2025-05-31 11:41:58,809 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:26:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5013, loss: 2.5013 +2025-05-31 11:42:41,802 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:26:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.4922, loss: 2.4922 +2025-05-31 11:43:24,799 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:25:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.6630, loss: 2.6630 +2025-05-31 11:44:07,805 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:24:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.6647, loss: 2.6647 +2025-05-31 11:44:50,896 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:23:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.6372, loss: 2.6372 +2025-05-31 11:45:33,975 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:23:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4744, loss: 2.4744 +2025-05-31 11:46:17,168 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:22:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.6244, loss: 2.6244 +2025-05-31 11:47:00,312 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:21:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.6688, loss: 2.6688 +2025-05-31 11:47:43,380 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:21:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.7398, loss: 2.7398 +2025-05-31 11:48:26,612 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:20:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6242, loss: 2.6242 +2025-05-31 11:49:09,985 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:19:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6114, loss: 2.6114 +2025-05-31 11:49:53,302 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:19:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.5398, loss: 2.5398 +2025-05-31 11:50:36,465 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:18:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.6536, loss: 2.6536 +2025-05-31 11:51:19,699 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:17:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 2.6531, loss: 2.6531 +2025-05-31 11:52:02,886 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:16:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.5473, loss: 2.5473 +2025-05-31 11:52:46,028 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:16:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.6118, loss: 2.6118 +2025-05-31 11:53:29,094 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:15:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.6232, loss: 2.6232 +2025-05-31 11:54:12,184 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:14:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.6186, loss: 2.6186 +2025-05-31 11:54:55,238 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:14:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.5071, loss: 2.5071 +2025-05-31 11:55:18,614 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-31 11:56:44,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:56:44,129 - pyskl - INFO - +top1_acc 0.8941 +top5_acc 0.9905 +2025-05-31 11:56:44,132 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8941, top5_acc: 0.9905 +2025-05-31 11:57:47,277 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:12:53, time: 0.631, data_time: 0.199, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4189, loss: 2.4189 +2025-05-31 11:58:30,246 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:12:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.4824, loss: 2.4824 +2025-05-31 11:59:13,243 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:11:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.5159, loss: 2.5159 +2025-05-31 11:59:56,298 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:10:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4321, loss: 2.4321 +2025-05-31 12:00:39,400 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:10:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5481, loss: 2.5481 +2025-05-31 12:01:22,478 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:09:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.5097, loss: 2.5097 +2025-05-31 12:02:05,579 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:08:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.5832, loss: 2.5832 +2025-05-31 12:02:48,570 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:07:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5139, loss: 2.5139 +2025-05-31 12:03:31,641 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:07:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.5912, loss: 2.5912 +2025-05-31 12:04:14,760 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:06:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.6537, loss: 2.6537 +2025-05-31 12:04:57,672 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:05:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9912, loss_cls: 2.5391, loss: 2.5391 +2025-05-31 12:05:40,700 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:05:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9900, loss_cls: 2.6997, loss: 2.6997 +2025-05-31 12:06:23,797 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:04:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.6756, loss: 2.6756 +2025-05-31 12:07:06,825 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:03:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.5411, loss: 2.5411 +2025-05-31 12:07:49,735 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:02:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.6238, loss: 2.6238 +2025-05-31 12:08:32,694 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:02:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.6138, loss: 2.6138 +2025-05-31 12:09:15,754 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:01:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.5611, loss: 2.5611 +2025-05-31 12:09:58,849 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:00:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.6583, loss: 2.6583 +2025-05-31 12:10:41,826 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:00:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.5306, loss: 2.5306 +2025-05-31 12:11:24,723 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 2:59:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.5422, loss: 2.5422 +2025-05-31 12:12:07,637 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 2:58:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.6968, loss: 2.6968 +2025-05-31 12:12:50,541 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 2:57:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.5924, loss: 2.5924 +2025-05-31 12:13:33,461 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 2:57:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.6100, loss: 2.6100 +2025-05-31 12:13:56,778 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-31 12:15:22,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:15:22,449 - pyskl - INFO - +top1_acc 0.8803 +top5_acc 0.9882 +2025-05-31 12:15:22,452 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8803, top5_acc: 0.9882 +2025-05-31 12:16:25,931 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 2:56:01, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.6087, loss: 2.6087 +2025-05-31 12:17:08,793 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 2:55:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.4688, loss: 2.4688 +2025-05-31 12:17:51,865 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 2:54:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.5448, loss: 2.5448 +2025-05-31 12:18:34,947 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 2:53:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.5860, loss: 2.5860 +2025-05-31 12:19:18,038 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 2:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.5486, loss: 2.5486 +2025-05-31 12:20:01,170 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 2:52:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.5879, loss: 2.5879 +2025-05-31 12:20:44,131 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 2:51:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.4450, loss: 2.4450 +2025-05-31 12:21:27,129 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 2:51:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.5738, loss: 2.5738 +2025-05-31 12:22:10,161 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 2:50:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.5873, loss: 2.5873 +2025-05-31 12:22:53,229 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 2:49:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.4791, loss: 2.4791 +2025-05-31 12:23:36,169 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 2:48:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.5016, loss: 2.5016 +2025-05-31 12:24:19,434 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 2:48:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.5163, loss: 2.5163 +2025-05-31 12:25:02,666 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 2:47:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.6092, loss: 2.6092 +2025-05-31 12:25:45,816 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 2:46:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.5732, loss: 2.5732 +2025-05-31 12:26:29,058 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 2:46:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.4973, loss: 2.4973 +2025-05-31 12:27:12,053 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 2:45:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.4775, loss: 2.4775 +2025-05-31 12:27:55,214 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:44:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6401, loss: 2.6401 +2025-05-31 12:28:38,537 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:43:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5945, loss: 2.5945 +2025-05-31 12:29:21,711 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:43:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.6201, loss: 2.6201 +2025-05-31 12:30:04,751 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:42:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.4880, loss: 2.4880 +2025-05-31 12:30:47,740 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:41:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.5066, loss: 2.5066 +2025-05-31 12:31:30,590 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:41:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.4956, loss: 2.4956 +2025-05-31 12:32:13,731 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:40:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.5100, loss: 2.5100 +2025-05-31 12:32:37,148 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-31 12:41:18,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:41:18,309 - pyskl - INFO - +top1_acc 0.8913 +top5_acc 0.9905 +2025-05-31 12:41:18,312 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8913, top5_acc: 0.9905 +2025-05-31 12:42:21,577 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:39:11, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.5532, loss: 2.5532 +2025-05-31 12:43:04,616 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:38:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.4419, loss: 2.4419 +2025-05-31 12:43:47,555 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:37:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.5122, loss: 2.5122 +2025-05-31 12:44:30,477 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:37:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.5120, loss: 2.5120 +2025-05-31 12:45:13,560 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:36:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.5143, loss: 2.5143 +2025-05-31 12:45:56,532 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 2.6460, loss: 2.6460 +2025-05-31 12:46:39,369 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:34:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.5760, loss: 2.5760 +2025-05-31 12:47:22,312 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:34:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.6667, loss: 2.6667 +2025-05-31 12:48:05,221 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:33:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.5162, loss: 2.5162 +2025-05-31 12:48:48,248 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.5811, loss: 2.5811 +2025-05-31 12:49:31,266 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:32:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.5004, loss: 2.5004 +2025-05-31 12:50:14,136 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:31:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.5846, loss: 2.5846 +2025-05-31 12:50:57,007 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:30:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.5908, loss: 2.5908 +2025-05-31 12:51:39,978 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:29:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.5191, loss: 2.5191 +2025-05-31 12:52:23,094 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:29:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.4661, loss: 2.4661 +2025-05-31 12:53:06,134 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:28:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.5075, loss: 2.5075 +2025-05-31 12:53:49,082 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:27:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.4790, loss: 2.4790 +2025-05-31 12:54:32,073 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:27:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.5445, loss: 2.5445 +2025-05-31 12:55:14,945 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:26:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 2.5840, loss: 2.5840 +2025-05-31 12:55:57,889 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:25:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.5101, loss: 2.5101 +2025-05-31 12:56:40,746 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:24:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.5328, loss: 2.5328 +2025-05-31 12:57:23,665 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:24:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5750, loss: 2.5750 +2025-05-31 12:58:06,588 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:23:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6087, loss: 2.6087 +2025-05-31 12:58:29,912 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-31 12:59:55,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:59:55,320 - pyskl - INFO - +top1_acc 0.8909 +top5_acc 0.9892 +2025-05-31 12:59:55,323 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8909, top5_acc: 0.9892 +2025-05-31 13:00:59,040 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:22:18, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.4989, loss: 2.4989 +2025-05-31 13:01:42,010 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:21:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4280, loss: 2.4280 +2025-05-31 13:02:25,136 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:20:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.5717, loss: 2.5717 +2025-05-31 13:03:08,141 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:20:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.4930, loss: 2.4930 +2025-05-31 13:03:51,082 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:19:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5100, loss: 2.5100 +2025-05-31 13:04:34,068 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.4971, loss: 2.4971 +2025-05-31 13:05:17,054 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:18:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6070, loss: 2.6070 +2025-05-31 13:06:00,024 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:17:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.4713, loss: 2.4713 +2025-05-31 13:06:42,965 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:16:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.5760, loss: 2.5760 +2025-05-31 13:07:26,024 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:15:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.5810, loss: 2.5810 +2025-05-31 13:08:08,872 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:15:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.5024, loss: 2.5024 +2025-05-31 13:08:51,848 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:14:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4223, loss: 2.4223 +2025-05-31 13:09:34,906 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:13:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9912, loss_cls: 2.5966, loss: 2.5966 +2025-05-31 13:10:17,912 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:13:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9875, loss_cls: 2.7152, loss: 2.7152 +2025-05-31 13:11:00,917 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:12:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5107, loss: 2.5107 +2025-05-31 13:11:43,893 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:11:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.4548, loss: 2.4548 +2025-05-31 13:12:26,812 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:10:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.4842, loss: 2.4842 +2025-05-31 13:13:09,745 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:10:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.4979, loss: 2.4979 +2025-05-31 13:13:52,799 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:09:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5477, loss: 2.5477 +2025-05-31 13:14:35,822 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:08:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5275, loss: 2.5275 +2025-05-31 13:15:18,765 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:08:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.5583, loss: 2.5583 +2025-05-31 13:16:01,774 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:07:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.5685, loss: 2.5685 +2025-05-31 13:16:44,761 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:06:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.5158, loss: 2.5158 +2025-05-31 13:17:08,227 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-31 13:18:33,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:18:33,591 - pyskl - INFO - +top1_acc 0.8935 +top5_acc 0.9909 +2025-05-31 13:18:33,594 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8935, top5_acc: 0.9909 +2025-05-31 13:19:37,594 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:05:26, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.4753, loss: 2.4753 +2025-05-31 13:20:20,965 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:04:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.4344, loss: 2.4344 +2025-05-31 13:21:04,032 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:04:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.4225, loss: 2.4225 +2025-05-31 13:21:47,037 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:03:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4383, loss: 2.4383 +2025-05-31 13:22:30,119 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:02:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.4361, loss: 2.4361 +2025-05-31 13:23:13,081 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:01:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.5391, loss: 2.5391 +2025-05-31 13:23:55,998 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:01:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.5343, loss: 2.5343 +2025-05-31 13:24:38,930 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:00:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.4917, loss: 2.4917 +2025-05-31 13:25:21,810 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 1:59:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.4954, loss: 2.4954 +2025-05-31 13:26:04,684 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 1:59:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5616, loss: 2.5616 +2025-05-31 13:26:47,574 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 1:58:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.3757, loss: 2.3757 +2025-05-31 13:27:30,468 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 1:57:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.4967, loss: 2.4967 +2025-05-31 13:28:13,542 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 1:56:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.5154, loss: 2.5154 +2025-05-31 13:28:56,544 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 1:56:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.4709, loss: 2.4709 +2025-05-31 13:29:39,528 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 1:55:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.5689, loss: 2.5689 +2025-05-31 13:30:22,664 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 1:54:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.4598, loss: 2.4598 +2025-05-31 13:31:05,597 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 1:54:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.6087, loss: 2.6087 +2025-05-31 13:31:48,499 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 1:53:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.7177, loss: 2.7177 +2025-05-31 13:32:31,364 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 1:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.5533, loss: 2.5533 +2025-05-31 13:33:14,162 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 1:51:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.6463, loss: 2.6463 +2025-05-31 13:33:57,116 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 1:51:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.5130, loss: 2.5130 +2025-05-31 13:34:39,971 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 1:50:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.4487, loss: 2.4487 +2025-05-31 13:35:22,802 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 1:49:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.5776, loss: 2.5776 +2025-05-31 13:35:46,078 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-31 13:37:11,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:37:11,688 - pyskl - INFO - +top1_acc 0.8772 +top5_acc 0.9894 +2025-05-31 13:37:11,691 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8772, top5_acc: 0.9894 +2025-05-31 13:38:14,889 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 1:48:33, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4117, loss: 2.4117 +2025-05-31 13:38:57,913 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 1:47:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.4382, loss: 2.4382 +2025-05-31 13:39:40,836 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 1:47:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4086, loss: 2.4086 +2025-05-31 13:40:23,846 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 1:46:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.3050, loss: 2.3050 +2025-05-31 13:41:06,813 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:45:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.5693, loss: 2.5693 +2025-05-31 13:41:49,731 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:44:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.4862, loss: 2.4862 +2025-05-31 13:42:32,680 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:44:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.5903, loss: 2.5903 +2025-05-31 13:43:15,724 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:43:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.4484, loss: 2.4484 +2025-05-31 13:43:58,706 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:42:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.4703, loss: 2.4703 +2025-05-31 13:44:41,701 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:42:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5036, loss: 2.5036 +2025-05-31 13:45:24,641 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:41:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.4853, loss: 2.4853 +2025-05-31 13:46:07,703 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:40:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.5518, loss: 2.5518 +2025-05-31 13:46:50,718 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5138, loss: 2.5138 +2025-05-31 13:47:33,818 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:39:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5155, loss: 2.5155 +2025-05-31 13:48:16,930 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:38:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.5549, loss: 2.5549 +2025-05-31 13:49:00,092 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:37:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.5478, loss: 2.5478 +2025-05-31 13:49:43,115 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:37:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.5337, loss: 2.5337 +2025-05-31 13:50:26,098 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:36:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.4357, loss: 2.4357 +2025-05-31 13:51:09,130 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:35:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.5714, loss: 2.5714 +2025-05-31 13:51:52,296 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:34:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.4667, loss: 2.4667 +2025-05-31 13:52:35,540 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:34:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.4706, loss: 2.4706 +2025-05-31 13:53:18,761 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:33:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3439, loss: 2.3439 +2025-05-31 13:54:01,790 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:32:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.5278, loss: 2.5278 +2025-05-31 13:54:25,166 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-31 13:55:50,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:55:50,699 - pyskl - INFO - +top1_acc 0.8837 +top5_acc 0.9885 +2025-05-31 13:55:50,702 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8837, top5_acc: 0.9885 +2025-05-31 13:56:54,457 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:31:43, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.4771, loss: 2.4771 +2025-05-31 13:57:37,723 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:31:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.5248, loss: 2.5248 +2025-05-31 13:58:20,905 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:30:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.4617, loss: 2.4617 +2025-05-31 13:59:03,959 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:29:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.4117, loss: 2.4117 +2025-05-31 13:59:46,969 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:28:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.4678, loss: 2.4678 +2025-05-31 14:00:29,990 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:28:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.4525, loss: 2.4525 +2025-05-31 14:01:13,050 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:27:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.4883, loss: 2.4883 +2025-05-31 14:01:56,201 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:26:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.5937, loss: 2.5937 +2025-05-31 14:02:39,274 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:26:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4084, loss: 2.4084 +2025-05-31 14:03:22,364 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:25:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3975, loss: 2.3975 +2025-05-31 14:04:05,403 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:24:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.3909, loss: 2.3909 +2025-05-31 14:04:48,295 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:23:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5500, loss: 2.5500 +2025-05-31 14:05:31,300 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.4067, loss: 2.4067 +2025-05-31 14:06:14,422 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:22:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.4491, loss: 2.4491 +2025-05-31 14:06:57,556 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:21:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.5167, loss: 2.5167 +2025-05-31 14:07:40,757 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:21:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 2.4668, loss: 2.4668 +2025-05-31 14:08:23,857 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:20:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5785, loss: 2.5785 +2025-05-31 14:09:06,808 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:19:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.4672, loss: 2.4672 +2025-05-31 14:09:49,741 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:18:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.4911, loss: 2.4911 +2025-05-31 14:10:32,729 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:18:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5122, loss: 2.5122 +2025-05-31 14:11:15,674 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:17:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.4382, loss: 2.4382 +2025-05-31 14:11:58,777 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:16:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5888, loss: 2.5888 +2025-05-31 14:12:41,809 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:16:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.3586, loss: 2.3586 +2025-05-31 14:13:05,187 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-31 14:21:55,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:21:55,639 - pyskl - INFO - +top1_acc 0.9029 +top5_acc 0.9910 +2025-05-31 14:21:55,692 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_40.pth was removed +2025-05-31 14:21:56,683 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2025-05-31 14:21:56,684 - pyskl - INFO - Best top1_acc is 0.9029 at 60 epoch. +2025-05-31 14:21:56,686 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.9029, top5_acc: 0.9910 +2025-05-31 14:23:00,510 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:14:53, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.4081, loss: 2.4081 +2025-05-31 14:23:43,405 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:14:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.4308, loss: 2.4308 +2025-05-31 14:24:26,314 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:13:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.4510, loss: 2.4510 +2025-05-31 14:25:09,509 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:12:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.4005, loss: 2.4005 +2025-05-31 14:25:52,453 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:12:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4880, loss: 2.4880 +2025-05-31 14:26:35,481 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:11:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9938, loss_cls: 2.4591, loss: 2.4591 +2025-05-31 14:27:18,381 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:10:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.5687, loss: 2.5687 +2025-05-31 14:28:01,391 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:09:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5156, loss: 2.5156 +2025-05-31 14:28:44,456 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:09:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.5418, loss: 2.5418 +2025-05-31 14:29:27,466 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:08:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.3474, loss: 2.3474 +2025-05-31 14:30:10,400 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:07:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.4390, loss: 2.4390 +2025-05-31 14:30:53,377 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:07:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4762, loss: 2.4762 +2025-05-31 14:31:36,345 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:06:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.4325, loss: 2.4325 +2025-05-31 14:32:19,284 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:05:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.4201, loss: 2.4201 +2025-05-31 14:33:02,563 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:04:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.3972, loss: 2.3972 +2025-05-31 14:33:45,836 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:04:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.4939, loss: 2.4939 +2025-05-31 14:34:28,962 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:03:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3686, loss: 2.3686 +2025-05-31 14:35:12,178 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:02:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.5444, loss: 2.5444 +2025-05-31 14:35:55,454 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:02:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.6081, loss: 2.6081 +2025-05-31 14:36:38,597 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:01:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.3690, loss: 2.3690 +2025-05-31 14:37:21,697 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:00:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.3962, loss: 2.3962 +2025-05-31 14:38:04,820 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 0:59:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.3894, loss: 2.3894 +2025-05-31 14:38:47,909 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 0:59:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.5623, loss: 2.5623 +2025-05-31 14:39:11,370 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-31 14:40:36,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:40:36,944 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9908 +2025-05-31 14:40:36,947 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8974, top5_acc: 0.9908 +2025-05-31 14:41:40,211 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 0:58:03, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.3737, loss: 2.3737 +2025-05-31 14:42:23,431 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 0:57:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.4234, loss: 2.4234 +2025-05-31 14:43:06,601 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 0:56:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.4977, loss: 2.4977 +2025-05-31 14:43:49,745 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 0:55:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.3638, loss: 2.3638 +2025-05-31 14:44:32,756 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 0:55:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.3980, loss: 2.3980 +2025-05-31 14:45:15,781 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 0:54:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.4383, loss: 2.4383 +2025-05-31 14:45:58,747 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 0:53:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5590, loss: 2.5590 +2025-05-31 14:46:41,700 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 0:53:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.3855, loss: 2.3855 +2025-05-31 14:47:24,656 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 0:52:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.4801, loss: 2.4801 +2025-05-31 14:48:07,558 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 0:51:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.4324, loss: 2.4324 +2025-05-31 14:48:50,409 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 0:50:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.4042, loss: 2.4042 +2025-05-31 14:49:33,571 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 0:50:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.3519, loss: 2.3519 +2025-05-31 14:50:16,645 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 0:49:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.4792, loss: 2.4792 +2025-05-31 14:50:59,528 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 0:48:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.4709, loss: 2.4709 +2025-05-31 14:51:42,244 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 0:48:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.4532, loss: 2.4532 +2025-05-31 14:52:25,131 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 0:47:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.4824, loss: 2.4824 +2025-05-31 14:53:08,116 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 0:46:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.5075, loss: 2.5075 +2025-05-31 14:53:50,959 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:45:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.4697, loss: 2.4697 +2025-05-31 14:54:33,967 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:45:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.5212, loss: 2.5212 +2025-05-31 14:55:16,936 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:44:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.3995, loss: 2.3995 +2025-05-31 14:55:59,901 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:43:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.5222, loss: 2.5222 +2025-05-31 14:56:42,898 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:43:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.3559, loss: 2.3559 +2025-05-31 14:57:25,604 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:42:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.3666, loss: 2.3666 +2025-05-31 14:57:48,896 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-31 14:59:14,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:59:14,308 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9889 +2025-05-31 14:59:14,311 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8911, top5_acc: 0.9889 +2025-05-31 15:00:17,996 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:41:11, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3146, loss: 2.3146 +2025-05-31 15:01:01,198 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:40:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.4897, loss: 2.4897 +2025-05-31 15:01:44,256 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:39:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4036, loss: 2.4036 +2025-05-31 15:02:27,204 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:39:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.3649, loss: 2.3649 +2025-05-31 15:03:10,221 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:38:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.3501, loss: 2.3501 +2025-05-31 15:03:53,258 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:37:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5027, loss: 2.5027 +2025-05-31 15:04:36,208 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:36:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.4307, loss: 2.4307 +2025-05-31 15:05:19,233 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:36:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.4929, loss: 2.4929 +2025-05-31 15:06:02,228 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:35:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.4646, loss: 2.4646 +2025-05-31 15:06:45,197 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:34:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.5236, loss: 2.5236 +2025-05-31 15:07:28,102 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:34:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.3994, loss: 2.3994 +2025-05-31 15:08:11,023 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:33:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.5183, loss: 2.5183 +2025-05-31 15:08:54,009 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:32:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5139, loss: 2.5139 +2025-05-31 15:09:36,970 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:31:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.4724, loss: 2.4724 +2025-05-31 15:10:20,051 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:31:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.4730, loss: 2.4730 +2025-05-31 15:11:03,081 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:30:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.4005, loss: 2.4005 +2025-05-31 15:11:46,178 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:29:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.5508, loss: 2.5508 +2025-05-31 15:12:29,187 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:29:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.5383, loss: 2.5383 +2025-05-31 15:13:12,122 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:28:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.5293, loss: 2.5293 +2025-05-31 15:13:55,070 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:27:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.5045, loss: 2.5045 +2025-05-31 15:14:38,013 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:26:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.5810, loss: 2.5810 +2025-05-31 15:15:20,942 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:26:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.5480, loss: 2.5480 +2025-05-31 15:16:03,857 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:25:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.4106, loss: 2.4106 +2025-05-31 15:16:27,153 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-31 15:17:52,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:17:52,386 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9900 +2025-05-31 15:17:52,389 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8983, top5_acc: 0.9900 +2025-05-31 15:18:56,154 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:24:20, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.2890, loss: 2.2890 +2025-05-31 15:19:39,099 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:23:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3288, loss: 2.3288 +2025-05-31 15:20:22,029 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:22:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3645, loss: 2.3645 +2025-05-31 15:21:05,030 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:22:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.3947, loss: 2.3947 +2025-05-31 15:21:48,076 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:21:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.4583, loss: 2.4583 +2025-05-31 15:22:31,158 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:20:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.4777, loss: 2.4777 +2025-05-31 15:23:14,252 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:20:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.3890, loss: 2.3890 +2025-05-31 15:23:57,460 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:19:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.4064, loss: 2.4064 +2025-05-31 15:24:40,643 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:18:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.4424, loss: 2.4424 +2025-05-31 15:25:23,768 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:17:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4347, loss: 2.4347 +2025-05-31 15:26:06,975 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:17:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.4779, loss: 2.4779 +2025-05-31 15:26:50,149 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:16:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.5079, loss: 2.5079 +2025-05-31 15:27:33,277 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:15:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4534, loss: 2.4534 +2025-05-31 15:28:16,264 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:15:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.3958, loss: 2.3958 +2025-05-31 15:28:59,361 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:14:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.3802, loss: 2.3802 +2025-05-31 15:29:42,525 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:13:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.5119, loss: 2.5119 +2025-05-31 15:30:25,842 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:12:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.4727, loss: 2.4727 +2025-05-31 15:31:08,966 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:12:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.3129, loss: 2.3129 +2025-05-31 15:31:51,972 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:11:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.4749, loss: 2.4749 +2025-05-31 15:32:35,021 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:10:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.4692, loss: 2.4692 +2025-05-31 15:33:18,155 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:10:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.3970, loss: 2.3970 +2025-05-31 15:34:01,261 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:09:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.5000, loss: 2.5000 +2025-05-31 15:34:44,443 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:08:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.4483, loss: 2.4483 +2025-05-31 15:35:07,828 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-31 15:36:33,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:36:33,276 - pyskl - INFO - +top1_acc 0.9038 +top5_acc 0.9917 +2025-05-31 15:36:33,329 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_60.pth was removed +2025-05-31 15:36:34,322 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-05-31 15:36:34,323 - pyskl - INFO - Best top1_acc is 0.9038 at 64 epoch. +2025-05-31 15:36:34,326 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.9038, top5_acc: 0.9917 +2025-05-31 15:37:37,988 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:07:31, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.4139, loss: 2.4139 +2025-05-31 15:38:20,988 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:06:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.2913, loss: 2.2913 +2025-05-31 15:39:04,067 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:06:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.3266, loss: 2.3266 +2025-05-31 15:39:47,050 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:05:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.3363, loss: 2.3363 +2025-05-31 15:40:30,045 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:04:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.4133, loss: 2.4133 +2025-05-31 15:41:13,035 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:03:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9906, loss_cls: 2.4505, loss: 2.4505 +2025-05-31 15:41:56,037 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:03:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.3963, loss: 2.3963 +2025-05-31 15:42:39,096 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:02:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.4064, loss: 2.4064 +2025-05-31 15:43:22,105 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:01:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4216, loss: 2.4216 +2025-05-31 15:44:05,072 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:01:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 2.4842, loss: 2.4842 +2025-05-31 15:44:48,009 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:00:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.3515, loss: 2.3515 +2025-05-31 15:45:30,880 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 23:59:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.4290, loss: 2.4290 +2025-05-31 15:46:13,852 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 23:58:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.4538, loss: 2.4538 +2025-05-31 15:46:56,822 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 23:58:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9888, loss_cls: 2.5488, loss: 2.5488 +2025-05-31 15:47:39,933 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 23:57:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.4121, loss: 2.4121 +2025-05-31 15:48:23,044 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 23:56:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3853, loss: 2.3853 +2025-05-31 15:49:06,283 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 23:56:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.5684, loss: 2.5684 +2025-05-31 15:49:49,459 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 23:55:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.4377, loss: 2.4377 +2025-05-31 15:50:32,532 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 23:54:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4014, loss: 2.4014 +2025-05-31 15:51:15,877 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 23:53:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.4987, loss: 2.4987 +2025-05-31 15:51:59,133 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 23:53:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.3544, loss: 2.3544 +2025-05-31 15:52:42,224 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 23:52:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.4101, loss: 2.4101 +2025-05-31 15:53:25,499 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 23:51:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.4363, loss: 2.4363 +2025-05-31 15:53:48,970 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-31 16:02:46,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:02:46,514 - pyskl - INFO - +top1_acc 0.9019 +top5_acc 0.9905 +2025-05-31 16:02:46,517 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.9019, top5_acc: 0.9905 +2025-05-31 16:03:49,802 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 23:50:41, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.2522, loss: 2.2522 +2025-05-31 16:04:32,669 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 23:49:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3063, loss: 2.3063 +2025-05-31 16:05:15,549 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 23:49:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.3316, loss: 2.3316 +2025-05-31 16:05:58,331 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 23:48:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.2955, loss: 2.2955 +2025-05-31 16:06:41,207 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 23:47:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.3990, loss: 2.3990 +2025-05-31 16:07:24,017 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 23:47:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.3646, loss: 2.3646 +2025-05-31 16:08:07,064 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:46:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.2808, loss: 2.2808 +2025-05-31 16:08:50,063 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:45:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.3382, loss: 2.3382 +2025-05-31 16:09:33,136 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:44:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.4530, loss: 2.4530 +2025-05-31 16:10:16,108 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:44:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.5375, loss: 2.5375 +2025-05-31 16:10:59,072 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.3709, loss: 2.3709 +2025-05-31 16:11:42,105 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:42:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.3792, loss: 2.3792 +2025-05-31 16:12:25,141 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:42:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.4396, loss: 2.4396 +2025-05-31 16:13:08,138 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:41:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9812, loss_cls: 2.3121, loss: 2.3121 +2025-05-31 16:13:51,173 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:40:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.4045, loss: 2.4045 +2025-05-31 16:14:34,190 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.3379, loss: 2.3379 +2025-05-31 16:15:17,146 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:39:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.3975, loss: 2.3975 +2025-05-31 16:16:00,142 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:38:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.4528, loss: 2.4528 +2025-05-31 16:16:43,094 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2735, loss: 2.2735 +2025-05-31 16:17:26,078 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:37:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.3946, loss: 2.3946 +2025-05-31 16:18:09,053 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:36:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.3372, loss: 2.3372 +2025-05-31 16:18:51,929 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:35:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.4862, loss: 2.4862 +2025-05-31 16:19:34,824 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:34:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.4283, loss: 2.4283 +2025-05-31 16:19:58,092 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-31 16:21:23,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:21:23,615 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9902 +2025-05-31 16:21:23,619 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8949, top5_acc: 0.9902 +2025-05-31 16:22:27,020 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:33:48, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.3172, loss: 2.3172 +2025-05-31 16:23:10,166 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:33:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2922, loss: 2.2922 +2025-05-31 16:23:53,237 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:32:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2570, loss: 2.2570 +2025-05-31 16:24:36,330 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:31:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3185, loss: 2.3185 +2025-05-31 16:25:19,348 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:30:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.4441, loss: 2.4441 +2025-05-31 16:26:02,386 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:30:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.3156, loss: 2.3156 +2025-05-31 16:26:45,484 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:29:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.4375, loss: 2.4375 +2025-05-31 16:27:28,512 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:28:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.4144, loss: 2.4144 +2025-05-31 16:28:11,708 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:28:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.4343, loss: 2.4343 +2025-05-31 16:28:54,659 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:27:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.3979, loss: 2.3979 +2025-05-31 16:29:37,725 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:26:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4389, loss: 2.4389 +2025-05-31 16:30:20,688 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:25:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.3358, loss: 2.3358 +2025-05-31 16:31:03,624 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:25:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.3155, loss: 2.3155 +2025-05-31 16:31:46,654 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:24:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.4234, loss: 2.4234 +2025-05-31 16:32:29,629 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:23:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.4187, loss: 2.4187 +2025-05-31 16:33:12,692 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:23:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.4065, loss: 2.4065 +2025-05-31 16:33:55,760 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:22:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.2828, loss: 2.2828 +2025-05-31 16:34:38,768 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:21:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.3954, loss: 2.3954 +2025-05-31 16:35:21,812 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:20:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.3264, loss: 2.3264 +2025-05-31 16:36:04,880 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:20:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.4177, loss: 2.4177 +2025-05-31 16:36:47,849 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:19:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.3991, loss: 2.3991 +2025-05-31 16:37:30,764 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:18:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.4619, loss: 2.4619 +2025-05-31 16:38:13,906 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:18:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.3985, loss: 2.3985 +2025-05-31 16:38:37,114 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-31 16:40:02,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:40:02,408 - pyskl - INFO - +top1_acc 0.8884 +top5_acc 0.9891 +2025-05-31 16:40:02,411 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8884, top5_acc: 0.9891 +2025-05-31 16:41:05,921 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:16:58, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2222, loss: 2.2222 +2025-05-31 16:41:48,909 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:16:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2629, loss: 2.2629 +2025-05-31 16:42:31,909 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:15:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.2959, loss: 2.2959 +2025-05-31 16:43:15,045 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:14:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.3210, loss: 2.3210 +2025-05-31 16:43:58,040 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:14:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.3988, loss: 2.3988 +2025-05-31 16:44:41,002 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:13:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.3247, loss: 2.3247 +2025-05-31 16:45:23,973 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:12:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.3398, loss: 2.3398 +2025-05-31 16:46:06,944 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:11:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3703, loss: 2.3703 +2025-05-31 16:46:49,885 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:11:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.2933, loss: 2.2933 +2025-05-31 16:47:32,876 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:10:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.2996, loss: 2.2996 +2025-05-31 16:48:15,869 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:09:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4647, loss: 2.4647 +2025-05-31 16:48:58,874 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:09:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.4129, loss: 2.4129 +2025-05-31 16:49:41,729 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:08:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.5543, loss: 2.5543 +2025-05-31 16:50:24,700 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:07:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 2.4244, loss: 2.4244 +2025-05-31 16:51:07,626 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:06:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.4207, loss: 2.4207 +2025-05-31 16:51:50,650 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:06:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3264, loss: 2.3264 +2025-05-31 16:52:33,713 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:05:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3351, loss: 2.3351 +2025-05-31 16:53:16,767 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:04:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.3368, loss: 2.3368 +2025-05-31 16:53:59,797 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:04:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.5078, loss: 2.5078 +2025-05-31 16:54:42,813 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:03:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.3574, loss: 2.3574 +2025-05-31 16:55:25,771 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:02:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3276, loss: 2.3276 +2025-05-31 16:56:08,706 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:01:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.4218, loss: 2.4218 +2025-05-31 16:56:51,710 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:01:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.4504, loss: 2.4504 +2025-05-31 16:57:14,993 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-31 16:58:40,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:58:40,686 - pyskl - INFO - +top1_acc 0.8914 +top5_acc 0.9891 +2025-05-31 16:58:40,689 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8914, top5_acc: 0.9891 +2025-05-31 16:59:44,504 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:00:07, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.3563, loss: 2.3563 +2025-05-31 17:00:28,091 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 22:59:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.2078, loss: 2.2078 +2025-05-31 17:01:11,535 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 22:58:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2841, loss: 2.2841 +2025-05-31 17:01:54,519 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 22:57:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.3389, loss: 2.3389 +2025-05-31 17:02:37,506 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 22:57:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2394, loss: 2.2394 +2025-05-31 17:03:20,439 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 22:56:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.2708, loss: 2.2708 +2025-05-31 17:04:03,518 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 22:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.3839, loss: 2.3839 +2025-05-31 17:04:46,497 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 22:55:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.2409, loss: 2.2409 +2025-05-31 17:05:29,617 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 22:54:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.4107, loss: 2.4107 +2025-05-31 17:06:12,638 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 22:53:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.4347, loss: 2.4347 +2025-05-31 17:06:55,728 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 22:52:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.3226, loss: 2.3226 +2025-05-31 17:07:38,746 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 22:52:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3622, loss: 2.3622 +2025-05-31 17:08:21,742 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 22:51:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.4505, loss: 2.4505 +2025-05-31 17:09:04,724 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 22:50:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.3459, loss: 2.3459 +2025-05-31 17:09:47,611 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 22:50:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.3938, loss: 2.3938 +2025-05-31 17:10:30,582 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 22:49:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.3722, loss: 2.3722 +2025-05-31 17:11:13,610 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 22:48:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.3284, loss: 2.3284 +2025-05-31 17:11:56,807 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 22:47:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.4997, loss: 2.4997 +2025-05-31 17:12:40,303 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:47:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.3429, loss: 2.3429 +2025-05-31 17:13:23,543 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:46:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.3163, loss: 2.3163 +2025-05-31 17:14:06,689 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:45:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.4453, loss: 2.4453 +2025-05-31 17:14:49,732 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:45:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.4838, loss: 2.4838 +2025-05-31 17:15:32,740 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:44:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3304, loss: 2.3304 +2025-05-31 17:15:56,069 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-31 17:17:21,592 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:17:21,668 - pyskl - INFO - +top1_acc 0.9038 +top5_acc 0.9904 +2025-05-31 17:17:21,671 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.9038, top5_acc: 0.9904 +2025-05-31 17:18:25,320 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:43:18, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1783, loss: 2.1783 +2025-05-31 17:19:08,230 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:42:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.3101, loss: 2.3101 +2025-05-31 17:19:51,336 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:41:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.2659, loss: 2.2659 +2025-05-31 17:20:34,350 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:41:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 2.3576, loss: 2.3576 +2025-05-31 17:21:17,460 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:40:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.3408, loss: 2.3408 +2025-05-31 17:22:00,651 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:39:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.2518, loss: 2.2518 +2025-05-31 17:22:43,632 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:39:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2937, loss: 2.2937 +2025-05-31 17:23:26,705 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:38:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.3225, loss: 2.3225 +2025-05-31 17:24:09,737 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:37:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9806, loss_cls: 2.4205, loss: 2.4205 +2025-05-31 17:24:52,621 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:36:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.3563, loss: 2.3563 +2025-05-31 17:25:35,593 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:36:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.2652, loss: 2.2652 +2025-05-31 17:26:18,460 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:35:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.4202, loss: 2.4202 +2025-05-31 17:27:01,432 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:34:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.4775, loss: 2.4775 +2025-05-31 17:27:44,464 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2915, loss: 2.2915 +2025-05-31 17:28:27,364 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:33:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.2624, loss: 2.2624 +2025-05-31 17:29:10,248 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:32:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.4217, loss: 2.4217 +2025-05-31 17:29:53,374 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:31:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.2816, loss: 2.2816 +2025-05-31 17:30:36,353 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:31:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.4054, loss: 2.4054 +2025-05-31 17:31:19,520 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:30:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.2195, loss: 2.2195 +2025-05-31 17:32:02,763 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:29:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.2385, loss: 2.2385 +2025-05-31 17:32:45,768 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:29:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.3774, loss: 2.3774 +2025-05-31 17:33:28,731 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:28:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.2956, loss: 2.2956 +2025-05-31 17:34:11,668 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:27:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2255, loss: 2.2255 +2025-05-31 17:34:34,928 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-31 17:43:28,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:43:28,285 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9906 +2025-05-31 17:43:28,288 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9020, top5_acc: 0.9906 +2025-05-31 17:44:31,509 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:26:27, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2473, loss: 2.2473 +2025-05-31 17:45:14,348 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:25:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.3680, loss: 2.3680 +2025-05-31 17:45:57,280 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:25:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.2909, loss: 2.2909 +2025-05-31 17:46:40,246 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:24:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.2261, loss: 2.2261 +2025-05-31 17:47:23,124 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:23:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.3832, loss: 2.3832 +2025-05-31 17:48:06,000 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:22:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9944, loss_cls: 2.2916, loss: 2.2916 +2025-05-31 17:48:48,938 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:22:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.3122, loss: 2.3122 +2025-05-31 17:49:31,803 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:21:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.4559, loss: 2.4559 +2025-05-31 17:50:14,627 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:20:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2522, loss: 2.2522 +2025-05-31 17:50:57,334 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:20:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.3515, loss: 2.3515 +2025-05-31 17:51:40,386 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:19:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.3107, loss: 2.3107 +2025-05-31 17:52:23,420 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:18:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.2398, loss: 2.2398 +2025-05-31 17:53:06,370 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:17:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.3153, loss: 2.3153 +2025-05-31 17:53:49,279 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:17:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3439, loss: 2.3439 +2025-05-31 17:54:32,554 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:16:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.3544, loss: 2.3544 +2025-05-31 17:55:15,456 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:15:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.3344, loss: 2.3344 +2025-05-31 17:55:58,616 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:15:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.3622, loss: 2.3622 +2025-05-31 17:56:41,921 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:14:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 2.3164, loss: 2.3164 +2025-05-31 17:57:24,973 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:13:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.2372, loss: 2.2372 +2025-05-31 17:58:07,941 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:12:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.4135, loss: 2.4135 +2025-05-31 17:58:50,931 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.4176, loss: 2.4176 +2025-05-31 17:59:33,854 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:11:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.2356, loss: 2.2356 +2025-05-31 18:00:16,765 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:10:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.4112, loss: 2.4112 +2025-05-31 18:00:40,070 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-31 18:02:05,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:02:05,477 - pyskl - INFO - +top1_acc 0.9086 +top5_acc 0.9909 +2025-05-31 18:02:05,533 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_64.pth was removed +2025-05-31 18:02:06,575 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-05-31 18:02:06,576 - pyskl - INFO - Best top1_acc is 0.9086 at 71 epoch. +2025-05-31 18:02:06,579 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.9086, top5_acc: 0.9909 +2025-05-31 18:03:10,086 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:09:35, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.3077, loss: 2.3077 +2025-05-31 18:03:53,021 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:08:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.2809, loss: 2.2809 +2025-05-31 18:04:36,060 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:08:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.2489, loss: 2.2489 +2025-05-31 18:05:19,113 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:07:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.2520, loss: 2.2520 +2025-05-31 18:06:02,050 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:06:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.2725, loss: 2.2725 +2025-05-31 18:06:44,985 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 2.3777, loss: 2.3777 +2025-05-31 18:07:28,044 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:05:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.3330, loss: 2.3330 +2025-05-31 18:08:11,104 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.2384, loss: 2.2384 +2025-05-31 18:08:54,109 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:03:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.2755, loss: 2.2755 +2025-05-31 18:09:37,127 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:03:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.3250, loss: 2.3250 +2025-05-31 18:10:20,100 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:02:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.2460, loss: 2.2460 +2025-05-31 18:11:03,000 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:01:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.3476, loss: 2.3476 +2025-05-31 18:11:45,912 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:01:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.3568, loss: 2.3568 +2025-05-31 18:12:28,850 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.3131, loss: 2.3131 +2025-05-31 18:13:11,748 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 21:59:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.2663, loss: 2.2663 +2025-05-31 18:13:54,714 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 21:58:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.2939, loss: 2.2939 +2025-05-31 18:14:37,784 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 21:58:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.2804, loss: 2.2804 +2025-05-31 18:15:20,782 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 21:57:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.3927, loss: 2.3927 +2025-05-31 18:16:03,818 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 21:56:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.2917, loss: 2.2917 +2025-05-31 18:16:46,823 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 21:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.2327, loss: 2.2327 +2025-05-31 18:17:29,809 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 21:55:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.2579, loss: 2.2579 +2025-05-31 18:18:13,029 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 21:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.2676, loss: 2.2676 +2025-05-31 18:18:56,160 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 21:53:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.2912, loss: 2.2912 +2025-05-31 18:19:19,512 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-31 18:20:45,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:20:45,433 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9908 +2025-05-31 18:20:45,436 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.9048, top5_acc: 0.9908 +2025-05-31 18:21:49,057 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 21:52:44, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.1132, loss: 2.1132 +2025-05-31 18:22:32,182 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 21:52:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.2183, loss: 2.2183 +2025-05-31 18:23:15,306 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 21:51:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.1116, loss: 2.1116 +2025-05-31 18:23:58,370 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 21:50:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.2482, loss: 2.2482 +2025-05-31 18:24:41,485 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 21:49:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2013, loss: 2.2013 +2025-05-31 18:25:24,487 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 21:49:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.1990, loss: 2.1990 +2025-05-31 18:26:07,562 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 21:48:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.2511, loss: 2.2511 +2025-05-31 18:26:50,505 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:47:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.1860, loss: 2.1860 +2025-05-31 18:27:33,537 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:47:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.2839, loss: 2.2839 +2025-05-31 18:28:16,654 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:46:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.2374, loss: 2.2374 +2025-05-31 18:28:59,684 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:45:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.3180, loss: 2.3180 +2025-05-31 18:29:42,762 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:44:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.3272, loss: 2.3272 +2025-05-31 18:30:25,817 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:44:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.2921, loss: 2.2921 +2025-05-31 18:31:08,801 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:43:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2174, loss: 2.2174 +2025-05-31 18:31:51,992 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:42:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.2737, loss: 2.2737 +2025-05-31 18:32:34,918 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:42:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.2852, loss: 2.2852 +2025-05-31 18:33:17,861 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:41:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.3566, loss: 2.3566 +2025-05-31 18:34:00,745 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:40:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.3292, loss: 2.3292 +2025-05-31 18:34:43,860 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:39:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.4049, loss: 2.4049 +2025-05-31 18:35:27,012 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:39:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.2899, loss: 2.2899 +2025-05-31 18:36:09,835 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.3234, loss: 2.3234 +2025-05-31 18:36:52,726 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:37:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.4199, loss: 2.4199 +2025-05-31 18:37:35,833 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:37:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.3458, loss: 2.3458 +2025-05-31 18:37:59,303 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-31 18:39:24,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:39:25,030 - pyskl - INFO - +top1_acc 0.8933 +top5_acc 0.9909 +2025-05-31 18:39:25,034 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8933, top5_acc: 0.9909 +2025-05-31 18:40:28,675 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:35:53, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.2551, loss: 2.2551 +2025-05-31 18:41:11,586 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:35:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1993, loss: 2.1993 +2025-05-31 18:41:54,494 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:34:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.1496, loss: 2.1496 +2025-05-31 18:42:37,439 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:33:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.2969, loss: 2.2969 +2025-05-31 18:43:20,389 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 2.2065, loss: 2.2065 +2025-05-31 18:44:03,257 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:32:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2249, loss: 2.2249 +2025-05-31 18:44:46,037 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:31:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.2479, loss: 2.2479 +2025-05-31 18:45:29,035 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:30:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.2309, loss: 2.2309 +2025-05-31 18:46:12,110 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:30:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.2633, loss: 2.2633 +2025-05-31 18:46:55,042 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:29:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.3520, loss: 2.3520 +2025-05-31 18:47:38,059 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:28:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.2864, loss: 2.2864 +2025-05-31 18:48:21,023 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:28:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.2420, loss: 2.2420 +2025-05-31 18:49:04,023 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:27:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.2523, loss: 2.2523 +2025-05-31 18:49:47,048 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:26:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.2800, loss: 2.2800 +2025-05-31 18:50:30,062 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:25:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.1861, loss: 2.1861 +2025-05-31 18:51:13,092 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:25:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.3294, loss: 2.3294 +2025-05-31 18:51:56,304 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:24:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.2613, loss: 2.2613 +2025-05-31 18:52:39,489 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:23:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.2631, loss: 2.2631 +2025-05-31 18:53:22,636 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:23:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.3447, loss: 2.3447 +2025-05-31 18:54:05,595 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:22:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.3492, loss: 2.3492 +2025-05-31 18:54:48,539 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:21:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.3120, loss: 2.3120 +2025-05-31 18:55:31,413 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:20:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.3828, loss: 2.3828 +2025-05-31 18:56:14,383 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:20:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.3254, loss: 2.3254 +2025-05-31 18:56:37,786 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-31 18:58:03,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:58:04,014 - pyskl - INFO - +top1_acc 0.9139 +top5_acc 0.9913 +2025-05-31 18:58:04,071 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_71.pth was removed +2025-05-31 18:58:05,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-31 18:58:05,115 - pyskl - INFO - Best top1_acc is 0.9139 at 74 epoch. +2025-05-31 18:58:05,118 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.9139, top5_acc: 0.9913 +2025-05-31 18:59:08,569 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:19:02, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0958, loss: 2.0958 +2025-05-31 18:59:51,418 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:18:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2750, loss: 2.2750 +2025-05-31 19:00:34,055 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:17:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2553, loss: 2.2553 +2025-05-31 19:01:17,082 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:16:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.2576, loss: 2.2576 +2025-05-31 19:02:00,060 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:16:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.2521, loss: 2.2521 +2025-05-31 19:02:43,001 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:15:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.1984, loss: 2.1984 +2025-05-31 19:03:26,044 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:14:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.2657, loss: 2.2657 +2025-05-31 19:04:09,257 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:14:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.1442, loss: 2.1442 +2025-05-31 19:04:52,386 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:13:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.2241, loss: 2.2241 +2025-05-31 19:05:35,353 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:12:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.1816, loss: 2.1816 +2025-05-31 19:06:18,384 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:11:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2364, loss: 2.2364 +2025-05-31 19:07:01,132 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:11:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.1882, loss: 2.1882 +2025-05-31 19:07:43,945 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:10:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.3356, loss: 2.3356 +2025-05-31 19:08:26,797 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:09:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.2731, loss: 2.2731 +2025-05-31 19:09:09,644 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:09:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.3181, loss: 2.3181 +2025-05-31 19:09:52,523 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:08:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.3313, loss: 2.3313 +2025-05-31 19:10:35,547 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:07:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.2956, loss: 2.2956 +2025-05-31 19:11:18,789 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:06:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1961, loss: 2.1961 +2025-05-31 19:12:01,862 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:06:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.1959, loss: 2.1959 +2025-05-31 19:12:44,869 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:05:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.3581, loss: 2.3581 +2025-05-31 19:13:27,792 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:04:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.3180, loss: 2.3180 +2025-05-31 19:14:10,752 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:04:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.3439, loss: 2.3439 +2025-05-31 19:14:53,671 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:03:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.3359, loss: 2.3359 +2025-05-31 19:15:16,961 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-31 19:24:07,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:24:07,575 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9927 +2025-05-31 19:24:07,578 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.9090, top5_acc: 0.9927 +2025-05-31 19:25:11,385 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:02:10, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2087, loss: 2.2087 +2025-05-31 19:25:54,250 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:01:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 2.1982, loss: 2.1982 +2025-05-31 19:26:37,125 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:00:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.1751, loss: 2.1751 +2025-05-31 19:27:20,030 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:00:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.2358, loss: 2.2358 +2025-05-31 19:28:02,986 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 20:59:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.1654, loss: 2.1654 +2025-05-31 19:28:45,881 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 20:58:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.1970, loss: 2.1970 +2025-05-31 19:29:28,918 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 20:57:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.2408, loss: 2.2408 +2025-05-31 19:30:11,950 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 20:57:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.2800, loss: 2.2800 +2025-05-31 19:30:54,858 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 20:56:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.2149, loss: 2.2149 +2025-05-31 19:31:37,750 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 20:55:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.2211, loss: 2.2211 +2025-05-31 19:32:20,596 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 20:55:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.2330, loss: 2.2330 +2025-05-31 19:33:03,449 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 20:54:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.1969, loss: 2.1969 +2025-05-31 19:33:46,395 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 20:53:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.1995, loss: 2.1995 +2025-05-31 19:34:29,348 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 20:52:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.3236, loss: 2.3236 +2025-05-31 19:35:12,325 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 20:52:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 2.3750, loss: 2.3750 +2025-05-31 19:35:55,283 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:51:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.2393, loss: 2.2393 +2025-05-31 19:36:38,129 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:50:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1453, loss: 2.1453 +2025-05-31 19:37:21,265 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:50:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.1468, loss: 2.1468 +2025-05-31 19:38:04,497 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:49:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.2234, loss: 2.2234 +2025-05-31 19:38:47,644 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:48:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.3673, loss: 2.3673 +2025-05-31 19:39:30,782 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:47:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.2341, loss: 2.2341 +2025-05-31 19:40:13,901 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:47:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.3079, loss: 2.3079 +2025-05-31 19:40:56,984 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:46:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.2996, loss: 2.2996 +2025-05-31 19:41:20,235 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-31 19:42:45,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:42:45,862 - pyskl - INFO - +top1_acc 0.8932 +top5_acc 0.9908 +2025-05-31 19:42:45,865 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8932, top5_acc: 0.9908 +2025-05-31 19:43:49,689 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:45:19, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.1847, loss: 2.1847 +2025-05-31 19:44:32,585 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:44:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.2032, loss: 2.2032 +2025-05-31 19:45:15,508 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:43:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.1378, loss: 2.1378 +2025-05-31 19:45:58,442 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:43:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.2704, loss: 2.2704 +2025-05-31 19:46:41,424 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:42:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2609, loss: 2.2609 +2025-05-31 19:47:24,413 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:41:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.2525, loss: 2.2525 +2025-05-31 19:48:07,417 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:41:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.2027, loss: 2.2027 +2025-05-31 19:48:50,415 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:40:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.2932, loss: 2.2932 +2025-05-31 19:49:33,422 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:39:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.2016, loss: 2.2016 +2025-05-31 19:50:16,460 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:38:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.0640, loss: 2.0640 +2025-05-31 19:50:59,443 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:38:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.2259, loss: 2.2259 +2025-05-31 19:51:42,398 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:37:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.0654, loss: 2.0654 +2025-05-31 19:52:25,391 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:36:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.2645, loss: 2.2645 +2025-05-31 19:53:08,434 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:36:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.2177, loss: 2.2177 +2025-05-31 19:53:51,501 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:35:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9944, loss_cls: 2.1871, loss: 2.1871 +2025-05-31 19:54:34,449 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:34:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.2483, loss: 2.2483 +2025-05-31 19:55:17,303 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:33:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.2051, loss: 2.2051 +2025-05-31 19:56:00,306 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:33:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.2967, loss: 2.2967 +2025-05-31 19:56:43,294 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:32:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.2590, loss: 2.2590 +2025-05-31 19:57:26,429 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:31:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.2802, loss: 2.2802 +2025-05-31 19:58:09,385 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:31:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1707, loss: 2.1707 +2025-05-31 19:58:52,326 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:30:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2580, loss: 2.2580 +2025-05-31 19:59:35,237 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.2275, loss: 2.2275 +2025-05-31 19:59:58,554 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-31 20:01:24,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:01:24,204 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9896 +2025-05-31 20:01:24,207 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8980, top5_acc: 0.9896 +2025-05-31 20:02:27,558 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:28:27, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.1828, loss: 2.1828 +2025-05-31 20:03:10,474 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:27:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.1464, loss: 2.1464 +2025-05-31 20:03:53,466 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:27:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.1536, loss: 2.1536 +2025-05-31 20:04:36,456 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:26:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1932, loss: 2.1932 +2025-05-31 20:05:19,382 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:25:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 2.1335, loss: 2.1335 +2025-05-31 20:06:02,421 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:24:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.1118, loss: 2.1118 +2025-05-31 20:06:45,353 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:24:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.2372, loss: 2.2372 +2025-05-31 20:07:28,361 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:23:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.2005, loss: 2.2005 +2025-05-31 20:08:11,517 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:22:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2184, loss: 2.2184 +2025-05-31 20:08:54,664 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:22:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.1621, loss: 2.1621 +2025-05-31 20:09:37,673 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:21:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.1303, loss: 2.1303 +2025-05-31 20:10:20,645 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.1721, loss: 2.1721 +2025-05-31 20:11:03,725 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:19:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.1973, loss: 2.1973 +2025-05-31 20:11:46,710 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:19:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.2306, loss: 2.2306 +2025-05-31 20:12:29,588 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:18:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.1661, loss: 2.1661 +2025-05-31 20:13:12,582 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:17:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.2470, loss: 2.2470 +2025-05-31 20:13:55,670 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:17:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 2.2484, loss: 2.2484 +2025-05-31 20:14:38,830 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:16:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3102, loss: 2.3102 +2025-05-31 20:15:21,858 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:15:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.2615, loss: 2.2615 +2025-05-31 20:16:04,888 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:14:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.2628, loss: 2.2628 +2025-05-31 20:16:47,889 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:14:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2286, loss: 2.2286 +2025-05-31 20:17:30,893 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:13:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.2133, loss: 2.2133 +2025-05-31 20:18:13,881 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:12:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.1122, loss: 2.1122 +2025-05-31 20:18:37,269 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-31 20:20:02,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:20:02,799 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9907 +2025-05-31 20:20:02,802 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.9042, top5_acc: 0.9907 +2025-05-31 20:21:06,959 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:11:37, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.0216, loss: 2.0216 +2025-05-31 20:21:50,173 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:10:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.0460, loss: 2.0460 +2025-05-31 20:22:33,267 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:10:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.0758, loss: 2.0758 +2025-05-31 20:23:16,311 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:09:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2045, loss: 2.2045 +2025-05-31 20:23:59,305 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:08:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1086, loss: 2.1086 +2025-05-31 20:24:42,272 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:08:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1224, loss: 2.1224 +2025-05-31 20:25:25,650 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:07:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.1764, loss: 2.1764 +2025-05-31 20:26:08,837 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:06:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.2983, loss: 2.2983 +2025-05-31 20:26:52,016 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:05:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.1602, loss: 2.1602 +2025-05-31 20:27:35,101 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:05:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.1490, loss: 2.1490 +2025-05-31 20:28:18,074 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:04:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.2817, loss: 2.2817 +2025-05-31 20:29:01,065 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:03:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.1687, loss: 2.1687 +2025-05-31 20:29:44,056 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:03:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.1767, loss: 2.1767 +2025-05-31 20:30:27,014 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:02:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.1740, loss: 2.1740 +2025-05-31 20:31:10,125 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:01:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9956, loss_cls: 2.2037, loss: 2.2037 +2025-05-31 20:31:53,193 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:00:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2326, loss: 2.2326 +2025-05-31 20:32:36,089 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:00:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.2156, loss: 2.2156 +2025-05-31 20:33:19,002 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 19:59:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.1595, loss: 2.1595 +2025-05-31 20:34:02,137 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 19:58:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.0761, loss: 2.0761 +2025-05-31 20:34:45,381 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 19:58:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.1987, loss: 2.1987 +2025-05-31 20:35:28,442 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 19:57:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.3234, loss: 2.3234 +2025-05-31 20:36:11,357 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 19:56:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.1757, loss: 2.1757 +2025-05-31 20:36:54,278 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 19:55:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.2923, loss: 2.2923 +2025-05-31 20:37:17,661 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-31 20:38:43,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:38:43,282 - pyskl - INFO - +top1_acc 0.9023 +top5_acc 0.9903 +2025-05-31 20:38:43,285 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.9023, top5_acc: 0.9903 +2025-05-31 20:39:46,880 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 19:54:47, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.1289, loss: 2.1289 +2025-05-31 20:40:29,931 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 19:54:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.2352, loss: 2.2352 +2025-05-31 20:41:13,126 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 19:53:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.0917, loss: 2.0917 +2025-05-31 20:41:56,326 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 19:52:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9944, loss_cls: 2.1492, loss: 2.1492 +2025-05-31 20:42:39,302 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:51:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.1089, loss: 2.1089 +2025-05-31 20:43:22,218 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:51:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.1164, loss: 2.1164 +2025-05-31 20:44:05,248 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:50:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1950, loss: 2.1950 +2025-05-31 20:44:48,324 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:49:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.1852, loss: 2.1852 +2025-05-31 20:45:31,364 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:49:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.1547, loss: 2.1547 +2025-05-31 20:46:14,469 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:48:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.0877, loss: 2.0877 +2025-05-31 20:46:57,566 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:47:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1436, loss: 2.1436 +2025-05-31 20:47:40,727 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:46:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.2262, loss: 2.2262 +2025-05-31 20:48:23,820 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:46:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.1874, loss: 2.1874 +2025-05-31 20:49:06,926 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:45:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1563, loss: 2.1563 +2025-05-31 20:49:49,990 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:44:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.2625, loss: 2.2625 +2025-05-31 20:50:32,953 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:44:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.1932, loss: 2.1932 +2025-05-31 20:51:15,916 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:43:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.2635, loss: 2.2635 +2025-05-31 20:51:58,851 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:42:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.1645, loss: 2.1645 +2025-05-31 20:52:42,362 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:41:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.2225, loss: 2.2225 +2025-05-31 20:53:25,904 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:41:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.2291, loss: 2.2291 +2025-05-31 20:54:09,018 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:40:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 2.1389, loss: 2.1389 +2025-05-31 20:54:52,101 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:39:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.1595, loss: 2.1595 +2025-05-31 20:55:35,129 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:39:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.1947, loss: 2.1947 +2025-05-31 20:55:58,623 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-31 21:04:56,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:04:56,243 - pyskl - INFO - +top1_acc 0.9052 +top5_acc 0.9926 +2025-05-31 21:04:56,246 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9052, top5_acc: 0.9926 +2025-05-31 21:05:59,291 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:37:58, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9969, loss_cls: 2.0871, loss: 2.0871 +2025-05-31 21:06:42,175 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:37:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.1419, loss: 2.1419 +2025-05-31 21:07:25,097 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:36:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.0564, loss: 2.0564 +2025-05-31 21:08:08,009 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:35:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.0537, loss: 2.0537 +2025-05-31 21:08:51,018 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:35:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.2526, loss: 2.2526 +2025-05-31 21:09:33,976 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:34:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.0723, loss: 2.0723 +2025-05-31 21:10:16,874 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:33:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.1347, loss: 2.1347 +2025-05-31 21:10:59,873 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:32:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.1893, loss: 2.1893 +2025-05-31 21:11:42,885 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:32:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.0647, loss: 2.0647 +2025-05-31 21:12:25,947 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:31:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.0778, loss: 2.0778 +2025-05-31 21:13:08,918 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:30:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.1605, loss: 2.1605 +2025-05-31 21:13:51,910 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:30:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.1359, loss: 2.1359 +2025-05-31 21:14:34,908 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:29:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.2239, loss: 2.2239 +2025-05-31 21:15:17,777 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:28:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.1187, loss: 2.1187 +2025-05-31 21:16:00,683 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:27:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.2699, loss: 2.2699 +2025-05-31 21:16:43,639 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:27:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.1803, loss: 2.1803 +2025-05-31 21:17:26,550 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:26:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.0442, loss: 2.0442 +2025-05-31 21:18:09,537 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:25:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.2783, loss: 2.2783 +2025-05-31 21:18:52,553 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:25:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.1649, loss: 2.1649 +2025-05-31 21:19:35,911 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:24:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.1408, loss: 2.1408 +2025-05-31 21:20:19,000 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:23:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.1575, loss: 2.1575 +2025-05-31 21:21:02,112 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:22:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.2086, loss: 2.2086 +2025-05-31 21:21:45,194 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:22:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.3293, loss: 2.3293 +2025-05-31 21:22:08,526 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-31 21:23:34,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:23:34,153 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9917 +2025-05-31 21:23:34,206 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_74.pth was removed +2025-05-31 21:23:35,192 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2025-05-31 21:23:35,193 - pyskl - INFO - Best top1_acc is 0.9162 at 81 epoch. +2025-05-31 21:23:35,196 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9162, top5_acc: 0.9917 +2025-05-31 21:24:38,544 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:21:07, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.9769, loss: 1.9769 +2025-05-31 21:25:21,541 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:20:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1148, loss: 2.1148 +2025-05-31 21:26:04,563 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:19:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.0272, loss: 2.0272 +2025-05-31 21:26:47,570 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:18:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1119, loss: 2.1119 +2025-05-31 21:27:30,578 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:18:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.0584, loss: 2.0584 +2025-05-31 21:28:13,503 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:17:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.0629, loss: 2.0629 +2025-05-31 21:28:56,575 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:16:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.1826, loss: 2.1826 +2025-05-31 21:29:39,573 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:16:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.1939, loss: 2.1939 +2025-05-31 21:30:22,590 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:15:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.2100, loss: 2.2100 +2025-05-31 21:31:05,570 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:14:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.0641, loss: 2.0641 +2025-05-31 21:31:48,565 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:13:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.0607, loss: 2.0607 +2025-05-31 21:32:31,617 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:13:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.1111, loss: 2.1111 +2025-05-31 21:33:14,626 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:12:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.1527, loss: 2.1527 +2025-05-31 21:33:57,604 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:11:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2053, loss: 2.2053 +2025-05-31 21:34:40,555 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:11:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.2141, loss: 2.2141 +2025-05-31 21:35:23,549 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:10:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.1374, loss: 2.1374 +2025-05-31 21:36:06,629 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:09:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.1519, loss: 2.1519 +2025-05-31 21:36:49,675 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:08:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.2051, loss: 2.2051 +2025-05-31 21:37:32,820 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:08:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.2296, loss: 2.2296 +2025-05-31 21:38:15,891 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:07:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.0870, loss: 2.0870 +2025-05-31 21:38:59,087 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:06:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.2276, loss: 2.2276 +2025-05-31 21:39:42,102 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:06:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.1745, loss: 2.1745 +2025-05-31 21:40:25,087 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:05:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.1775, loss: 2.1775 +2025-05-31 21:40:48,408 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-31 21:42:13,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:42:13,793 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9920 +2025-05-31 21:42:13,796 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.9075, top5_acc: 0.9920 +2025-05-31 21:43:16,758 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:04:16, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.0630, loss: 2.0630 +2025-05-31 21:43:59,622 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:03:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.0685, loss: 2.0685 +2025-05-31 21:44:42,484 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:02:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.0616, loss: 2.0616 +2025-05-31 21:45:25,447 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:02:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0968, loss: 2.0968 +2025-05-31 21:46:08,458 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:01:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.0173, loss: 2.0173 +2025-05-31 21:46:51,465 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:00:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.1281, loss: 2.1281 +2025-05-31 21:47:34,525 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 18:59:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.0961, loss: 2.0961 +2025-05-31 21:48:17,629 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 18:59:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.1316, loss: 2.1316 +2025-05-31 21:49:00,697 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 18:58:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.0675, loss: 2.0675 +2025-05-31 21:49:43,765 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 18:57:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.1564, loss: 2.1564 +2025-05-31 21:50:26,809 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 18:57:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.0743, loss: 2.0743 +2025-05-31 21:51:09,921 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 18:56:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.0803, loss: 2.0803 +2025-05-31 21:51:53,013 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 18:55:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9950, loss_cls: 2.1192, loss: 2.1192 +2025-05-31 21:52:36,100 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 18:54:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.1644, loss: 2.1644 +2025-05-31 21:53:19,103 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 18:54:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.1793, loss: 2.1793 +2025-05-31 21:54:02,166 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 18:53:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.0920, loss: 2.0920 +2025-05-31 21:54:45,166 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 18:52:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.2194, loss: 2.2194 +2025-05-31 21:55:28,147 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:52:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.1082, loss: 2.1082 +2025-05-31 21:56:11,251 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:51:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0797, loss: 2.0797 +2025-05-31 21:56:54,038 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:50:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.0951, loss: 2.0951 +2025-05-31 21:57:36,926 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:49:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.0577, loss: 2.0577 +2025-05-31 21:58:19,868 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:49:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.1617, loss: 2.1617 +2025-05-31 21:59:02,804 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:48:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.1425, loss: 2.1425 +2025-05-31 21:59:26,078 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-31 22:00:51,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:00:51,728 - pyskl - INFO - +top1_acc 0.9110 +top5_acc 0.9913 +2025-05-31 22:00:51,732 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9110, top5_acc: 0.9913 +2025-05-31 22:01:54,992 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:47:25, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.0070, loss: 2.0070 +2025-05-31 22:02:37,952 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:46:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.0548, loss: 2.0548 +2025-05-31 22:03:20,906 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:45:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.0484, loss: 2.0484 +2025-05-31 22:04:03,901 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:45:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.0259, loss: 2.0259 +2025-05-31 22:04:46,927 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:44:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.0176, loss: 2.0176 +2025-05-31 22:05:30,149 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:43:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0269, loss: 2.0269 +2025-05-31 22:06:13,289 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:43:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0910, loss: 2.0910 +2025-05-31 22:06:56,277 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:42:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.1054, loss: 2.1054 +2025-05-31 22:07:39,502 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:41:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.1729, loss: 2.1729 +2025-05-31 22:08:22,453 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:40:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.1726, loss: 2.1726 +2025-05-31 22:09:05,444 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:40:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.1077, loss: 2.1077 +2025-05-31 22:09:48,237 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:39:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.1867, loss: 2.1867 +2025-05-31 22:10:31,302 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:38:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.0526, loss: 2.0526 +2025-05-31 22:11:14,347 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:38:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.0874, loss: 2.0874 +2025-05-31 22:11:57,417 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:37:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.0009, loss: 2.0009 +2025-05-31 22:12:40,493 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:36:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.1777, loss: 2.1777 +2025-05-31 22:13:23,573 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:35:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.1098, loss: 2.1098 +2025-05-31 22:14:06,594 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:35:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.1835, loss: 2.1835 +2025-05-31 22:14:49,711 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:34:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.0450, loss: 2.0450 +2025-05-31 22:15:32,992 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:33:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9812, loss_cls: 2.1881, loss: 2.1881 +2025-05-31 22:16:16,217 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:33:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.1542, loss: 2.1542 +2025-05-31 22:16:59,568 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:32:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1185, loss: 2.1185 +2025-05-31 22:17:42,611 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:31:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.0940, loss: 2.0940 +2025-05-31 22:18:05,954 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-31 22:19:31,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:19:31,563 - pyskl - INFO - +top1_acc 0.9148 +top5_acc 0.9924 +2025-05-31 22:19:31,566 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9148, top5_acc: 0.9924 +2025-05-31 22:20:34,706 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:30:35, time: 0.631, data_time: 0.200, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0741, loss: 2.0741 +2025-05-31 22:21:17,607 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:29:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.0933, loss: 2.0933 +2025-05-31 22:22:00,554 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:29:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.9995, loss: 1.9995 +2025-05-31 22:22:43,560 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:28:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.0174, loss: 2.0174 +2025-05-31 22:23:26,526 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:27:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0153, loss: 2.0153 +2025-05-31 22:24:09,513 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:27:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.0170, loss: 2.0170 +2025-05-31 22:24:52,467 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:26:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.0647, loss: 2.0647 +2025-05-31 22:25:35,523 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:25:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.1317, loss: 2.1317 +2025-05-31 22:26:18,597 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:24:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.0056, loss: 2.0056 +2025-05-31 22:27:01,684 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:24:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9395, loss: 1.9395 +2025-05-31 22:27:44,749 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:23:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.1968, loss: 2.1968 +2025-05-31 22:28:27,667 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:22:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.9982, loss: 1.9982 +2025-05-31 22:29:10,576 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:22:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.0912, loss: 2.0912 +2025-05-31 22:29:53,501 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:21:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0696, loss: 2.0696 +2025-05-31 22:30:36,440 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:20:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.1057, loss: 2.1057 +2025-05-31 22:31:19,465 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:19:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.0668, loss: 2.0668 +2025-05-31 22:32:02,446 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:19:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.1825, loss: 2.1825 +2025-05-31 22:32:45,484 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:18:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.0798, loss: 2.0798 +2025-05-31 22:33:28,671 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:17:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.0712, loss: 2.0712 +2025-05-31 22:34:11,761 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:17:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 1.9918, loss: 1.9918 +2025-05-31 22:34:54,784 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:16:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 2.1970, loss: 2.1970 +2025-05-31 22:35:37,723 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:15:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.1131, loss: 2.1131 +2025-05-31 22:36:20,686 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:14:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.0270, loss: 2.0270 +2025-05-31 22:36:43,982 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-31 22:45:21,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:45:21,091 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9899 +2025-05-31 22:45:21,095 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8949, top5_acc: 0.9899 +2025-05-31 22:46:24,217 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:13:43, time: 0.631, data_time: 0.203, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1120, loss: 2.1120 +2025-05-31 22:47:07,068 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:13:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.0280, loss: 2.0280 +2025-05-31 22:47:49,799 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:12:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.0082, loss: 2.0082 +2025-05-31 22:48:32,573 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:11:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.0867, loss: 2.0867 +2025-05-31 22:49:15,421 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:10:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.9712, loss: 1.9712 +2025-05-31 22:49:58,180 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:10:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9651, loss: 1.9651 +2025-05-31 22:50:41,000 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:09:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.0540, loss: 2.0540 +2025-05-31 22:51:23,775 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:08:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.0477, loss: 2.0477 +2025-05-31 22:52:06,921 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:07:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.9883, loss: 1.9883 +2025-05-31 22:52:50,017 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:07:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.0355, loss: 2.0355 +2025-05-31 22:53:33,031 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:06:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.9921, loss: 1.9921 +2025-05-31 22:54:16,017 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:05:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.1165, loss: 2.1165 +2025-05-31 22:54:59,029 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:05:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.1626, loss: 2.1626 +2025-05-31 22:55:42,032 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:04:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1299, loss: 2.1299 +2025-05-31 22:56:25,040 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:03:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 1.9936, loss: 1.9936 +2025-05-31 22:57:08,073 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:02:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.1263, loss: 2.1263 +2025-05-31 22:57:50,974 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:02:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.1300, loss: 2.1300 +2025-05-31 22:58:33,879 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:01:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.1443, loss: 2.1443 +2025-05-31 22:59:16,948 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:00:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.1287, loss: 2.1287 +2025-05-31 23:00:00,050 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:00:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.1142, loss: 2.1142 +2025-05-31 23:00:43,257 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 17:59:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.1505, loss: 2.1505 +2025-05-31 23:01:26,321 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 17:58:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.1724, loss: 2.1724 +2025-05-31 23:02:09,437 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 17:57:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.1558, loss: 2.1558 +2025-05-31 23:02:32,911 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-31 23:03:58,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:03:58,437 - pyskl - INFO - +top1_acc 0.9046 +top5_acc 0.9923 +2025-05-31 23:03:58,440 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9046, top5_acc: 0.9923 +2025-05-31 23:05:02,285 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 17:56:52, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.0000, loss: 2.0000 +2025-05-31 23:05:45,397 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 17:56:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.0468, loss: 2.0468 +2025-05-31 23:06:28,460 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 17:55:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.0528, loss: 2.0528 +2025-05-31 23:07:11,432 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 17:54:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.0525, loss: 2.0525 +2025-05-31 23:07:54,332 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 17:54:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.0476, loss: 2.0476 +2025-05-31 23:08:37,213 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 17:53:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.0626, loss: 2.0626 +2025-05-31 23:09:20,101 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:52:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.1606, loss: 2.1606 +2025-05-31 23:10:03,013 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:51:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 1.9897, loss: 1.9897 +2025-05-31 23:10:45,964 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:51:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.0628, loss: 2.0628 +2025-05-31 23:11:28,893 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:50:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 1.9821, loss: 1.9821 +2025-05-31 23:12:11,925 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:49:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.9275, loss: 1.9275 +2025-05-31 23:12:55,085 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:49:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.0577, loss: 2.0577 +2025-05-31 23:13:38,132 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:48:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1201, loss: 2.1201 +2025-05-31 23:14:21,134 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:47:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.0417, loss: 2.0417 +2025-05-31 23:15:04,106 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:46:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 2.0481, loss: 2.0481 +2025-05-31 23:15:47,116 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:46:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9883, loss: 1.9883 +2025-05-31 23:16:30,049 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:45:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.0909, loss: 2.0909 +2025-05-31 23:17:13,064 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:44:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0535, loss: 2.0535 +2025-05-31 23:17:56,012 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:44:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.0734, loss: 2.0734 +2025-05-31 23:18:39,084 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:43:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.0832, loss: 2.0832 +2025-05-31 23:19:22,152 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.0557, loss: 2.0557 +2025-05-31 23:20:05,131 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.1128, loss: 2.1128 +2025-05-31 23:20:48,118 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:41:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.0306, loss: 2.0306 +2025-05-31 23:21:11,487 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-31 23:22:36,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:22:37,061 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9902 +2025-05-31 23:22:37,064 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9042, top5_acc: 0.9902 +2025-05-31 23:23:40,714 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:40:02, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9800, loss: 1.9800 +2025-05-31 23:24:23,712 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:39:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0079, loss: 2.0079 +2025-05-31 23:25:06,776 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:38:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0036, loss: 2.0036 +2025-05-31 23:25:49,803 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:37:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 1.9525, loss: 1.9525 +2025-05-31 23:26:32,865 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:37:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1067, loss: 2.1067 +2025-05-31 23:27:15,824 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:36:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.0242, loss: 2.0242 +2025-05-31 23:27:58,776 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:35:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 1.9758, loss: 1.9758 +2025-05-31 23:28:41,746 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:35:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.9926, loss: 1.9926 +2025-05-31 23:29:24,745 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:34:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.0072, loss: 2.0072 +2025-05-31 23:30:07,772 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:33:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0866, loss: 2.0866 +2025-05-31 23:30:50,762 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:32:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.0609, loss: 2.0609 +2025-05-31 23:31:33,859 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:32:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9869, loss_cls: 2.1475, loss: 2.1475 +2025-05-31 23:32:16,873 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:31:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.0795, loss: 2.0795 +2025-05-31 23:32:59,853 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 1.9977, loss: 1.9977 +2025-05-31 23:33:42,851 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:30:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.0282, loss: 2.0282 +2025-05-31 23:34:25,782 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:29:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.1300, loss: 2.1300 +2025-05-31 23:35:08,774 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:28:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.0645, loss: 2.0645 +2025-05-31 23:35:51,805 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:27:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.0348, loss: 2.0348 +2025-05-31 23:36:34,868 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:27:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.1029, loss: 2.1029 +2025-05-31 23:37:17,950 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:26:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.1044, loss: 2.1044 +2025-05-31 23:38:00,971 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:25:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.0572, loss: 2.0572 +2025-05-31 23:38:44,017 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:25:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.0637, loss: 2.0637 +2025-05-31 23:39:27,056 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:24:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.2297, loss: 2.2297 +2025-05-31 23:39:50,530 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-31 23:41:15,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:41:16,072 - pyskl - INFO - +top1_acc 0.9218 +top5_acc 0.9922 +2025-05-31 23:41:16,125 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_81.pth was removed +2025-05-31 23:41:17,163 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-05-31 23:41:17,163 - pyskl - INFO - Best top1_acc is 0.9218 at 88 epoch. +2025-05-31 23:41:17,166 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9218, top5_acc: 0.9922 +2025-05-31 23:42:20,656 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:23:11, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.8804, loss: 1.8804 +2025-05-31 23:43:03,593 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:22:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 1.9221, loss: 1.9221 +2025-05-31 23:43:46,594 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:21:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 1.9333, loss: 1.9333 +2025-05-31 23:44:29,449 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:21:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.0318, loss: 2.0318 +2025-05-31 23:45:12,371 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:20:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.0306, loss: 2.0306 +2025-05-31 23:45:55,313 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:19:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 1.9263, loss: 1.9263 +2025-05-31 23:46:38,250 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:18:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.0338, loss: 2.0338 +2025-05-31 23:47:21,216 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:18:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9156, loss: 1.9156 +2025-05-31 23:48:04,149 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:17:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.0119, loss: 2.0119 +2025-05-31 23:48:47,119 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:16:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0651, loss: 2.0651 +2025-05-31 23:49:30,037 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:16:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.9679, loss: 1.9679 +2025-05-31 23:50:13,239 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:15:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.9735, loss: 1.9735 +2025-05-31 23:50:56,354 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:14:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.0870, loss: 2.0870 +2025-05-31 23:51:39,325 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:13:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0358, loss: 2.0358 +2025-05-31 23:52:22,228 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:13:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.0059, loss: 2.0059 +2025-05-31 23:53:05,190 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:12:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.0208, loss: 2.0208 +2025-05-31 23:53:48,149 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:11:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.9896, loss: 1.9896 +2025-05-31 23:54:31,100 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:11:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.9789, loss: 1.9789 +2025-05-31 23:55:13,999 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:10:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.0600, loss: 2.0600 +2025-05-31 23:55:57,009 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:09:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0885, loss: 2.0885 +2025-05-31 23:56:39,960 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:08:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.0766, loss: 2.0766 +2025-05-31 23:57:23,124 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:08:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.0681, loss: 2.0681 +2025-05-31 23:58:06,143 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:07:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.0126, loss: 2.0126 +2025-05-31 23:58:29,321 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-31 23:59:54,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:59:54,633 - pyskl - INFO - +top1_acc 0.9201 +top5_acc 0.9913 +2025-05-31 23:59:54,636 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9201, top5_acc: 0.9913 +2025-06-01 00:00:57,951 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:06:20, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 1.9427, loss: 1.9427 +2025-06-01 00:01:40,845 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:05:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.9355, loss: 1.9355 +2025-06-01 00:02:23,631 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:04:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.0014, loss: 2.0014 +2025-06-01 00:03:06,465 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:04:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 1.8960, loss: 1.8960 +2025-06-01 00:03:49,290 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:03:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.9150, loss: 1.9150 +2025-06-01 00:04:32,164 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:02:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.9444, loss: 1.9444 +2025-06-01 00:05:15,067 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:02:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8644, loss: 1.8644 +2025-06-01 00:05:57,737 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:01:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.9226, loss: 1.9226 +2025-06-01 00:06:40,363 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:00:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.0221, loss: 2.0221 +2025-06-01 00:07:23,221 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 16:59:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.8726, loss: 1.8726 +2025-06-01 00:08:06,322 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 16:59:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.0158, loss: 2.0158 +2025-06-01 00:08:49,369 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 16:58:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0289, loss: 2.0289 +2025-06-01 00:09:32,362 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 16:57:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.9963, loss: 1.9963 +2025-06-01 00:10:15,267 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 16:57:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0000, loss: 2.0000 +2025-06-01 00:10:58,196 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 16:56:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.0899, loss: 2.0899 +2025-06-01 00:11:41,153 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 16:55:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0218, loss: 2.0218 +2025-06-01 00:12:24,053 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 16:54:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.0028, loss: 2.0028 +2025-06-01 00:13:07,060 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 16:54:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.0145, loss: 2.0145 +2025-06-01 00:13:49,955 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 16:53:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 2.0108, loss: 2.0108 +2025-06-01 00:14:32,892 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:52:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.9785, loss: 1.9785 +2025-06-01 00:15:15,862 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:52:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.2643, loss: 2.2643 +2025-06-01 00:15:58,996 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:51:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.0199, loss: 2.0199 +2025-06-01 00:16:42,012 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:50:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.0092, loss: 2.0092 +2025-06-01 00:17:05,437 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-01 00:25:52,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:25:52,996 - pyskl - INFO - +top1_acc 0.9291 +top5_acc 0.9926 +2025-06-01 00:25:53,054 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_88.pth was removed +2025-06-01 00:25:54,112 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-06-01 00:25:54,113 - pyskl - INFO - Best top1_acc is 0.9291 at 90 epoch. +2025-06-01 00:25:54,116 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9291, top5_acc: 0.9926 +2025-06-01 00:26:57,276 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:49:28, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.9204, loss: 1.9204 +2025-06-01 00:27:40,090 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:48:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 1.9656, loss: 1.9656 +2025-06-01 00:28:22,852 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:48:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9226, loss: 1.9226 +2025-06-01 00:29:05,683 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:47:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 1.9982, loss: 1.9982 +2025-06-01 00:29:48,467 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:46:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9773, loss: 1.9773 +2025-06-01 00:30:31,230 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:45:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.9994, loss: 1.9994 +2025-06-01 00:31:13,926 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:45:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.9995, loss: 1.9995 +2025-06-01 00:31:56,724 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:44:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.9893, loss: 1.9893 +2025-06-01 00:32:39,523 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:43:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.9353, loss: 1.9353 +2025-06-01 00:33:22,661 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:43:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.0066, loss: 2.0066 +2025-06-01 00:34:05,646 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:42:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0358, loss: 2.0358 +2025-06-01 00:34:48,638 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:41:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.9744, loss: 1.9744 +2025-06-01 00:35:31,601 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:40:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.0753, loss: 2.0753 +2025-06-01 00:36:14,403 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:40:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.0452, loss: 2.0452 +2025-06-01 00:36:57,265 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:39:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.0090, loss: 2.0090 +2025-06-01 00:37:40,105 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:38:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.9796, loss: 1.9796 +2025-06-01 00:38:22,952 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:38:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.0301, loss: 2.0301 +2025-06-01 00:39:05,891 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:37:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.9644, loss: 1.9644 +2025-06-01 00:39:48,715 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:36:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 1.9746, loss: 1.9746 +2025-06-01 00:40:31,669 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:35:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.9773, loss: 1.9773 +2025-06-01 00:41:14,722 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:35:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.9119, loss: 1.9119 +2025-06-01 00:41:57,696 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:34:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.9543, loss: 1.9543 +2025-06-01 00:42:40,745 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:33:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.0145, loss: 2.0145 +2025-06-01 00:43:04,036 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-01 00:44:29,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:44:29,596 - pyskl - INFO - +top1_acc 0.9155 +top5_acc 0.9921 +2025-06-01 00:44:29,600 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9155, top5_acc: 0.9921 +2025-06-01 00:45:32,934 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:32:35, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8693, loss: 1.8693 +2025-06-01 00:46:15,903 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:31:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 1.9800, loss: 1.9800 +2025-06-01 00:46:58,729 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:31:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.0059, loss: 2.0059 +2025-06-01 00:47:41,713 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:30:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8977, loss: 1.8977 +2025-06-01 00:48:24,839 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:29:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.9864, loss: 1.9864 +2025-06-01 00:49:07,732 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:29:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8837, loss: 1.8837 +2025-06-01 00:49:50,801 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:28:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.9089, loss: 1.9089 +2025-06-01 00:50:33,844 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:27:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9019, loss: 1.9019 +2025-06-01 00:51:16,666 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:26:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.9607, loss: 1.9607 +2025-06-01 00:51:59,501 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:26:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.9156, loss: 1.9156 +2025-06-01 00:52:42,384 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:25:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.8680, loss: 1.8680 +2025-06-01 00:53:25,310 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:24:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.9565, loss: 1.9565 +2025-06-01 00:54:08,225 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:24:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.9853, loss: 1.9853 +2025-06-01 00:54:51,321 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:23:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9708, loss: 1.9708 +2025-06-01 00:55:34,233 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:22:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.0200, loss: 2.0200 +2025-06-01 00:56:17,177 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:21:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 1.9751, loss: 1.9751 +2025-06-01 00:57:00,206 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:21:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.9962, loss: 1.9962 +2025-06-01 00:57:43,173 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:20:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 1.9592, loss: 1.9592 +2025-06-01 00:58:26,233 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:19:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.0410, loss: 2.0410 +2025-06-01 00:59:09,262 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:19:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 1.9836, loss: 1.9836 +2025-06-01 00:59:52,191 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:18:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.9724, loss: 1.9724 +2025-06-01 01:00:35,574 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:17:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.1045, loss: 2.1045 +2025-06-01 01:01:18,706 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:16:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9908, loss: 1.9908 +2025-06-01 01:01:42,073 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-01 01:03:07,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:03:07,473 - pyskl - INFO - +top1_acc 0.9257 +top5_acc 0.9928 +2025-06-01 01:03:07,476 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9257, top5_acc: 0.9928 +2025-06-01 01:04:11,181 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:15:45, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.8439, loss: 1.8439 +2025-06-01 01:04:54,172 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:15:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8241, loss: 1.8241 +2025-06-01 01:05:37,090 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:14:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8545, loss: 1.8545 +2025-06-01 01:06:19,956 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:13:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.9124, loss: 1.9124 +2025-06-01 01:07:02,846 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:12:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 1.9026, loss: 1.9026 +2025-06-01 01:07:45,809 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:12:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.9075, loss: 1.9075 +2025-06-01 01:08:28,802 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:11:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.9833, loss: 1.9833 +2025-06-01 01:09:11,832 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:10:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0290, loss: 2.0290 +2025-06-01 01:09:54,703 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:10:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9888, loss_cls: 1.9520, loss: 1.9520 +2025-06-01 01:10:37,546 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:09:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8382, loss: 1.8382 +2025-06-01 01:11:20,430 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:08:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 1.9194, loss: 1.9194 +2025-06-01 01:12:03,382 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:07:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.0308, loss: 2.0308 +2025-06-01 01:12:46,194 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:07:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9739, loss: 1.9739 +2025-06-01 01:13:29,069 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:06:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.9354, loss: 1.9354 +2025-06-01 01:14:12,022 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:05:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.9116, loss: 1.9116 +2025-06-01 01:14:55,169 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:05:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.9609, loss: 1.9609 +2025-06-01 01:15:38,149 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.9703, loss: 1.9703 +2025-06-01 01:16:21,080 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:03:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.0780, loss: 2.0780 +2025-06-01 01:17:04,043 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:02:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.8935, loss: 1.8935 +2025-06-01 01:17:47,073 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:02:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.9592, loss: 1.9592 +2025-06-01 01:18:30,137 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:01:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9808, loss: 1.9808 +2025-06-01 01:19:13,171 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:00:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.0121, loss: 2.0121 +2025-06-01 01:19:56,153 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:00:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 1.9651, loss: 1.9651 +2025-06-01 01:20:19,531 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-01 01:21:45,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:21:45,229 - pyskl - INFO - +top1_acc 0.9125 +top5_acc 0.9922 +2025-06-01 01:21:45,232 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9125, top5_acc: 0.9922 +2025-06-01 01:22:49,009 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 15:58:54, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.9538, loss: 1.9538 +2025-06-01 01:23:32,073 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 15:58:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.8538, loss: 1.8538 +2025-06-01 01:24:15,042 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 15:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8017, loss: 1.8017 +2025-06-01 01:24:58,000 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 15:56:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 1.9172, loss: 1.9172 +2025-06-01 01:25:40,854 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 15:56:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.7814, loss: 1.7814 +2025-06-01 01:26:23,813 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 15:55:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9089, loss: 1.9089 +2025-06-01 01:27:06,735 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 15:54:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8247, loss: 1.8247 +2025-06-01 01:27:49,800 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 15:53:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.9288, loss: 1.9288 +2025-06-01 01:28:32,821 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:53:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.9279, loss: 1.9279 +2025-06-01 01:29:15,742 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:52:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8705, loss: 1.8705 +2025-06-01 01:29:58,715 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:51:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.9300, loss: 1.9300 +2025-06-01 01:30:41,793 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:51:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 1.9370, loss: 1.9370 +2025-06-01 01:31:24,808 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:50:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.9647, loss: 1.9647 +2025-06-01 01:32:07,813 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:49:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9540, loss: 1.9540 +2025-06-01 01:32:50,871 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:48:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.8721, loss: 1.8721 +2025-06-01 01:33:33,876 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.9723, loss: 1.9723 +2025-06-01 01:34:16,894 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:47:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 1.9952, loss: 1.9952 +2025-06-01 01:34:59,973 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:46:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8737, loss: 1.8737 +2025-06-01 01:35:43,006 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.9395, loss: 1.9395 +2025-06-01 01:36:26,075 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:45:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9312, loss: 1.9312 +2025-06-01 01:37:09,201 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:44:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.9229, loss: 1.9229 +2025-06-01 01:37:52,298 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:43:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.0023, loss: 2.0023 +2025-06-01 01:38:35,390 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:43:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 1.9831, loss: 1.9831 +2025-06-01 01:38:58,754 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-01 01:40:24,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:40:24,399 - pyskl - INFO - +top1_acc 0.9089 +top5_acc 0.9926 +2025-06-01 01:40:24,402 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9089, top5_acc: 0.9926 +2025-06-01 01:41:28,173 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:42:03, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.8108, loss: 1.8108 +2025-06-01 01:42:11,072 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:41:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.7113, loss: 1.7113 +2025-06-01 01:42:54,034 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:40:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.8667, loss: 1.8667 +2025-06-01 01:43:36,983 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:39:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.8758, loss: 1.8758 +2025-06-01 01:44:19,945 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:39:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.8067, loss: 1.8067 +2025-06-01 01:45:02,889 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:38:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 1.9555, loss: 1.9555 +2025-06-01 01:45:45,789 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:37:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 1.9248, loss: 1.9248 +2025-06-01 01:46:28,795 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:37:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.8085, loss: 1.8085 +2025-06-01 01:47:11,734 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:36:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.8517, loss: 1.8517 +2025-06-01 01:47:54,628 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:35:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.9308, loss: 1.9308 +2025-06-01 01:48:37,525 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:34:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.8208, loss: 1.8208 +2025-06-01 01:49:20,537 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:34:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 1.8332, loss: 1.8332 +2025-06-01 01:50:03,553 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:33:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 1.8966, loss: 1.8966 +2025-06-01 01:50:46,470 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:32:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9324, loss: 1.9324 +2025-06-01 01:51:29,430 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:32:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.9021, loss: 1.9021 +2025-06-01 01:52:12,625 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:31:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0062, loss: 2.0062 +2025-06-01 01:52:55,759 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:30:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.0024, loss: 2.0024 +2025-06-01 01:53:38,701 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:29:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 1.8904, loss: 1.8904 +2025-06-01 01:54:21,551 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:29:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8633, loss: 1.8633 +2025-06-01 01:55:04,490 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:28:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 1.9984, loss: 1.9984 +2025-06-01 01:55:47,613 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:27:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.8921, loss: 1.8921 +2025-06-01 01:56:30,720 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:27:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.9463, loss: 1.9463 +2025-06-01 01:57:14,108 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:26:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.9379, loss: 1.9379 +2025-06-01 01:57:37,641 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-01 02:06:46,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:06:46,461 - pyskl - INFO - +top1_acc 0.9225 +top5_acc 0.9929 +2025-06-01 02:06:46,464 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9225, top5_acc: 0.9929 +2025-06-01 02:07:50,374 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:25:13, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8497, loss: 1.8497 +2025-06-01 02:08:33,080 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:24:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.8684, loss: 1.8684 +2025-06-01 02:09:15,921 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:23:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.8307, loss: 1.8307 +2025-06-01 02:09:58,812 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:23:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7697, loss: 1.7697 +2025-06-01 02:10:41,713 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:22:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.8898, loss: 1.8898 +2025-06-01 02:11:24,616 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.8319, loss: 1.8319 +2025-06-01 02:12:07,609 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:20:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8772, loss: 1.8772 +2025-06-01 02:12:50,709 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:20:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 1.9461, loss: 1.9461 +2025-06-01 02:13:33,733 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8338, loss: 1.8338 +2025-06-01 02:14:16,749 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:18:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8400, loss: 1.8400 +2025-06-01 02:14:59,797 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:18:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.8516, loss: 1.8516 +2025-06-01 02:15:42,760 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:17:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 1.9291, loss: 1.9291 +2025-06-01 02:16:25,829 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:16:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.9065, loss: 1.9065 +2025-06-01 02:17:08,787 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:15:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.9147, loss: 1.9147 +2025-06-01 02:17:51,864 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:15:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.8771, loss: 1.8771 +2025-06-01 02:18:34,822 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:14:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8480, loss: 1.8480 +2025-06-01 02:19:17,731 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:13:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.8977, loss: 1.8977 +2025-06-01 02:20:00,690 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:13:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 1.9192, loss: 1.9192 +2025-06-01 02:20:43,639 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:12:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9435, loss: 1.9435 +2025-06-01 02:21:26,564 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:11:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 1.8996, loss: 1.8996 +2025-06-01 02:22:09,422 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:10:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 1.8759, loss: 1.8759 +2025-06-01 02:22:52,419 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:10:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.8519, loss: 1.8519 +2025-06-01 02:23:35,507 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:09:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 1.9127, loss: 1.9127 +2025-06-01 02:23:58,902 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-01 02:25:24,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:25:24,361 - pyskl - INFO - +top1_acc 0.9165 +top5_acc 0.9939 +2025-06-01 02:25:24,364 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9165, top5_acc: 0.9939 +2025-06-01 02:26:27,757 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:08:22, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8463, loss: 1.8463 +2025-06-01 02:27:10,820 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:07:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.8066, loss: 1.8066 +2025-06-01 02:27:53,763 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:06:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 1.8103, loss: 1.8103 +2025-06-01 02:28:36,808 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:06:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.7515, loss: 1.7515 +2025-06-01 02:29:19,917 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:05:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8834, loss: 1.8834 +2025-06-01 02:30:02,937 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:04:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.8321, loss: 1.8321 +2025-06-01 02:30:46,033 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:04:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8216, loss: 1.8216 +2025-06-01 02:31:29,121 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:03:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.8058, loss: 1.8058 +2025-06-01 02:32:12,192 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:02:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.7928, loss: 1.7928 +2025-06-01 02:32:55,270 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:01:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.8812, loss: 1.8812 +2025-06-01 02:33:38,342 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:01:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 1.8441, loss: 1.8441 +2025-06-01 02:34:21,416 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:00:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.8728, loss: 1.8728 +2025-06-01 02:35:04,676 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 14:59:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.8148, loss: 1.8148 +2025-06-01 02:35:47,750 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 14:59:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.8429, loss: 1.8429 +2025-06-01 02:36:30,764 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 14:58:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.8760, loss: 1.8760 +2025-06-01 02:37:13,843 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 14:57:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.8833, loss: 1.8833 +2025-06-01 02:37:56,834 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 14:56:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.8226, loss: 1.8226 +2025-06-01 02:38:39,780 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 14:56:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.8790, loss: 1.8790 +2025-06-01 02:39:22,780 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 14:55:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.8291, loss: 1.8291 +2025-06-01 02:40:05,780 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 14:54:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.8362, loss: 1.8362 +2025-06-01 02:40:48,790 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 14:54:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.8868, loss: 1.8868 +2025-06-01 02:41:31,917 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.8578, loss: 1.8578 +2025-06-01 02:42:15,166 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:52:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9521, loss: 1.9521 +2025-06-01 02:42:38,664 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-01 02:44:04,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:44:04,232 - pyskl - INFO - +top1_acc 0.9271 +top5_acc 0.9931 +2025-06-01 02:44:04,236 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9271, top5_acc: 0.9931 +2025-06-01 02:45:07,654 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:51:32, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.7570, loss: 1.7570 +2025-06-01 02:45:50,631 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:50:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7992, loss: 1.7992 +2025-06-01 02:46:33,647 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:50:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 1.8628, loss: 1.8628 +2025-06-01 02:47:16,749 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:49:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7624, loss: 1.7624 +2025-06-01 02:47:59,821 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:48:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8074, loss: 1.8074 +2025-06-01 02:48:42,809 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:47:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.8736, loss: 1.8736 +2025-06-01 02:49:25,920 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:47:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.8573, loss: 1.8573 +2025-06-01 02:50:08,935 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:46:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.7356, loss: 1.7356 +2025-06-01 02:50:52,006 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:45:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.8702, loss: 1.8702 +2025-06-01 02:51:34,801 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:45:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.7383, loss: 1.7383 +2025-06-01 02:52:17,788 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:44:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.8692, loss: 1.8692 +2025-06-01 02:53:01,003 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:43:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.7912, loss: 1.7912 +2025-06-01 02:53:44,257 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:42:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 1.8562, loss: 1.8562 +2025-06-01 02:54:27,553 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:42:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 1.9783, loss: 1.9783 +2025-06-01 02:55:10,681 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:41:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.8309, loss: 1.8309 +2025-06-01 02:55:53,673 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:40:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.8082, loss: 1.8082 +2025-06-01 02:56:36,726 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:40:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.8558, loss: 1.8558 +2025-06-01 02:57:19,781 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:39:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8157, loss: 1.8157 +2025-06-01 02:58:02,772 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:38:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.8967, loss: 1.8967 +2025-06-01 02:58:45,738 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:37:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.8413, loss: 1.8413 +2025-06-01 02:59:28,790 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:37:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 1.9275, loss: 1.9275 +2025-06-01 03:00:11,921 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:36:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.8852, loss: 1.8852 +2025-06-01 03:00:55,033 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:35:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.7935, loss: 1.7935 +2025-06-01 03:01:18,456 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-01 03:02:43,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:02:44,017 - pyskl - INFO - +top1_acc 0.9214 +top5_acc 0.9920 +2025-06-01 03:02:44,020 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9214, top5_acc: 0.9920 +2025-06-01 03:03:46,804 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:34:42, time: 0.628, data_time: 0.199, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7198, loss: 1.7198 +2025-06-01 03:04:29,812 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:33:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7554, loss: 1.7554 +2025-06-01 03:05:12,825 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:33:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.8082, loss: 1.8082 +2025-06-01 03:05:55,805 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:32:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.6901, loss: 1.6901 +2025-06-01 03:06:38,860 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:31:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8565, loss: 1.8565 +2025-06-01 03:07:21,832 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:31:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7745, loss: 1.7745 +2025-06-01 03:08:04,841 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:30:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.7542, loss: 1.7542 +2025-06-01 03:08:47,901 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:29:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.7936, loss: 1.7936 +2025-06-01 03:09:30,919 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:28:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7874, loss: 1.7874 +2025-06-01 03:10:13,893 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:28:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8492, loss: 1.8492 +2025-06-01 03:10:56,845 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:27:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8110, loss: 1.8110 +2025-06-01 03:11:39,856 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:26:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8103, loss: 1.8103 +2025-06-01 03:12:22,965 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:26:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.8005, loss: 1.8005 +2025-06-01 03:13:05,952 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:25:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8475, loss: 1.8475 +2025-06-01 03:13:48,863 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:24:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.8722, loss: 1.8722 +2025-06-01 03:14:31,830 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:23:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 1.9188, loss: 1.9188 +2025-06-01 03:15:14,804 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:23:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 1.9068, loss: 1.9068 +2025-06-01 03:15:57,751 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:22:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.8933, loss: 1.8933 +2025-06-01 03:16:40,633 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:21:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8643, loss: 1.8643 +2025-06-01 03:17:23,522 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:21:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8356, loss: 1.8356 +2025-06-01 03:18:06,437 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:20:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7984, loss: 1.7984 +2025-06-01 03:18:49,865 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:19:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.7238, loss: 1.7238 +2025-06-01 03:19:32,943 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:18:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 1.8537, loss: 1.8537 +2025-06-01 03:19:56,258 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-01 03:21:21,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:21:21,867 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9904 +2025-06-01 03:21:21,870 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9153, top5_acc: 0.9904 +2025-06-01 03:22:25,204 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:17:52, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7114, loss: 1.7114 +2025-06-01 03:23:08,286 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:17:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.6870, loss: 1.6870 +2025-06-01 03:23:51,374 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:16:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.7427, loss: 1.7427 +2025-06-01 03:24:34,414 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:15:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.7244, loss: 1.7244 +2025-06-01 03:25:17,471 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:15:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6844, loss: 1.6844 +2025-06-01 03:26:00,491 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:14:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.7671, loss: 1.7671 +2025-06-01 03:26:43,645 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:13:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7060, loss: 1.7060 +2025-06-01 03:27:26,742 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:12:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.7986, loss: 1.7986 +2025-06-01 03:28:09,749 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.8389, loss: 1.8389 +2025-06-01 03:28:52,799 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:11:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8118, loss: 1.8118 +2025-06-01 03:29:35,837 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:10:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.6960, loss: 1.6960 +2025-06-01 03:30:18,794 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:10:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.7589, loss: 1.7589 +2025-06-01 03:31:01,877 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:09:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8451, loss: 1.8451 +2025-06-01 03:31:44,812 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:08:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.8615, loss: 1.8615 +2025-06-01 03:32:27,747 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:07:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8207, loss: 1.8207 +2025-06-01 03:33:10,732 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:07:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 1.8188, loss: 1.8188 +2025-06-01 03:33:53,665 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:06:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.8023, loss: 1.8023 +2025-06-01 03:34:36,666 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:05:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.8550, loss: 1.8550 +2025-06-01 03:35:19,529 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:05:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.8062, loss: 1.8062 +2025-06-01 03:36:02,644 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:04:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.7803, loss: 1.7803 +2025-06-01 03:36:45,586 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:03:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.8359, loss: 1.8359 +2025-06-01 03:37:28,720 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:02:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.8738, loss: 1.8738 +2025-06-01 03:38:11,840 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:02:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.9058, loss: 1.9058 +2025-06-01 03:38:35,416 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-01 03:47:12,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:47:12,144 - pyskl - INFO - +top1_acc 0.9182 +top5_acc 0.9927 +2025-06-01 03:47:12,148 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9182, top5_acc: 0.9927 +2025-06-01 03:48:15,373 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:01:02, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9994, loss_cls: 1.7811, loss: 1.7811 +2025-06-01 03:48:58,349 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:00:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7085, loss: 1.7085 +2025-06-01 03:49:41,223 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 13:59:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.7671, loss: 1.7671 +2025-06-01 03:50:24,137 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 13:58:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.7106, loss: 1.7106 +2025-06-01 03:51:07,024 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 13:58:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7470, loss: 1.7470 +2025-06-01 03:51:49,829 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 13:57:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.7882, loss: 1.7882 +2025-06-01 03:52:32,863 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 13:56:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.7664, loss: 1.7664 +2025-06-01 03:53:15,896 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 13:56:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.7391, loss: 1.7391 +2025-06-01 03:53:58,905 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 13:55:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7616, loss: 1.7616 +2025-06-01 03:54:41,960 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 13:54:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6496, loss: 1.6496 +2025-06-01 03:55:25,031 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:53:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7587, loss: 1.7587 +2025-06-01 03:56:08,136 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.7691, loss: 1.7691 +2025-06-01 03:56:51,356 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:52:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8079, loss: 1.8079 +2025-06-01 03:57:34,352 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:51:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.7796, loss: 1.7796 +2025-06-01 03:58:17,419 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:51:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.8373, loss: 1.8373 +2025-06-01 03:59:00,482 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:50:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8360, loss: 1.8360 +2025-06-01 03:59:43,444 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:49:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.8602, loss: 1.8602 +2025-06-01 04:00:26,474 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:48:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.8584, loss: 1.8584 +2025-06-01 04:01:09,451 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8656, loss: 1.8656 +2025-06-01 04:01:52,409 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:47:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.8838, loss: 1.8838 +2025-06-01 04:02:35,442 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:46:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.8053, loss: 1.8053 +2025-06-01 04:03:18,510 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:46:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.7722, loss: 1.7722 +2025-06-01 04:04:01,742 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:45:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.7444, loss: 1.7444 +2025-06-01 04:04:25,133 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-01 04:05:50,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:05:51,018 - pyskl - INFO - +top1_acc 0.9379 +top5_acc 0.9937 +2025-06-01 04:05:51,072 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_90.pth was removed +2025-06-01 04:05:52,110 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-06-01 04:05:52,111 - pyskl - INFO - Best top1_acc is 0.9379 at 101 epoch. +2025-06-01 04:05:52,114 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9379, top5_acc: 0.9937 +2025-06-01 04:06:55,349 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:44:11, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.7491, loss: 1.7491 +2025-06-01 04:07:38,193 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:43:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7257, loss: 1.7257 +2025-06-01 04:08:20,972 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:42:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7153, loss: 1.7153 +2025-06-01 04:09:04,022 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:42:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6740, loss: 1.6740 +2025-06-01 04:09:47,071 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:41:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.7536, loss: 1.7536 +2025-06-01 04:10:30,132 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:40:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.7501, loss: 1.7501 +2025-06-01 04:11:13,348 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:39:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.7628, loss: 1.7628 +2025-06-01 04:11:56,626 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.6390, loss: 1.6390 +2025-06-01 04:12:39,757 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.7231, loss: 1.7231 +2025-06-01 04:13:22,749 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:37:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7685, loss: 1.7685 +2025-06-01 04:14:05,794 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:37:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.7403, loss: 1.7403 +2025-06-01 04:14:48,745 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:36:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7415, loss: 1.7415 +2025-06-01 04:15:31,754 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.7812, loss: 1.7812 +2025-06-01 04:16:14,825 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:34:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.7757, loss: 1.7757 +2025-06-01 04:16:58,045 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:34:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.8430, loss: 1.8430 +2025-06-01 04:17:41,163 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:33:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.7693, loss: 1.7693 +2025-06-01 04:18:24,290 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:32:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.6845, loss: 1.6845 +2025-06-01 04:19:07,352 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:32:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.7435, loss: 1.7435 +2025-06-01 04:19:50,366 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:31:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7347, loss: 1.7347 +2025-06-01 04:20:33,367 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:30:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.9384, loss: 1.9384 +2025-06-01 04:21:16,349 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:29:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.9104, loss: 1.9104 +2025-06-01 04:21:59,479 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:29:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8379, loss: 1.8379 +2025-06-01 04:22:42,639 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:28:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.7918, loss: 1.7918 +2025-06-01 04:23:06,068 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-01 04:24:31,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:24:31,392 - pyskl - INFO - +top1_acc 0.9289 +top5_acc 0.9935 +2025-06-01 04:24:31,395 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9289, top5_acc: 0.9935 +2025-06-01 04:25:34,536 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:27:21, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.5935, loss: 1.5935 +2025-06-01 04:26:17,530 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:26:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7106, loss: 1.7106 +2025-06-01 04:27:00,477 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:25:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.6684, loss: 1.6684 +2025-06-01 04:27:43,469 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:25:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7180, loss: 1.7180 +2025-06-01 04:28:26,574 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:24:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7142, loss: 1.7142 +2025-06-01 04:29:09,574 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:23:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 1.6586, loss: 1.6586 +2025-06-01 04:29:52,577 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:23:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.7646, loss: 1.7646 +2025-06-01 04:30:35,645 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:22:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.6554, loss: 1.6554 +2025-06-01 04:31:18,619 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:21:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7596, loss: 1.7596 +2025-06-01 04:32:01,604 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:20:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.6692, loss: 1.6692 +2025-06-01 04:32:44,531 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:20:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.7270, loss: 1.7270 +2025-06-01 04:33:27,546 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.6885, loss: 1.6885 +2025-06-01 04:34:10,593 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:18:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6798, loss: 1.6798 +2025-06-01 04:34:53,666 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:18:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7182, loss: 1.7182 +2025-06-01 04:35:36,931 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:17:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.7510, loss: 1.7510 +2025-06-01 04:36:19,945 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:16:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.7180, loss: 1.7180 +2025-06-01 04:37:02,922 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:15:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7982, loss: 1.7982 +2025-06-01 04:37:45,824 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:15:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.8094, loss: 1.8094 +2025-06-01 04:38:28,689 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:14:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.7193, loss: 1.7193 +2025-06-01 04:39:11,646 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:13:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8436, loss: 1.8436 +2025-06-01 04:39:54,594 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:13:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7001, loss: 1.7001 +2025-06-01 04:40:37,600 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:12:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 1.7731, loss: 1.7731 +2025-06-01 04:41:20,644 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7378, loss: 1.7378 +2025-06-01 04:41:44,038 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-01 04:43:09,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:43:09,812 - pyskl - INFO - +top1_acc 0.9266 +top5_acc 0.9927 +2025-06-01 04:43:09,815 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9266, top5_acc: 0.9927 +2025-06-01 04:44:13,154 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:10:31, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.6361, loss: 1.6361 +2025-06-01 04:44:56,020 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:09:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.6344, loss: 1.6344 +2025-06-01 04:45:38,939 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:09:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7212, loss: 1.7212 +2025-06-01 04:46:21,888 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:08:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.6350, loss: 1.6350 +2025-06-01 04:47:04,827 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:07:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6123, loss: 1.6123 +2025-06-01 04:47:47,870 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:06:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.6891, loss: 1.6891 +2025-06-01 04:48:30,827 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:06:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7376, loss: 1.7376 +2025-06-01 04:49:13,977 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:05:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.7303, loss: 1.7303 +2025-06-01 04:49:56,910 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:04:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.7277, loss: 1.7277 +2025-06-01 04:50:39,825 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:04:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7392, loss: 1.7392 +2025-06-01 04:51:22,692 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:03:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 1.6910, loss: 1.6910 +2025-06-01 04:52:05,694 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:02:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.7128, loss: 1.7128 +2025-06-01 04:52:48,668 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:01:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6717, loss: 1.6717 +2025-06-01 04:53:31,656 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:01:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.7755, loss: 1.7755 +2025-06-01 04:54:14,947 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:00:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6414, loss: 1.6414 +2025-06-01 04:54:57,931 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 12:59:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6750, loss: 1.6750 +2025-06-01 04:55:40,893 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 12:59:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6183, loss: 1.6183 +2025-06-01 04:56:23,869 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 12:58:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 1.7653, loss: 1.7653 +2025-06-01 04:57:07,052 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 12:57:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.7532, loss: 1.7532 +2025-06-01 04:57:50,094 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 12:56:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.7159, loss: 1.7159 +2025-06-01 04:58:33,227 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 12:56:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.7210, loss: 1.7210 +2025-06-01 04:59:16,247 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 12:55:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.7480, loss: 1.7480 +2025-06-01 04:59:59,388 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 12:54:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6896, loss: 1.6896 +2025-06-01 05:00:22,820 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-01 05:01:48,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:01:48,454 - pyskl - INFO - +top1_acc 0.9308 +top5_acc 0.9932 +2025-06-01 05:01:48,457 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9308, top5_acc: 0.9932 +2025-06-01 05:02:51,694 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:53:41, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.6206, loss: 1.6206 +2025-06-01 05:03:34,618 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:52:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.6724, loss: 1.6724 +2025-06-01 05:04:17,589 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:52:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5783, loss: 1.5783 +2025-06-01 05:05:00,591 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:51:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7058, loss: 1.7058 +2025-06-01 05:05:43,544 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:50:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6162, loss: 1.6162 +2025-06-01 05:06:26,525 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:50:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.6138, loss: 1.6138 +2025-06-01 05:07:09,514 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:49:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.7031, loss: 1.7031 +2025-06-01 05:07:52,481 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:48:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.6758, loss: 1.6758 +2025-06-01 05:08:35,525 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:47:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.7362, loss: 1.7362 +2025-06-01 05:09:18,454 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:47:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.6820, loss: 1.6820 +2025-06-01 05:10:01,423 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:46:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.6585, loss: 1.6585 +2025-06-01 05:10:44,255 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:45:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.6956, loss: 1.6956 +2025-06-01 05:11:27,289 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:45:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 1.7366, loss: 1.7366 +2025-06-01 05:12:10,214 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:44:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.6775, loss: 1.6775 +2025-06-01 05:12:53,208 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:43:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.6854, loss: 1.6854 +2025-06-01 05:13:36,188 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:42:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.7501, loss: 1.7501 +2025-06-01 05:14:19,181 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:42:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.7287, loss: 1.7287 +2025-06-01 05:15:02,179 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:41:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.7209, loss: 1.7209 +2025-06-01 05:15:45,157 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:40:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.7489, loss: 1.7489 +2025-06-01 05:16:28,216 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:40:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.6960, loss: 1.6960 +2025-06-01 05:17:11,278 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.6819, loss: 1.6819 +2025-06-01 05:17:54,316 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:38:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.7247, loss: 1.7247 +2025-06-01 05:18:37,440 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:37:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.7881, loss: 1.7881 +2025-06-01 05:19:00,818 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-01 05:28:10,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:28:10,614 - pyskl - INFO - +top1_acc 0.9274 +top5_acc 0.9928 +2025-06-01 05:28:10,617 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9274, top5_acc: 0.9928 +2025-06-01 05:29:13,860 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:36:50, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6229, loss: 1.6229 +2025-06-01 05:29:56,770 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:36:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6118, loss: 1.6118 +2025-06-01 05:30:39,529 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:35:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.6138, loss: 1.6138 +2025-06-01 05:31:22,376 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:34:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.6085, loss: 1.6085 +2025-06-01 05:32:05,213 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:33:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.6119, loss: 1.6119 +2025-06-01 05:32:48,149 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:33:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6077, loss: 1.6077 +2025-06-01 05:33:31,024 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:32:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7033, loss: 1.7033 +2025-06-01 05:34:13,903 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:31:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.6577, loss: 1.6577 +2025-06-01 05:34:56,764 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:31:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7055, loss: 1.7055 +2025-06-01 05:35:39,680 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:30:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6698, loss: 1.6698 +2025-06-01 05:36:22,628 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:29:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.6547, loss: 1.6547 +2025-06-01 05:37:05,613 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:28:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.6651, loss: 1.6651 +2025-06-01 05:37:48,691 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:28:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7418, loss: 1.7418 +2025-06-01 05:38:31,745 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:27:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.7317, loss: 1.7317 +2025-06-01 05:39:14,686 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:26:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.7040, loss: 1.7040 +2025-06-01 05:39:57,580 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:26:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7012, loss: 1.7012 +2025-06-01 05:40:40,624 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:25:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.6969, loss: 1.6969 +2025-06-01 05:41:23,685 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:24:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.6744, loss: 1.6744 +2025-06-01 05:42:06,669 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:23:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.7664, loss: 1.7664 +2025-06-01 05:42:49,583 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:23:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.7163, loss: 1.7163 +2025-06-01 05:43:32,548 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:22:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6492, loss: 1.6492 +2025-06-01 05:44:15,388 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:21:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 1.6614, loss: 1.6614 +2025-06-01 05:44:58,435 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:21:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.6861, loss: 1.6861 +2025-06-01 05:45:21,743 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-01 05:46:46,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:46:46,993 - pyskl - INFO - +top1_acc 0.9343 +top5_acc 0.9946 +2025-06-01 05:46:46,996 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9343, top5_acc: 0.9946 +2025-06-01 05:47:50,581 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:19:59, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6524, loss: 1.6524 +2025-06-01 05:48:33,582 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:19:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.5293, loss: 1.5293 +2025-06-01 05:49:16,567 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:18:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.5866, loss: 1.5866 +2025-06-01 05:49:59,580 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:17:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5698, loss: 1.5698 +2025-06-01 05:50:42,428 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:17:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.5608, loss: 1.5608 +2025-06-01 05:51:25,397 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:16:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6532, loss: 1.6532 +2025-06-01 05:52:08,318 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:15:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.6289, loss: 1.6289 +2025-06-01 05:52:51,289 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:14:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6229, loss: 1.6229 +2025-06-01 05:53:34,174 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:14:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.5818, loss: 1.5818 +2025-06-01 05:54:17,087 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:13:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.6344, loss: 1.6344 +2025-06-01 05:54:59,958 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:12:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 1.6421, loss: 1.6421 +2025-06-01 05:55:42,882 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:12:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7010, loss: 1.7010 +2025-06-01 05:56:25,745 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:11:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6554, loss: 1.6554 +2025-06-01 05:57:08,779 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:10:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5890, loss: 1.5890 +2025-06-01 05:57:51,885 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:09:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6415, loss: 1.6415 +2025-06-01 05:58:34,817 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:09:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 1.6400, loss: 1.6400 +2025-06-01 05:59:17,714 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:08:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6751, loss: 1.6751 +2025-06-01 06:00:00,571 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:07:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.6352, loss: 1.6352 +2025-06-01 06:00:43,501 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:07:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6617, loss: 1.6617 +2025-06-01 06:01:26,544 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:06:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.7221, loss: 1.7221 +2025-06-01 06:02:09,474 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:05:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.6018, loss: 1.6018 +2025-06-01 06:02:52,512 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:04:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.7663, loss: 1.7663 +2025-06-01 06:03:35,456 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:04:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.6544, loss: 1.6544 +2025-06-01 06:03:58,862 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-01 06:05:24,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:05:24,546 - pyskl - INFO - +top1_acc 0.9327 +top5_acc 0.9931 +2025-06-01 06:05:24,550 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9327, top5_acc: 0.9931 +2025-06-01 06:06:27,818 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:03:08, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5087, loss: 1.5087 +2025-06-01 06:07:10,787 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:02:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.6036, loss: 1.6036 +2025-06-01 06:07:53,719 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:01:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.5439, loss: 1.5439 +2025-06-01 06:08:36,704 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:01:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.5937, loss: 1.5937 +2025-06-01 06:09:19,613 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.7100, loss: 1.7100 +2025-06-01 06:10:02,630 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 11:59:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.5974, loss: 1.5974 +2025-06-01 06:10:45,664 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 11:58:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.6440, loss: 1.6440 +2025-06-01 06:11:28,623 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 11:58:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5818, loss: 1.5818 +2025-06-01 06:12:11,596 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 11:57:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.5856, loss: 1.5856 +2025-06-01 06:12:54,561 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 11:56:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6173, loss: 1.6173 +2025-06-01 06:13:37,608 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 11:55:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6155, loss: 1.6155 +2025-06-01 06:14:20,643 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 11:55:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.5379, loss: 1.5379 +2025-06-01 06:15:03,705 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:54:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5632, loss: 1.5632 +2025-06-01 06:15:46,740 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:53:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5799, loss: 1.5799 +2025-06-01 06:16:29,787 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:53:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5738, loss: 1.5738 +2025-06-01 06:17:12,761 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:52:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6427, loss: 1.6427 +2025-06-01 06:17:55,816 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:51:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.6576, loss: 1.6576 +2025-06-01 06:18:38,891 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:50:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7100, loss: 1.7100 +2025-06-01 06:19:21,894 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:50:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.6614, loss: 1.6614 +2025-06-01 06:20:04,882 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:49:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.6774, loss: 1.6774 +2025-06-01 06:20:47,929 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:48:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.6597, loss: 1.6597 +2025-06-01 06:21:30,900 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:48:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6485, loss: 1.6485 +2025-06-01 06:22:13,944 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:47:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.6423, loss: 1.6423 +2025-06-01 06:22:37,325 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-01 06:24:02,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:24:02,799 - pyskl - INFO - +top1_acc 0.9315 +top5_acc 0.9930 +2025-06-01 06:24:02,802 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9315, top5_acc: 0.9930 +2025-06-01 06:25:06,138 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:46:18, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6028, loss: 1.6028 +2025-06-01 06:25:49,019 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:45:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6273, loss: 1.6273 +2025-06-01 06:26:31,880 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:44:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6621, loss: 1.6621 +2025-06-01 06:27:14,764 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:44:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.5178, loss: 1.5178 +2025-06-01 06:27:57,676 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:43:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6056, loss: 1.6056 +2025-06-01 06:28:40,632 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:42:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5545, loss: 1.5545 +2025-06-01 06:29:23,614 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:42:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5849, loss: 1.5849 +2025-06-01 06:30:06,524 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:41:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6338, loss: 1.6338 +2025-06-01 06:30:49,583 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:40:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.6751, loss: 1.6751 +2025-06-01 06:31:32,526 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:39:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6169, loss: 1.6169 +2025-06-01 06:32:15,780 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:39:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.5732, loss: 1.5732 +2025-06-01 06:32:58,760 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:38:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.6250, loss: 1.6250 +2025-06-01 06:33:41,740 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:37:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.5928, loss: 1.5928 +2025-06-01 06:34:24,866 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:37:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5665, loss: 1.5665 +2025-06-01 06:35:07,908 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6227, loss: 1.6227 +2025-06-01 06:35:50,873 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:35:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.6114, loss: 1.6114 +2025-06-01 06:36:33,735 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:34:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.5401, loss: 1.5401 +2025-06-01 06:37:16,502 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:34:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5525, loss: 1.5525 +2025-06-01 06:37:59,389 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:33:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6573, loss: 1.6573 +2025-06-01 06:38:42,408 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:32:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.6479, loss: 1.6479 +2025-06-01 06:39:25,305 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:32:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.6400, loss: 1.6400 +2025-06-01 06:40:08,147 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:31:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.6452, loss: 1.6452 +2025-06-01 06:40:51,073 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:30:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6316, loss: 1.6316 +2025-06-01 06:41:14,440 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-01 06:42:39,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:42:39,818 - pyskl - INFO - +top1_acc 0.9340 +top5_acc 0.9936 +2025-06-01 06:42:39,821 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9340, top5_acc: 0.9936 +2025-06-01 06:43:43,406 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:29:27, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.5143, loss: 1.5143 +2025-06-01 06:44:26,523 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:28:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.4800, loss: 1.4800 +2025-06-01 06:45:09,425 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:28:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6028, loss: 1.6028 +2025-06-01 06:45:52,375 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:27:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.5367, loss: 1.5367 +2025-06-01 06:46:35,267 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:26:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.5556, loss: 1.5556 +2025-06-01 06:47:18,200 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:25:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.5650, loss: 1.5650 +2025-06-01 06:48:01,123 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:25:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.5286, loss: 1.5286 +2025-06-01 06:48:44,056 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:24:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5708, loss: 1.5708 +2025-06-01 06:49:26,930 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:23:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6019, loss: 1.6019 +2025-06-01 06:50:09,847 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:23:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6216, loss: 1.6216 +2025-06-01 06:50:52,809 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:22:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6056, loss: 1.6056 +2025-06-01 06:51:35,754 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:21:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.5576, loss: 1.5576 +2025-06-01 06:52:18,641 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:20:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6689, loss: 1.6689 +2025-06-01 06:53:01,572 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:20:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.6382, loss: 1.6382 +2025-06-01 06:53:44,534 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:19:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5277, loss: 1.5277 +2025-06-01 06:54:27,581 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.5905, loss: 1.5905 +2025-06-01 06:55:10,564 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:18:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5591, loss: 1.5591 +2025-06-01 06:55:53,665 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:17:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.6026, loss: 1.6026 +2025-06-01 06:56:36,757 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:16:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5140, loss: 1.5140 +2025-06-01 06:57:19,588 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:15:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.5996, loss: 1.5996 +2025-06-01 06:58:02,484 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:15:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5566, loss: 1.5566 +2025-06-01 06:58:45,261 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:14:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6372, loss: 1.6372 +2025-06-01 06:59:28,396 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:13:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.5978, loss: 1.5978 +2025-06-01 06:59:52,132 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-01 07:08:23,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:08:23,679 - pyskl - INFO - +top1_acc 0.9425 +top5_acc 0.9946 +2025-06-01 07:08:23,732 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_101.pth was removed +2025-06-01 07:08:24,727 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-01 07:08:24,728 - pyskl - INFO - Best top1_acc is 0.9425 at 110 epoch. +2025-06-01 07:08:24,731 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9425, top5_acc: 0.9946 +2025-06-01 07:09:28,053 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:12:37, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5066, loss: 1.5066 +2025-06-01 07:10:10,849 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:11:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5049, loss: 1.5049 +2025-06-01 07:10:53,678 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:11:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4577, loss: 1.4577 +2025-06-01 07:11:36,465 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:10:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.5489, loss: 1.5489 +2025-06-01 07:12:19,293 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:09:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.4976, loss: 1.4976 +2025-06-01 07:13:02,138 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4723, loss: 1.4723 +2025-06-01 07:13:44,907 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:08:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.4809, loss: 1.4809 +2025-06-01 07:14:27,838 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:07:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5374, loss: 1.5374 +2025-06-01 07:15:10,739 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:06:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5267, loss: 1.5267 +2025-06-01 07:15:53,579 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:06:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6035, loss: 1.6035 +2025-06-01 07:16:36,442 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:05:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.5322, loss: 1.5322 +2025-06-01 07:17:19,297 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:04:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5265, loss: 1.5265 +2025-06-01 07:18:02,370 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:04:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5669, loss: 1.5669 +2025-06-01 07:18:45,465 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:03:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.6575, loss: 1.6575 +2025-06-01 07:19:28,582 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:02:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.6171, loss: 1.6171 +2025-06-01 07:20:11,633 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:01:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.5579, loss: 1.5579 +2025-06-01 07:20:54,649 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:01:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.5587, loss: 1.5587 +2025-06-01 07:21:37,534 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:00:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.5768, loss: 1.5768 +2025-06-01 07:22:20,437 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 10:59:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5362, loss: 1.5362 +2025-06-01 07:23:03,409 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 10:59:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.5758, loss: 1.5758 +2025-06-01 07:23:46,492 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 10:58:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.5091, loss: 1.5091 +2025-06-01 07:24:29,457 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 10:57:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.5567, loss: 1.5567 +2025-06-01 07:25:12,326 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 10:56:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6466, loss: 1.6466 +2025-06-01 07:25:35,485 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-01 07:27:00,829 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:27:00,904 - pyskl - INFO - +top1_acc 0.9356 +top5_acc 0.9930 +2025-06-01 07:27:00,907 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9356, top5_acc: 0.9930 +2025-06-01 07:28:04,112 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 10:55:46, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4640, loss: 1.4640 +2025-06-01 07:28:47,150 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:55:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4778, loss: 1.4778 +2025-06-01 07:29:30,228 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:54:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-06-01 07:30:13,223 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:53:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5124, loss: 1.5124 +2025-06-01 07:30:56,237 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:52:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4748, loss: 1.4748 +2025-06-01 07:31:39,245 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:52:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4440, loss: 1.4440 +2025-06-01 07:32:22,323 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:51:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.5073, loss: 1.5073 +2025-06-01 07:33:05,394 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:50:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.4807, loss: 1.4807 +2025-06-01 07:33:48,431 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5143, loss: 1.5143 +2025-06-01 07:34:31,680 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:49:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.4979, loss: 1.4979 +2025-06-01 07:35:14,592 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:48:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5455, loss: 1.5455 +2025-06-01 07:35:57,485 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:47:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.5680, loss: 1.5680 +2025-06-01 07:36:40,528 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:47:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5557, loss: 1.5557 +2025-06-01 07:37:23,570 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:46:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5784, loss: 1.5784 +2025-06-01 07:38:06,664 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:45:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.5435, loss: 1.5435 +2025-06-01 07:38:49,770 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:45:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5058, loss: 1.5058 +2025-06-01 07:39:32,840 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:44:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.5400, loss: 1.5400 +2025-06-01 07:40:15,915 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:43:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5902, loss: 1.5902 +2025-06-01 07:40:58,868 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:42:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5467, loss: 1.5467 +2025-06-01 07:41:41,863 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:42:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.5907, loss: 1.5907 +2025-06-01 07:42:24,930 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:41:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.6021, loss: 1.6021 +2025-06-01 07:43:07,974 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:40:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5807, loss: 1.5807 +2025-06-01 07:43:50,908 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:40:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.5488, loss: 1.5488 +2025-06-01 07:44:14,325 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-01 07:45:39,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:45:39,976 - pyskl - INFO - +top1_acc 0.9428 +top5_acc 0.9944 +2025-06-01 07:45:40,037 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_110.pth was removed +2025-06-01 07:45:41,082 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-06-01 07:45:41,082 - pyskl - INFO - Best top1_acc is 0.9428 at 112 epoch. +2025-06-01 07:45:41,085 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9428, top5_acc: 0.9944 +2025-06-01 07:46:44,634 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:38:56, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4767, loss: 1.4767 +2025-06-01 07:47:27,727 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:38:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4766, loss: 1.4766 +2025-06-01 07:48:10,784 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:37:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.4926, loss: 1.4926 +2025-06-01 07:48:53,813 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:36:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4861, loss: 1.4861 +2025-06-01 07:49:36,804 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:36:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4402, loss: 1.4402 +2025-06-01 07:50:19,830 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:35:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.4783, loss: 1.4783 +2025-06-01 07:51:02,757 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:34:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5208, loss: 1.5208 +2025-06-01 07:51:45,781 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:33:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.4629, loss: 1.4629 +2025-06-01 07:52:28,779 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:33:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4240, loss: 1.4240 +2025-06-01 07:53:11,687 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:32:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4552, loss: 1.4552 +2025-06-01 07:53:54,638 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:31:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5292, loss: 1.5292 +2025-06-01 07:54:37,618 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:31:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5449, loss: 1.5449 +2025-06-01 07:55:20,688 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:30:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5417, loss: 1.5417 +2025-06-01 07:56:03,731 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:29:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5095, loss: 1.5095 +2025-06-01 07:56:46,721 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:28:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5483, loss: 1.5483 +2025-06-01 07:57:29,756 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:28:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.5702, loss: 1.5702 +2025-06-01 07:58:12,794 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:27:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.5534, loss: 1.5534 +2025-06-01 07:58:55,748 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:26:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5645, loss: 1.5645 +2025-06-01 07:59:38,807 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:26:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.5317, loss: 1.5317 +2025-06-01 08:00:21,724 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:25:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5423, loss: 1.5423 +2025-06-01 08:01:04,661 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:24:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.4623, loss: 1.4623 +2025-06-01 08:01:47,648 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:23:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5037, loss: 1.5037 +2025-06-01 08:02:30,600 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:23:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5201, loss: 1.5201 +2025-06-01 08:02:53,915 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-01 08:04:19,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:04:19,270 - pyskl - INFO - +top1_acc 0.9372 +top5_acc 0.9939 +2025-06-01 08:04:19,273 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9372, top5_acc: 0.9939 +2025-06-01 08:05:22,540 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:22:06, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4227, loss: 1.4227 +2025-06-01 08:06:05,641 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:21:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4167, loss: 1.4167 +2025-06-01 08:06:48,619 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:20:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4781, loss: 1.4781 +2025-06-01 08:07:31,512 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:19:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4665, loss: 1.4665 +2025-06-01 08:08:14,406 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:19:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4985, loss: 1.4985 +2025-06-01 08:08:57,348 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:18:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3837, loss: 1.3837 +2025-06-01 08:09:40,252 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:17:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4510, loss: 1.4510 +2025-06-01 08:10:23,236 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:17:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4327, loss: 1.4327 +2025-06-01 08:11:06,173 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:16:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-01 08:11:49,160 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:15:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.4801, loss: 1.4801 +2025-06-01 08:12:32,090 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:14:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4767, loss: 1.4767 +2025-06-01 08:13:15,056 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:14:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.5144, loss: 1.5144 +2025-06-01 08:13:58,153 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:13:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5198, loss: 1.5198 +2025-06-01 08:14:41,201 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:12:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.4675, loss: 1.4675 +2025-06-01 08:15:24,225 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:12:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5179, loss: 1.5179 +2025-06-01 08:16:07,156 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:11:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4280, loss: 1.4280 +2025-06-01 08:16:50,093 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:10:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.4677, loss: 1.4677 +2025-06-01 08:17:32,989 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4595, loss: 1.4595 +2025-06-01 08:18:15,947 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:09:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.4860, loss: 1.4860 +2025-06-01 08:18:58,912 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:08:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.4928, loss: 1.4928 +2025-06-01 08:19:41,959 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:07:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.5456, loss: 1.5456 +2025-06-01 08:20:24,900 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:07:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.4043, loss: 1.4043 +2025-06-01 08:21:07,788 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:06:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4940, loss: 1.4940 +2025-06-01 08:21:31,098 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-01 08:22:56,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:22:56,671 - pyskl - INFO - +top1_acc 0.9451 +top5_acc 0.9945 +2025-06-01 08:22:56,727 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_112.pth was removed +2025-06-01 08:22:57,774 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-06-01 08:22:57,775 - pyskl - INFO - Best top1_acc is 0.9451 at 114 epoch. +2025-06-01 08:22:57,778 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9451, top5_acc: 0.9945 +2025-06-01 08:24:01,232 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:05:15, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-06-01 08:24:44,245 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:04:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4156, loss: 1.4156 +2025-06-01 08:25:27,210 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:03:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4084, loss: 1.4084 +2025-06-01 08:26:10,200 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:03:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4970, loss: 1.4970 +2025-06-01 08:26:53,161 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:02:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4206, loss: 1.4206 +2025-06-01 08:27:36,149 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:01:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4095, loss: 1.4095 +2025-06-01 08:28:19,179 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:00:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-01 08:29:02,216 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4422, loss: 1.4422 +2025-06-01 08:29:45,277 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 9:59:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4286, loss: 1.4286 +2025-06-01 08:30:28,495 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 9:58:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-06-01 08:31:11,862 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 9:58:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4508, loss: 1.4508 +2025-06-01 08:31:55,150 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 9:57:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4595, loss: 1.4595 +2025-06-01 08:32:38,095 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 9:56:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.4983, loss: 1.4983 +2025-06-01 08:33:20,902 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 9:55:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4692, loss: 1.4692 +2025-06-01 08:34:03,868 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:55:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4547, loss: 1.4547 +2025-06-01 08:34:46,772 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:54:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3748, loss: 1.3748 +2025-06-01 08:35:29,659 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:53:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4407, loss: 1.4407 +2025-06-01 08:36:12,581 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:53:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5172, loss: 1.5172 +2025-06-01 08:36:55,784 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:52:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4443, loss: 1.4443 +2025-06-01 08:37:38,744 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:51:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4700, loss: 1.4700 +2025-06-01 08:38:21,701 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4347, loss: 1.4347 +2025-06-01 08:39:04,698 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:50:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.3622, loss: 1.3622 +2025-06-01 08:39:47,741 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:49:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4755, loss: 1.4755 +2025-06-01 08:40:11,082 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-01 08:49:02,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:49:02,291 - pyskl - INFO - +top1_acc 0.9423 +top5_acc 0.9943 +2025-06-01 08:49:02,294 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9423, top5_acc: 0.9943 +2025-06-01 08:50:05,511 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:48:25, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4079, loss: 1.4079 +2025-06-01 08:50:48,348 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:47:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3621, loss: 1.3621 +2025-06-01 08:51:31,015 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:46:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3597, loss: 1.3597 +2025-06-01 08:52:13,821 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:46:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2859, loss: 1.2859 +2025-06-01 08:52:56,651 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:45:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4387, loss: 1.4387 +2025-06-01 08:53:39,462 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:44:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4083, loss: 1.4083 +2025-06-01 08:54:22,217 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:44:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4507, loss: 1.4507 +2025-06-01 08:55:04,999 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:43:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4232, loss: 1.4232 +2025-06-01 08:55:47,740 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:42:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3514, loss: 1.3514 +2025-06-01 08:56:30,609 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:41:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4466, loss: 1.4466 +2025-06-01 08:57:13,433 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:41:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4516, loss: 1.4516 +2025-06-01 08:57:56,272 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:40:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4699, loss: 1.4699 +2025-06-01 08:58:39,167 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:39:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4268, loss: 1.4268 +2025-06-01 08:59:21,892 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:39:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4298, loss: 1.4298 +2025-06-01 09:00:04,823 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:38:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4842, loss: 1.4842 +2025-06-01 09:00:47,980 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:37:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4439, loss: 1.4439 +2025-06-01 09:01:30,992 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:36:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4557, loss: 1.4557 +2025-06-01 09:02:14,112 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:36:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4417, loss: 1.4417 +2025-06-01 09:02:57,257 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:35:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4285, loss: 1.4285 +2025-06-01 09:03:40,437 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:34:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.4858, loss: 1.4858 +2025-06-01 09:04:23,657 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:34:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.4690, loss: 1.4690 +2025-06-01 09:05:06,700 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:33:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.4581, loss: 1.4581 +2025-06-01 09:05:49,628 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:32:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.4987, loss: 1.4987 +2025-06-01 09:06:12,841 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-01 09:07:38,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:07:38,335 - pyskl - INFO - +top1_acc 0.9357 +top5_acc 0.9938 +2025-06-01 09:07:38,338 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9357, top5_acc: 0.9938 +2025-06-01 09:08:41,763 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:31:35, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4309, loss: 1.4309 +2025-06-01 09:09:24,742 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:30:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-06-01 09:10:07,682 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:30:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3572, loss: 1.3572 +2025-06-01 09:10:50,612 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:29:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-06-01 09:11:33,561 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:28:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3888, loss: 1.3888 +2025-06-01 09:12:16,523 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:28:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3976, loss: 1.3976 +2025-06-01 09:12:59,449 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:27:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3354, loss: 1.3354 +2025-06-01 09:13:42,415 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:26:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3803, loss: 1.3803 +2025-06-01 09:14:25,376 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:25:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4242, loss: 1.4242 +2025-06-01 09:15:08,416 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:25:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-06-01 09:15:51,310 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:24:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.3676, loss: 1.3676 +2025-06-01 09:16:34,324 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:23:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4021, loss: 1.4021 +2025-06-01 09:17:17,367 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:23:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3229, loss: 1.3229 +2025-06-01 09:18:00,452 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:22:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4053, loss: 1.4053 +2025-06-01 09:18:43,464 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-01 09:19:26,445 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:20:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.3733, loss: 1.3733 +2025-06-01 09:20:09,485 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:20:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3927, loss: 1.3927 +2025-06-01 09:20:52,486 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:19:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-06-01 09:21:35,492 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:18:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.4706, loss: 1.4706 +2025-06-01 09:22:18,589 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:18:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.4050, loss: 1.4050 +2025-06-01 09:23:01,788 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:17:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.3940, loss: 1.3940 +2025-06-01 09:23:44,850 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:16:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4023, loss: 1.4023 +2025-06-01 09:24:27,824 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:15:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.4119, loss: 1.4119 +2025-06-01 09:24:51,151 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-01 09:26:16,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:26:16,560 - pyskl - INFO - +top1_acc 0.9462 +top5_acc 0.9943 +2025-06-01 09:26:16,613 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_114.pth was removed +2025-06-01 09:26:17,557 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-06-01 09:26:17,557 - pyskl - INFO - Best top1_acc is 0.9462 at 117 epoch. +2025-06-01 09:26:17,560 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9462, top5_acc: 0.9943 +2025-06-01 09:27:20,982 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:14:45, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3640, loss: 1.3640 +2025-06-01 09:28:04,034 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:14:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-01 09:28:47,026 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:13:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4213, loss: 1.4213 +2025-06-01 09:29:30,122 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:12:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.3009, loss: 1.3009 +2025-06-01 09:30:12,977 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:11:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3665, loss: 1.3665 +2025-06-01 09:30:55,921 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:11:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3319, loss: 1.3319 +2025-06-01 09:31:38,790 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:10:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3776, loss: 1.3776 +2025-06-01 09:32:21,954 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:09:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3451, loss: 1.3451 +2025-06-01 09:33:04,778 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:09:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4263, loss: 1.4263 +2025-06-01 09:33:47,776 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3846, loss: 1.3846 +2025-06-01 09:34:30,685 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:07:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4274, loss: 1.4274 +2025-06-01 09:35:13,706 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:06:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.3784, loss: 1.3784 +2025-06-01 09:35:56,638 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:06:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4386, loss: 1.4386 +2025-06-01 09:36:39,582 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:05:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4237, loss: 1.4237 +2025-06-01 09:37:22,627 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:04:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4999, loss: 1.4999 +2025-06-01 09:38:05,624 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:04:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3241, loss: 1.3241 +2025-06-01 09:38:48,595 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:03:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3658, loss: 1.3658 +2025-06-01 09:39:31,509 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:02:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3685, loss: 1.3685 +2025-06-01 09:40:14,538 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:01:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3806, loss: 1.3806 +2025-06-01 09:40:57,533 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:01:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4072, loss: 1.4072 +2025-06-01 09:41:40,530 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:00:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3735, loss: 1.3735 +2025-06-01 09:42:23,509 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 8:59:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4132, loss: 1.4132 +2025-06-01 09:43:06,417 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 8:59:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4016, loss: 1.4016 +2025-06-01 09:43:29,715 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-01 09:44:55,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:44:55,094 - pyskl - INFO - +top1_acc 0.9478 +top5_acc 0.9945 +2025-06-01 09:44:55,147 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_117.pth was removed +2025-06-01 09:44:56,154 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-01 09:44:56,155 - pyskl - INFO - Best top1_acc is 0.9478 at 118 epoch. +2025-06-01 09:44:56,157 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9478, top5_acc: 0.9945 +2025-06-01 09:45:59,622 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 8:57:54, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3032, loss: 1.3032 +2025-06-01 09:46:42,583 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 8:57:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3245, loss: 1.3245 +2025-06-01 09:47:25,594 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 8:56:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3719, loss: 1.3719 +2025-06-01 09:48:08,690 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:55:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3250, loss: 1.3250 +2025-06-01 09:48:51,714 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:55:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3729, loss: 1.3729 +2025-06-01 09:49:34,706 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:54:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3261, loss: 1.3261 +2025-06-01 09:50:17,679 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:53:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2648, loss: 1.2648 +2025-06-01 09:51:00,694 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:52:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3373, loss: 1.3373 +2025-06-01 09:51:43,885 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:52:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-06-01 09:52:26,846 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:51:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3725, loss: 1.3725 +2025-06-01 09:53:09,842 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:50:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3128, loss: 1.3128 +2025-06-01 09:53:52,866 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3468, loss: 1.3468 +2025-06-01 09:54:35,824 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:49:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3411, loss: 1.3411 +2025-06-01 09:55:18,879 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:48:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3350, loss: 1.3350 +2025-06-01 09:56:01,907 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:47:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2780, loss: 1.2780 +2025-06-01 09:56:45,008 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:47:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3992, loss: 1.3992 +2025-06-01 09:57:28,060 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:46:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3306, loss: 1.3306 +2025-06-01 09:58:11,003 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:45:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.3561, loss: 1.3561 +2025-06-01 09:58:54,076 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:45:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2864, loss: 1.2864 +2025-06-01 09:59:36,982 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:44:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3864, loss: 1.3864 +2025-06-01 10:00:20,130 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:43:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3448, loss: 1.3448 +2025-06-01 10:01:03,213 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:42:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-01 10:01:46,277 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:42:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-06-01 10:02:09,695 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-01 10:03:34,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:03:34,847 - pyskl - INFO - +top1_acc 0.9371 +top5_acc 0.9940 +2025-06-01 10:03:34,850 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9371, top5_acc: 0.9940 +2025-06-01 10:04:38,309 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:41:04, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2862, loss: 1.2862 +2025-06-01 10:05:21,238 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:40:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3167, loss: 1.3167 +2025-06-01 10:06:04,221 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:39:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3103, loss: 1.3103 +2025-06-01 10:06:47,268 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:38:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3118, loss: 1.3118 +2025-06-01 10:07:30,221 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:38:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3408, loss: 1.3408 +2025-06-01 10:08:13,265 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:37:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3506, loss: 1.3506 +2025-06-01 10:08:56,148 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:36:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2989, loss: 1.2989 +2025-06-01 10:09:39,175 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:36:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3015, loss: 1.3015 +2025-06-01 10:10:22,159 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:35:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3246, loss: 1.3246 +2025-06-01 10:11:05,272 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:34:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.3795, loss: 1.3795 +2025-06-01 10:11:48,360 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:33:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3224, loss: 1.3224 +2025-06-01 10:12:31,266 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:33:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3186, loss: 1.3186 +2025-06-01 10:13:14,125 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:32:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3120, loss: 1.3120 +2025-06-01 10:13:57,087 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:31:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-01 10:14:40,014 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:31:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3658, loss: 1.3658 +2025-06-01 10:15:22,883 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:30:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3220, loss: 1.3220 +2025-06-01 10:16:05,845 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:29:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3572, loss: 1.3572 +2025-06-01 10:16:48,782 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:28:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3668, loss: 1.3668 +2025-06-01 10:17:31,758 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:28:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3044, loss: 1.3044 +2025-06-01 10:18:14,630 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:27:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3706, loss: 1.3706 +2025-06-01 10:18:57,527 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:26:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3632, loss: 1.3632 +2025-06-01 10:19:40,409 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:26:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-06-01 10:20:23,288 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:25:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3634, loss: 1.3634 +2025-06-01 10:20:46,597 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-01 10:29:31,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:29:32,009 - pyskl - INFO - +top1_acc 0.9491 +top5_acc 0.9948 +2025-06-01 10:29:32,063 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_118.pth was removed +2025-06-01 10:29:33,202 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-01 10:29:33,203 - pyskl - INFO - Best top1_acc is 0.9491 at 120 epoch. +2025-06-01 10:29:33,205 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9491, top5_acc: 0.9948 +2025-06-01 10:30:36,578 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:24:14, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-01 10:31:19,285 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:23:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3476, loss: 1.3476 +2025-06-01 10:32:02,055 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:22:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2791, loss: 1.2791 +2025-06-01 10:32:44,799 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:22:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-06-01 10:33:27,658 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:21:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2896, loss: 1.2896 +2025-06-01 10:34:10,515 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:20:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2887, loss: 1.2887 +2025-06-01 10:34:53,250 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:19:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.2977, loss: 1.2977 +2025-06-01 10:35:36,271 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:19:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-06-01 10:36:19,153 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:18:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3435, loss: 1.3435 +2025-06-01 10:37:02,076 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:17:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3192, loss: 1.3192 +2025-06-01 10:37:44,958 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:17:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3140, loss: 1.3140 +2025-06-01 10:38:27,860 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:16:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3273, loss: 1.3273 +2025-06-01 10:39:10,781 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:15:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-06-01 10:39:53,705 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:14:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-01 10:40:36,681 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:14:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.2957, loss: 1.2957 +2025-06-01 10:41:19,629 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:13:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3261, loss: 1.3261 +2025-06-01 10:42:02,601 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:12:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-01 10:42:45,508 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2701, loss: 1.2701 +2025-06-01 10:43:28,479 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:11:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3022, loss: 1.3022 +2025-06-01 10:44:11,539 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:10:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-01 10:44:54,603 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:09:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3794, loss: 1.3794 +2025-06-01 10:45:37,496 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:09:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2761, loss: 1.2761 +2025-06-01 10:46:20,452 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:08:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2712, loss: 1.2712 +2025-06-01 10:46:43,728 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-01 10:48:09,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:48:09,414 - pyskl - INFO - +top1_acc 0.9517 +top5_acc 0.9945 +2025-06-01 10:48:09,471 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_120.pth was removed +2025-06-01 10:48:10,499 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-06-01 10:48:10,500 - pyskl - INFO - Best top1_acc is 0.9517 at 121 epoch. +2025-06-01 10:48:10,503 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9517, top5_acc: 0.9945 +2025-06-01 10:49:13,746 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:07:24, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2757, loss: 1.2757 +2025-06-01 10:49:56,813 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:06:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2684, loss: 1.2684 +2025-06-01 10:50:39,729 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-06-01 10:51:22,660 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:05:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-06-01 10:52:05,601 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:04:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2879, loss: 1.2879 +2025-06-01 10:52:48,501 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:03:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-06-01 10:53:31,384 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:03:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2505, loss: 1.2505 +2025-06-01 10:54:14,292 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:02:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3321, loss: 1.3321 +2025-06-01 10:54:57,220 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:01:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3033, loss: 1.3033 +2025-06-01 10:55:40,150 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:00:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3223, loss: 1.3223 +2025-06-01 10:56:22,990 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:00:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 +2025-06-01 10:57:05,891 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 7:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3089, loss: 1.3089 +2025-06-01 10:57:48,914 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 7:58:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2991, loss: 1.2991 +2025-06-01 10:58:32,125 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 7:58:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2551, loss: 1.2551 +2025-06-01 10:59:15,250 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 7:57:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-06-01 10:59:58,179 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:56:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2210, loss: 1.2210 +2025-06-01 11:00:41,130 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:55:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-01 11:01:24,018 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:55:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3162, loss: 1.3162 +2025-06-01 11:02:06,951 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:54:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3018, loss: 1.3018 +2025-06-01 11:02:49,914 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:53:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3127, loss: 1.3127 +2025-06-01 11:03:32,855 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:53:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-06-01 11:04:15,626 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:52:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-06-01 11:04:58,513 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:51:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3062, loss: 1.3062 +2025-06-01 11:05:21,840 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-01 11:06:47,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:06:47,275 - pyskl - INFO - +top1_acc 0.9461 +top5_acc 0.9942 +2025-06-01 11:06:47,278 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9461, top5_acc: 0.9942 +2025-06-01 11:07:50,934 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:50:33, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3009, loss: 1.3009 +2025-06-01 11:08:33,815 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:49:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2550, loss: 1.2550 +2025-06-01 11:09:16,902 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:49:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2424, loss: 1.2424 +2025-06-01 11:09:59,765 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:48:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2798, loss: 1.2798 +2025-06-01 11:10:42,631 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:47:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2201, loss: 1.2201 +2025-06-01 11:11:25,518 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:46:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3107, loss: 1.3107 +2025-06-01 11:12:08,337 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:46:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2285, loss: 1.2285 +2025-06-01 11:12:51,221 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:45:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2276, loss: 1.2276 +2025-06-01 11:13:34,199 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:44:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2655, loss: 1.2655 +2025-06-01 11:14:17,217 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:44:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3248, loss: 1.3248 +2025-06-01 11:15:00,202 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:43:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2400, loss: 1.2400 +2025-06-01 11:15:43,100 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:42:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2743, loss: 1.2743 +2025-06-01 11:16:26,130 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:41:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2483, loss: 1.2483 +2025-06-01 11:17:09,085 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:41:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3025, loss: 1.3025 +2025-06-01 11:17:52,146 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:40:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2293, loss: 1.2293 +2025-06-01 11:18:35,106 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2881, loss: 1.2881 +2025-06-01 11:19:18,049 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:39:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2540, loss: 1.2540 +2025-06-01 11:20:00,968 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:38:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2385, loss: 1.2385 +2025-06-01 11:20:43,854 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:37:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2579, loss: 1.2579 +2025-06-01 11:21:26,725 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:36:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2324, loss: 1.2324 +2025-06-01 11:22:09,627 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:36:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2541, loss: 1.2541 +2025-06-01 11:22:52,515 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:35:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-06-01 11:23:35,408 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:34:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-06-01 11:23:58,631 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-01 11:25:24,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:25:24,213 - pyskl - INFO - +top1_acc 0.9545 +top5_acc 0.9951 +2025-06-01 11:25:24,269 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_121.pth was removed +2025-06-01 11:25:25,284 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-01 11:25:25,285 - pyskl - INFO - Best top1_acc is 0.9545 at 123 epoch. +2025-06-01 11:25:25,288 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9545, top5_acc: 0.9951 +2025-06-01 11:26:29,045 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:33:43, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-06-01 11:27:11,928 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:33:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2229, loss: 1.2229 +2025-06-01 11:27:55,053 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:32:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1758, loss: 1.1758 +2025-06-01 11:28:38,166 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:31:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2256, loss: 1.2256 +2025-06-01 11:29:21,148 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:30:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2385, loss: 1.2385 +2025-06-01 11:30:04,101 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:30:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2380, loss: 1.2380 +2025-06-01 11:30:47,068 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:29:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2022, loss: 1.2022 +2025-06-01 11:31:30,145 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:28:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2084, loss: 1.2084 +2025-06-01 11:32:13,248 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:28:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2132, loss: 1.2132 +2025-06-01 11:32:56,296 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:27:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-06-01 11:33:39,323 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:26:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1710, loss: 1.1710 +2025-06-01 11:34:22,205 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:25:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2145, loss: 1.2145 +2025-06-01 11:35:05,161 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:25:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2340, loss: 1.2340 +2025-06-01 11:35:48,125 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:24:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2177, loss: 1.2177 +2025-06-01 11:36:31,061 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:23:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1811, loss: 1.1811 +2025-06-01 11:37:13,936 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:23:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2375, loss: 1.2375 +2025-06-01 11:37:56,826 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:22:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2218, loss: 1.2218 +2025-06-01 11:38:39,686 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:21:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2277, loss: 1.2277 +2025-06-01 11:39:22,609 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:20:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2254, loss: 1.2254 +2025-06-01 11:40:05,507 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:20:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2521, loss: 1.2521 +2025-06-01 11:40:48,410 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:19:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2283, loss: 1.2283 +2025-06-01 11:41:31,484 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:18:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-06-01 11:42:14,390 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:17:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2538, loss: 1.2538 +2025-06-01 11:42:37,683 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-01 11:44:03,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:44:03,217 - pyskl - INFO - +top1_acc 0.9559 +top5_acc 0.9951 +2025-06-01 11:44:03,269 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_123.pth was removed +2025-06-01 11:44:04,236 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-01 11:44:04,237 - pyskl - INFO - Best top1_acc is 0.9559 at 124 epoch. +2025-06-01 11:44:04,240 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9559, top5_acc: 0.9951 +2025-06-01 11:45:08,268 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:16:53, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2490, loss: 1.2490 +2025-06-01 11:45:51,331 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:16:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2107, loss: 1.2107 +2025-06-01 11:46:34,314 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:15:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-01 11:47:17,221 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:14:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2670, loss: 1.2670 +2025-06-01 11:48:00,089 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:14:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2168, loss: 1.2168 +2025-06-01 11:48:42,920 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:13:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2446, loss: 1.2446 +2025-06-01 11:49:25,772 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:12:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-01 11:50:08,731 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:11:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1938, loss: 1.1938 +2025-06-01 11:50:51,718 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:11:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2491, loss: 1.2491 +2025-06-01 11:51:34,715 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:10:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2178, loss: 1.2178 +2025-06-01 11:52:17,696 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:09:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2000, loss: 1.2000 +2025-06-01 11:53:00,906 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:09:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2230, loss: 1.2230 +2025-06-01 11:53:43,905 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1851, loss: 1.1851 +2025-06-01 11:54:26,810 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:07:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-01 11:55:09,692 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:06:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2273, loss: 1.2273 +2025-06-01 11:55:52,621 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:06:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2270, loss: 1.2270 +2025-06-01 11:56:35,588 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:05:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-06-01 11:57:18,566 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:04:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2017, loss: 1.2017 +2025-06-01 11:58:01,558 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:04:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2547, loss: 1.2547 +2025-06-01 11:58:44,505 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:03:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2967, loss: 1.2967 +2025-06-01 11:59:27,370 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:02:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-06-01 12:00:10,369 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:01:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2154, loss: 1.2154 +2025-06-01 12:00:53,240 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:01:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2426, loss: 1.2426 +2025-06-01 12:01:16,483 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-01 12:09:51,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:09:51,702 - pyskl - INFO - +top1_acc 0.9573 +top5_acc 0.9952 +2025-06-01 12:09:51,759 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_124.pth was removed +2025-06-01 12:09:52,800 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-01 12:09:52,801 - pyskl - INFO - Best top1_acc is 0.9573 at 125 epoch. +2025-06-01 12:09:52,804 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9573, top5_acc: 0.9952 +2025-06-01 12:10:56,057 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:00:03, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1667, loss: 1.1667 +2025-06-01 12:11:38,826 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 6:59:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2030, loss: 1.2030 +2025-06-01 12:12:21,651 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 6:58:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 +2025-06-01 12:13:04,490 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 6:57:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1854, loss: 1.1854 +2025-06-01 12:13:47,284 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 6:57:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1767, loss: 1.1767 +2025-06-01 12:14:30,053 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:56:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-06-01 12:15:12,825 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:55:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2145, loss: 1.2145 +2025-06-01 12:15:55,605 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:55:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2031, loss: 1.2031 +2025-06-01 12:16:38,449 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:54:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2247, loss: 1.2247 +2025-06-01 12:17:21,394 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:53:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2597, loss: 1.2597 +2025-06-01 12:18:04,374 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:52:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2161, loss: 1.2161 +2025-06-01 12:18:47,541 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:52:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2037, loss: 1.2037 +2025-06-01 12:19:30,456 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:51:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2406, loss: 1.2406 +2025-06-01 12:20:13,445 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:50:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.1871, loss: 1.1871 +2025-06-01 12:20:56,436 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:50:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1996, loss: 1.1996 +2025-06-01 12:21:39,348 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:49:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1776, loss: 1.1776 +2025-06-01 12:22:22,378 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:48:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1676, loss: 1.1676 +2025-06-01 12:23:05,348 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:47:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1657, loss: 1.1657 +2025-06-01 12:23:48,241 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:47:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1502, loss: 1.1502 +2025-06-01 12:24:31,142 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:46:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2184, loss: 1.2184 +2025-06-01 12:25:14,146 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:45:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1774, loss: 1.1774 +2025-06-01 12:25:57,136 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:45:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-06-01 12:26:40,048 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:44:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1809, loss: 1.1809 +2025-06-01 12:27:03,354 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-01 12:28:28,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:28:29,018 - pyskl - INFO - +top1_acc 0.9564 +top5_acc 0.9952 +2025-06-01 12:28:29,021 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9564, top5_acc: 0.9952 +2025-06-01 12:29:32,525 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:43:13, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1457, loss: 1.1457 +2025-06-01 12:30:15,549 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:42:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-06-01 12:30:58,660 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:41:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1385, loss: 1.1385 +2025-06-01 12:31:41,710 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:41:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1891, loss: 1.1891 +2025-06-01 12:32:24,664 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:40:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2055, loss: 1.2055 +2025-06-01 12:33:07,576 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:39:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1941, loss: 1.1941 +2025-06-01 12:33:50,506 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:38:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1807, loss: 1.1807 +2025-06-01 12:34:33,497 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:38:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1584, loss: 1.1584 +2025-06-01 12:35:16,514 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:37:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1739, loss: 1.1739 +2025-06-01 12:35:59,636 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:36:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-06-01 12:36:42,543 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:36:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1667, loss: 1.1667 +2025-06-01 12:37:25,433 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:35:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-06-01 12:38:08,293 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:34:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-06-01 12:38:51,255 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:33:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2058, loss: 1.2058 +2025-06-01 12:39:34,208 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:33:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1490, loss: 1.1490 +2025-06-01 12:40:17,163 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:32:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1478, loss: 1.1478 +2025-06-01 12:41:00,318 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:31:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1395, loss: 1.1395 +2025-06-01 12:41:43,346 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:31:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-06-01 12:42:26,314 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:30:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-06-01 12:43:09,271 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:29:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1585, loss: 1.1585 +2025-06-01 12:43:52,126 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:28:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1585, loss: 1.1585 +2025-06-01 12:44:35,040 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:28:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1907, loss: 1.1907 +2025-06-01 12:45:17,956 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:27:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1466, loss: 1.1466 +2025-06-01 12:45:41,207 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-01 12:47:06,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:47:06,645 - pyskl - INFO - +top1_acc 0.9486 +top5_acc 0.9957 +2025-06-01 12:47:06,648 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9486, top5_acc: 0.9957 +2025-06-01 12:48:09,912 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:26:23, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1630, loss: 1.1630 +2025-06-01 12:48:52,918 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:25:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1762, loss: 1.1762 +2025-06-01 12:49:36,014 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:24:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1862, loss: 1.1862 +2025-06-01 12:50:19,176 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:24:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-06-01 12:51:02,061 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:23:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1653, loss: 1.1653 +2025-06-01 12:51:44,847 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:22:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1530, loss: 1.1530 +2025-06-01 12:52:27,662 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:22:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1485, loss: 1.1485 +2025-06-01 12:53:10,537 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:21:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.1184, loss: 1.1184 +2025-06-01 12:53:53,473 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:20:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1253, loss: 1.1253 +2025-06-01 12:54:36,486 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:19:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1173, loss: 1.1173 +2025-06-01 12:55:19,437 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:19:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 +2025-06-01 12:56:02,371 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:18:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1908, loss: 1.1908 +2025-06-01 12:56:45,302 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:17:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1356, loss: 1.1356 +2025-06-01 12:57:28,205 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:17:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1494, loss: 1.1494 +2025-06-01 12:58:11,200 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:16:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1120, loss: 1.1120 +2025-06-01 12:58:54,180 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:15:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1563, loss: 1.1563 +2025-06-01 12:59:36,940 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:14:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-06-01 13:00:19,771 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:14:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1828, loss: 1.1828 +2025-06-01 13:01:02,545 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:13:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1620, loss: 1.1620 +2025-06-01 13:01:45,446 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:12:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1584, loss: 1.1584 +2025-06-01 13:02:28,446 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:12:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1246, loss: 1.1246 +2025-06-01 13:03:11,421 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:11:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1746, loss: 1.1746 +2025-06-01 13:03:54,433 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:10:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1632, loss: 1.1632 +2025-06-01 13:04:17,733 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-01 13:05:43,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:05:43,095 - pyskl - INFO - +top1_acc 0.9549 +top5_acc 0.9955 +2025-06-01 13:05:43,098 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9549, top5_acc: 0.9955 +2025-06-01 13:06:46,374 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:09:32, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-06-01 13:07:29,386 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:08:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1434, loss: 1.1434 +2025-06-01 13:08:12,409 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:08:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1687, loss: 1.1687 +2025-06-01 13:08:55,448 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:07:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1313, loss: 1.1313 +2025-06-01 13:09:38,425 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:06:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1243, loss: 1.1243 +2025-06-01 13:10:21,289 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 +2025-06-01 13:11:04,253 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:05:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1575, loss: 1.1575 +2025-06-01 13:11:47,213 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:04:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1075, loss: 1.1075 +2025-06-01 13:12:30,250 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:03:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1864, loss: 1.1864 +2025-06-01 13:13:13,401 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:03:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 +2025-06-01 13:13:56,666 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:02:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-06-01 13:14:39,717 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:01:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1335, loss: 1.1335 +2025-06-01 13:15:22,601 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:00:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1478, loss: 1.1478 +2025-06-01 13:16:05,627 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1349, loss: 1.1349 +2025-06-01 13:16:48,617 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 5:59:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1546, loss: 1.1546 +2025-06-01 13:17:31,584 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 5:58:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1562, loss: 1.1562 +2025-06-01 13:18:14,488 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 5:58:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1218, loss: 1.1218 +2025-06-01 13:18:57,403 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:57:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1394, loss: 1.1394 +2025-06-01 13:19:40,433 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:56:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1794, loss: 1.1794 +2025-06-01 13:20:23,341 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:55:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-06-01 13:21:06,371 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:55:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1620, loss: 1.1620 +2025-06-01 13:21:49,225 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:54:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1471, loss: 1.1471 +2025-06-01 13:22:32,195 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:53:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1527, loss: 1.1527 +2025-06-01 13:22:55,496 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-01 13:24:20,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:24:20,743 - pyskl - INFO - +top1_acc 0.9539 +top5_acc 0.9950 +2025-06-01 13:24:20,747 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9539, top5_acc: 0.9950 +2025-06-01 13:25:24,630 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:52:43, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1014, loss: 1.1014 +2025-06-01 13:26:07,740 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:52:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0963, loss: 1.0963 +2025-06-01 13:26:50,743 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:51:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1162, loss: 1.1162 +2025-06-01 13:27:33,761 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:50:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-06-01 13:28:16,654 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:49:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 +2025-06-01 13:28:59,565 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:49:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1271, loss: 1.1271 +2025-06-01 13:29:42,390 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:48:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1401, loss: 1.1401 +2025-06-01 13:30:25,238 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:47:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1553, loss: 1.1553 +2025-06-01 13:31:08,259 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:46:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 +2025-06-01 13:31:51,164 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:46:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1232, loss: 1.1232 +2025-06-01 13:32:34,028 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:45:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-06-01 13:33:16,830 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:44:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0827, loss: 1.0827 +2025-06-01 13:33:59,762 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:44:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1266, loss: 1.1266 +2025-06-01 13:34:42,462 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:43:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0952, loss: 1.0952 +2025-06-01 13:35:25,391 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:42:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-06-01 13:36:08,315 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:41:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1442, loss: 1.1442 +2025-06-01 13:36:51,219 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:41:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1365, loss: 1.1365 +2025-06-01 13:37:34,059 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:40:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1207, loss: 1.1207 +2025-06-01 13:38:17,022 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0933, loss: 1.0933 +2025-06-01 13:38:59,948 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:39:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-06-01 13:39:42,859 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:38:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-06-01 13:40:25,797 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:37:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1478, loss: 1.1478 +2025-06-01 13:41:08,641 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:36:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0736, loss: 1.0736 +2025-06-01 13:41:31,882 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-01 13:50:29,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:50:29,567 - pyskl - INFO - +top1_acc 0.9573 +top5_acc 0.9950 +2025-06-01 13:50:29,570 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9573, top5_acc: 0.9950 +2025-06-01 13:51:32,995 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:35:52, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0782, loss: 1.0782 +2025-06-01 13:52:15,904 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:35:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1189, loss: 1.1189 +2025-06-01 13:52:58,816 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:34:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1587, loss: 1.1587 +2025-06-01 13:53:41,689 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:33:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1074, loss: 1.1074 +2025-06-01 13:54:24,552 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1085, loss: 1.1085 +2025-06-01 13:55:07,714 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:32:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1338, loss: 1.1338 +2025-06-01 13:55:50,977 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:31:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1212, loss: 1.1212 +2025-06-01 13:56:34,141 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:30:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1283, loss: 1.1283 +2025-06-01 13:57:17,150 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:30:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0800, loss: 1.0800 +2025-06-01 13:58:00,170 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:29:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1113, loss: 1.1113 +2025-06-01 13:58:43,313 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:28:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1164, loss: 1.1164 +2025-06-01 13:59:26,277 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:28:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-06-01 14:00:09,272 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:27:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1032, loss: 1.1032 +2025-06-01 14:00:52,246 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:26:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0881, loss: 1.0881 +2025-06-01 14:01:35,244 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:25:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1372, loss: 1.1372 +2025-06-01 14:02:18,285 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:25:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1398, loss: 1.1398 +2025-06-01 14:03:01,278 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:24:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1355, loss: 1.1355 +2025-06-01 14:03:44,445 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:23:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1021, loss: 1.1021 +2025-06-01 14:04:27,527 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:23:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.1037, loss: 1.1037 +2025-06-01 14:05:10,520 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:22:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0981, loss: 1.0981 +2025-06-01 14:05:53,551 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1347, loss: 1.1347 +2025-06-01 14:06:36,559 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:20:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1211, loss: 1.1211 +2025-06-01 14:07:19,557 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:20:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0970, loss: 1.0970 +2025-06-01 14:07:42,851 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-01 14:09:08,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:09:08,624 - pyskl - INFO - +top1_acc 0.9629 +top5_acc 0.9953 +2025-06-01 14:09:08,679 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_125.pth was removed +2025-06-01 14:09:09,692 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-01 14:09:09,693 - pyskl - INFO - Best top1_acc is 0.9629 at 131 epoch. +2025-06-01 14:09:09,696 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9629, top5_acc: 0.9953 +2025-06-01 14:10:13,205 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:19:03, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-06-01 14:10:56,110 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:18:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-06-01 14:11:39,217 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:17:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0798, loss: 1.0798 +2025-06-01 14:12:22,200 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:16:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1187, loss: 1.1187 +2025-06-01 14:13:05,355 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:16:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-06-01 14:13:48,701 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:15:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0958, loss: 1.0958 +2025-06-01 14:14:31,693 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:14:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1745, loss: 1.1745 +2025-06-01 14:15:14,732 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:14:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1102, loss: 1.1102 +2025-06-01 14:15:58,078 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:13:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1121, loss: 1.1121 +2025-06-01 14:16:41,168 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:12:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0858, loss: 1.0858 +2025-06-01 14:17:24,109 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:11:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1105, loss: 1.1105 +2025-06-01 14:18:07,054 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:11:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-06-01 14:18:49,985 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:10:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0950, loss: 1.0950 +2025-06-01 14:19:32,982 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:09:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0635, loss: 1.0635 +2025-06-01 14:20:16,169 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:09:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1322, loss: 1.1322 +2025-06-01 14:20:59,073 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:08:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 +2025-06-01 14:21:42,068 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:07:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1423, loss: 1.1423 +2025-06-01 14:22:25,011 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:06:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0450, loss: 1.0450 +2025-06-01 14:23:08,005 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:06:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-06-01 14:23:50,933 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:05:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0921, loss: 1.0921 +2025-06-01 14:24:33,926 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:04:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1370, loss: 1.1370 +2025-06-01 14:25:16,780 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:04:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1765, loss: 1.1765 +2025-06-01 14:25:59,733 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:03:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1053, loss: 1.1053 +2025-06-01 14:26:22,998 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-01 14:27:48,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:27:48,458 - pyskl - INFO - +top1_acc 0.9477 +top5_acc 0.9956 +2025-06-01 14:27:48,462 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9477, top5_acc: 0.9956 +2025-06-01 14:28:52,130 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:02:13, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 +2025-06-01 14:29:35,208 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:01:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0911, loss: 1.0911 +2025-06-01 14:30:18,292 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:00:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0973, loss: 1.0973 +2025-06-01 14:31:01,160 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:00:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 +2025-06-01 14:31:44,158 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 4:59:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-06-01 14:32:27,122 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 4:58:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0509, loss: 1.0509 +2025-06-01 14:33:10,180 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:57:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0646, loss: 1.0646 +2025-06-01 14:33:53,306 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:57:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-06-01 14:34:36,286 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:56:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0702, loss: 1.0702 +2025-06-01 14:35:19,198 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:55:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0700, loss: 1.0700 +2025-06-01 14:36:02,025 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:55:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0584, loss: 1.0584 +2025-06-01 14:36:44,969 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:54:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-06-01 14:37:27,923 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:53:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0711, loss: 1.0711 +2025-06-01 14:38:10,867 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:52:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0833, loss: 1.0833 +2025-06-01 14:38:53,825 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:52:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-06-01 14:39:36,749 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:51:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0669, loss: 1.0669 +2025-06-01 14:40:19,629 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:50:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0464, loss: 1.0464 +2025-06-01 14:41:02,493 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:50:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0614, loss: 1.0614 +2025-06-01 14:41:45,398 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:49:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0646, loss: 1.0646 +2025-06-01 14:42:28,420 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:48:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-06-01 14:43:11,317 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:47:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-06-01 14:43:54,197 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-06-01 14:44:37,177 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:46:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1265, loss: 1.1265 +2025-06-01 14:45:00,405 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-01 14:46:25,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:46:25,795 - pyskl - INFO - +top1_acc 0.9487 +top5_acc 0.9954 +2025-06-01 14:46:25,798 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9487, top5_acc: 0.9954 +2025-06-01 14:47:29,608 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:45:23, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-06-01 14:48:12,557 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:44:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-06-01 14:48:55,544 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:43:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-06-01 14:49:38,539 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:43:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 +2025-06-01 14:50:21,477 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:42:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-06-01 14:51:04,482 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:41:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-06-01 14:51:47,519 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:41:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0998, loss: 1.0998 +2025-06-01 14:52:30,506 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:40:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-06-01 14:53:13,388 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:39:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0572, loss: 1.0572 +2025-06-01 14:53:56,380 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:38:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0616, loss: 1.0616 +2025-06-01 14:54:39,380 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:38:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-06-01 14:55:22,336 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:37:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0945, loss: 1.0945 +2025-06-01 14:56:05,297 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:36:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0817, loss: 1.0817 +2025-06-01 14:56:48,333 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:36:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-06-01 14:57:31,389 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:35:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0997, loss: 1.0997 +2025-06-01 14:58:14,395 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:34:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1087, loss: 1.1087 +2025-06-01 14:58:57,299 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:33:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-06-01 14:59:40,120 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:33:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0577, loss: 1.0577 +2025-06-01 15:00:23,187 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:32:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0626, loss: 1.0626 +2025-06-01 15:01:06,217 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:31:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0393, loss: 1.0393 +2025-06-01 15:01:49,226 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:31:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-06-01 15:02:32,298 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:30:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-06-01 15:03:15,280 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:29:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 +2025-06-01 15:03:38,547 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-01 15:05:03,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:05:04,070 - pyskl - INFO - +top1_acc 0.9437 +top5_acc 0.9953 +2025-06-01 15:05:04,073 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9437, top5_acc: 0.9953 +2025-06-01 15:06:07,498 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:28:33, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1046, loss: 1.1046 +2025-06-01 15:06:50,452 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:27:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0474, loss: 1.0474 +2025-06-01 15:07:33,391 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:27:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0277, loss: 1.0277 +2025-06-01 15:08:16,370 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:26:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-06-01 15:08:59,455 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:25:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-06-01 15:09:42,383 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:24:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-06-01 15:10:25,407 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:24:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0417, loss: 1.0417 +2025-06-01 15:11:08,392 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:23:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0988, loss: 1.0988 +2025-06-01 15:11:51,520 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:22:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0593, loss: 1.0593 +2025-06-01 15:12:34,616 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:22:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-06-01 15:13:17,600 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:21:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-06-01 15:14:00,599 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:20:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0894, loss: 1.0894 +2025-06-01 15:14:43,548 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:19:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0876, loss: 1.0876 +2025-06-01 15:15:26,468 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:19:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0970, loss: 1.0970 +2025-06-01 15:16:09,405 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:18:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-06-01 15:16:52,390 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:17:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0495, loss: 1.0495 +2025-06-01 15:17:35,249 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:17:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-06-01 15:18:18,106 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:16:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-06-01 15:19:01,142 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:15:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0852, loss: 1.0852 +2025-06-01 15:19:44,251 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:14:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0431, loss: 1.0431 +2025-06-01 15:20:27,233 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:14:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0562, loss: 1.0562 +2025-06-01 15:21:10,277 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:13:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0480, loss: 1.0480 +2025-06-01 15:21:53,174 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:12:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-06-01 15:22:16,548 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-01 15:31:34,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:31:34,572 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9954 +2025-06-01 15:31:34,575 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9615, top5_acc: 0.9954 +2025-06-01 15:32:37,757 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:11:43, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0550, loss: 1.0550 +2025-06-01 15:33:20,524 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:11:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 +2025-06-01 15:34:03,273 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:10:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0849, loss: 1.0849 +2025-06-01 15:34:46,042 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:09:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-06-01 15:35:28,829 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:08:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0460, loss: 1.0460 +2025-06-01 15:36:11,613 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:08:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0432, loss: 1.0432 +2025-06-01 15:36:54,412 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:07:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-06-01 15:37:37,329 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:06:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0620, loss: 1.0620 +2025-06-01 15:38:20,216 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0439, loss: 1.0439 +2025-06-01 15:39:03,165 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:05:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0641, loss: 1.0641 +2025-06-01 15:39:46,217 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:04:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0563, loss: 1.0563 +2025-06-01 15:40:29,203 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:03:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-06-01 15:41:12,169 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:03:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2025-06-01 15:41:55,131 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:02:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0842, loss: 1.0842 +2025-06-01 15:42:38,068 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:01:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0982, loss: 1.0982 +2025-06-01 15:43:21,073 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:00:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0735, loss: 1.0735 +2025-06-01 15:44:03,979 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0633, loss: 1.0633 +2025-06-01 15:44:46,887 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 3:59:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0938, loss: 1.0938 +2025-06-01 15:45:29,871 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 3:58:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-06-01 15:46:12,809 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:58:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0373, loss: 1.0373 +2025-06-01 15:46:55,842 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:57:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0463, loss: 1.0463 +2025-06-01 15:47:38,812 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:56:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0824, loss: 1.0824 +2025-06-01 15:48:21,715 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:55:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0505, loss: 1.0505 +2025-06-01 15:48:45,008 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-01 15:50:10,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:50:10,685 - pyskl - INFO - +top1_acc 0.9584 +top5_acc 0.9954 +2025-06-01 15:50:10,688 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9584, top5_acc: 0.9954 +2025-06-01 15:51:14,605 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:54:53, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0536, loss: 1.0536 +2025-06-01 15:51:57,574 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:54:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0652, loss: 1.0652 +2025-06-01 15:52:40,512 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:53:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-06-01 15:53:23,573 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:52:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0313, loss: 1.0313 +2025-06-01 15:54:06,596 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:52:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-06-01 15:54:49,558 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:51:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0406, loss: 1.0406 +2025-06-01 15:55:32,559 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:50:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0354, loss: 1.0354 +2025-06-01 15:56:15,477 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:49:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0714, loss: 1.0714 +2025-06-01 15:56:58,499 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:49:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0529, loss: 1.0529 +2025-06-01 15:57:41,424 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:48:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0536, loss: 1.0536 +2025-06-01 15:58:24,282 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:47:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0456, loss: 1.0456 +2025-06-01 15:59:07,217 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:47:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0500, loss: 1.0500 +2025-06-01 15:59:50,148 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:46:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2025-06-01 16:00:33,037 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:45:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 +2025-06-01 16:01:15,714 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:44:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-06-01 16:01:58,663 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:44:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0651, loss: 1.0651 +2025-06-01 16:02:41,624 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:43:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0568, loss: 1.0568 +2025-06-01 16:03:24,620 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:42:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0991, loss: 1.0991 +2025-06-01 16:04:07,556 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:42:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0679, loss: 1.0679 +2025-06-01 16:04:50,387 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:41:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0788, loss: 1.0788 +2025-06-01 16:05:33,370 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:40:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0677, loss: 1.0677 +2025-06-01 16:06:16,260 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:39:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-06-01 16:06:59,125 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:39:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 +2025-06-01 16:07:22,405 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-01 16:08:47,922 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:08:47,995 - pyskl - INFO - +top1_acc 0.9520 +top5_acc 0.9954 +2025-06-01 16:08:47,998 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9520, top5_acc: 0.9954 +2025-06-01 16:09:51,574 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:38:03, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-06-01 16:10:34,551 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:37:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-06-01 16:11:17,650 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:36:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-06-01 16:12:00,901 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:35:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-06-01 16:12:44,074 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:35:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-06-01 16:13:27,127 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:34:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0499, loss: 1.0499 +2025-06-01 16:14:10,158 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:33:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0875, loss: 1.0875 +2025-06-01 16:14:53,200 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:33:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0863, loss: 1.0863 +2025-06-01 16:15:36,234 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:32:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0594, loss: 1.0594 +2025-06-01 16:16:19,280 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:31:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0430, loss: 1.0430 +2025-06-01 16:17:02,340 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0600, loss: 1.0600 +2025-06-01 16:17:45,484 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:30:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-06-01 16:18:28,658 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:29:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0222, loss: 1.0222 +2025-06-01 16:19:11,711 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:28:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0476, loss: 1.0476 +2025-06-01 16:19:54,841 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:28:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-06-01 16:20:37,941 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:27:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0527, loss: 1.0527 +2025-06-01 16:21:21,049 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:26:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0538, loss: 1.0538 +2025-06-01 16:22:04,104 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:25:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-06-01 16:22:47,214 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:25:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0419, loss: 1.0419 +2025-06-01 16:23:30,461 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:24:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0270, loss: 1.0270 +2025-06-01 16:24:13,898 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:23:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2025-06-01 16:24:57,138 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:23:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-06-01 16:25:40,387 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:22:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0839, loss: 1.0839 +2025-06-01 16:26:03,791 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-01 16:27:29,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:27:29,553 - pyskl - INFO - +top1_acc 0.9626 +top5_acc 0.9956 +2025-06-01 16:27:29,556 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9626, top5_acc: 0.9956 +2025-06-01 16:28:33,239 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:21:14, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-06-01 16:29:16,219 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:20:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-06-01 16:29:59,253 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:19:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0480, loss: 1.0480 +2025-06-01 16:30:42,400 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:19:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-06-01 16:31:25,450 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:18:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-06-01 16:32:08,367 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:17:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0383, loss: 1.0383 +2025-06-01 16:32:51,382 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:16:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-06-01 16:33:34,366 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:16:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0471, loss: 1.0471 +2025-06-01 16:34:17,391 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:15:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-06-01 16:35:00,485 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-06-01 16:35:43,490 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:14:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0340, loss: 1.0340 +2025-06-01 16:36:26,525 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:13:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-06-01 16:37:09,538 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:12:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0615, loss: 1.0615 +2025-06-01 16:37:52,629 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:11:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-06-01 16:38:35,682 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:11:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-06-01 16:39:18,802 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:10:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0592, loss: 1.0592 +2025-06-01 16:40:01,982 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:09:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-06-01 16:40:45,241 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:09:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-06-01 16:41:28,297 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:08:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0284, loss: 1.0284 +2025-06-01 16:42:11,337 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:07:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0456, loss: 1.0456 +2025-06-01 16:42:54,605 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:06:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0554, loss: 1.0554 +2025-06-01 16:43:37,778 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:06:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0572, loss: 1.0572 +2025-06-01 16:44:20,860 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:05:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0456, loss: 1.0456 +2025-06-01 16:44:44,165 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-01 16:46:09,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:46:09,755 - pyskl - INFO - +top1_acc 0.9646 +top5_acc 0.9955 +2025-06-01 16:46:09,810 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_131.pth was removed +2025-06-01 16:46:10,818 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-01 16:46:10,819 - pyskl - INFO - Best top1_acc is 0.9646 at 139 epoch. +2025-06-01 16:46:10,821 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9646, top5_acc: 0.9955 +2025-06-01 16:47:14,658 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:04:24, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-06-01 16:47:57,711 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:03:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-06-01 16:48:40,754 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:02:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0001, loss: 1.0001 +2025-06-01 16:49:23,903 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:02:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-06-01 16:50:07,017 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:01:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0542, loss: 1.0542 +2025-06-01 16:50:50,078 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:00:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-06-01 16:51:33,062 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:00:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2025-06-01 16:52:16,131 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 2:59:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0636, loss: 1.0636 +2025-06-01 16:52:59,011 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:58:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-06-01 16:53:42,039 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:57:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-06-01 16:54:25,105 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:57:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-06-01 16:55:08,187 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:56:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0110, loss: 1.0110 +2025-06-01 16:55:51,253 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:55:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0197, loss: 1.0197 +2025-06-01 16:56:34,386 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:55:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-06-01 16:57:17,463 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:54:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0662, loss: 1.0662 +2025-06-01 16:58:00,530 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:53:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0326, loss: 1.0326 +2025-06-01 16:58:43,628 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:52:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0380, loss: 1.0380 +2025-06-01 16:59:26,558 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:52:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0536, loss: 1.0536 +2025-06-01 17:00:09,758 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:51:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0534, loss: 1.0534 +2025-06-01 17:00:52,849 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:50:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0362, loss: 1.0362 +2025-06-01 17:01:35,882 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:50:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-06-01 17:02:18,902 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:49:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-06-01 17:03:01,928 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:48:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-06-01 17:03:25,274 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-01 17:12:45,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:12:45,683 - pyskl - INFO - +top1_acc 0.9506 +top5_acc 0.9939 +2025-06-01 17:12:45,686 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9506, top5_acc: 0.9939 +2025-06-01 17:13:48,734 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:47:34, time: 0.630, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-06-01 17:14:31,550 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:46:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0191, loss: 1.0191 +2025-06-01 17:15:14,476 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:46:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-06-01 17:15:57,317 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:45:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-06-01 17:16:40,240 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:44:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 +2025-06-01 17:17:23,114 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:44:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2025-06-01 17:18:05,983 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:43:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-06-01 17:18:48,903 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:42:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-06-01 17:19:31,836 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:41:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-06-01 17:20:14,853 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:41:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-06-01 17:20:57,816 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:40:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0295, loss: 1.0295 +2025-06-01 17:21:40,861 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:39:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-06-01 17:22:23,856 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:38:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2025-06-01 17:23:06,777 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:38:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0287, loss: 1.0287 +2025-06-01 17:23:49,676 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:37:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0562, loss: 1.0562 +2025-06-01 17:24:32,701 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:36:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-06-01 17:25:15,745 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:36:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0381, loss: 1.0381 +2025-06-01 17:25:58,734 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:35:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0359, loss: 1.0359 +2025-06-01 17:26:41,723 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:34:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0609, loss: 1.0609 +2025-06-01 17:27:24,729 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:33:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-06-01 17:28:07,748 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:33:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0179, loss: 1.0179 +2025-06-01 17:28:50,734 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:32:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0439, loss: 1.0439 +2025-06-01 17:29:33,614 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:31:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-06-01 17:29:56,849 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-01 17:31:22,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:31:22,504 - pyskl - INFO - +top1_acc 0.9536 +top5_acc 0.9954 +2025-06-01 17:31:22,507 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9536, top5_acc: 0.9954 +2025-06-01 17:32:25,913 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:30:45, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-06-01 17:33:08,764 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:30:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-06-01 17:33:51,626 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:29:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0447, loss: 1.0447 +2025-06-01 17:34:34,720 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:28:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-06-01 17:35:17,753 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:27:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0204, loss: 1.0204 +2025-06-01 17:36:00,736 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:27:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0335, loss: 1.0335 +2025-06-01 17:36:43,675 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:26:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0190, loss: 1.0190 +2025-06-01 17:37:26,752 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:25:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-06-01 17:38:09,821 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:25:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-06-01 17:38:52,884 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:24:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-06-01 17:39:35,897 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:23:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0671, loss: 1.0671 +2025-06-01 17:40:18,948 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:22:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-06-01 17:41:02,022 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:22:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-06-01 17:41:44,986 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:21:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-06-01 17:42:27,982 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:20:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-06-01 17:43:11,009 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:20:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0367, loss: 1.0367 +2025-06-01 17:43:54,025 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:19:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-06-01 17:44:36,958 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:18:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-06-01 17:45:19,976 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:17:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0180, loss: 1.0180 +2025-06-01 17:46:03,054 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:17:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-06-01 17:46:46,093 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:16:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0376, loss: 1.0376 +2025-06-01 17:47:29,100 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:15:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0305, loss: 1.0305 +2025-06-01 17:48:12,084 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:15:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0455, loss: 1.0455 +2025-06-01 17:48:35,408 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-01 17:50:01,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:50:01,786 - pyskl - INFO - +top1_acc 0.9621 +top5_acc 0.9957 +2025-06-01 17:50:01,789 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9621, top5_acc: 0.9957 +2025-06-01 17:51:05,171 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:13:55, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0429, loss: 1.0429 +2025-06-01 17:51:48,053 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:13:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9915, loss: 0.9915 +2025-06-01 17:52:31,013 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:12:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-06-01 17:53:13,990 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:11:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-06-01 17:53:57,015 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:11:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-06-01 17:54:40,019 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:10:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0429, loss: 1.0429 +2025-06-01 17:55:23,032 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:09:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-06-01 17:56:06,044 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:08:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2025-06-01 17:56:48,991 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:08:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0697, loss: 1.0697 +2025-06-01 17:57:31,877 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:07:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-06-01 17:58:14,773 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:06:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9981, loss: 0.9981 +2025-06-01 17:58:57,724 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:06:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0097, loss: 1.0097 +2025-06-01 17:59:40,711 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:05:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0289, loss: 1.0289 +2025-06-01 18:00:23,662 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:04:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-06-01 18:01:06,470 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:03:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0262, loss: 1.0262 +2025-06-01 18:01:49,387 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:03:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-06-01 18:02:32,402 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:02:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-06-01 18:03:15,397 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:01:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9931, loss: 0.9931 +2025-06-01 18:03:58,361 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:01:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-06-01 18:04:41,449 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:00:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0244, loss: 1.0244 +2025-06-01 18:05:24,397 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:59:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0481, loss: 1.0481 +2025-06-01 18:06:07,284 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:58:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0328, loss: 1.0328 +2025-06-01 18:06:50,149 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:58:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-06-01 18:07:13,408 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-01 18:08:38,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:08:38,927 - pyskl - INFO - +top1_acc 0.9604 +top5_acc 0.9957 +2025-06-01 18:08:38,930 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9604, top5_acc: 0.9957 +2025-06-01 18:09:42,106 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:57:05, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-06-01 18:10:25,038 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:56:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-06-01 18:11:07,988 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:55:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-06-01 18:11:51,017 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:54:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0224, loss: 1.0224 +2025-06-01 18:12:33,901 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:54:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0292, loss: 1.0292 +2025-06-01 18:13:16,909 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:53:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0127, loss: 1.0127 +2025-06-01 18:13:59,871 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:52:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0183, loss: 1.0183 +2025-06-01 18:14:43,002 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:52:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-06-01 18:15:25,988 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:51:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-06-01 18:16:09,090 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:50:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0542, loss: 1.0542 +2025-06-01 18:16:52,091 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:49:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2025-06-01 18:17:35,141 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:49:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0460, loss: 1.0460 +2025-06-01 18:18:18,370 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:48:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-06-01 18:19:01,516 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:47:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-06-01 18:19:44,577 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-06-01 18:20:27,549 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:46:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0046, loss: 1.0046 +2025-06-01 18:21:10,405 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:45:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-06-01 18:21:53,195 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:44:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0020, loss: 1.0020 +2025-06-01 18:22:36,147 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:44:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2025-06-01 18:23:19,120 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:43:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-06-01 18:24:02,204 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:42:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2025-06-01 18:24:45,166 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:42:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2025-06-01 18:25:28,200 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:41:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0501, loss: 1.0501 +2025-06-01 18:25:51,562 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-01 18:27:16,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:27:16,999 - pyskl - INFO - +top1_acc 0.9558 +top5_acc 0.9955 +2025-06-01 18:27:17,002 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9558, top5_acc: 0.9955 +2025-06-01 18:28:20,064 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:40:15, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-06-01 18:29:02,997 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:39:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-06-01 18:29:45,860 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:38:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0363, loss: 1.0363 +2025-06-01 18:30:28,807 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:38:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0305, loss: 1.0305 +2025-06-01 18:31:11,789 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:37:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-06-01 18:31:54,802 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:36:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9854, loss: 0.9854 +2025-06-01 18:32:37,759 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:35:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-06-01 18:33:20,784 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:35:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0761, loss: 1.0761 +2025-06-01 18:34:03,776 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:34:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-06-01 18:34:46,832 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:33:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-06-01 18:35:29,801 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:33:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0334, loss: 1.0334 +2025-06-01 18:36:12,732 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:32:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-06-01 18:36:55,701 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:31:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-06-01 18:37:38,670 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:30:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-06-01 18:38:21,613 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:30:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-06-01 18:39:04,537 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:29:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0484, loss: 1.0484 +2025-06-01 18:39:47,477 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:28:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-06-01 18:40:30,382 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:28:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-06-01 18:41:13,381 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:27:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-06-01 18:41:56,342 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:26:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-06-01 18:42:39,321 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:25:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-06-01 18:43:22,205 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:25:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-06-01 18:44:05,181 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:24:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9928, loss: 0.9928 +2025-06-01 18:44:28,563 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-01 18:53:53,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:53:53,534 - pyskl - INFO - +top1_acc 0.9585 +top5_acc 0.9954 +2025-06-01 18:53:53,537 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9585, top5_acc: 0.9954 +2025-06-01 18:54:57,025 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:23:25, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-06-01 18:55:39,956 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:22:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-06-01 18:56:22,865 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:22:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0444, loss: 1.0444 +2025-06-01 18:57:05,729 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:21:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-06-01 18:57:48,589 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:20:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0294, loss: 1.0294 +2025-06-01 18:58:31,476 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:19:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-06-01 18:59:14,437 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:19:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0049, loss: 1.0049 +2025-06-01 18:59:57,498 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:18:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-06-01 19:00:40,596 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:17:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0417, loss: 1.0417 +2025-06-01 19:01:23,575 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:16:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2025-06-01 19:02:06,514 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:16:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2025-06-01 19:02:49,557 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:15:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-06-01 19:03:32,639 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:14:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0257, loss: 1.0257 +2025-06-01 19:04:15,676 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:14:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0312, loss: 1.0312 +2025-06-01 19:04:58,818 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:13:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0342, loss: 1.0342 +2025-06-01 19:05:41,735 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:12:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0362, loss: 1.0362 +2025-06-01 19:06:24,689 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:11:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0288, loss: 1.0288 +2025-06-01 19:07:07,741 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:11:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0735, loss: 1.0735 +2025-06-01 19:07:50,797 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:10:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0191, loss: 1.0191 +2025-06-01 19:08:34,003 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:09:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9691, loss: 0.9691 +2025-06-01 19:09:16,994 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:09:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-06-01 19:10:00,012 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:08:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-06-01 19:10:42,939 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:07:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-06-01 19:11:06,195 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-01 19:12:31,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:12:31,829 - pyskl - INFO - +top1_acc 0.9643 +top5_acc 0.9956 +2025-06-01 19:12:31,832 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9643, top5_acc: 0.9956 +2025-06-01 19:13:35,473 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:06:36, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-06-01 19:14:18,442 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:05:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-06-01 19:15:01,405 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:05:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-06-01 19:15:44,409 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:04:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0184, loss: 1.0184 +2025-06-01 19:16:27,430 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:03:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9890, loss: 0.9890 +2025-06-01 19:17:10,568 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:03:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-06-01 19:17:53,594 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:02:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0083, loss: 1.0083 +2025-06-01 19:18:36,789 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:01:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-06-01 19:19:19,933 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:00:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0110, loss: 1.0110 +2025-06-01 19:20:02,768 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:00:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9907, loss: 0.9907 +2025-06-01 19:20:45,649 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:59:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-06-01 19:21:28,568 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:58:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-06-01 19:22:11,403 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:58:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9925, loss: 0.9925 +2025-06-01 19:22:54,372 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:57:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0123, loss: 1.0123 +2025-06-01 19:23:37,300 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:56:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0129, loss: 1.0129 +2025-06-01 19:24:20,209 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:55:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9844, loss: 0.9844 +2025-06-01 19:25:03,110 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:55:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0383, loss: 1.0383 +2025-06-01 19:25:45,988 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:54:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-06-01 19:26:29,072 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:53:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9960, loss: 0.9960 +2025-06-01 19:27:12,168 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:53:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0365, loss: 1.0365 +2025-06-01 19:27:55,216 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-06-01 19:28:38,186 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:51:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2025-06-01 19:29:21,068 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:50:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0220, loss: 1.0220 +2025-06-01 19:29:44,349 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-01 19:31:09,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:31:09,694 - pyskl - INFO - +top1_acc 0.9590 +top5_acc 0.9956 +2025-06-01 19:31:09,697 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9590, top5_acc: 0.9956 +2025-06-01 19:32:12,813 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:49:46, time: 0.631, data_time: 0.203, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0165, loss: 1.0165 +2025-06-01 19:32:55,689 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:49:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-06-01 19:33:38,518 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2025-06-01 19:34:21,597 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:47:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-06-01 19:35:04,666 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:46:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0129, loss: 1.0129 +2025-06-01 19:35:47,736 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:46:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-06-01 19:36:30,801 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:45:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-06-01 19:37:13,943 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:44:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-06-01 19:37:57,066 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:44:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-06-01 19:38:40,154 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0286, loss: 1.0286 +2025-06-01 19:39:23,098 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:42:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-06-01 19:40:05,876 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:41:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2025-06-01 19:40:48,531 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:41:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9836, loss: 0.9836 +2025-06-01 19:41:31,298 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:40:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0499, loss: 1.0499 +2025-06-01 19:42:14,265 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:39:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0546, loss: 1.0546 +2025-06-01 19:42:57,344 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:39:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0222, loss: 1.0222 +2025-06-01 19:43:40,321 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0057, loss: 1.0057 +2025-06-01 19:44:23,335 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:37:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0184, loss: 1.0184 +2025-06-01 19:45:06,842 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:36:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0251, loss: 1.0251 +2025-06-01 19:45:50,263 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0170, loss: 1.0170 +2025-06-01 19:46:33,684 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-06-01 19:47:16,835 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:34:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0138, loss: 1.0138 +2025-06-01 19:47:59,974 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0424, loss: 1.0424 +2025-06-01 19:48:23,355 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-01 19:49:48,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:49:48,805 - pyskl - INFO - +top1_acc 0.9511 +top5_acc 0.9948 +2025-06-01 19:49:48,808 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9511, top5_acc: 0.9948 +2025-06-01 19:50:51,758 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:32:56, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0395, loss: 1.0395 +2025-06-01 19:51:34,746 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-06-01 19:52:17,680 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9778, loss: 0.9778 +2025-06-01 19:53:00,645 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:30:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-06-01 19:53:43,680 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-06-01 19:54:26,720 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-06-01 19:55:09,746 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2025-06-01 19:55:52,775 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:27:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-06-01 19:56:35,741 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0159, loss: 1.0159 +2025-06-01 19:57:18,886 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0608, loss: 1.0608 +2025-06-01 19:58:01,944 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-06-01 19:58:44,955 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0180, loss: 1.0180 +2025-06-01 19:59:27,925 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0277, loss: 1.0277 +2025-06-01 20:00:10,905 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9965, loss: 0.9965 +2025-06-01 20:00:53,960 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:22:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-06-01 20:01:37,076 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 +2025-06-01 20:02:20,044 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-06-01 20:03:03,103 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2025-06-01 20:03:46,319 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-06-01 20:04:29,833 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0023, loss: 1.0023 +2025-06-01 20:05:13,302 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0211, loss: 1.0211 +2025-06-01 20:05:56,562 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:17:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-06-01 20:06:39,870 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0403, loss: 1.0403 +2025-06-01 20:07:03,390 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-01 20:08:30,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:08:30,490 - pyskl - INFO - +top1_acc 0.9636 +top5_acc 0.9957 +2025-06-01 20:08:30,494 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9636, top5_acc: 0.9957 +2025-06-01 20:09:35,240 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:06, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0267, loss: 1.0267 +2025-06-01 20:10:18,833 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9976, loss: 0.9976 +2025-06-01 20:11:02,620 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:41, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0039, loss: 1.0039 +2025-06-01 20:11:46,065 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:13:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-06-01 20:12:29,414 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0313, loss: 1.0313 +2025-06-01 20:13:12,793 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-06-01 20:13:56,283 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0264, loss: 1.0264 +2025-06-01 20:14:39,941 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:06, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2025-06-01 20:15:23,454 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-06-01 20:16:07,091 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0343, loss: 1.0343 +2025-06-01 20:16:50,483 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:08:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 +2025-06-01 20:17:33,850 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-06-01 20:18:17,166 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0249, loss: 1.0249 +2025-06-01 20:19:00,492 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-06-01 20:19:43,858 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-06-01 20:20:27,172 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0095, loss: 1.0095 +2025-06-01 20:21:10,570 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-06-01 20:21:53,870 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-06-01 20:22:37,274 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-06-01 20:23:20,584 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-06-01 20:24:03,886 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-06-01 20:24:47,277 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-06-01 20:25:30,587 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0001, loss: 1.0001 +2025-06-01 20:25:54,197 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-01 20:27:19,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:27:19,977 - pyskl - INFO - +top1_acc 0.9498 +top5_acc 0.9939 +2025-06-01 20:27:19,980 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9498, top5_acc: 0.9939 +2025-06-01 20:27:27,919 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-01 20:38:17,378 - pyskl - INFO - Testing results of the last checkpoint +2025-06-01 20:38:17,379 - pyskl - INFO - top1_acc: 0.9497 +2025-06-01 20:38:17,379 - pyskl - INFO - top5_acc: 0.9940 +2025-06-01 20:38:17,380 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/b_2/best_top1_acc_epoch_139.pth +2025-06-01 20:49:06,841 - pyskl - INFO - Testing results of the best checkpoint +2025-06-01 20:49:06,841 - pyskl - INFO - top1_acc: 0.9658 +2025-06-01 20:49:06,841 - pyskl - INFO - top5_acc: 0.9956 diff --git a/ntu60_xview/b_2/best_pred.pkl b/ntu60_xview/b_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..54537e04205b43a9fa4ae49e93deffce9117b106 --- /dev/null +++ b/ntu60_xview/b_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b04042fb0824db716af7ebfabba3f4b59867542d0f1350fb3ac31a0d8d129695 +size 7623113 diff --git a/ntu60_xview/b_2/best_top1_acc_epoch_139.pth b/ntu60_xview/b_2/best_top1_acc_epoch_139.pth new file mode 100644 index 0000000000000000000000000000000000000000..9b6991637f6a9083a61a2bbceaf718383978cadc --- /dev/null +++ b/ntu60_xview/b_2/best_top1_acc_epoch_139.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:214a4903957375aeb5410a24c20b618d61060659e3b743b437dede2b9c88e784 +size 16153947 diff --git a/ntu60_xview/bm/20250430_164902.log b/ntu60_xview/bm/20250430_164902.log new file mode 100644 index 0000000000000000000000000000000000000000..18afb1a3133271d5a5c67001c97454a801550220 --- /dev/null +++ b/ntu60_xview/bm/20250430_164902.log @@ -0,0 +1,4664 @@ +2025-04-30 16:49:02,866 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-04-30 16:49:03,186 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/bm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/bm', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-04-30 16:49:03,187 - pyskl - INFO - Set random seed to 245984061, deterministic: False +2025-04-30 16:49:12,489 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-04-30 16:49:17,913 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-04-30 16:49:17,935 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm +2025-04-30 16:49:17,936 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-04-30 16:49:17,936 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-04-30 16:49:17,936 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm by HardDiskBackend. +2025-04-30 16:50:21,735 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 14:31:41, time: 0.638, data_time: 0.205, memory: 13125, top1_acc: 0.0344, top5_acc: 0.1331, loss_cls: 11.3537, loss: 11.3537 +2025-04-30 16:51:04,364 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:08:24, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.0537, top5_acc: 0.2231, loss_cls: 9.7494, loss: 9.7494 +2025-04-30 16:51:47,186 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 0:43:56, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0612, top5_acc: 0.2650, loss_cls: 9.4332, loss: 9.4332 +2025-04-30 16:52:29,886 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 22:59:34, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0762, top5_acc: 0.3175, loss_cls: 9.1606, loss: 9.1606 +2025-04-30 16:53:12,609 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 21:56:55, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0838, top5_acc: 0.3175, loss_cls: 9.0290, loss: 9.0290 +2025-04-30 16:53:55,427 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:15:52, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0856, top5_acc: 0.3194, loss_cls: 8.9023, loss: 8.9023 +2025-04-30 16:54:38,459 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 20:48:07, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0737, top5_acc: 0.3137, loss_cls: 8.9537, loss: 8.9537 +2025-04-30 16:55:21,338 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:26:01, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0906, top5_acc: 0.3281, loss_cls: 8.8101, loss: 8.8101 +2025-04-30 16:56:04,126 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:08:04, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0994, top5_acc: 0.3625, loss_cls: 8.6982, loss: 8.6982 +2025-04-30 16:56:46,852 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 19:53:12, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1006, top5_acc: 0.3762, loss_cls: 8.6191, loss: 8.6191 +2025-04-30 16:57:29,642 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 19:41:15, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1200, top5_acc: 0.4150, loss_cls: 8.4949, loss: 8.4949 +2025-04-30 16:58:12,715 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:32:33, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1113, top5_acc: 0.4437, loss_cls: 8.5035, loss: 8.5035 +2025-04-30 16:58:55,547 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:24:00, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1388, top5_acc: 0.4556, loss_cls: 8.3411, loss: 8.3411 +2025-04-30 16:59:38,370 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:16:32, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1656, top5_acc: 0.4869, loss_cls: 8.2180, loss: 8.2180 +2025-04-30 17:00:21,276 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:10:17, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1531, top5_acc: 0.4856, loss_cls: 8.1764, loss: 8.1764 +2025-04-30 17:01:04,228 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:04:54, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1719, top5_acc: 0.5200, loss_cls: 8.0785, loss: 8.0785 +2025-04-30 17:01:47,066 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 18:59:40, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1831, top5_acc: 0.5387, loss_cls: 7.9939, loss: 7.9939 +2025-04-30 17:02:29,846 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 18:54:45, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1644, top5_acc: 0.5594, loss_cls: 7.9142, loss: 7.9142 +2025-04-30 17:03:12,531 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 18:49:59, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2087, top5_acc: 0.5919, loss_cls: 7.7482, loss: 7.7482 +2025-04-30 17:03:55,227 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 18:45:40, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1888, top5_acc: 0.5856, loss_cls: 7.7974, loss: 7.7974 +2025-04-30 17:04:37,920 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 18:41:40, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2044, top5_acc: 0.5744, loss_cls: 7.6918, loss: 7.6918 +2025-04-30 17:05:20,532 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 18:37:45, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.2037, top5_acc: 0.6200, loss_cls: 7.6008, loss: 7.6008 +2025-04-30 17:06:03,271 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 18:34:27, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2387, top5_acc: 0.6269, loss_cls: 7.4968, loss: 7.4968 +2025-04-30 17:06:26,570 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-04-30 17:07:53,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 17:07:53,392 - pyskl - INFO - +top1_acc 0.2379 +top5_acc 0.6212 +2025-04-30 17:07:54,481 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-04-30 17:07:54,482 - pyskl - INFO - Best top1_acc is 0.2379 at 1 epoch. +2025-04-30 17:07:54,485 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.2379, top5_acc: 0.6212 +2025-04-30 17:08:58,980 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:27:39, time: 0.645, data_time: 0.216, memory: 13126, top1_acc: 0.2512, top5_acc: 0.6625, loss_cls: 7.2863, loss: 7.2863 +2025-04-30 17:09:41,812 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:25:08, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.2519, top5_acc: 0.6819, loss_cls: 7.2285, loss: 7.2285 +2025-04-30 17:10:24,532 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:22:31, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.2556, top5_acc: 0.6575, loss_cls: 7.3589, loss: 7.3589 +2025-04-30 17:11:07,280 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:20:06, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.2700, top5_acc: 0.6937, loss_cls: 7.1713, loss: 7.1713 +2025-04-30 17:11:49,991 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:17:43, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.2769, top5_acc: 0.7037, loss_cls: 7.0854, loss: 7.0854 +2025-04-30 17:12:32,826 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:15:41, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3106, top5_acc: 0.7163, loss_cls: 6.9804, loss: 6.9804 +2025-04-30 17:13:15,534 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:13:31, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.3175, top5_acc: 0.7375, loss_cls: 6.7947, loss: 6.7947 +2025-04-30 17:13:58,318 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:11:34, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3325, top5_acc: 0.7369, loss_cls: 6.8796, loss: 6.8796 +2025-04-30 17:14:41,089 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:09:40, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3506, top5_acc: 0.7519, loss_cls: 6.6688, loss: 6.6688 +2025-04-30 17:15:23,854 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:07:50, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3375, top5_acc: 0.7400, loss_cls: 6.8435, loss: 6.8435 +2025-04-30 17:16:06,606 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:06:03, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3775, top5_acc: 0.7706, loss_cls: 6.5746, loss: 6.5746 +2025-04-30 17:16:49,370 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:04:20, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3919, top5_acc: 0.7894, loss_cls: 6.5454, loss: 6.5454 +2025-04-30 17:17:32,118 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:02:39, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.3925, top5_acc: 0.7956, loss_cls: 6.4589, loss: 6.4589 +2025-04-30 17:18:14,927 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:01:07, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.3937, top5_acc: 0.7963, loss_cls: 6.4047, loss: 6.4047 +2025-04-30 17:18:57,741 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 17:59:38, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4181, top5_acc: 0.8175, loss_cls: 6.1761, loss: 6.1761 +2025-04-30 17:19:40,577 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 17:58:13, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4425, top5_acc: 0.8044, loss_cls: 6.2098, loss: 6.2098 +2025-04-30 17:20:23,461 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 17:56:55, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4344, top5_acc: 0.8306, loss_cls: 6.1159, loss: 6.1159 +2025-04-30 17:21:06,315 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 17:55:35, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4288, top5_acc: 0.8281, loss_cls: 6.1654, loss: 6.1654 +2025-04-30 17:21:49,168 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 17:54:17, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4569, top5_acc: 0.8325, loss_cls: 6.1733, loss: 6.1733 +2025-04-30 17:22:31,970 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 17:52:57, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4550, top5_acc: 0.8431, loss_cls: 6.0196, loss: 6.0196 +2025-04-30 17:23:14,844 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 17:51:44, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4625, top5_acc: 0.8394, loss_cls: 5.9011, loss: 5.9011 +2025-04-30 17:23:57,914 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 17:50:48, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.4537, top5_acc: 0.8406, loss_cls: 5.9726, loss: 5.9726 +2025-04-30 17:24:40,930 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 17:49:48, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4644, top5_acc: 0.8488, loss_cls: 5.9450, loss: 5.9450 +2025-04-30 17:25:04,284 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-04-30 17:26:30,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 17:26:30,909 - pyskl - INFO - +top1_acc 0.5451 +top5_acc 0.8948 +2025-04-30 17:26:30,969 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_1.pth was removed +2025-04-30 17:26:32,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-04-30 17:26:32,078 - pyskl - INFO - Best top1_acc is 0.5451 at 2 epoch. +2025-04-30 17:26:32,081 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5451, top5_acc: 0.8948 +2025-04-30 17:27:36,009 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 17:46:00, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.4894, top5_acc: 0.8694, loss_cls: 5.7193, loss: 5.7193 +2025-04-30 17:28:19,028 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 17:45:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5238, top5_acc: 0.8694, loss_cls: 5.6086, loss: 5.6086 +2025-04-30 17:29:01,687 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 17:43:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5125, top5_acc: 0.8638, loss_cls: 5.6526, loss: 5.6526 +2025-04-30 17:29:44,449 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 17:42:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5100, top5_acc: 0.8781, loss_cls: 5.5849, loss: 5.5849 +2025-04-30 17:30:27,239 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 17:41:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5363, top5_acc: 0.8756, loss_cls: 5.5814, loss: 5.5814 +2025-04-30 17:31:09,980 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 17:40:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5119, top5_acc: 0.8738, loss_cls: 5.6210, loss: 5.6210 +2025-04-30 17:31:52,799 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 17:39:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5356, top5_acc: 0.8844, loss_cls: 5.4848, loss: 5.4848 +2025-04-30 17:32:35,666 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 17:38:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5737, top5_acc: 0.8956, loss_cls: 5.2813, loss: 5.2813 +2025-04-30 17:33:18,548 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 17:37:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5406, top5_acc: 0.8856, loss_cls: 5.5212, loss: 5.5212 +2025-04-30 17:34:01,305 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 17:36:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5531, top5_acc: 0.8944, loss_cls: 5.4065, loss: 5.4065 +2025-04-30 17:34:44,201 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 17:35:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5594, top5_acc: 0.8906, loss_cls: 5.3826, loss: 5.3826 +2025-04-30 17:35:27,008 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 17:34:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5781, top5_acc: 0.8969, loss_cls: 5.1455, loss: 5.1455 +2025-04-30 17:36:09,814 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 17:33:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5763, top5_acc: 0.8894, loss_cls: 5.2983, loss: 5.2983 +2025-04-30 17:36:52,555 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 17:31:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5863, top5_acc: 0.8944, loss_cls: 5.2854, loss: 5.2854 +2025-04-30 17:37:35,289 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 17:30:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5700, top5_acc: 0.8944, loss_cls: 5.2174, loss: 5.2174 +2025-04-30 17:38:18,082 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 17:29:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5956, top5_acc: 0.9131, loss_cls: 5.0973, loss: 5.0973 +2025-04-30 17:39:00,816 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 17:28:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5850, top5_acc: 0.9038, loss_cls: 5.0910, loss: 5.0910 +2025-04-30 17:39:43,731 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 17:28:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5994, top5_acc: 0.9069, loss_cls: 5.0907, loss: 5.0907 +2025-04-30 17:40:26,377 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:26:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.5913, top5_acc: 0.9119, loss_cls: 5.0361, loss: 5.0361 +2025-04-30 17:41:08,962 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:25:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6131, top5_acc: 0.9100, loss_cls: 5.0502, loss: 5.0502 +2025-04-30 17:41:51,719 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:24:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6131, top5_acc: 0.9094, loss_cls: 4.9842, loss: 4.9842 +2025-04-30 17:42:34,392 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:23:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6062, top5_acc: 0.8962, loss_cls: 5.0178, loss: 5.0178 +2025-04-30 17:43:17,094 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:22:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6162, top5_acc: 0.9094, loss_cls: 4.9061, loss: 4.9061 +2025-04-30 17:43:40,407 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-04-30 17:45:06,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 17:45:07,058 - pyskl - INFO - +top1_acc 0.6696 +top5_acc 0.9403 +2025-04-30 17:45:07,117 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_2.pth was removed +2025-04-30 17:45:08,271 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-04-30 17:45:08,272 - pyskl - INFO - Best top1_acc is 0.6696 at 3 epoch. +2025-04-30 17:45:08,275 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6696, top5_acc: 0.9403 +2025-04-30 17:46:12,286 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:20:05, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9119, loss_cls: 4.9323, loss: 4.9323 +2025-04-30 17:46:55,347 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:19:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6294, top5_acc: 0.9150, loss_cls: 4.8574, loss: 4.8574 +2025-04-30 17:47:38,327 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:18:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6319, top5_acc: 0.9181, loss_cls: 4.7488, loss: 4.7488 +2025-04-30 17:48:21,110 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:17:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6275, top5_acc: 0.9225, loss_cls: 4.7842, loss: 4.7842 +2025-04-30 17:49:03,859 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:16:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6269, top5_acc: 0.9200, loss_cls: 4.9139, loss: 4.9139 +2025-04-30 17:49:46,571 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:15:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9156, loss_cls: 4.7303, loss: 4.7303 +2025-04-30 17:50:29,421 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:14:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6219, top5_acc: 0.9163, loss_cls: 4.8014, loss: 4.8014 +2025-04-30 17:51:12,140 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:14:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9250, loss_cls: 4.6730, loss: 4.6730 +2025-04-30 17:51:54,924 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:13:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9375, loss_cls: 4.5980, loss: 4.5980 +2025-04-30 17:52:37,623 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:12:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9256, loss_cls: 4.6260, loss: 4.6260 +2025-04-30 17:53:20,362 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:11:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6488, top5_acc: 0.9181, loss_cls: 4.7294, loss: 4.7294 +2025-04-30 17:54:03,140 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:10:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6462, top5_acc: 0.9275, loss_cls: 4.7094, loss: 4.7094 +2025-04-30 17:54:45,967 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:09:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9231, loss_cls: 4.6646, loss: 4.6646 +2025-04-30 17:55:28,738 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:08:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6431, top5_acc: 0.9269, loss_cls: 4.6545, loss: 4.6545 +2025-04-30 17:56:11,790 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:08:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6550, top5_acc: 0.9306, loss_cls: 4.6131, loss: 4.6131 +2025-04-30 17:56:54,778 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:07:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6406, top5_acc: 0.9237, loss_cls: 4.7093, loss: 4.7093 +2025-04-30 17:57:37,688 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:06:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6763, top5_acc: 0.9306, loss_cls: 4.5361, loss: 4.5361 +2025-04-30 17:58:20,589 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:05:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9363, loss_cls: 4.5371, loss: 4.5371 +2025-04-30 17:59:03,396 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:04:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9250, loss_cls: 4.5152, loss: 4.5152 +2025-04-30 17:59:46,186 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:04:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6581, top5_acc: 0.9300, loss_cls: 4.6252, loss: 4.6252 +2025-04-30 18:00:28,938 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:03:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9263, loss_cls: 4.5176, loss: 4.5176 +2025-04-30 18:01:11,647 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:02:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9306, loss_cls: 4.5068, loss: 4.5068 +2025-04-30 18:01:54,402 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:01:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9350, loss_cls: 4.4686, loss: 4.4686 +2025-04-30 18:02:17,728 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-04-30 18:03:44,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 18:03:44,177 - pyskl - INFO - +top1_acc 0.6719 +top5_acc 0.9444 +2025-04-30 18:03:44,235 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_3.pth was removed +2025-04-30 18:03:45,311 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-04-30 18:03:45,311 - pyskl - INFO - Best top1_acc is 0.6719 at 4 epoch. +2025-04-30 18:03:45,314 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.6719, top5_acc: 0.9444 +2025-04-30 18:04:49,661 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 16:59:31, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9344, loss_cls: 4.4700, loss: 4.4700 +2025-04-30 18:05:32,428 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 16:58:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9444, loss_cls: 4.4024, loss: 4.4024 +2025-04-30 18:06:15,339 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 16:57:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6887, top5_acc: 0.9306, loss_cls: 4.4542, loss: 4.4542 +2025-04-30 18:06:58,347 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 16:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9350, loss_cls: 4.3676, loss: 4.3676 +2025-04-30 18:07:41,254 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 16:56:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9350, loss_cls: 4.5207, loss: 4.5207 +2025-04-30 18:08:24,098 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 16:55:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9413, loss_cls: 4.3465, loss: 4.3465 +2025-04-30 18:09:06,908 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 16:54:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6894, top5_acc: 0.9406, loss_cls: 4.4110, loss: 4.4110 +2025-04-30 18:09:49,703 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 16:54:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9387, loss_cls: 4.4254, loss: 4.4254 +2025-04-30 18:10:32,587 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 16:53:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9337, loss_cls: 4.4909, loss: 4.4909 +2025-04-30 18:11:15,362 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 16:52:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9525, loss_cls: 4.1969, loss: 4.1969 +2025-04-30 18:11:58,231 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 16:51:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6800, top5_acc: 0.9331, loss_cls: 4.3754, loss: 4.3754 +2025-04-30 18:12:41,053 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 16:50:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6850, top5_acc: 0.9369, loss_cls: 4.3485, loss: 4.3485 +2025-04-30 18:13:23,898 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 16:50:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9387, loss_cls: 4.3665, loss: 4.3665 +2025-04-30 18:14:06,650 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 16:49:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9306, loss_cls: 4.3688, loss: 4.3688 +2025-04-30 18:14:49,606 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 16:48:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9444, loss_cls: 4.3366, loss: 4.3366 +2025-04-30 18:15:32,351 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 16:47:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9356, loss_cls: 4.3928, loss: 4.3928 +2025-04-30 18:16:15,230 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 16:47:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 4.2119, loss: 4.2119 +2025-04-30 18:16:57,989 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 16:46:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9419, loss_cls: 4.2636, loss: 4.2636 +2025-04-30 18:17:40,773 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 16:45:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9475, loss_cls: 4.2390, loss: 4.2390 +2025-04-30 18:18:23,317 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 16:44:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 4.2721, loss: 4.2721 +2025-04-30 18:19:05,925 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 16:43:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6837, top5_acc: 0.9356, loss_cls: 4.4175, loss: 4.4175 +2025-04-30 18:19:48,632 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 16:42:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 4.3323, loss: 4.3323 +2025-04-30 18:20:31,420 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 16:42:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6944, top5_acc: 0.9369, loss_cls: 4.3984, loss: 4.3984 +2025-04-30 18:20:54,889 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-04-30 18:22:21,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 18:22:21,211 - pyskl - INFO - +top1_acc 0.6933 +top5_acc 0.9413 +2025-04-30 18:22:21,270 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_4.pth was removed +2025-04-30 18:22:22,367 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-04-30 18:22:22,368 - pyskl - INFO - Best top1_acc is 0.6933 at 5 epoch. +2025-04-30 18:22:22,371 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.6933, top5_acc: 0.9413 +2025-04-30 18:23:26,451 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 16:40:09, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9481, loss_cls: 4.3655, loss: 4.3655 +2025-04-30 18:24:09,210 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 16:39:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9487, loss_cls: 4.1723, loss: 4.1723 +2025-04-30 18:24:52,003 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 16:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9450, loss_cls: 4.3549, loss: 4.3549 +2025-04-30 18:25:34,738 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 16:37:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9406, loss_cls: 4.3097, loss: 4.3097 +2025-04-30 18:26:17,652 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 16:37:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7106, top5_acc: 0.9525, loss_cls: 4.1873, loss: 4.1873 +2025-04-30 18:27:00,548 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 16:36:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9356, loss_cls: 4.2891, loss: 4.2891 +2025-04-30 18:27:43,390 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 16:35:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9381, loss_cls: 4.2422, loss: 4.2422 +2025-04-30 18:28:26,285 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 16:34:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9431, loss_cls: 4.2680, loss: 4.2680 +2025-04-30 18:29:09,070 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 16:34:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9537, loss_cls: 4.1149, loss: 4.1149 +2025-04-30 18:29:51,836 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 16:33:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9456, loss_cls: 4.1531, loss: 4.1531 +2025-04-30 18:30:34,712 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 16:32:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 4.1900, loss: 4.1900 +2025-04-30 18:31:17,504 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 16:31:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9569, loss_cls: 4.1076, loss: 4.1076 +2025-04-30 18:32:00,316 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 16:31:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9469, loss_cls: 4.2636, loss: 4.2636 +2025-04-30 18:32:43,199 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 16:30:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 4.2364, loss: 4.2364 +2025-04-30 18:33:26,219 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 16:29:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9406, loss_cls: 4.2100, loss: 4.2100 +2025-04-30 18:34:09,018 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 16:28:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9487, loss_cls: 4.1738, loss: 4.1738 +2025-04-30 18:34:51,647 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 16:28:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 4.0844, loss: 4.0844 +2025-04-30 18:35:34,650 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 16:27:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 4.1728, loss: 4.1728 +2025-04-30 18:36:17,484 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 16:26:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 4.2450, loss: 4.2450 +2025-04-30 18:37:00,274 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:25:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9456, loss_cls: 4.1955, loss: 4.1955 +2025-04-30 18:37:42,980 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:25:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 4.1312, loss: 4.1312 +2025-04-30 18:38:25,642 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:24:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9494, loss_cls: 4.1309, loss: 4.1309 +2025-04-30 18:39:08,497 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:23:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.1416, loss: 4.1416 +2025-04-30 18:39:31,910 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-04-30 18:40:58,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 18:40:58,224 - pyskl - INFO - +top1_acc 0.7129 +top5_acc 0.9575 +2025-04-30 18:40:58,278 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_5.pth was removed +2025-04-30 18:40:59,356 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-04-30 18:40:59,356 - pyskl - INFO - Best top1_acc is 0.7129 at 6 epoch. +2025-04-30 18:40:59,359 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7129, top5_acc: 0.9575 +2025-04-30 18:42:03,383 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:21:45, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 4.0660, loss: 4.0660 +2025-04-30 18:42:46,226 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:21:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 4.1288, loss: 4.1288 +2025-04-30 18:43:29,051 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:20:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 4.0988, loss: 4.0988 +2025-04-30 18:44:11,977 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:19:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 4.1707, loss: 4.1707 +2025-04-30 18:44:54,776 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:18:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9494, loss_cls: 4.0673, loss: 4.0673 +2025-04-30 18:45:37,693 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:18:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 4.0375, loss: 4.0375 +2025-04-30 18:46:20,532 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:17:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.0103, loss: 4.0103 +2025-04-30 18:47:03,292 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:16:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9487, loss_cls: 4.0963, loss: 4.0963 +2025-04-30 18:47:46,085 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:15:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9525, loss_cls: 4.1425, loss: 4.1425 +2025-04-30 18:48:28,940 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:15:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9581, loss_cls: 3.9853, loss: 3.9853 +2025-04-30 18:49:11,678 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:14:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7100, top5_acc: 0.9425, loss_cls: 4.1781, loss: 4.1781 +2025-04-30 18:49:54,498 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:13:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9500, loss_cls: 4.1131, loss: 4.1131 +2025-04-30 18:50:37,212 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:12:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9569, loss_cls: 4.0570, loss: 4.0570 +2025-04-30 18:51:19,902 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:12:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 4.0388, loss: 4.0388 +2025-04-30 18:52:02,693 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:11:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9556, loss_cls: 3.9907, loss: 3.9907 +2025-04-30 18:52:45,357 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:10:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 4.0009, loss: 4.0009 +2025-04-30 18:53:27,990 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:09:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9556, loss_cls: 4.0682, loss: 4.0682 +2025-04-30 18:54:10,630 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:08:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9575, loss_cls: 4.1033, loss: 4.1033 +2025-04-30 18:54:53,323 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:08:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 4.0004, loss: 4.0004 +2025-04-30 18:55:36,075 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:07:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 4.0027, loss: 4.0027 +2025-04-30 18:56:18,702 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:06:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9500, loss_cls: 4.1209, loss: 4.1209 +2025-04-30 18:57:01,380 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:05:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9556, loss_cls: 4.0751, loss: 4.0751 +2025-04-30 18:57:44,210 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:05:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9550, loss_cls: 4.1527, loss: 4.1527 +2025-04-30 18:58:07,572 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-04-30 18:59:33,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 18:59:33,832 - pyskl - INFO - +top1_acc 0.7584 +top5_acc 0.9687 +2025-04-30 18:59:33,892 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_6.pth was removed +2025-04-30 18:59:35,032 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-04-30 18:59:35,033 - pyskl - INFO - Best top1_acc is 0.7584 at 7 epoch. +2025-04-30 18:59:35,037 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7584, top5_acc: 0.9687 +2025-04-30 19:00:39,007 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:03:23, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.8422, loss: 3.8422 +2025-04-30 19:01:21,900 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:02:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 3.9672, loss: 3.9672 +2025-04-30 19:02:04,876 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:01:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 4.0022, loss: 4.0022 +2025-04-30 19:02:47,747 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:01:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 4.0555, loss: 4.0555 +2025-04-30 19:03:30,640 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:00:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 4.0000, loss: 4.0000 +2025-04-30 19:04:13,462 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 15:59:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 4.0072, loss: 4.0072 +2025-04-30 19:04:56,222 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 15:59:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9513, loss_cls: 4.0165, loss: 4.0165 +2025-04-30 19:05:38,902 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 15:58:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 4.0190, loss: 4.0190 +2025-04-30 19:06:21,689 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 15:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9537, loss_cls: 4.0157, loss: 4.0157 +2025-04-30 19:07:04,450 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 15:56:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 3.9659, loss: 3.9659 +2025-04-30 19:07:47,200 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 15:56:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 3.9138, loss: 3.9138 +2025-04-30 19:08:29,888 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 15:55:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 3.9591, loss: 3.9591 +2025-04-30 19:09:12,619 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 15:54:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 3.9918, loss: 3.9918 +2025-04-30 19:09:55,259 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 15:53:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9475, loss_cls: 4.0551, loss: 4.0551 +2025-04-30 19:10:38,047 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 15:53:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 3.9978, loss: 3.9978 +2025-04-30 19:11:20,874 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 15:52:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9631, loss_cls: 3.9996, loss: 3.9996 +2025-04-30 19:12:03,702 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 15:51:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 4.0476, loss: 4.0476 +2025-04-30 19:12:46,494 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 15:50:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9556, loss_cls: 4.0331, loss: 4.0331 +2025-04-30 19:13:29,216 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 15:50:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 3.8909, loss: 3.8909 +2025-04-30 19:14:11,935 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 15:49:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 4.0285, loss: 4.0285 +2025-04-30 19:14:54,745 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 15:48:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 3.8640, loss: 3.8640 +2025-04-30 19:15:37,501 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 15:47:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 3.9745, loss: 3.9745 +2025-04-30 19:16:20,334 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 15:47:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 3.9410, loss: 3.9410 +2025-04-30 19:16:43,647 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-04-30 19:18:09,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 19:18:09,873 - pyskl - INFO - +top1_acc 0.6862 +top5_acc 0.9433 +2025-04-30 19:18:09,876 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.6862, top5_acc: 0.9433 +2025-04-30 19:19:13,870 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 15:45:34, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 3.9317, loss: 3.9317 +2025-04-30 19:19:56,601 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 15:44:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9619, loss_cls: 3.8467, loss: 3.8467 +2025-04-30 19:20:39,375 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 15:44:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.8220, loss: 3.8220 +2025-04-30 19:21:22,112 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 15:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9688, loss_cls: 3.7925, loss: 3.7925 +2025-04-30 19:22:04,942 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 15:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 3.8910, loss: 3.8910 +2025-04-30 19:22:47,803 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 15:41:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 3.9892, loss: 3.9892 +2025-04-30 19:23:30,606 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 15:41:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 3.9854, loss: 3.9854 +2025-04-30 19:24:13,341 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 15:40:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 3.8980, loss: 3.8980 +2025-04-30 19:24:56,238 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 15:39:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 3.9851, loss: 3.9851 +2025-04-30 19:25:38,871 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 15:38:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.8471, loss: 3.8471 +2025-04-30 19:26:21,563 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 15:38:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 3.8504, loss: 3.8504 +2025-04-30 19:27:04,365 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 15:37:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 3.9254, loss: 3.9254 +2025-04-30 19:27:47,162 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 15:36:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 3.9481, loss: 3.9481 +2025-04-30 19:28:29,867 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 15:35:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 3.8141, loss: 3.8141 +2025-04-30 19:29:12,549 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 15:35:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 3.8622, loss: 3.8622 +2025-04-30 19:29:55,187 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 15:34:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9544, loss_cls: 3.9444, loss: 3.9444 +2025-04-30 19:30:37,983 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 15:33:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 3.8868, loss: 3.8868 +2025-04-30 19:31:20,730 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 15:32:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 3.7974, loss: 3.7974 +2025-04-30 19:32:03,514 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 15:32:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9663, loss_cls: 3.9107, loss: 3.9107 +2025-04-30 19:32:46,428 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 15:31:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9513, loss_cls: 3.9182, loss: 3.9182 +2025-04-30 19:33:29,216 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 15:30:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9481, loss_cls: 3.9362, loss: 3.9362 +2025-04-30 19:34:11,986 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 15:30:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 4.0499, loss: 4.0499 +2025-04-30 19:34:54,890 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 15:29:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9556, loss_cls: 4.0229, loss: 4.0229 +2025-04-30 19:35:18,426 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-04-30 19:36:44,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 19:36:44,823 - pyskl - INFO - +top1_acc 0.6924 +top5_acc 0.9496 +2025-04-30 19:36:44,826 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.6924, top5_acc: 0.9496 +2025-04-30 19:37:48,683 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 15:27:52, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.9094, loss: 3.9094 +2025-04-30 19:38:31,542 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 15:27:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 3.8169, loss: 3.8169 +2025-04-30 19:39:14,347 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 15:26:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9681, loss_cls: 3.8134, loss: 3.8134 +2025-04-30 19:39:57,085 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:25:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9606, loss_cls: 3.7384, loss: 3.7384 +2025-04-30 19:40:39,764 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:24:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 3.8222, loss: 3.8222 +2025-04-30 19:41:22,691 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:24:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 3.8925, loss: 3.8925 +2025-04-30 19:42:05,639 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:23:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.7988, loss: 3.7988 +2025-04-30 19:42:48,449 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:22:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9650, loss_cls: 3.9445, loss: 3.9445 +2025-04-30 19:43:31,186 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:22:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 3.8517, loss: 3.8517 +2025-04-30 19:44:13,932 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:21:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 3.8368, loss: 3.8368 +2025-04-30 19:44:56,711 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:20:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 3.9065, loss: 3.9065 +2025-04-30 19:45:39,467 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:19:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.7793, loss: 3.7793 +2025-04-30 19:46:22,227 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:19:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 3.9661, loss: 3.9661 +2025-04-30 19:47:04,922 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:18:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 3.8060, loss: 3.8060 +2025-04-30 19:47:47,650 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:17:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 3.9527, loss: 3.9527 +2025-04-30 19:48:30,496 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:16:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.7924, loss: 3.7924 +2025-04-30 19:49:13,328 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:16:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9619, loss_cls: 3.8454, loss: 3.8454 +2025-04-30 19:49:56,028 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:15:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 3.8011, loss: 3.8011 +2025-04-30 19:50:38,773 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:14:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 3.7375, loss: 3.7375 +2025-04-30 19:51:21,558 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:14:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.6817, loss: 3.6817 +2025-04-30 19:52:04,194 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:13:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.7501, loss: 3.7501 +2025-04-30 19:52:46,935 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:12:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9619, loss_cls: 3.6854, loss: 3.6854 +2025-04-30 19:53:29,678 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:11:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.7582, loss: 3.7582 +2025-04-30 19:53:53,076 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-04-30 19:55:19,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 19:55:19,963 - pyskl - INFO - +top1_acc 0.7759 +top5_acc 0.9688 +2025-04-30 19:55:20,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_7.pth was removed +2025-04-30 19:55:21,176 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-04-30 19:55:21,177 - pyskl - INFO - Best top1_acc is 0.7759 at 10 epoch. +2025-04-30 19:55:21,180 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7759, top5_acc: 0.9688 +2025-04-30 19:56:24,940 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:10:20, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9694, loss_cls: 3.6673, loss: 3.6673 +2025-04-30 19:57:07,778 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:09:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 3.7631, loss: 3.7631 +2025-04-30 19:57:50,490 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:08:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 3.6878, loss: 3.6878 +2025-04-30 19:58:33,221 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:08:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 3.7916, loss: 3.7916 +2025-04-30 19:59:15,927 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:07:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 3.8230, loss: 3.8230 +2025-04-30 19:59:58,647 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:06:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 3.7765, loss: 3.7765 +2025-04-30 20:00:41,515 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 3.9380, loss: 3.9380 +2025-04-30 20:01:24,315 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:05:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9663, loss_cls: 3.7296, loss: 3.7296 +2025-04-30 20:02:07,092 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:04:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 3.7760, loss: 3.7760 +2025-04-30 20:02:49,870 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:03:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9625, loss_cls: 3.8653, loss: 3.8653 +2025-04-30 20:03:32,656 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:03:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 3.7157, loss: 3.7157 +2025-04-30 20:04:15,367 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:02:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9725, loss_cls: 3.7066, loss: 3.7066 +2025-04-30 20:04:58,138 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:01:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.8274, loss: 3.8274 +2025-04-30 20:05:40,789 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:00:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 3.6598, loss: 3.6598 +2025-04-30 20:06:23,495 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:00:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 3.7300, loss: 3.7300 +2025-04-30 20:07:06,219 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 14:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 3.7243, loss: 3.7243 +2025-04-30 20:07:49,001 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 14:58:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 3.8627, loss: 3.8627 +2025-04-30 20:08:31,894 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 14:57:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 3.7511, loss: 3.7511 +2025-04-30 20:09:14,689 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 14:57:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 3.7862, loss: 3.7862 +2025-04-30 20:09:57,464 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 14:56:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7301, loss: 3.7301 +2025-04-30 20:10:40,168 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 14:55:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.8111, loss: 3.8111 +2025-04-30 20:11:22,937 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 14:55:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.7649, loss: 3.7649 +2025-04-30 20:12:05,728 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 14:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.6646, loss: 3.6646 +2025-04-30 20:12:29,097 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-04-30 20:13:55,043 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 20:13:55,118 - pyskl - INFO - +top1_acc 0.7571 +top5_acc 0.9608 +2025-04-30 20:13:55,121 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7571, top5_acc: 0.9608 +2025-04-30 20:14:58,844 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 14:52:53, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 3.6234, loss: 3.6234 +2025-04-30 20:15:41,609 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 14:52:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.7555, loss: 3.7555 +2025-04-30 20:16:24,382 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 14:51:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 3.7348, loss: 3.7348 +2025-04-30 20:17:07,096 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 14:50:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9675, loss_cls: 3.8001, loss: 3.8001 +2025-04-30 20:17:50,065 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 14:50:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.6755, loss: 3.6755 +2025-04-30 20:18:32,671 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 14:49:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9656, loss_cls: 3.7937, loss: 3.7937 +2025-04-30 20:19:15,463 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 14:48:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.7433, loss: 3.7433 +2025-04-30 20:19:58,266 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 14:47:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.7255, loss: 3.7255 +2025-04-30 20:20:40,986 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 14:47:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.7530, loss: 3.7530 +2025-04-30 20:21:23,990 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 14:46:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.5370, loss: 3.5370 +2025-04-30 20:22:06,744 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 14:45:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.6276, loss: 3.6276 +2025-04-30 20:22:49,510 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 14:45:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9637, loss_cls: 3.7638, loss: 3.7638 +2025-04-30 20:23:32,212 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 14:44:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 3.7714, loss: 3.7714 +2025-04-30 20:24:14,926 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 14:43:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.6816, loss: 3.6816 +2025-04-30 20:24:57,500 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 14:42:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 3.6386, loss: 3.6386 +2025-04-30 20:25:40,189 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 14:42:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 3.6322, loss: 3.6322 +2025-04-30 20:26:22,968 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 14:41:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.7017, loss: 3.7017 +2025-04-30 20:27:05,800 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 14:40:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.7090, loss: 3.7090 +2025-04-30 20:27:48,564 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 14:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 3.8613, loss: 3.8613 +2025-04-30 20:28:31,394 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 14:39:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 3.6826, loss: 3.6826 +2025-04-30 20:29:14,151 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 14:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.7091, loss: 3.7091 +2025-04-30 20:29:56,942 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 14:37:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 3.7786, loss: 3.7786 +2025-04-30 20:30:39,655 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 14:37:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.7325, loss: 3.7325 +2025-04-30 20:31:03,093 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-04-30 20:32:29,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 20:32:29,298 - pyskl - INFO - +top1_acc 0.7488 +top5_acc 0.9591 +2025-04-30 20:32:29,301 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7488, top5_acc: 0.9591 +2025-04-30 20:33:33,614 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 14:35:41, time: 0.643, data_time: 0.216, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.6346, loss: 3.6346 +2025-04-30 20:34:16,215 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 14:34:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.6589, loss: 3.6589 +2025-04-30 20:34:58,821 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 14:34:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.8482, loss: 3.8482 +2025-04-30 20:35:41,521 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 14:33:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.7143, loss: 3.7143 +2025-04-30 20:36:24,136 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 14:32:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 3.8195, loss: 3.8195 +2025-04-30 20:37:06,761 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 14:31:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 3.7188, loss: 3.7188 +2025-04-30 20:37:49,382 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 14:31:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.8036, loss: 3.8036 +2025-04-30 20:38:32,068 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 14:30:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 3.7484, loss: 3.7484 +2025-04-30 20:39:14,870 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 14:29:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 3.7597, loss: 3.7597 +2025-04-30 20:39:57,717 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 14:29:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 3.7186, loss: 3.7186 +2025-04-30 20:40:40,575 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 14:28:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.6369, loss: 3.6369 +2025-04-30 20:41:23,539 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 14:27:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 3.6933, loss: 3.6933 +2025-04-30 20:42:06,327 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 14:26:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 3.6946, loss: 3.6946 +2025-04-30 20:42:49,067 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:26:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.6417, loss: 3.6417 +2025-04-30 20:43:31,890 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:25:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 3.7332, loss: 3.7332 +2025-04-30 20:44:14,553 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:24:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9712, loss_cls: 3.5919, loss: 3.5919 +2025-04-30 20:44:57,536 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:24:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 3.7772, loss: 3.7772 +2025-04-30 20:45:40,266 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:23:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 3.7054, loss: 3.7054 +2025-04-30 20:46:23,252 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:22:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.7409, loss: 3.7409 +2025-04-30 20:47:06,065 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:21:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.6732, loss: 3.6732 +2025-04-30 20:47:48,906 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 3.8856, loss: 3.8856 +2025-04-30 20:48:31,892 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:20:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 3.7762, loss: 3.7762 +2025-04-30 20:49:14,711 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:19:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 3.7281, loss: 3.7281 +2025-04-30 20:49:38,256 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-04-30 20:51:04,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 20:51:04,210 - pyskl - INFO - +top1_acc 0.7822 +top5_acc 0.9681 +2025-04-30 20:51:04,273 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_10.pth was removed +2025-04-30 20:51:05,413 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-04-30 20:51:05,414 - pyskl - INFO - Best top1_acc is 0.7822 at 13 epoch. +2025-04-30 20:51:05,417 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.7822, top5_acc: 0.9681 +2025-04-30 20:52:09,342 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:18:31, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9800, loss_cls: 3.4469, loss: 3.4469 +2025-04-30 20:52:51,924 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:17:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.4478, loss: 3.4478 +2025-04-30 20:53:34,620 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:17:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 3.7356, loss: 3.7356 +2025-04-30 20:54:17,262 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:16:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.6163, loss: 3.6163 +2025-04-30 20:55:00,107 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:15:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 3.7428, loss: 3.7428 +2025-04-30 20:55:42,766 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:14:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 3.7306, loss: 3.7306 +2025-04-30 20:56:25,323 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:14:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 3.8445, loss: 3.8445 +2025-04-30 20:57:08,029 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:13:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 3.6582, loss: 3.6582 +2025-04-30 20:57:50,750 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:12:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.5240, loss: 3.5240 +2025-04-30 20:58:33,587 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:11:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 3.6533, loss: 3.6533 +2025-04-30 20:59:16,404 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:11:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.7301, loss: 3.7301 +2025-04-30 20:59:59,250 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:10:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.5874, loss: 3.5874 +2025-04-30 21:00:42,046 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:09:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.6265, loss: 3.6265 +2025-04-30 21:01:24,758 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:09:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9700, loss_cls: 3.5988, loss: 3.5988 +2025-04-30 21:02:07,558 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:08:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.6258, loss: 3.6258 +2025-04-30 21:02:50,355 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:07:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.6176, loss: 3.6176 +2025-04-30 21:03:33,127 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:06:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 3.7772, loss: 3.7772 +2025-04-30 21:04:15,923 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:06:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.5998, loss: 3.5998 +2025-04-30 21:04:58,777 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:05:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.7321, loss: 3.7321 +2025-04-30 21:05:41,579 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:04:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.5695, loss: 3.5695 +2025-04-30 21:06:24,287 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:04:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 3.6204, loss: 3.6204 +2025-04-30 21:07:07,062 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:03:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.5333, loss: 3.5333 +2025-04-30 21:07:49,823 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:02:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.6416, loss: 3.6416 +2025-04-30 21:08:13,235 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-04-30 21:09:39,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 21:09:39,320 - pyskl - INFO - +top1_acc 0.7796 +top5_acc 0.9675 +2025-04-30 21:09:39,324 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7796, top5_acc: 0.9675 +2025-04-30 21:10:43,496 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:01:22, time: 0.642, data_time: 0.216, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5427, loss: 3.5427 +2025-04-30 21:11:26,216 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:00:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.5627, loss: 3.5627 +2025-04-30 21:12:09,039 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 13:59:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.6201, loss: 3.6201 +2025-04-30 21:12:51,715 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 13:59:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9738, loss_cls: 3.5464, loss: 3.5464 +2025-04-30 21:13:34,432 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 13:58:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 3.6850, loss: 3.6850 +2025-04-30 21:14:17,132 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 13:57:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9719, loss_cls: 3.7038, loss: 3.7038 +2025-04-30 21:14:59,878 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 13:57:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.4487, loss: 3.4487 +2025-04-30 21:15:42,579 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 13:56:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.6813, loss: 3.6813 +2025-04-30 21:16:25,276 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 13:55:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.4639, loss: 3.4639 +2025-04-30 21:17:08,083 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 13:54:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9769, loss_cls: 3.4869, loss: 3.4869 +2025-04-30 21:17:50,871 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 13:54:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 3.7332, loss: 3.7332 +2025-04-30 21:18:33,756 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 13:53:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.6493, loss: 3.6493 +2025-04-30 21:19:16,914 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 13:52:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 3.6048, loss: 3.6048 +2025-04-30 21:19:59,895 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 13:52:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.6720, loss: 3.6720 +2025-04-30 21:20:42,815 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 13:51:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.6648, loss: 3.6648 +2025-04-30 21:21:25,694 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 13:50:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.7683, loss: 3.7683 +2025-04-30 21:22:08,588 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 13:50:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.6101, loss: 3.6101 +2025-04-30 21:22:51,411 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 13:49:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.6861, loss: 3.6861 +2025-04-30 21:23:34,239 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 13:48:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.6821, loss: 3.6821 +2025-04-30 21:24:17,058 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 13:47:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.6953, loss: 3.6953 +2025-04-30 21:24:59,894 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 13:47:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.4777, loss: 3.4777 +2025-04-30 21:25:42,698 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 13:46:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.6489, loss: 3.6489 +2025-04-30 21:26:25,466 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 13:45:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9487, loss_cls: 3.7334, loss: 3.7334 +2025-04-30 21:26:48,936 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-04-30 21:28:15,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 21:28:15,412 - pyskl - INFO - +top1_acc 0.7837 +top5_acc 0.9677 +2025-04-30 21:28:15,472 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_13.pth was removed +2025-04-30 21:28:16,646 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-04-30 21:28:16,646 - pyskl - INFO - Best top1_acc is 0.7837 at 15 epoch. +2025-04-30 21:28:16,650 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.7837, top5_acc: 0.9677 +2025-04-30 21:29:20,863 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 13:44:29, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.5866, loss: 3.5866 +2025-04-30 21:30:03,655 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 13:43:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.5848, loss: 3.5848 +2025-04-30 21:30:46,428 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 13:43:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.6308, loss: 3.6308 +2025-04-30 21:31:29,280 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 13:42:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9731, loss_cls: 3.6091, loss: 3.6091 +2025-04-30 21:32:12,102 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 13:41:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.5866, loss: 3.5866 +2025-04-30 21:32:54,791 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 13:40:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.4291, loss: 3.4291 +2025-04-30 21:33:37,499 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 13:40:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.5617, loss: 3.5617 +2025-04-30 21:34:20,195 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 13:39:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.6495, loss: 3.6495 +2025-04-30 21:35:02,965 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 13:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.5371, loss: 3.5371 +2025-04-30 21:35:45,659 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 13:38:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.5609, loss: 3.5609 +2025-04-30 21:36:28,486 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 13:37:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.6341, loss: 3.6341 +2025-04-30 21:37:11,259 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 13:36:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5926, loss: 3.5926 +2025-04-30 21:37:53,976 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 13:35:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.4767, loss: 3.4767 +2025-04-30 21:38:36,696 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 13:35:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.7151, loss: 3.7151 +2025-04-30 21:39:19,447 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 13:34:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9712, loss_cls: 3.6005, loss: 3.6005 +2025-04-30 21:40:02,086 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 13:33:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.5203, loss: 3.5203 +2025-04-30 21:40:44,867 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 13:33:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.5655, loss: 3.5655 +2025-04-30 21:41:27,610 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 13:32:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.6271, loss: 3.6271 +2025-04-30 21:42:10,342 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 13:31:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.5434, loss: 3.5434 +2025-04-30 21:42:52,999 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 13:30:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.5488, loss: 3.5488 +2025-04-30 21:43:35,715 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 13:30:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.5839, loss: 3.5839 +2025-04-30 21:44:18,512 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 13:29:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.6237, loss: 3.6237 +2025-04-30 21:45:01,227 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 13:28:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.5562, loss: 3.5562 +2025-04-30 21:45:24,552 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-04-30 21:46:50,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 21:46:50,590 - pyskl - INFO - +top1_acc 0.7684 +top5_acc 0.9606 +2025-04-30 21:46:50,594 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.7684, top5_acc: 0.9606 +2025-04-30 21:47:54,699 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:27:23, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 3.4673, loss: 3.4673 +2025-04-30 21:48:37,479 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:26:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.3683, loss: 3.3683 +2025-04-30 21:49:20,376 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:25:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.5354, loss: 3.5354 +2025-04-30 21:50:03,216 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:25:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.6121, loss: 3.6121 +2025-04-30 21:50:46,082 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:24:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 3.6273, loss: 3.6273 +2025-04-30 21:51:28,811 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:23:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.5041, loss: 3.5041 +2025-04-30 21:52:11,579 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:23:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.6143, loss: 3.6143 +2025-04-30 21:52:54,362 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:22:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.5032, loss: 3.5032 +2025-04-30 21:53:36,999 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:21:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.5115, loss: 3.5115 +2025-04-30 21:54:19,728 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:20:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.4301, loss: 3.4301 +2025-04-30 21:55:02,503 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:20:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.5667, loss: 3.5667 +2025-04-30 21:55:45,306 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:19:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.4460, loss: 3.4460 +2025-04-30 21:56:27,991 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:18:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.5493, loss: 3.5493 +2025-04-30 21:57:10,784 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:18:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.4976, loss: 3.4976 +2025-04-30 21:57:53,381 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:17:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.5841, loss: 3.5841 +2025-04-30 21:58:36,106 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:16:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.4627, loss: 3.4627 +2025-04-30 21:59:18,750 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:15:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.4747, loss: 3.4747 +2025-04-30 22:00:01,320 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:15:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 3.6245, loss: 3.6245 +2025-04-30 22:00:43,905 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:14:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.5103, loss: 3.5103 +2025-04-30 22:01:26,535 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:13:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.5098, loss: 3.5098 +2025-04-30 22:02:09,219 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:12:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9688, loss_cls: 3.5595, loss: 3.5595 +2025-04-30 22:02:51,885 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:12:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.5712, loss: 3.5712 +2025-04-30 22:03:34,606 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:11:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 3.5896, loss: 3.5896 +2025-04-30 22:03:57,954 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-04-30 22:05:24,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 22:05:24,261 - pyskl - INFO - +top1_acc 0.7234 +top5_acc 0.9296 +2025-04-30 22:05:24,265 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.7234, top5_acc: 0.9296 +2025-04-30 22:06:28,579 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:10:18, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 3.4152, loss: 3.4152 +2025-04-30 22:07:11,211 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:09:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9744, loss_cls: 3.4980, loss: 3.4980 +2025-04-30 22:07:53,891 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:08:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.5257, loss: 3.5257 +2025-04-30 22:08:36,675 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:08:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.5895, loss: 3.5895 +2025-04-30 22:09:19,387 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:07:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.6688, loss: 3.6688 +2025-04-30 22:10:02,155 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:06:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5076, loss: 3.5076 +2025-04-30 22:10:44,932 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:05:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9681, loss_cls: 3.5713, loss: 3.5713 +2025-04-30 22:11:27,675 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:05:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.4767, loss: 3.4767 +2025-04-30 22:12:10,422 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:04:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.6288, loss: 3.6288 +2025-04-30 22:12:53,217 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:03:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 3.4315, loss: 3.4315 +2025-04-30 22:13:36,023 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:03:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.5547, loss: 3.5547 +2025-04-30 22:14:18,821 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:02:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.5001, loss: 3.5001 +2025-04-30 22:15:01,620 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:01:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.5070, loss: 3.5070 +2025-04-30 22:15:44,402 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:01:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.4311, loss: 3.4311 +2025-04-30 22:16:27,300 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:00:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.5176, loss: 3.5176 +2025-04-30 22:17:10,111 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 12:59:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.4961, loss: 3.4961 +2025-04-30 22:17:52,810 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 12:58:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9712, loss_cls: 3.6350, loss: 3.6350 +2025-04-30 22:18:35,523 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 12:58:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.4834, loss: 3.4834 +2025-04-30 22:19:18,232 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 12:57:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.5212, loss: 3.5212 +2025-04-30 22:20:01,151 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 12:56:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.6287, loss: 3.6287 +2025-04-30 22:20:44,015 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 12:56:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 3.4872, loss: 3.4872 +2025-04-30 22:21:26,935 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 12:55:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.5232, loss: 3.5232 +2025-04-30 22:22:09,902 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 12:54:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.3042, loss: 3.3042 +2025-04-30 22:22:33,444 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-04-30 22:23:59,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 22:23:59,373 - pyskl - INFO - +top1_acc 0.7908 +top5_acc 0.9722 +2025-04-30 22:23:59,438 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_15.pth was removed +2025-04-30 22:24:00,601 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-04-30 22:24:00,602 - pyskl - INFO - Best top1_acc is 0.7908 at 18 epoch. +2025-04-30 22:24:00,604 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.7908, top5_acc: 0.9722 +2025-04-30 22:25:04,324 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 12:53:21, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.4633, loss: 3.4633 +2025-04-30 22:25:46,993 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 12:52:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.4674, loss: 3.4674 +2025-04-30 22:26:29,687 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 12:51:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.5343, loss: 3.5343 +2025-04-30 22:27:12,378 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 12:51:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9819, loss_cls: 3.3468, loss: 3.3468 +2025-04-30 22:27:55,029 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 12:50:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.4186, loss: 3.4186 +2025-04-30 22:28:37,700 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 12:49:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.5141, loss: 3.5141 +2025-04-30 22:29:20,383 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 12:49:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.4775, loss: 3.4775 +2025-04-30 22:30:03,328 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 12:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.4709, loss: 3.4709 +2025-04-30 22:30:46,122 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 12:47:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.4771, loss: 3.4771 +2025-04-30 22:31:28,886 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 12:46:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 3.5567, loss: 3.5567 +2025-04-30 22:32:11,557 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 12:46:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.4615, loss: 3.4615 +2025-04-30 22:32:54,317 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 12:45:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4585, loss: 3.4585 +2025-04-30 22:33:37,087 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 12:44:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.5484, loss: 3.5484 +2025-04-30 22:34:20,106 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 12:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.3963, loss: 3.3963 +2025-04-30 22:35:02,869 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 12:43:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.4856, loss: 3.4856 +2025-04-30 22:35:45,608 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 12:42:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.6587, loss: 3.6587 +2025-04-30 22:36:28,238 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 12:41:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.4313, loss: 3.4313 +2025-04-30 22:37:10,804 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 12:41:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.5427, loss: 3.5427 +2025-04-30 22:37:53,368 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 12:40:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 3.5555, loss: 3.5555 +2025-04-30 22:38:36,006 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 12:39:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5232, loss: 3.5232 +2025-04-30 22:39:18,649 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 12:38:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 3.5576, loss: 3.5576 +2025-04-30 22:40:01,306 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 12:38:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 3.6020, loss: 3.6020 +2025-04-30 22:40:44,030 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 12:37:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.5433, loss: 3.5433 +2025-04-30 22:41:07,377 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-04-30 22:42:33,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 22:42:33,363 - pyskl - INFO - +top1_acc 0.7861 +top5_acc 0.9706 +2025-04-30 22:42:33,366 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.7861, top5_acc: 0.9706 +2025-04-30 22:43:36,763 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 12:36:12, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 3.3023, loss: 3.3023 +2025-04-30 22:44:19,439 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 12:35:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.4157, loss: 3.4157 +2025-04-30 22:45:02,062 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 12:34:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9775, loss_cls: 3.4281, loss: 3.4281 +2025-04-30 22:45:44,722 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 12:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.4627, loss: 3.4627 +2025-04-30 22:46:27,454 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 12:33:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.3238, loss: 3.3238 +2025-04-30 22:47:10,115 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 12:32:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.3646, loss: 3.3646 +2025-04-30 22:47:52,842 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 12:31:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.4816, loss: 3.4816 +2025-04-30 22:48:35,558 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 12:31:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 3.4628, loss: 3.4628 +2025-04-30 22:49:18,339 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 12:30:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4335, loss: 3.4335 +2025-04-30 22:50:01,131 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 12:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 3.4328, loss: 3.4328 +2025-04-30 22:50:43,882 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 12:29:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.4731, loss: 3.4731 +2025-04-30 22:51:26,662 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 12:28:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.6195, loss: 3.6195 +2025-04-30 22:52:09,517 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:27:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.4465, loss: 3.4465 +2025-04-30 22:52:52,471 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:26:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.5788, loss: 3.5788 +2025-04-30 22:53:35,323 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:26:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.6173, loss: 3.6173 +2025-04-30 22:54:18,122 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:25:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 3.4951, loss: 3.4951 +2025-04-30 22:55:00,859 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:24:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9738, loss_cls: 3.4763, loss: 3.4763 +2025-04-30 22:55:43,582 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:24:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9756, loss_cls: 3.4283, loss: 3.4283 +2025-04-30 22:56:26,586 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:23:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9706, loss_cls: 3.5550, loss: 3.5550 +2025-04-30 22:57:09,473 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:22:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6110, loss: 3.6110 +2025-04-30 22:57:52,279 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:21:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.3987, loss: 3.3987 +2025-04-30 22:58:35,066 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:21:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.4858, loss: 3.4858 +2025-04-30 22:59:17,859 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.4811, loss: 3.4811 +2025-04-30 22:59:41,229 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-04-30 23:01:07,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 23:01:07,321 - pyskl - INFO - +top1_acc 0.8278 +top5_acc 0.9793 +2025-04-30 23:01:07,379 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_18.pth was removed +2025-04-30 23:01:08,513 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-04-30 23:01:08,513 - pyskl - INFO - Best top1_acc is 0.8278 at 20 epoch. +2025-04-30 23:01:08,517 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8278, top5_acc: 0.9793 +2025-04-30 23:02:12,387 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:19:17, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.3225, loss: 3.3225 +2025-04-30 23:02:55,030 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:18:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.4870, loss: 3.4870 +2025-04-30 23:03:37,651 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:17:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3861, loss: 3.3861 +2025-04-30 23:04:20,514 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:17:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.4240, loss: 3.4240 +2025-04-30 23:05:03,480 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:16:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.3855, loss: 3.3855 +2025-04-30 23:05:46,241 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:15:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.3629, loss: 3.3629 +2025-04-30 23:06:28,923 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:15:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 3.4648, loss: 3.4648 +2025-04-30 23:07:11,812 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:14:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.4810, loss: 3.4810 +2025-04-30 23:07:54,566 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:13:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.3830, loss: 3.3830 +2025-04-30 23:08:37,366 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:12:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 3.5229, loss: 3.5229 +2025-04-30 23:09:20,121 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.5034, loss: 3.5034 +2025-04-30 23:10:02,897 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:11:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.5044, loss: 3.5044 +2025-04-30 23:10:45,627 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:10:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 3.4644, loss: 3.4644 +2025-04-30 23:11:28,354 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:10:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.4596, loss: 3.4596 +2025-04-30 23:12:11,125 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:09:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.4365, loss: 3.4365 +2025-04-30 23:12:53,832 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:08:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.5305, loss: 3.5305 +2025-04-30 23:13:36,650 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:07:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.4463, loss: 3.4463 +2025-04-30 23:14:19,458 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:07:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.4205, loss: 3.4205 +2025-04-30 23:15:02,102 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:06:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 3.4038, loss: 3.4038 +2025-04-30 23:15:44,800 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:05:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.3737, loss: 3.3737 +2025-04-30 23:16:27,662 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:05:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.4403, loss: 3.4403 +2025-04-30 23:17:10,402 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:04:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.5334, loss: 3.5334 +2025-04-30 23:17:53,326 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:03:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.4311, loss: 3.4311 +2025-04-30 23:18:16,698 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-04-30 23:19:42,949 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 23:19:43,025 - pyskl - INFO - +top1_acc 0.7668 +top5_acc 0.9655 +2025-04-30 23:19:43,029 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.7668, top5_acc: 0.9655 +2025-04-30 23:20:46,914 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:02:23, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.2853, loss: 3.2853 +2025-04-30 23:21:29,671 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:01:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.4626, loss: 3.4626 +2025-04-30 23:22:12,612 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:00:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.4715, loss: 3.4715 +2025-04-30 23:22:55,510 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.3809, loss: 3.3809 +2025-04-30 23:23:38,375 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 11:59:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 3.5403, loss: 3.5403 +2025-04-30 23:24:21,170 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 11:58:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 3.4293, loss: 3.4293 +2025-04-30 23:25:03,965 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 11:58:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.3687, loss: 3.3687 +2025-04-30 23:25:46,707 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 11:57:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.3554, loss: 3.3554 +2025-04-30 23:26:29,466 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 11:56:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.4721, loss: 3.4721 +2025-04-30 23:27:12,209 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 11:56:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.4833, loss: 3.4833 +2025-04-30 23:27:54,895 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 11:55:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.3214, loss: 3.3214 +2025-04-30 23:28:37,657 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 11:54:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9756, loss_cls: 3.3824, loss: 3.3824 +2025-04-30 23:29:20,707 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 11:53:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.4299, loss: 3.4299 +2025-04-30 23:30:03,520 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 11:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 3.4129, loss: 3.4129 +2025-04-30 23:30:46,362 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 11:52:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 3.5353, loss: 3.5353 +2025-04-30 23:31:29,220 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 11:51:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.4272, loss: 3.4272 +2025-04-30 23:32:11,980 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 11:51:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5723, loss: 3.5723 +2025-04-30 23:32:54,782 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 11:50:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.4593, loss: 3.4593 +2025-04-30 23:33:37,398 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 11:49:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.4246, loss: 3.4246 +2025-04-30 23:34:20,113 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 11:48:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.4510, loss: 3.4510 +2025-04-30 23:35:02,884 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 11:48:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.3307, loss: 3.3307 +2025-04-30 23:35:45,580 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 11:47:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.3138, loss: 3.3138 +2025-04-30 23:36:28,263 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 11:46:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.4104, loss: 3.4104 +2025-04-30 23:36:51,610 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-04-30 23:38:17,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 23:38:17,591 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9781 +2025-04-30 23:38:17,594 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8096, top5_acc: 0.9781 +2025-04-30 23:39:21,495 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 11:45:32, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 3.5074, loss: 3.5074 +2025-04-30 23:40:04,195 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 11:44:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.3634, loss: 3.3634 +2025-04-30 23:40:46,944 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 11:44:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.3868, loss: 3.3868 +2025-04-30 23:41:29,685 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 11:43:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 3.3364, loss: 3.3364 +2025-04-30 23:42:12,381 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 11:42:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.3584, loss: 3.3584 +2025-04-30 23:42:55,062 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 11:41:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.4338, loss: 3.4338 +2025-04-30 23:43:37,652 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 11:41:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.3670, loss: 3.3670 +2025-04-30 23:44:20,323 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 11:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.4214, loss: 3.4214 +2025-04-30 23:45:02,965 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 11:39:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.3824, loss: 3.3824 +2025-04-30 23:45:45,598 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 11:39:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.2925, loss: 3.2925 +2025-04-30 23:46:28,294 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 11:38:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.2936, loss: 3.2936 +2025-04-30 23:47:11,058 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 11:37:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.3720, loss: 3.3720 +2025-04-30 23:47:53,818 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 11:36:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.3110, loss: 3.3110 +2025-04-30 23:48:36,554 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 11:36:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.4409, loss: 3.4409 +2025-04-30 23:49:19,335 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 11:35:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.4536, loss: 3.4536 +2025-04-30 23:50:02,022 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 11:34:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.3899, loss: 3.3899 +2025-04-30 23:50:44,767 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 11:34:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.3582, loss: 3.3582 +2025-04-30 23:51:27,524 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 11:33:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.4679, loss: 3.4679 +2025-04-30 23:52:10,182 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 11:32:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.4116, loss: 3.4116 +2025-04-30 23:52:52,849 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 11:31:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.3463, loss: 3.3463 +2025-04-30 23:53:35,583 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 11:31:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.5057, loss: 3.5057 +2025-04-30 23:54:18,347 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 11:30:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9731, loss_cls: 3.4632, loss: 3.4632 +2025-04-30 23:55:01,175 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 11:29:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.5270, loss: 3.5270 +2025-04-30 23:55:24,654 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-04-30 23:56:50,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 23:56:50,565 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9734 +2025-04-30 23:56:50,568 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8101, top5_acc: 0.9734 +2025-04-30 23:57:54,387 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:28:32, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.2789, loss: 3.2789 +2025-04-30 23:58:37,171 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:27:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.3454, loss: 3.3454 +2025-04-30 23:59:19,996 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:27:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.4229, loss: 3.4229 +2025-05-01 00:00:02,709 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:26:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.3710, loss: 3.3710 +2025-05-01 00:00:45,403 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:25:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3112, loss: 3.3112 +2025-05-01 00:01:28,091 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:24:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9738, loss_cls: 3.3385, loss: 3.3385 +2025-05-01 00:02:10,545 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:24:13, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.4381, loss: 3.4381 +2025-05-01 00:02:53,265 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:23:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.3924, loss: 3.3924 +2025-05-01 00:03:36,003 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:22:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 3.2300, loss: 3.2300 +2025-05-01 00:04:18,806 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:22:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.2888, loss: 3.2888 +2025-05-01 00:05:01,743 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:21:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.3664, loss: 3.3664 +2025-05-01 00:05:44,650 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:20:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.2631, loss: 3.2631 +2025-05-01 00:06:27,490 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:19:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.3740, loss: 3.3740 +2025-05-01 00:07:10,440 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:19:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 3.5208, loss: 3.5208 +2025-05-01 00:07:53,233 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:18:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.3093, loss: 3.3093 +2025-05-01 00:08:36,027 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:17:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 3.4068, loss: 3.4068 +2025-05-01 00:09:18,886 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:17:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.3674, loss: 3.3674 +2025-05-01 00:10:01,830 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:16:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.3542, loss: 3.3542 +2025-05-01 00:10:44,670 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:15:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5095, loss: 3.5095 +2025-05-01 00:11:27,483 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:15:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.4335, loss: 3.4335 +2025-05-01 00:12:10,224 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:14:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.3859, loss: 3.3859 +2025-05-01 00:12:52,982 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:13:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.4496, loss: 3.4496 +2025-05-01 00:13:35,847 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:12:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.4316, loss: 3.4316 +2025-05-01 00:13:59,239 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-01 00:15:24,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 00:15:25,067 - pyskl - INFO - +top1_acc 0.7873 +top5_acc 0.9725 +2025-05-01 00:15:25,071 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.7873, top5_acc: 0.9725 +2025-05-01 00:16:28,845 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:11:42, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.3495, loss: 3.3495 +2025-05-01 00:17:11,559 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:10:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.2779, loss: 3.2779 +2025-05-01 00:17:54,322 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:10:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.4089, loss: 3.4089 +2025-05-01 00:18:37,195 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:09:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.2336, loss: 3.2336 +2025-05-01 00:19:20,024 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:08:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.3034, loss: 3.3034 +2025-05-01 00:20:02,853 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:08:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.3633, loss: 3.3633 +2025-05-01 00:20:45,626 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:07:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.4619, loss: 3.4619 +2025-05-01 00:21:28,381 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:06:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.3690, loss: 3.3690 +2025-05-01 00:22:11,081 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:06:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.3817, loss: 3.3817 +2025-05-01 00:22:53,798 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:05:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.3577, loss: 3.3577 +2025-05-01 00:23:36,617 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:04:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.3018, loss: 3.3018 +2025-05-01 00:24:19,377 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:03:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.3141, loss: 3.3141 +2025-05-01 00:25:02,228 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:03:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2797, loss: 3.2797 +2025-05-01 00:25:45,082 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:02:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 3.3042, loss: 3.3042 +2025-05-01 00:26:27,909 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:01:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.3080, loss: 3.3080 +2025-05-01 00:27:10,774 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:01:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4158, loss: 3.4158 +2025-05-01 00:27:53,550 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:00:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 3.2854, loss: 3.2854 +2025-05-01 00:28:36,370 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 10:59:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.4240, loss: 3.4240 +2025-05-01 00:29:19,419 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 10:58:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.3474, loss: 3.3474 +2025-05-01 00:30:02,303 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 10:58:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 3.4776, loss: 3.4776 +2025-05-01 00:30:45,052 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 10:57:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.2800, loss: 3.2800 +2025-05-01 00:31:27,807 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 10:56:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.4087, loss: 3.4087 +2025-05-01 00:32:10,662 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 10:56:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.3447, loss: 3.3447 +2025-05-01 00:32:34,083 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-01 00:34:01,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 00:34:01,417 - pyskl - INFO - +top1_acc 0.7818 +top5_acc 0.9720 +2025-05-01 00:34:01,420 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.7818, top5_acc: 0.9720 +2025-05-01 00:35:05,467 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 10:54:56, time: 0.640, data_time: 0.214, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.2295, loss: 3.2295 +2025-05-01 00:35:48,165 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 10:54:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.2933, loss: 3.2933 +2025-05-01 00:36:30,889 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 10:53:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.3710, loss: 3.3710 +2025-05-01 00:37:13,603 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 10:52:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.3678, loss: 3.3678 +2025-05-01 00:37:56,342 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 10:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.3373, loss: 3.3373 +2025-05-01 00:38:38,882 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 10:51:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.4608, loss: 3.4608 +2025-05-01 00:39:21,126 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 10:50:35, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.4240, loss: 3.4240 +2025-05-01 00:40:03,624 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 10:49:51, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.2234, loss: 3.2234 +2025-05-01 00:40:46,376 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 10:49:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.4229, loss: 3.4229 +2025-05-01 00:41:29,043 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 10:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.3197, loss: 3.3197 +2025-05-01 00:42:11,916 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 10:47:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.4398, loss: 3.4398 +2025-05-01 00:42:54,736 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 10:47:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2873, loss: 3.2873 +2025-05-01 00:43:37,261 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 10:46:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.3252, loss: 3.3252 +2025-05-01 00:44:20,053 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 10:45:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.2674, loss: 3.2674 +2025-05-01 00:45:02,778 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 10:44:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 3.3036, loss: 3.3036 +2025-05-01 00:45:45,483 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 10:44:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.4172, loss: 3.4172 +2025-05-01 00:46:28,209 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 10:43:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2471, loss: 3.2471 +2025-05-01 00:47:11,121 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 10:42:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.3495, loss: 3.3495 +2025-05-01 00:47:54,042 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 10:42:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.3961, loss: 3.3961 +2025-05-01 00:48:36,826 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 10:41:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.2654, loss: 3.2654 +2025-05-01 00:49:19,655 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 10:40:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.3923, loss: 3.3923 +2025-05-01 00:50:02,439 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 10:39:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 3.3237, loss: 3.3237 +2025-05-01 00:50:45,213 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 10:39:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.2584, loss: 3.2584 +2025-05-01 00:51:08,620 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-01 00:52:34,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 00:52:34,698 - pyskl - INFO - +top1_acc 0.8409 +top5_acc 0.9819 +2025-05-01 00:52:34,753 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_20.pth was removed +2025-05-01 00:52:35,827 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-05-01 00:52:35,827 - pyskl - INFO - Best top1_acc is 0.8409 at 26 epoch. +2025-05-01 00:52:35,830 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8409, top5_acc: 0.9819 +2025-05-01 00:53:39,462 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 10:37:58, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2154, loss: 3.2154 +2025-05-01 00:54:22,246 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 10:37:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.2495, loss: 3.2495 +2025-05-01 00:55:05,151 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 10:36:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 3.2333, loss: 3.2333 +2025-05-01 00:55:47,859 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 10:35:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.3984, loss: 3.3984 +2025-05-01 00:56:30,735 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 10:35:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9788, loss_cls: 3.3179, loss: 3.3179 +2025-05-01 00:57:13,570 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 10:34:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.3621, loss: 3.3621 +2025-05-01 00:57:56,349 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 10:33:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.3915, loss: 3.3915 +2025-05-01 00:58:39,222 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 10:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.3039, loss: 3.3039 +2025-05-01 00:59:22,019 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 10:32:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.3121, loss: 3.3121 +2025-05-01 01:00:04,850 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 10:31:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3836, loss: 3.3836 +2025-05-01 01:00:47,734 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 10:30:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9800, loss_cls: 3.3994, loss: 3.3994 +2025-05-01 01:01:30,570 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 10:30:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.3286, loss: 3.3286 +2025-05-01 01:02:13,462 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:29:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2136, loss: 3.2136 +2025-05-01 01:02:56,331 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:28:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2585, loss: 3.2585 +2025-05-01 01:03:39,185 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:28:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.3617, loss: 3.3617 +2025-05-01 01:04:22,075 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:27:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 3.3735, loss: 3.3735 +2025-05-01 01:05:04,917 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:26:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.4392, loss: 3.4392 +2025-05-01 01:05:47,691 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:25:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.3149, loss: 3.3149 +2025-05-01 01:06:30,389 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.2427, loss: 3.2427 +2025-05-01 01:07:13,413 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:24:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.3265, loss: 3.3265 +2025-05-01 01:07:56,395 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:23:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.2376, loss: 3.2376 +2025-05-01 01:08:39,365 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.4078, loss: 3.4078 +2025-05-01 01:09:22,222 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:22:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.3922, loss: 3.3922 +2025-05-01 01:09:45,549 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-01 01:11:11,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 01:11:11,755 - pyskl - INFO - +top1_acc 0.7932 +top5_acc 0.9771 +2025-05-01 01:11:11,759 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.7932, top5_acc: 0.9771 +2025-05-01 01:12:15,602 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:21:15, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1765, loss: 3.1765 +2025-05-01 01:12:58,247 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:20:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2616, loss: 3.2616 +2025-05-01 01:13:40,940 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:19:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.2508, loss: 3.2508 +2025-05-01 01:14:23,711 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:19:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.2816, loss: 3.2816 +2025-05-01 01:15:06,458 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:18:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.3358, loss: 3.3358 +2025-05-01 01:15:49,296 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:17:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.3231, loss: 3.3231 +2025-05-01 01:16:32,079 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:16:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.2993, loss: 3.2993 +2025-05-01 01:17:14,883 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:16:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.2998, loss: 3.2998 +2025-05-01 01:17:57,614 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:15:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2225, loss: 3.2225 +2025-05-01 01:18:40,338 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:14:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.3447, loss: 3.3447 +2025-05-01 01:19:23,025 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:14:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.3928, loss: 3.3928 +2025-05-01 01:20:05,701 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:13:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.3714, loss: 3.3714 +2025-05-01 01:20:48,419 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:12:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.2950, loss: 3.2950 +2025-05-01 01:21:31,108 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:11:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9812, loss_cls: 3.3221, loss: 3.3221 +2025-05-01 01:22:13,921 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.4435, loss: 3.4435 +2025-05-01 01:22:56,743 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:10:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.2730, loss: 3.2730 +2025-05-01 01:23:39,568 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:09:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.3154, loss: 3.3154 +2025-05-01 01:24:22,316 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:09:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.4691, loss: 3.4691 +2025-05-01 01:25:05,001 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:08:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.3431, loss: 3.3431 +2025-05-01 01:25:47,783 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:07:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.5068, loss: 3.5068 +2025-05-01 01:26:30,595 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.2380, loss: 3.2380 +2025-05-01 01:27:13,356 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:06:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 3.3061, loss: 3.3061 +2025-05-01 01:27:56,238 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:05:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.1566, loss: 3.1566 +2025-05-01 01:28:19,586 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-01 01:29:46,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 01:29:46,546 - pyskl - INFO - +top1_acc 0.7606 +top5_acc 0.9650 +2025-05-01 01:29:46,549 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.7606, top5_acc: 0.9650 +2025-05-01 01:30:50,423 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:04:24, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.3482, loss: 3.3482 +2025-05-01 01:31:33,262 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:03:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 3.3214, loss: 3.3214 +2025-05-01 01:32:16,071 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:02:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.3908, loss: 3.3908 +2025-05-01 01:32:58,836 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:02:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.2809, loss: 3.2809 +2025-05-01 01:33:41,742 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:01:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 3.3264, loss: 3.3264 +2025-05-01 01:34:24,543 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:00:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.2865, loss: 3.2865 +2025-05-01 01:35:07,323 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:00:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.2583, loss: 3.2583 +2025-05-01 01:35:49,994 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 9:59:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.4288, loss: 3.4288 +2025-05-01 01:36:32,735 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 9:58:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.2639, loss: 3.2639 +2025-05-01 01:37:15,751 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 9:58:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9788, loss_cls: 3.3391, loss: 3.3391 +2025-05-01 01:37:58,557 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 9:57:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.2273, loss: 3.2273 +2025-05-01 01:38:41,382 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 9:56:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.3927, loss: 3.3927 +2025-05-01 01:39:24,203 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 9:55:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9762, loss_cls: 3.3710, loss: 3.3710 +2025-05-01 01:40:07,027 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 9:55:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.3381, loss: 3.3381 +2025-05-01 01:40:49,884 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 9:54:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.3371, loss: 3.3371 +2025-05-01 01:41:32,671 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 9:53:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.2073, loss: 3.2073 +2025-05-01 01:42:15,371 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 9:53:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3834, loss: 3.3834 +2025-05-01 01:42:58,001 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 9:52:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.2972, loss: 3.2972 +2025-05-01 01:43:40,667 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 9:51:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.3993, loss: 3.3993 +2025-05-01 01:44:23,415 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 9:50:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.2657, loss: 3.2657 +2025-05-01 01:45:06,192 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 9:50:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.2969, loss: 3.2969 +2025-05-01 01:45:49,165 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 9:49:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2100, loss: 3.2100 +2025-05-01 01:46:31,936 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 9:48:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3154, loss: 3.3154 +2025-05-01 01:46:55,350 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-01 01:48:21,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 01:48:21,911 - pyskl - INFO - +top1_acc 0.8364 +top5_acc 0.9785 +2025-05-01 01:48:21,914 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8364, top5_acc: 0.9785 +2025-05-01 01:49:25,598 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 9:47:35, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 3.1646, loss: 3.1646 +2025-05-01 01:50:08,285 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 9:46:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.2568, loss: 3.2568 +2025-05-01 01:50:51,034 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 9:46:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.2944, loss: 3.2944 +2025-05-01 01:51:33,871 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 9:45:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.4217, loss: 3.4217 +2025-05-01 01:52:16,699 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 9:44:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3073, loss: 3.3073 +2025-05-01 01:52:59,494 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 9:44:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.1658, loss: 3.1658 +2025-05-01 01:53:42,213 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 9:43:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.2379, loss: 3.2379 +2025-05-01 01:54:24,976 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 9:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.3615, loss: 3.3615 +2025-05-01 01:55:07,759 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 9:41:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.2955, loss: 3.2955 +2025-05-01 01:55:50,529 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 9:41:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.1518, loss: 3.1518 +2025-05-01 01:56:33,299 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 9:40:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.3972, loss: 3.3972 +2025-05-01 01:57:16,074 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 9:39:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.3497, loss: 3.3497 +2025-05-01 01:57:58,830 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 9:39:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.1759, loss: 3.1759 +2025-05-01 01:58:41,563 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 9:38:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.2057, loss: 3.2057 +2025-05-01 01:59:24,292 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 9:37:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.3396, loss: 3.3396 +2025-05-01 02:00:07,016 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 9:36:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.3710, loss: 3.3710 +2025-05-01 02:00:49,787 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 9:36:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.3411, loss: 3.3411 +2025-05-01 02:01:32,556 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 9:35:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.3824, loss: 3.3824 +2025-05-01 02:02:15,343 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 9:34:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.2407, loss: 3.2407 +2025-05-01 02:02:58,067 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 9:34:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9788, loss_cls: 3.2433, loss: 3.2433 +2025-05-01 02:03:40,882 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 9:33:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.3775, loss: 3.3775 +2025-05-01 02:04:23,872 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 9:32:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.2949, loss: 3.2949 +2025-05-01 02:05:06,898 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 9:31:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.3085, loss: 3.3085 +2025-05-01 02:05:30,400 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-01 02:06:56,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 02:06:56,592 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9789 +2025-05-01 02:06:56,596 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8294, top5_acc: 0.9789 +2025-05-01 02:08:00,812 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:30:48, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 3.2308, loss: 3.2308 +2025-05-01 02:08:43,635 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:30:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.3081, loss: 3.3081 +2025-05-01 02:09:26,491 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:29:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.2872, loss: 3.2872 +2025-05-01 02:10:09,427 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:28:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.2919, loss: 3.2919 +2025-05-01 02:10:52,155 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:27:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9981, loss: 2.9981 +2025-05-01 02:11:35,000 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:27:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.2258, loss: 3.2258 +2025-05-01 02:12:17,857 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:26:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.1041, loss: 3.1041 +2025-05-01 02:13:00,607 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:25:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.3442, loss: 3.3442 +2025-05-01 02:13:43,472 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:25:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9825, loss_cls: 3.2804, loss: 3.2804 +2025-05-01 02:14:26,246 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:24:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.0630, loss: 3.0630 +2025-05-01 02:15:08,832 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:23:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.2619, loss: 3.2619 +2025-05-01 02:15:51,392 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:23:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.2095, loss: 3.2095 +2025-05-01 02:16:34,019 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:22:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.2957, loss: 3.2957 +2025-05-01 02:17:16,696 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:21:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.3501, loss: 3.3501 +2025-05-01 02:17:59,332 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:20:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 3.2562, loss: 3.2562 +2025-05-01 02:18:41,992 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:20:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.1976, loss: 3.1976 +2025-05-01 02:19:24,710 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:19:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.3605, loss: 3.3605 +2025-05-01 02:20:07,356 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:18:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 3.3815, loss: 3.3815 +2025-05-01 02:20:49,989 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:17:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.1371, loss: 3.1371 +2025-05-01 02:21:32,757 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:17:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.2600, loss: 3.2600 +2025-05-01 02:22:15,382 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:16:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.2740, loss: 3.2740 +2025-05-01 02:22:58,123 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:15:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.3895, loss: 3.3895 +2025-05-01 02:23:40,898 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:15:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.3721, loss: 3.3721 +2025-05-01 02:24:04,194 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-01 02:25:30,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 02:25:30,210 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9807 +2025-05-01 02:25:30,214 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8275, top5_acc: 0.9807 +2025-05-01 02:26:34,147 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:13:56, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.1422, loss: 3.1422 +2025-05-01 02:27:16,843 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:13:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.2692, loss: 3.2692 +2025-05-01 02:27:59,529 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:12:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.1035, loss: 3.1035 +2025-05-01 02:28:42,158 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:11:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.2687, loss: 3.2687 +2025-05-01 02:29:24,790 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:11:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.2225, loss: 3.2225 +2025-05-01 02:30:07,406 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:10:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.3941, loss: 3.3941 +2025-05-01 02:30:50,091 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:09:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.3333, loss: 3.3333 +2025-05-01 02:31:32,724 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:08:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.2529, loss: 3.2529 +2025-05-01 02:32:15,360 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:08:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.3252, loss: 3.3252 +2025-05-01 02:32:58,175 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:07:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9750, loss_cls: 3.4093, loss: 3.4093 +2025-05-01 02:33:40,769 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:06:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.2752, loss: 3.2752 +2025-05-01 02:34:23,383 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:06:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.1595, loss: 3.1595 +2025-05-01 02:35:05,982 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:05:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.1332, loss: 3.1332 +2025-05-01 02:35:48,611 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:04:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.2709, loss: 3.2709 +2025-05-01 02:36:31,271 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:03:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.2260, loss: 3.2260 +2025-05-01 02:37:13,935 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:03:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.2730, loss: 3.2730 +2025-05-01 02:37:56,646 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:02:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 3.3805, loss: 3.3805 +2025-05-01 02:38:39,358 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:01:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.2473, loss: 3.2473 +2025-05-01 02:39:22,071 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:01:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.3223, loss: 3.3223 +2025-05-01 02:40:04,732 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:00:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 3.2753, loss: 3.2753 +2025-05-01 02:40:47,435 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 8:59:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.5207, loss: 3.5207 +2025-05-01 02:41:30,201 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 8:58:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.3500, loss: 3.3500 +2025-05-01 02:42:13,042 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 8:58:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.2699, loss: 3.2699 +2025-05-01 02:42:36,509 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-01 02:44:03,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 02:44:03,211 - pyskl - INFO - +top1_acc 0.7988 +top5_acc 0.9756 +2025-05-01 02:44:03,214 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.7988, top5_acc: 0.9756 +2025-05-01 02:45:06,891 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 8:56:59, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1836, loss: 3.1836 +2025-05-01 02:45:49,708 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 8:56:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.1440, loss: 3.1440 +2025-05-01 02:46:32,465 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 8:55:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.0711, loss: 3.0711 +2025-05-01 02:47:15,198 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 8:54:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.2259, loss: 3.2259 +2025-05-01 02:47:57,967 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 8:54:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.2228, loss: 3.2228 +2025-05-01 02:48:40,776 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 8:53:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9819, loss_cls: 3.1875, loss: 3.1875 +2025-05-01 02:49:23,615 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 8:52:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.2853, loss: 3.2853 +2025-05-01 02:50:06,430 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 8:52:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.3585, loss: 3.3585 +2025-05-01 02:50:49,471 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 8:51:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 3.3902, loss: 3.3902 +2025-05-01 02:51:32,394 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 8:50:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.2677, loss: 3.2677 +2025-05-01 02:52:15,148 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 8:49:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 3.0988, loss: 3.0988 +2025-05-01 02:52:57,947 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 8:49:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.2287, loss: 3.2287 +2025-05-01 02:53:40,703 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 8:48:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.2661, loss: 3.2661 +2025-05-01 02:54:23,390 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 8:47:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.2416, loss: 3.2416 +2025-05-01 02:55:06,025 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 8:47:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.3221, loss: 3.3221 +2025-05-01 02:55:48,715 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 8:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.1004, loss: 3.1004 +2025-05-01 02:56:31,587 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 8:45:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.2302, loss: 3.2302 +2025-05-01 02:57:14,502 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 8:44:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.2741, loss: 3.2741 +2025-05-01 02:57:57,275 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 8:44:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.1831, loss: 3.1831 +2025-05-01 02:58:40,080 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 8:43:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.3478, loss: 3.3478 +2025-05-01 02:59:23,046 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 8:42:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.2651, loss: 3.2651 +2025-05-01 03:00:05,903 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 8:42:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3083, loss: 3.3083 +2025-05-01 03:00:48,941 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 8:41:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.3256, loss: 3.3256 +2025-05-01 03:01:12,153 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-01 03:02:38,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 03:02:38,508 - pyskl - INFO - +top1_acc 0.8417 +top5_acc 0.9840 +2025-05-01 03:02:38,569 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_26.pth was removed +2025-05-01 03:02:39,645 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2025-05-01 03:02:39,645 - pyskl - INFO - Best top1_acc is 0.8417 at 33 epoch. +2025-05-01 03:02:39,648 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8417, top5_acc: 0.9840 +2025-05-01 03:03:43,651 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 8:40:15, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.2622, loss: 3.2622 +2025-05-01 03:04:26,350 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 8:39:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9831, loss_cls: 3.1682, loss: 3.1682 +2025-05-01 03:05:09,095 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 8:38:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0155, loss: 3.0155 +2025-05-01 03:05:51,872 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 8:38:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.3058, loss: 3.3058 +2025-05-01 03:06:34,811 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 8:37:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.1362, loss: 3.1362 +2025-05-01 03:07:17,623 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 8:36:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.3742, loss: 3.3742 +2025-05-01 03:08:00,433 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 8:35:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1833, loss: 3.1833 +2025-05-01 03:08:43,194 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 8:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.1604, loss: 3.1604 +2025-05-01 03:09:25,993 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 8:34:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.1706, loss: 3.1706 +2025-05-01 03:10:08,742 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 8:33:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.1932, loss: 3.1932 +2025-05-01 03:10:51,484 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 8:33:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1202, loss: 3.1202 +2025-05-01 03:11:34,286 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 8:32:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1439, loss: 3.1439 +2025-05-01 03:12:17,131 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:31:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.2301, loss: 3.2301 +2025-05-01 03:12:59,999 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:31:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1394, loss: 3.1394 +2025-05-01 03:13:42,830 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:30:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.3414, loss: 3.3414 +2025-05-01 03:14:25,609 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:29:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.2661, loss: 3.2661 +2025-05-01 03:15:08,549 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:28:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.1438, loss: 3.1438 +2025-05-01 03:15:51,362 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:28:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.2088, loss: 3.2088 +2025-05-01 03:16:34,209 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:27:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.1363, loss: 3.1363 +2025-05-01 03:17:17,267 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:26:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.2366, loss: 3.2366 +2025-05-01 03:18:00,002 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:26:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.3374, loss: 3.3374 +2025-05-01 03:18:42,799 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:25:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1847, loss: 3.1847 +2025-05-01 03:19:25,528 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:24:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.2581, loss: 3.2581 +2025-05-01 03:19:48,861 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-01 03:21:15,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 03:21:15,459 - pyskl - INFO - +top1_acc 0.7969 +top5_acc 0.9698 +2025-05-01 03:21:15,462 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.7969, top5_acc: 0.9698 +2025-05-01 03:22:20,328 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:23:33, time: 0.649, data_time: 0.219, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.1494, loss: 3.1494 +2025-05-01 03:23:03,026 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:22:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.1650, loss: 3.1650 +2025-05-01 03:23:45,719 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:22:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.1052, loss: 3.1052 +2025-05-01 03:24:28,381 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:21:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.2207, loss: 3.2207 +2025-05-01 03:25:11,123 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:20:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.3235, loss: 3.3235 +2025-05-01 03:25:53,815 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:19:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.1772, loss: 3.1772 +2025-05-01 03:26:36,489 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:19:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.1663, loss: 3.1663 +2025-05-01 03:27:19,199 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:18:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.0963, loss: 3.0963 +2025-05-01 03:28:01,924 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:17:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.2456, loss: 3.2456 +2025-05-01 03:28:44,621 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:17:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.2360, loss: 3.2360 +2025-05-01 03:29:27,339 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:16:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.2197, loss: 3.2197 +2025-05-01 03:30:10,123 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:15:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.4090, loss: 3.4090 +2025-05-01 03:30:52,852 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:14:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2456, loss: 3.2456 +2025-05-01 03:31:35,599 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:14:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 3.1207, loss: 3.1207 +2025-05-01 03:32:18,283 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:13:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2652, loss: 3.2652 +2025-05-01 03:33:01,095 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1555, loss: 3.1555 +2025-05-01 03:33:43,751 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:12:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 3.3053, loss: 3.3053 +2025-05-01 03:34:26,428 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:11:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.1743, loss: 3.1743 +2025-05-01 03:35:09,083 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:10:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.2588, loss: 3.2588 +2025-05-01 03:35:51,778 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:09:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.2526, loss: 3.2526 +2025-05-01 03:36:34,390 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:09:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.2717, loss: 3.2717 +2025-05-01 03:37:17,155 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:08:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9850, loss_cls: 3.0670, loss: 3.0670 +2025-05-01 03:37:59,839 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:07:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.2332, loss: 3.2332 +2025-05-01 03:38:23,110 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-01 03:39:50,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 03:39:50,357 - pyskl - INFO - +top1_acc 0.8229 +top5_acc 0.9751 +2025-05-01 03:39:50,361 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8229, top5_acc: 0.9751 +2025-05-01 03:40:54,516 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:06:40, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.0539, loss: 3.0539 +2025-05-01 03:41:37,534 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:05:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.1411, loss: 3.1411 +2025-05-01 03:42:20,246 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:05:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1231, loss: 3.1231 +2025-05-01 03:43:03,190 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:04:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.1067, loss: 3.1067 +2025-05-01 03:43:46,037 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:03:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.2213, loss: 3.2213 +2025-05-01 03:44:28,950 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:03:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.3542, loss: 3.3542 +2025-05-01 03:45:11,719 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:02:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.2357, loss: 3.2357 +2025-05-01 03:45:54,521 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:01:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.1992, loss: 3.1992 +2025-05-01 03:46:37,474 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:01:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.1666, loss: 3.1666 +2025-05-01 03:47:20,382 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:00:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.2075, loss: 3.2075 +2025-05-01 03:48:03,319 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 7:59:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.1826, loss: 3.1826 +2025-05-01 03:48:46,243 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 7:58:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1664, loss: 3.1664 +2025-05-01 03:49:29,012 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 7:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.1680, loss: 3.1680 +2025-05-01 03:50:11,807 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 7:57:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.3063, loss: 3.3063 +2025-05-01 03:50:54,387 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 7:56:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.2407, loss: 3.2407 +2025-05-01 03:51:37,146 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 7:56:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.2552, loss: 3.2552 +2025-05-01 03:52:19,891 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 7:55:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 3.1308, loss: 3.1308 +2025-05-01 03:53:02,770 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 7:54:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.1955, loss: 3.1955 +2025-05-01 03:53:45,578 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 7:53:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.1925, loss: 3.1925 +2025-05-01 03:54:28,366 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 7:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9781, loss_cls: 3.2312, loss: 3.2312 +2025-05-01 03:55:11,037 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 7:52:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 3.3301, loss: 3.3301 +2025-05-01 03:55:53,785 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 7:51:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 3.2449, loss: 3.2449 +2025-05-01 03:56:36,417 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 7:51:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.2339, loss: 3.2339 +2025-05-01 03:56:59,697 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-01 03:58:25,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 03:58:25,648 - pyskl - INFO - +top1_acc 0.8329 +top5_acc 0.9824 +2025-05-01 03:58:25,652 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8329, top5_acc: 0.9824 +2025-05-01 03:59:28,902 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 7:49:53, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.1346, loss: 3.1346 +2025-05-01 04:00:11,652 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 7:49:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.1617, loss: 3.1617 +2025-05-01 04:00:54,532 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 7:48:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 3.1000, loss: 3.1000 +2025-05-01 04:01:37,275 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 7:47:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.2960, loss: 3.2960 +2025-05-01 04:02:20,067 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 7:47:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0366, loss: 3.0366 +2025-05-01 04:03:02,883 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 7:46:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.2388, loss: 3.2388 +2025-05-01 04:03:45,706 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 7:45:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.1732, loss: 3.1732 +2025-05-01 04:04:28,519 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 7:44:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.2308, loss: 3.2308 +2025-05-01 04:05:11,302 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 7:44:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.1699, loss: 3.1699 +2025-05-01 04:05:54,143 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 7:43:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.0577, loss: 3.0577 +2025-05-01 04:06:36,915 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 7:42:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.1495, loss: 3.1495 +2025-05-01 04:07:19,730 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 7:42:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.4087, loss: 3.4087 +2025-05-01 04:08:02,317 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 7:41:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1541, loss: 3.1541 +2025-05-01 04:08:45,007 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 7:40:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.1501, loss: 3.1501 +2025-05-01 04:09:27,490 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 7:39:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.1251, loss: 3.1251 +2025-05-01 04:10:10,115 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 7:39:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.2238, loss: 3.2238 +2025-05-01 04:10:52,654 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 7:38:29, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.1991, loss: 3.1991 +2025-05-01 04:11:35,053 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 7:37:46, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.2043, loss: 3.2043 +2025-05-01 04:12:17,219 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 7:37:01, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.2119, loss: 3.2119 +2025-05-01 04:12:59,782 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 7:36:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.1688, loss: 3.1688 +2025-05-01 04:13:42,536 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 7:35:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.1700, loss: 3.1700 +2025-05-01 04:14:25,034 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 7:34:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.0559, loss: 3.0559 +2025-05-01 04:15:07,805 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 7:34:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 3.1529, loss: 3.1529 +2025-05-01 04:15:31,121 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-01 04:16:57,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 04:16:57,185 - pyskl - INFO - +top1_acc 0.7764 +top5_acc 0.9668 +2025-05-01 04:16:57,189 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.7764, top5_acc: 0.9668 +2025-05-01 04:18:00,880 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 7:32:59, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.1505, loss: 3.1505 +2025-05-01 04:18:43,727 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:32:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0865, loss: 3.0865 +2025-05-01 04:19:26,493 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:31:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.1985, loss: 3.1985 +2025-05-01 04:20:09,445 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:30:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1254, loss: 3.1254 +2025-05-01 04:20:52,347 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:30:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1264, loss: 3.1264 +2025-05-01 04:21:35,081 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:29:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 3.2548, loss: 3.2548 +2025-05-01 04:22:17,812 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:28:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.1434, loss: 3.1434 +2025-05-01 04:23:00,547 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:28:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.1282, loss: 3.1282 +2025-05-01 04:23:43,295 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1938, loss: 3.1938 +2025-05-01 04:24:26,247 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:26:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0681, loss: 3.0681 +2025-05-01 04:25:08,981 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.2720, loss: 3.2720 +2025-05-01 04:25:51,690 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:25:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 3.1634, loss: 3.1634 +2025-05-01 04:26:34,338 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:24:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.0679, loss: 3.0679 +2025-05-01 04:27:17,103 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:23:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.1760, loss: 3.1760 +2025-05-01 04:27:59,847 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:23:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 3.3313, loss: 3.3313 +2025-05-01 04:28:42,610 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:22:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.2841, loss: 3.2841 +2025-05-01 04:29:25,361 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:21:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1110, loss: 3.1110 +2025-05-01 04:30:08,157 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:20:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.1551, loss: 3.1551 +2025-05-01 04:30:50,846 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:20:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.1197, loss: 3.1197 +2025-05-01 04:31:33,625 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:19:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.2154, loss: 3.2154 +2025-05-01 04:32:16,329 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:18:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.1847, loss: 3.1847 +2025-05-01 04:32:59,110 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:18:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.0229, loss: 3.0229 +2025-05-01 04:33:41,846 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.2577, loss: 3.2577 +2025-05-01 04:34:05,242 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-01 04:35:31,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 04:35:31,146 - pyskl - INFO - +top1_acc 0.8466 +top5_acc 0.9823 +2025-05-01 04:35:31,209 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_33.pth was removed +2025-05-01 04:35:32,325 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-05-01 04:35:32,326 - pyskl - INFO - Best top1_acc is 0.8466 at 38 epoch. +2025-05-01 04:35:32,329 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8466, top5_acc: 0.9823 +2025-05-01 04:36:36,186 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:16:11, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.0204, loss: 3.0204 +2025-05-01 04:37:18,947 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:15:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.1567, loss: 3.1567 +2025-05-01 04:38:01,800 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 2.9743, loss: 2.9743 +2025-05-01 04:38:44,523 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:14:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.1064, loss: 3.1064 +2025-05-01 04:39:27,484 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:13:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.2917, loss: 3.2917 +2025-05-01 04:40:10,367 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:12:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.9928, loss: 2.9928 +2025-05-01 04:40:53,127 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:11:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 3.1410, loss: 3.1410 +2025-05-01 04:41:35,823 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:11:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.1479, loss: 3.1479 +2025-05-01 04:42:18,506 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:10:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0951, loss: 3.0951 +2025-05-01 04:43:01,234 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:09:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.2050, loss: 3.2050 +2025-05-01 04:43:43,903 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:09:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0754, loss: 3.0754 +2025-05-01 04:44:26,563 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:08:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0379, loss: 3.0379 +2025-05-01 04:45:09,274 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:07:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 3.1774, loss: 3.1774 +2025-05-01 04:45:51,889 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:06:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.1974, loss: 3.1974 +2025-05-01 04:46:34,534 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:06:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 3.0957, loss: 3.0957 +2025-05-01 04:47:17,202 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:05:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.2164, loss: 3.2164 +2025-05-01 04:47:59,920 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:04:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9831, loss_cls: 3.1340, loss: 3.1340 +2025-05-01 04:48:42,633 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:04:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.0775, loss: 3.0775 +2025-05-01 04:49:25,346 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:03:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.2662, loss: 3.2662 +2025-05-01 04:50:08,208 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:02:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.1574, loss: 3.1574 +2025-05-01 04:50:50,922 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:01:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.1277, loss: 3.1277 +2025-05-01 04:51:33,794 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:01:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1769, loss: 3.1769 +2025-05-01 04:52:16,590 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:00:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.1341, loss: 3.1341 +2025-05-01 04:52:39,898 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-01 04:54:05,572 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 04:54:05,646 - pyskl - INFO - +top1_acc 0.8312 +top5_acc 0.9804 +2025-05-01 04:54:05,649 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8312, top5_acc: 0.9804 +2025-05-01 04:55:09,237 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 6:59:21, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.1569, loss: 3.1569 +2025-05-01 04:55:51,988 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 6:58:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0266, loss: 3.0266 +2025-05-01 04:56:34,803 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 6:57:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 3.0347, loss: 3.0347 +2025-05-01 04:57:17,754 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 6:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.1788, loss: 3.1788 +2025-05-01 04:58:00,491 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 6:56:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 3.0664, loss: 3.0664 +2025-05-01 04:58:43,191 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 6:55:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 3.1816, loss: 3.1816 +2025-05-01 04:59:26,022 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 6:55:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.3055, loss: 3.3055 +2025-05-01 05:00:08,857 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 6:54:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.9520, loss: 2.9520 +2025-05-01 05:00:51,671 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 6:53:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1231, loss: 3.1231 +2025-05-01 05:01:34,387 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 6:52:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0805, loss: 3.0805 +2025-05-01 05:02:17,023 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 6:52:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0606, loss: 3.0606 +2025-05-01 05:02:59,718 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 6:51:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.2909, loss: 3.2909 +2025-05-01 05:03:42,288 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 6:50:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1419, loss: 3.1419 +2025-05-01 05:04:24,963 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 6:50:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0371, loss: 3.0371 +2025-05-01 05:05:07,618 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 6:49:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.1207, loss: 3.1207 +2025-05-01 05:05:50,273 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 6:48:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.1894, loss: 3.1894 +2025-05-01 05:06:33,008 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 6:47:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.1834, loss: 3.1834 +2025-05-01 05:07:15,730 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 6:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.1849, loss: 3.1849 +2025-05-01 05:07:58,522 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 6:46:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 3.1972, loss: 3.1972 +2025-05-01 05:08:41,646 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 6:45:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.2729, loss: 3.2729 +2025-05-01 05:09:24,414 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 6:45:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.3416, loss: 3.3416 +2025-05-01 05:10:07,195 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 6:44:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.2520, loss: 3.2520 +2025-05-01 05:10:50,018 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 6:43:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.0719, loss: 3.0719 +2025-05-01 05:11:13,406 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-01 05:12:39,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 05:12:39,580 - pyskl - INFO - +top1_acc 0.7992 +top5_acc 0.9698 +2025-05-01 05:12:39,584 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.7992, top5_acc: 0.9698 +2025-05-01 05:13:43,271 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 6:42:33, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.3045, loss: 3.3045 +2025-05-01 05:14:25,936 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 6:41:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.1065, loss: 3.1065 +2025-05-01 05:15:08,460 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 6:41:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.1526, loss: 3.1526 +2025-05-01 05:15:51,504 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 6:40:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0444, loss: 3.0444 +2025-05-01 05:16:34,234 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 6:39:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1064, loss: 3.1064 +2025-05-01 05:17:17,087 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 6:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.2695, loss: 3.2695 +2025-05-01 05:17:59,955 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 6:38:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.0503, loss: 3.0503 +2025-05-01 05:18:42,670 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 6:37:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.2155, loss: 3.2155 +2025-05-01 05:19:25,431 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 6:36:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 3.2082, loss: 3.2082 +2025-05-01 05:20:08,283 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 6:36:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0859, loss: 3.0859 +2025-05-01 05:20:51,052 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 6:35:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.0644, loss: 3.0644 +2025-05-01 05:21:33,810 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 6:34:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.1406, loss: 3.1406 +2025-05-01 05:22:16,587 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 6:34:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.1913, loss: 3.1913 +2025-05-01 05:22:59,391 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:33:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.1050, loss: 3.1050 +2025-05-01 05:23:42,159 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:32:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0891, loss: 3.0891 +2025-05-01 05:24:25,116 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:31:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.1696, loss: 3.1696 +2025-05-01 05:25:08,095 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:31:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1582, loss: 3.1582 +2025-05-01 05:25:50,998 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.2235, loss: 3.2235 +2025-05-01 05:26:33,862 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:29:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.0828, loss: 3.0828 +2025-05-01 05:27:16,671 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:29:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.0802, loss: 3.0802 +2025-05-01 05:27:59,429 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:28:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.0086, loss: 3.0086 +2025-05-01 05:28:42,280 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:27:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.1224, loss: 3.1224 +2025-05-01 05:29:25,013 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:26:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.1202, loss: 3.1202 +2025-05-01 05:29:48,379 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-01 05:31:14,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 05:31:14,975 - pyskl - INFO - +top1_acc 0.8176 +top5_acc 0.9799 +2025-05-01 05:31:14,979 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8176, top5_acc: 0.9799 +2025-05-01 05:32:19,068 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:25:49, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0080, loss: 3.0080 +2025-05-01 05:33:02,117 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:25:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.9622, loss: 2.9622 +2025-05-01 05:33:44,815 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:24:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.1425, loss: 3.1425 +2025-05-01 05:34:27,447 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:23:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.0966, loss: 3.0966 +2025-05-01 05:35:10,253 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:22:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.1348, loss: 3.1348 +2025-05-01 05:35:53,004 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:22:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.2425, loss: 3.2425 +2025-05-01 05:36:35,774 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:21:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 3.1563, loss: 3.1563 +2025-05-01 05:37:18,483 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:20:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.1692, loss: 3.1692 +2025-05-01 05:38:01,117 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:20:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.1171, loss: 3.1171 +2025-05-01 05:38:43,767 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:19:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.1421, loss: 3.1421 +2025-05-01 05:39:26,438 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:18:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2122, loss: 3.2122 +2025-05-01 05:40:09,150 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:17:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.1019, loss: 3.1019 +2025-05-01 05:40:51,839 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:17:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.0465, loss: 3.0465 +2025-05-01 05:41:34,602 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:16:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2010, loss: 3.2010 +2025-05-01 05:42:17,377 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:15:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.2331, loss: 3.2331 +2025-05-01 05:43:00,166 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:15:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0658, loss: 3.0658 +2025-05-01 05:43:42,857 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:14:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.0589, loss: 3.0589 +2025-05-01 05:44:25,608 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:13:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.1069, loss: 3.1069 +2025-05-01 05:45:08,379 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:13:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.2154, loss: 3.2154 +2025-05-01 05:45:51,377 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:12:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.2725, loss: 3.2725 +2025-05-01 05:46:34,284 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:11:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.2341, loss: 3.2341 +2025-05-01 05:47:16,986 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:10:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9806, loss_cls: 3.1459, loss: 3.1459 +2025-05-01 05:47:59,808 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:10:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1390, loss: 3.1390 +2025-05-01 05:48:23,145 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-01 05:49:49,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 05:49:49,341 - pyskl - INFO - +top1_acc 0.8130 +top5_acc 0.9750 +2025-05-01 05:49:49,345 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8130, top5_acc: 0.9750 +2025-05-01 05:50:53,403 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:09:02, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9748, loss: 2.9748 +2025-05-01 05:51:36,223 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:08:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.9122, loss: 2.9122 +2025-05-01 05:52:18,971 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:07:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9408, loss: 2.9408 +2025-05-01 05:53:01,682 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:06:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.0223, loss: 3.0223 +2025-05-01 05:53:44,414 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:06:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.0507, loss: 3.0507 +2025-05-01 05:54:27,227 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:05:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.2025, loss: 3.2025 +2025-05-01 05:55:09,886 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:04:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0565, loss: 3.0565 +2025-05-01 05:55:52,643 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:04:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2287, loss: 3.2287 +2025-05-01 05:56:35,308 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:03:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9806, loss_cls: 3.1793, loss: 3.1793 +2025-05-01 05:57:18,064 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:02:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.1117, loss: 3.1117 +2025-05-01 05:58:00,808 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:01:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 3.1729, loss: 3.1729 +2025-05-01 05:58:43,574 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:01:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.0028, loss: 3.0028 +2025-05-01 05:59:26,344 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:00:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9928, loss: 2.9928 +2025-05-01 06:00:08,940 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 5:59:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.1229, loss: 3.1229 +2025-05-01 06:00:51,531 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 5:59:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9812, loss_cls: 3.1752, loss: 3.1752 +2025-05-01 06:01:34,115 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 5:58:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1793, loss: 3.1793 +2025-05-01 06:02:16,661 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 5:57:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.1460, loss: 3.1460 +2025-05-01 06:02:59,304 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 5:56:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.2004, loss: 3.2004 +2025-05-01 06:03:41,967 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 5:56:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.1732, loss: 3.1732 +2025-05-01 06:04:24,703 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 5:55:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.2299, loss: 3.2299 +2025-05-01 06:05:07,518 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 5:54:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.1557, loss: 3.1557 +2025-05-01 06:05:50,259 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 5:54:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.0783, loss: 3.0783 +2025-05-01 06:06:33,126 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 5:53:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.0965, loss: 3.0965 +2025-05-01 06:06:56,380 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-01 06:08:22,122 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 06:08:22,198 - pyskl - INFO - +top1_acc 0.8329 +top5_acc 0.9809 +2025-05-01 06:08:22,201 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8329, top5_acc: 0.9809 +2025-05-01 06:09:25,685 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 5:52:11, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.0686, loss: 3.0686 +2025-05-01 06:10:08,395 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 5:51:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.1397, loss: 3.1397 +2025-05-01 06:10:51,128 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 5:50:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.0645, loss: 3.0645 +2025-05-01 06:11:33,841 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 5:50:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.1187, loss: 3.1187 +2025-05-01 06:12:16,615 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 5:49:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9850, loss_cls: 3.0265, loss: 3.0265 +2025-05-01 06:12:59,342 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 5:48:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.1381, loss: 3.1381 +2025-05-01 06:13:42,428 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 5:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.1849, loss: 3.1849 +2025-05-01 06:14:25,309 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 5:47:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0920, loss: 3.0920 +2025-05-01 06:15:08,154 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 5:46:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 3.0769, loss: 3.0769 +2025-05-01 06:15:50,895 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 5:45:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.0981, loss: 3.0981 +2025-05-01 06:16:33,605 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 5:45:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.1038, loss: 3.1038 +2025-05-01 06:17:16,323 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 5:44:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1402, loss: 3.1402 +2025-05-01 06:17:59,130 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 5:43:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9388, loss: 2.9388 +2025-05-01 06:18:41,931 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 5:42:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 2.9985, loss: 2.9985 +2025-05-01 06:19:24,762 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 5:42:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.0847, loss: 3.0847 +2025-05-01 06:20:07,467 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 5:41:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0661, loss: 3.0661 +2025-05-01 06:20:50,269 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 5:40:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.2235, loss: 3.2235 +2025-05-01 06:21:32,975 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 5:40:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.0297, loss: 3.0297 +2025-05-01 06:22:15,767 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 5:39:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.1058, loss: 3.1058 +2025-05-01 06:22:58,700 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 5:38:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.2367, loss: 3.2367 +2025-05-01 06:23:41,549 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 5:37:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.1322, loss: 3.1322 +2025-05-01 06:24:24,367 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 5:37:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.0904, loss: 3.0904 +2025-05-01 06:25:07,103 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 5:36:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.0905, loss: 3.0905 +2025-05-01 06:25:30,424 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-01 06:26:56,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 06:26:56,374 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9778 +2025-05-01 06:26:56,378 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.7893, top5_acc: 0.9778 +2025-05-01 06:28:00,658 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 5:35:26, time: 0.643, data_time: 0.216, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0601, loss: 3.0601 +2025-05-01 06:28:43,310 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 5:34:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0433, loss: 3.0433 +2025-05-01 06:29:26,037 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:34:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.0437, loss: 3.0437 +2025-05-01 06:30:08,804 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:33:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.8734, loss: 2.8734 +2025-05-01 06:30:51,437 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:32:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0751, loss: 3.0751 +2025-05-01 06:31:34,192 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:31:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.1322, loss: 3.1322 +2025-05-01 06:32:17,016 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:31:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 3.0381, loss: 3.0381 +2025-05-01 06:32:59,756 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.1408, loss: 3.1408 +2025-05-01 06:33:42,458 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:29:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.1653, loss: 3.1653 +2025-05-01 06:34:25,178 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0103, loss: 3.0103 +2025-05-01 06:35:07,954 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:28:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0080, loss: 3.0080 +2025-05-01 06:35:50,678 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:27:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.0589, loss: 3.0589 +2025-05-01 06:36:33,549 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:26:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.1724, loss: 3.1724 +2025-05-01 06:37:16,278 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:26:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.0368, loss: 3.0368 +2025-05-01 06:37:58,907 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:25:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 3.0561, loss: 3.0561 +2025-05-01 06:38:41,623 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:24:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.2273, loss: 3.2273 +2025-05-01 06:39:24,392 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:24:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9762, loss: 2.9762 +2025-05-01 06:40:07,337 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:23:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.0958, loss: 3.0958 +2025-05-01 06:40:50,098 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:22:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.0985, loss: 3.0985 +2025-05-01 06:41:32,927 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:21:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.2152, loss: 3.2152 +2025-05-01 06:42:15,724 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:21:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.0840, loss: 3.0840 +2025-05-01 06:42:58,741 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:20:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.0861, loss: 3.0861 +2025-05-01 06:43:41,516 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:19:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9862, loss_cls: 2.9990, loss: 2.9990 +2025-05-01 06:44:04,806 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-01 06:45:30,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 06:45:30,826 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9842 +2025-05-01 06:45:30,830 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8346, top5_acc: 0.9842 +2025-05-01 06:46:34,712 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:18:39, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.1007, loss: 3.1007 +2025-05-01 06:47:17,422 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:17:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8950, loss: 2.8950 +2025-05-01 06:48:00,259 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:17:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.0541, loss: 3.0541 +2025-05-01 06:48:43,007 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:16:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9780, loss: 2.9780 +2025-05-01 06:49:25,779 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:15:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.0437, loss: 3.0437 +2025-05-01 06:50:08,629 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:15:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.9800, loss: 2.9800 +2025-05-01 06:50:51,414 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:14:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 3.0591, loss: 3.0591 +2025-05-01 06:51:34,256 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:13:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0248, loss: 3.0248 +2025-05-01 06:52:17,335 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:12:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.0965, loss: 3.0965 +2025-05-01 06:53:00,370 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:12:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 2.9708, loss: 2.9708 +2025-05-01 06:53:43,134 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:11:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0804, loss: 3.0804 +2025-05-01 06:54:25,894 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:10:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.1367, loss: 3.1367 +2025-05-01 06:55:08,660 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:10:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9855, loss: 2.9855 +2025-05-01 06:55:51,398 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:09:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.0726, loss: 3.0726 +2025-05-01 06:56:33,993 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:08:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.1964, loss: 3.1964 +2025-05-01 06:57:16,610 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:08:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0577, loss: 3.0577 +2025-05-01 06:57:58,999 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:07:17, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.0807, loss: 3.0807 +2025-05-01 06:58:41,587 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:06:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0172, loss: 3.0172 +2025-05-01 06:59:24,196 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:05:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.1402, loss: 3.1402 +2025-05-01 07:00:06,886 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:05:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.9587, loss: 2.9587 +2025-05-01 07:00:49,755 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:04:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0459, loss: 3.0459 +2025-05-01 07:01:32,634 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:03:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.1753, loss: 3.1753 +2025-05-01 07:02:15,431 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:03:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0480, loss: 3.0480 +2025-05-01 07:02:38,792 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-01 07:04:04,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 07:04:04,788 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9701 +2025-05-01 07:04:04,791 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8049, top5_acc: 0.9701 +2025-05-01 07:05:08,859 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:01:53, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 2.8559, loss: 2.8559 +2025-05-01 07:05:51,407 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:01:09, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.9884, loss: 2.9884 +2025-05-01 07:06:34,014 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:00:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 2.9741, loss: 2.9741 +2025-05-01 07:07:16,697 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 4:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.1043, loss: 3.1043 +2025-05-01 07:07:59,539 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 4:59:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 2.9997, loss: 2.9997 +2025-05-01 07:08:42,319 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 4:58:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0877, loss: 3.0877 +2025-05-01 07:09:24,986 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 4:57:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.1653, loss: 3.1653 +2025-05-01 07:10:07,652 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 4:56:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0107, loss: 3.0107 +2025-05-01 07:10:50,383 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 4:56:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 3.0544, loss: 3.0544 +2025-05-01 07:11:33,111 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 4:55:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.0678, loss: 3.0678 +2025-05-01 07:12:15,866 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 4:54:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.0088, loss: 3.0088 +2025-05-01 07:12:58,671 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 4:54:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.1453, loss: 3.1453 +2025-05-01 07:13:41,298 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 4:53:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1928, loss: 3.1928 +2025-05-01 07:14:23,873 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 4:52:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.1027, loss: 3.1027 +2025-05-01 07:15:06,494 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 4:51:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.0268, loss: 3.0268 +2025-05-01 07:15:49,100 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 4:51:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 3.1849, loss: 3.1849 +2025-05-01 07:16:31,686 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 4:50:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.0313, loss: 3.0313 +2025-05-01 07:17:14,278 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 4:49:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.9323, loss: 2.9323 +2025-05-01 07:17:56,949 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 4:49:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 3.0779, loss: 3.0779 +2025-05-01 07:18:39,699 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 4:48:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2204, loss: 3.2204 +2025-05-01 07:19:22,558 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 4:47:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.9985, loss: 2.9985 +2025-05-01 07:20:05,645 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 4:46:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.1486, loss: 3.1486 +2025-05-01 07:20:48,423 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 4:46:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.1274, loss: 3.1274 +2025-05-01 07:21:11,791 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-01 07:22:37,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 07:22:37,716 - pyskl - INFO - +top1_acc 0.8676 +top5_acc 0.9857 +2025-05-01 07:22:37,776 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_38.pth was removed +2025-05-01 07:22:38,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2025-05-01 07:22:38,921 - pyskl - INFO - Best top1_acc is 0.8676 at 47 epoch. +2025-05-01 07:22:38,924 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8676, top5_acc: 0.9857 +2025-05-01 07:23:42,881 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 4:45:03, time: 0.640, data_time: 0.214, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.8467, loss: 2.8467 +2025-05-01 07:24:25,542 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 4:44:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.9873, loss: 2.9873 +2025-05-01 07:25:08,239 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 4:43:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 2.9648, loss: 2.9648 +2025-05-01 07:25:50,914 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 4:42:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 2.9890, loss: 2.9890 +2025-05-01 07:26:33,726 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 4:42:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.9808, loss: 2.9808 +2025-05-01 07:27:16,508 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 4:41:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0058, loss: 3.0058 +2025-05-01 07:27:59,258 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 4:40:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0400, loss: 3.0400 +2025-05-01 07:28:42,073 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 4:40:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 3.0600, loss: 3.0600 +2025-05-01 07:29:24,855 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 4:39:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.1367, loss: 3.1367 +2025-05-01 07:30:07,683 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 4:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 2.9772, loss: 2.9772 +2025-05-01 07:30:50,410 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 4:37:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 2.9712, loss: 2.9712 +2025-05-01 07:31:33,179 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 4:37:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.0555, loss: 3.0555 +2025-05-01 07:32:15,957 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 4:36:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1044, loss: 3.1044 +2025-05-01 07:32:58,691 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 4:35:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0513, loss: 3.0513 +2025-05-01 07:33:41,439 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:35:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.1072, loss: 3.1072 +2025-05-01 07:34:24,175 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:34:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9645, loss: 2.9645 +2025-05-01 07:35:06,867 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:33:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.0916, loss: 3.0916 +2025-05-01 07:35:49,570 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:32:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.0039, loss: 3.0039 +2025-05-01 07:36:32,356 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:32:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 2.9882, loss: 2.9882 +2025-05-01 07:37:15,115 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:31:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.1697, loss: 3.1697 +2025-05-01 07:37:58,076 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:30:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.0314, loss: 3.0314 +2025-05-01 07:38:40,931 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:30:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.0366, loss: 3.0366 +2025-05-01 07:39:23,748 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:29:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.0755, loss: 3.0755 +2025-05-01 07:39:47,130 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-01 07:41:12,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 07:41:12,871 - pyskl - INFO - +top1_acc 0.8319 +top5_acc 0.9790 +2025-05-01 07:41:12,875 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8319, top5_acc: 0.9790 +2025-05-01 07:42:16,327 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:28:16, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.9242, loss: 2.9242 +2025-05-01 07:42:59,014 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:27:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 3.0065, loss: 3.0065 +2025-05-01 07:43:41,746 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:26:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 2.8540, loss: 2.8540 +2025-05-01 07:44:24,459 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:26:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9959, loss: 2.9959 +2025-05-01 07:45:07,228 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:25:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9527, loss: 2.9527 +2025-05-01 07:45:49,906 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:24:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.8466, loss: 2.8466 +2025-05-01 07:46:32,566 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:23:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8289, loss: 2.8289 +2025-05-01 07:47:15,241 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:23:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.0608, loss: 3.0608 +2025-05-01 07:47:57,874 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:22:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0476, loss: 3.0476 +2025-05-01 07:48:40,499 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:21:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.0756, loss: 3.0756 +2025-05-01 07:49:23,462 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:21:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0344, loss: 3.0344 +2025-05-01 07:50:06,181 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:20:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.0054, loss: 3.0054 +2025-05-01 07:50:48,932 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:19:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9831, loss_cls: 3.0648, loss: 3.0648 +2025-05-01 07:51:31,806 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:19:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.1303, loss: 3.1303 +2025-05-01 07:52:14,492 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:18:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.0523, loss: 3.0523 +2025-05-01 07:52:57,167 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:17:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9339, loss: 2.9339 +2025-05-01 07:53:39,859 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:16:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 2.9657, loss: 2.9657 +2025-05-01 07:54:22,574 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:16:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1629, loss: 3.1629 +2025-05-01 07:55:05,423 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:15:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9880, loss: 2.9880 +2025-05-01 07:55:48,204 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:14:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0535, loss: 3.0535 +2025-05-01 07:56:31,009 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:14:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 3.0671, loss: 3.0671 +2025-05-01 07:57:13,676 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:13:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0363, loss: 3.0363 +2025-05-01 07:57:56,228 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:12:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.0435, loss: 3.0435 +2025-05-01 07:58:19,518 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-01 07:59:45,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 07:59:45,605 - pyskl - INFO - +top1_acc 0.8437 +top5_acc 0.9840 +2025-05-01 07:59:45,609 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8437, top5_acc: 0.9840 +2025-05-01 08:00:49,302 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:11:27, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8931, loss: 2.8931 +2025-05-01 08:01:31,962 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:10:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.9568, loss: 2.9568 +2025-05-01 08:02:14,778 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:10:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.0135, loss: 3.0135 +2025-05-01 08:02:57,643 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:09:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9707, loss: 2.9707 +2025-05-01 08:03:40,435 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:08:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9961, loss: 2.9961 +2025-05-01 08:04:23,315 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:07:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 2.9988, loss: 2.9988 +2025-05-01 08:05:06,059 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:07:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8949, loss: 2.8949 +2025-05-01 08:05:48,798 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:06:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.0900, loss: 3.0900 +2025-05-01 08:06:31,625 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:05:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9890, loss: 2.9890 +2025-05-01 08:07:14,378 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:05:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0232, loss: 3.0232 +2025-05-01 08:07:57,127 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:04:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9471, loss: 2.9471 +2025-05-01 08:08:40,083 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:03:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.0880, loss: 3.0880 +2025-05-01 08:09:23,043 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 2.9824, loss: 2.9824 +2025-05-01 08:10:05,875 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:02:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0865, loss: 3.0865 +2025-05-01 08:10:48,660 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:01:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 3.0788, loss: 3.0788 +2025-05-01 08:11:31,330 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:00:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.1295, loss: 3.1295 +2025-05-01 08:12:14,046 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:00:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9815, loss: 2.9815 +2025-05-01 08:12:56,690 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 3:59:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.0341, loss: 3.0341 +2025-05-01 08:13:39,451 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 3:58:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.0564, loss: 3.0564 +2025-05-01 08:14:22,206 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 3:57:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0769, loss: 3.0769 +2025-05-01 08:15:05,075 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 3:57:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.0173, loss: 3.0173 +2025-05-01 08:15:47,818 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 3:56:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.0913, loss: 3.0913 +2025-05-01 08:16:30,625 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 3:55:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.9754, loss: 2.9754 +2025-05-01 08:16:53,970 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-01 08:18:20,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 08:18:20,143 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9804 +2025-05-01 08:18:20,147 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8468, top5_acc: 0.9804 +2025-05-01 08:19:23,815 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 3:54:41, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8985, loss: 2.8985 +2025-05-01 08:20:06,478 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 3:53:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 2.9970, loss: 2.9970 +2025-05-01 08:20:49,215 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 3:53:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9272, loss: 2.9272 +2025-05-01 08:21:31,888 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 3:52:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9862, loss_cls: 2.8748, loss: 2.8748 +2025-05-01 08:22:14,592 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 3:51:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9133, loss: 2.9133 +2025-05-01 08:22:57,013 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 3:51:07, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 3.0696, loss: 3.0696 +2025-05-01 08:23:39,740 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 3:50:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 2.9853, loss: 2.9853 +2025-05-01 08:24:22,439 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 3:49:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 2.9733, loss: 2.9733 +2025-05-01 08:25:05,195 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 3:48:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9862, loss: 2.9862 +2025-05-01 08:25:47,954 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 3:48:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.9515, loss: 2.9515 +2025-05-01 08:26:30,683 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 3:47:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9594, loss: 2.9594 +2025-05-01 08:27:13,470 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 3:46:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8783, loss: 2.8783 +2025-05-01 08:27:56,170 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 3:46:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0028, loss: 3.0028 +2025-05-01 08:28:38,858 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 3:45:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.0042, loss: 3.0042 +2025-05-01 08:29:21,650 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 3:44:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.9597, loss: 2.9597 +2025-05-01 08:30:04,478 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 3:44:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.9078, loss: 2.9078 +2025-05-01 08:30:47,232 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 3:43:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9350, loss: 2.9350 +2025-05-01 08:31:30,141 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 3:42:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 2.9833, loss: 2.9833 +2025-05-01 08:32:12,984 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 3:41:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.0990, loss: 3.0990 +2025-05-01 08:32:55,917 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 3:41:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 3.0013, loss: 3.0013 +2025-05-01 08:33:38,745 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 3:40:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.9584, loss: 2.9584 +2025-05-01 08:34:21,598 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 3:39:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9351, loss: 2.9351 +2025-05-01 08:35:04,464 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 3:39:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.0901, loss: 3.0901 +2025-05-01 08:35:27,859 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-01 08:36:53,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 08:36:53,643 - pyskl - INFO - +top1_acc 0.8392 +top5_acc 0.9834 +2025-05-01 08:36:53,646 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8392, top5_acc: 0.9834 +2025-05-01 08:37:57,399 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 3:37:54, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9365, loss: 2.9365 +2025-05-01 08:38:40,167 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 3:37:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9305, loss: 2.9305 +2025-05-01 08:39:22,809 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 3:36:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.9470, loss: 2.9470 +2025-05-01 08:40:05,586 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:35:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9683, loss: 2.9683 +2025-05-01 08:40:48,386 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:35:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9337, loss: 2.9337 +2025-05-01 08:41:31,049 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:34:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9997, loss: 2.9997 +2025-05-01 08:42:13,718 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:33:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.9551, loss: 2.9551 +2025-05-01 08:42:56,419 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:32:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9476, loss: 2.9476 +2025-05-01 08:43:39,227 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:32:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.9983, loss: 2.9983 +2025-05-01 08:44:21,963 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:31:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.9523, loss: 2.9523 +2025-05-01 08:45:04,578 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:30:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.9229, loss: 2.9229 +2025-05-01 08:45:47,311 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8297, loss: 2.8297 +2025-05-01 08:46:30,096 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:29:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.1280, loss: 3.1280 +2025-05-01 08:47:13,174 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:28:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0409, loss: 3.0409 +2025-05-01 08:47:56,032 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:27:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.0801, loss: 3.0801 +2025-05-01 08:48:38,811 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:27:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.9024, loss: 2.9024 +2025-05-01 08:49:21,453 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:26:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9782, loss: 2.9782 +2025-05-01 08:50:04,135 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:25:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0655, loss: 3.0655 +2025-05-01 08:50:46,831 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.0904, loss: 3.0904 +2025-05-01 08:51:29,562 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:24:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0250, loss: 3.0250 +2025-05-01 08:52:12,364 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:23:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0578, loss: 3.0578 +2025-05-01 08:52:55,139 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0270, loss: 3.0270 +2025-05-01 08:53:37,875 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:22:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.0141, loss: 3.0141 +2025-05-01 08:54:01,168 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-01 08:55:27,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 08:55:27,556 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9863 +2025-05-01 08:55:27,560 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8648, top5_acc: 0.9863 +2025-05-01 08:56:31,458 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:21:07, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8678, loss: 2.8678 +2025-05-01 08:57:14,124 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:20:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9188, loss: 2.9188 +2025-05-01 08:57:56,838 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:19:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9862, loss_cls: 2.9855, loss: 2.9855 +2025-05-01 08:58:39,578 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:18:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.0378, loss: 3.0378 +2025-05-01 08:59:22,200 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:18:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.9569, loss: 2.9569 +2025-05-01 09:00:04,884 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:17:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0355, loss: 3.0355 +2025-05-01 09:00:47,612 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:16:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9244, loss: 2.9244 +2025-05-01 09:01:30,385 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:16:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.0020, loss: 3.0020 +2025-05-01 09:02:13,066 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:15:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8544, loss: 2.8544 +2025-05-01 09:02:55,707 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:14:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9708, loss: 2.9708 +2025-05-01 09:03:38,378 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:14:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.9596, loss: 2.9596 +2025-05-01 09:04:21,063 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:13:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9624, loss: 2.9624 +2025-05-01 09:05:03,754 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:12:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9743, loss: 2.9743 +2025-05-01 09:05:46,591 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:11:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9088, loss: 2.9088 +2025-05-01 09:06:29,625 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:11:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.9834, loss: 2.9834 +2025-05-01 09:07:12,471 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:10:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9495, loss: 2.9495 +2025-05-01 09:07:55,170 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:09:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9494, loss: 2.9494 +2025-05-01 09:08:37,838 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:09:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.0269, loss: 3.0269 +2025-05-01 09:09:20,665 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:08:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9507, loss: 2.9507 +2025-05-01 09:10:03,464 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:07:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0020, loss: 3.0020 +2025-05-01 09:10:46,230 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:06:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9425, loss: 2.9425 +2025-05-01 09:11:29,003 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9856, loss_cls: 2.9143, loss: 2.9143 +2025-05-01 09:12:11,717 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:05:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.1357, loss: 3.1357 +2025-05-01 09:12:35,115 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-01 09:14:00,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 09:14:01,071 - pyskl - INFO - +top1_acc 0.8712 +top5_acc 0.9870 +2025-05-01 09:14:01,132 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_47.pth was removed +2025-05-01 09:14:02,252 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2025-05-01 09:14:02,253 - pyskl - INFO - Best top1_acc is 0.8712 at 53 epoch. +2025-05-01 09:14:02,256 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8712, top5_acc: 0.9870 +2025-05-01 09:15:05,715 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:04:19, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.6979, loss: 2.6979 +2025-05-01 09:15:48,318 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:03:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.8789, loss: 2.8789 +2025-05-01 09:16:31,192 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:02:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.9899, loss: 2.9899 +2025-05-01 09:17:14,131 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:02:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9403, loss: 2.9403 +2025-05-01 09:17:56,958 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:01:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 3.0038, loss: 3.0038 +2025-05-01 09:18:39,762 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:00:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9125, loss: 2.9125 +2025-05-01 09:19:22,619 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:00:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9710, loss: 2.9710 +2025-05-01 09:20:05,444 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 2:59:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.9828, loss: 2.9828 +2025-05-01 09:20:48,257 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 2:58:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8672, loss: 2.8672 +2025-05-01 09:21:31,125 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 2:57:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8297, loss: 2.8297 +2025-05-01 09:22:13,859 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 2:57:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0038, loss: 3.0038 +2025-05-01 09:22:56,601 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 2:56:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.9534, loss: 2.9534 +2025-05-01 09:23:39,392 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 2:55:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8722, loss: 2.8722 +2025-05-01 09:24:22,121 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 2:55:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.1387, loss: 3.1387 +2025-05-01 09:25:05,027 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 2:54:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.0132, loss: 3.0132 +2025-05-01 09:25:47,867 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 2:53:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.0529, loss: 3.0529 +2025-05-01 09:26:30,928 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 2:52:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9252, loss: 2.9252 +2025-05-01 09:27:13,676 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 2:52:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 2.9938, loss: 2.9938 +2025-05-01 09:27:56,430 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 2:51:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9237, loss: 2.9237 +2025-05-01 09:28:39,197 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 2:50:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8138, loss: 2.8138 +2025-05-01 09:29:22,019 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 2:50:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.0367, loss: 3.0367 +2025-05-01 09:30:04,823 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 2:49:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.0320, loss: 3.0320 +2025-05-01 09:30:47,585 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 2:48:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.0526, loss: 3.0526 +2025-05-01 09:31:10,921 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-01 09:32:36,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 09:32:36,965 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9806 +2025-05-01 09:32:36,969 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8453, top5_acc: 0.9806 +2025-05-01 09:33:40,617 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 2:47:35, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.0275, loss: 3.0275 +2025-05-01 09:34:23,379 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 2:46:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.8967, loss: 2.8967 +2025-05-01 09:35:06,138 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 2:46:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7801, loss: 2.7801 +2025-05-01 09:35:48,830 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 2:45:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.8788, loss: 2.8788 +2025-05-01 09:36:31,525 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 2:44:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 2.9355, loss: 2.9355 +2025-05-01 09:37:14,182 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 2:44:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.0255, loss: 3.0255 +2025-05-01 09:37:56,881 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 2:43:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 2.9592, loss: 2.9592 +2025-05-01 09:38:39,594 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 2:42:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9269, loss: 2.9269 +2025-05-01 09:39:22,359 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 2:41:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.9739, loss: 2.9739 +2025-05-01 09:40:05,132 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 2:41:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9597, loss: 2.9597 +2025-05-01 09:40:47,903 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 2:40:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8972, loss: 2.8972 +2025-05-01 09:41:30,731 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 2:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.8730, loss: 2.8730 +2025-05-01 09:42:13,699 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 2:39:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.9201, loss: 2.9201 +2025-05-01 09:42:56,654 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 2:38:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8796, loss: 2.8796 +2025-05-01 09:43:39,508 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 2:37:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.9201, loss: 2.9201 +2025-05-01 09:44:22,346 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 2:36:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0018, loss: 3.0018 +2025-05-01 09:45:05,308 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:36:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 2.9608, loss: 2.9608 +2025-05-01 09:45:48,090 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:35:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 2.9555, loss: 2.9555 +2025-05-01 09:46:30,916 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:34:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.9499, loss: 2.9499 +2025-05-01 09:47:13,750 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:34:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.9880, loss: 2.9880 +2025-05-01 09:47:56,687 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:33:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8946, loss: 2.8946 +2025-05-01 09:48:39,488 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:32:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 2.9939, loss: 2.9939 +2025-05-01 09:49:22,546 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:31:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9171, loss: 2.9171 +2025-05-01 09:49:46,055 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-01 09:51:12,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 09:51:12,269 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9853 +2025-05-01 09:51:12,273 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8587, top5_acc: 0.9853 +2025-05-01 09:52:16,331 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:30:51, time: 0.641, data_time: 0.214, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.7723, loss: 2.7723 +2025-05-01 09:52:59,123 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:30:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6987, loss: 2.6987 +2025-05-01 09:53:41,883 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:29:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8528, loss: 2.8528 +2025-05-01 09:54:24,728 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:28:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8442, loss: 2.8442 +2025-05-01 09:55:07,474 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:28:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9868, loss: 2.9868 +2025-05-01 09:55:50,254 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:27:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.9320, loss: 2.9320 +2025-05-01 09:56:32,969 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:26:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 2.9716, loss: 2.9716 +2025-05-01 09:57:15,778 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.8396, loss: 2.8396 +2025-05-01 09:57:58,543 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:25:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 2.9799, loss: 2.9799 +2025-05-01 09:58:41,271 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8270, loss: 2.8270 +2025-05-01 09:59:23,986 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:23:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 2.9345, loss: 2.9345 +2025-05-01 10:00:06,739 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:23:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9835, loss: 2.9835 +2025-05-01 10:00:49,467 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:22:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.0263, loss: 3.0263 +2025-05-01 10:01:32,251 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:21:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0304, loss: 3.0304 +2025-05-01 10:02:15,003 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:20:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0460, loss: 3.0460 +2025-05-01 10:02:57,747 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.9623, loss: 2.9623 +2025-05-01 10:03:40,609 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:19:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.8802, loss: 2.8802 +2025-05-01 10:04:23,449 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:18:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.0121, loss: 3.0121 +2025-05-01 10:05:06,255 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:18:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.9816, loss: 2.9816 +2025-05-01 10:05:49,092 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:17:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.0742, loss: 3.0742 +2025-05-01 10:06:32,068 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:16:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.8962, loss: 2.8962 +2025-05-01 10:07:14,874 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:15:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 3.0475, loss: 3.0475 +2025-05-01 10:07:57,666 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:15:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8359, loss: 2.8359 +2025-05-01 10:08:21,007 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-01 10:09:47,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 10:09:47,330 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9845 +2025-05-01 10:09:47,333 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8547, top5_acc: 0.9845 +2025-05-01 10:10:51,358 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:14:06, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.8417, loss: 2.8417 +2025-05-01 10:11:33,983 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:13:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.8500, loss: 2.8500 +2025-05-01 10:12:16,704 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:12:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8213, loss: 2.8213 +2025-05-01 10:12:59,474 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:11:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9875, loss_cls: 2.8841, loss: 2.8841 +2025-05-01 10:13:42,191 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:11:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9730, loss: 2.9730 +2025-05-01 10:14:25,004 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:10:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.8416, loss: 2.8416 +2025-05-01 10:15:07,744 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:09:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.8783, loss: 2.8783 +2025-05-01 10:15:50,498 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8910, loss: 2.8910 +2025-05-01 10:16:33,330 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:08:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.8909, loss: 2.8909 +2025-05-01 10:17:16,235 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:07:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.0640, loss: 3.0640 +2025-05-01 10:17:59,103 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:07:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8509, loss: 2.8509 +2025-05-01 10:18:41,966 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:06:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 2.9150, loss: 2.9150 +2025-05-01 10:19:24,763 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:05:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.9080, loss: 2.9080 +2025-05-01 10:20:07,586 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.8404, loss: 2.8404 +2025-05-01 10:20:50,522 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:04:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9286, loss: 2.9286 +2025-05-01 10:21:33,442 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:03:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 2.9467, loss: 2.9467 +2025-05-01 10:22:16,447 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:02:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9530, loss: 2.9530 +2025-05-01 10:22:59,290 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:02:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 2.9782, loss: 2.9782 +2025-05-01 10:23:42,185 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:01:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.9457, loss: 2.9457 +2025-05-01 10:24:25,059 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:00:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.8344, loss: 2.8344 +2025-05-01 10:25:07,798 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 1:59:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9856, loss_cls: 2.9652, loss: 2.9652 +2025-05-01 10:25:50,526 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 1:59:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.8679, loss: 2.8679 +2025-05-01 10:26:33,247 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 1:58:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9024, loss: 2.9024 +2025-05-01 10:26:56,604 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-01 10:28:22,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 10:28:22,478 - pyskl - INFO - +top1_acc 0.8598 +top5_acc 0.9857 +2025-05-01 10:28:22,482 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8598, top5_acc: 0.9857 +2025-05-01 10:29:26,503 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 1:57:22, time: 0.640, data_time: 0.214, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6748, loss: 2.6748 +2025-05-01 10:30:09,186 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 1:56:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.8299, loss: 2.8299 +2025-05-01 10:30:51,894 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 1:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8092, loss: 2.8092 +2025-05-01 10:31:34,575 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 1:55:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7911, loss: 2.7911 +2025-05-01 10:32:17,262 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 1:54:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.0042, loss: 3.0042 +2025-05-01 10:32:59,994 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 1:53:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.9209, loss: 2.9209 +2025-05-01 10:33:42,689 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 1:53:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.9344, loss: 2.9344 +2025-05-01 10:34:25,376 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 1:52:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.8345, loss: 2.8345 +2025-05-01 10:35:08,153 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 1:51:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.8384, loss: 2.8384 +2025-05-01 10:35:50,807 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 1:50:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8729, loss: 2.8729 +2025-05-01 10:36:33,473 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 1:50:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.8968, loss: 2.8968 +2025-05-01 10:37:16,134 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 1:49:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.9451, loss: 2.9451 +2025-05-01 10:37:58,648 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 1:48:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8393, loss: 2.8393 +2025-05-01 10:38:41,364 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 1:48:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 2.9611, loss: 2.9611 +2025-05-01 10:39:24,085 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 1:47:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 2.9187, loss: 2.9187 +2025-05-01 10:40:06,732 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 1:46:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9476, loss: 2.9476 +2025-05-01 10:40:49,408 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 1:45:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.8440, loss: 2.8440 +2025-05-01 10:41:32,383 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 1:45:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9267, loss: 2.9267 +2025-05-01 10:42:15,296 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 1:44:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9123, loss: 2.9123 +2025-05-01 10:42:58,134 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 1:43:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 2.9725, loss: 2.9725 +2025-05-01 10:43:40,911 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 1:43:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.9055, loss: 2.9055 +2025-05-01 10:44:23,643 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 1:42:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 2.9552, loss: 2.9552 +2025-05-01 10:45:06,319 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 1:41:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8644, loss: 2.8644 +2025-05-01 10:45:29,673 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-01 10:46:55,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 10:46:55,804 - pyskl - INFO - +top1_acc 0.8350 +top5_acc 0.9834 +2025-05-01 10:46:55,807 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8350, top5_acc: 0.9834 +2025-05-01 10:47:59,922 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 1:40:35, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6961, loss: 2.6961 +2025-05-01 10:48:42,609 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 1:39:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7646, loss: 2.7646 +2025-05-01 10:49:25,381 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 1:39:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.9433, loss: 2.9433 +2025-05-01 10:50:08,026 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 1:38:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.8453, loss: 2.8453 +2025-05-01 10:50:50,667 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:37:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0462, loss: 3.0462 +2025-05-01 10:51:33,392 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:37:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.8599, loss: 2.8599 +2025-05-01 10:52:16,247 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:36:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8711, loss: 2.8711 +2025-05-01 10:52:59,112 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:35:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8702, loss: 2.8702 +2025-05-01 10:53:41,840 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:34:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8089, loss: 2.8089 +2025-05-01 10:54:24,684 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:34:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.9711, loss: 2.9711 +2025-05-01 10:55:07,601 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:33:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9829, loss: 2.9829 +2025-05-01 10:55:50,498 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:32:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8269, loss: 2.8269 +2025-05-01 10:56:33,351 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:32:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.8787, loss: 2.8787 +2025-05-01 10:57:16,219 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:31:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8778, loss: 2.8778 +2025-05-01 10:57:59,198 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:30:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.8874, loss: 2.8874 +2025-05-01 10:58:42,007 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:29:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 2.8245, loss: 2.8245 +2025-05-01 10:59:24,756 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:29:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.8051, loss: 2.8051 +2025-05-01 11:00:07,665 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:28:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7937, loss: 2.7937 +2025-05-01 11:00:50,579 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8875, loss: 2.8875 +2025-05-01 11:01:33,534 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:27:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9282, loss: 2.9282 +2025-05-01 11:02:16,414 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:26:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9175, loss: 2.9175 +2025-05-01 11:02:59,251 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:25:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 2.9688, loss: 2.9688 +2025-05-01 11:03:42,015 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:24:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.0455, loss: 3.0455 +2025-05-01 11:04:05,350 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-01 11:05:31,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 11:05:31,478 - pyskl - INFO - +top1_acc 0.8330 +top5_acc 0.9724 +2025-05-01 11:05:31,482 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8330, top5_acc: 0.9724 +2025-05-01 11:06:35,121 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:23:50, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.7650, loss: 2.7650 +2025-05-01 11:07:17,826 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:23:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.7306, loss: 2.7306 +2025-05-01 11:08:00,641 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:22:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7428, loss: 2.7428 +2025-05-01 11:08:43,327 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:21:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.8462, loss: 2.8462 +2025-05-01 11:09:26,039 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:20:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.8471, loss: 2.8471 +2025-05-01 11:10:08,850 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:20:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8906, loss: 2.8906 +2025-05-01 11:10:51,539 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:19:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8927, loss: 2.8927 +2025-05-01 11:11:34,277 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:18:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9900, loss_cls: 2.7811, loss: 2.7811 +2025-05-01 11:12:17,104 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:18:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.9027, loss: 2.9027 +2025-05-01 11:12:59,830 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:17:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7309, loss: 2.7309 +2025-05-01 11:13:42,527 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:16:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8362, loss: 2.8362 +2025-05-01 11:14:25,306 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:16:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9236, loss: 2.9236 +2025-05-01 11:15:08,088 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:15:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7239, loss: 2.7239 +2025-05-01 11:15:50,958 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:14:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8594, loss: 2.8594 +2025-05-01 11:16:33,712 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:13:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.7927, loss: 2.7927 +2025-05-01 11:17:16,545 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:13:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.9506, loss: 2.9506 +2025-05-01 11:17:59,281 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:12:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8703, loss: 2.8703 +2025-05-01 11:18:42,087 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:11:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.8500, loss: 2.8500 +2025-05-01 11:19:24,805 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:11:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.7467, loss: 2.7467 +2025-05-01 11:20:07,565 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:10:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9476, loss: 2.9476 +2025-05-01 11:20:50,277 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.9599, loss: 2.9599 +2025-05-01 11:21:33,040 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:08:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.8868, loss: 2.8868 +2025-05-01 11:22:15,833 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:08:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 2.9548, loss: 2.9548 +2025-05-01 11:22:39,113 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-01 11:24:04,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 11:24:04,859 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9857 +2025-05-01 11:24:04,863 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8650, top5_acc: 0.9857 +2025-05-01 11:25:08,999 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:07:05, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6914, loss: 2.6914 +2025-05-01 11:25:51,651 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:06:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7315, loss: 2.7315 +2025-05-01 11:26:34,456 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:05:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.7833, loss: 2.7833 +2025-05-01 11:27:17,352 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:04:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8336, loss: 2.8336 +2025-05-01 11:28:00,448 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:04:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8618, loss: 2.8618 +2025-05-01 11:28:43,159 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.8000, loss: 2.8000 +2025-05-01 11:29:25,828 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:02:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9276, loss: 2.9276 +2025-05-01 11:30:08,470 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:02:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.7396, loss: 2.7396 +2025-05-01 11:30:51,150 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:01:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 2.8412, loss: 2.8412 +2025-05-01 11:31:33,847 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:00:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.7488, loss: 2.7488 +2025-05-01 11:32:16,500 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 0:59:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.7829, loss: 2.7829 +2025-05-01 11:32:59,159 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 0:59:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.8766, loss: 2.8766 +2025-05-01 11:33:41,858 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 0:58:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9681, loss_cls: 2.9543, loss: 2.9543 +2025-05-01 11:34:24,498 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 0:57:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.6414, loss: 2.6414 +2025-05-01 11:35:07,167 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 0:57:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.7883, loss: 2.7883 +2025-05-01 11:35:49,823 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 0:56:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 2.9529, loss: 2.9529 +2025-05-01 11:36:32,415 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 0:55:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.8265, loss: 2.8265 +2025-05-01 11:37:15,227 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 0:54:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.8323, loss: 2.8323 +2025-05-01 11:37:57,976 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 0:54:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.9258, loss: 2.9258 +2025-05-01 11:38:40,991 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 0:53:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.7856, loss: 2.7856 +2025-05-01 11:39:23,879 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 0:52:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8973, loss: 2.8973 +2025-05-01 11:40:06,566 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 0:52:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.9279, loss: 2.9279 +2025-05-01 11:40:49,322 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 0:51:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8234, loss: 2.8234 +2025-05-01 11:41:12,634 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-01 11:42:38,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 11:42:38,757 - pyskl - INFO - +top1_acc 0.8104 +top5_acc 0.9740 +2025-05-01 11:42:38,761 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8104, top5_acc: 0.9740 +2025-05-01 11:43:42,550 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 0:50:18, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.8164, loss: 2.8164 +2025-05-01 11:44:25,163 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 0:49:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7366, loss: 2.7366 +2025-05-01 11:45:07,800 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 0:48:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7937, loss: 2.7937 +2025-05-01 11:45:50,479 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 0:48:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.7267, loss: 2.7267 +2025-05-01 11:46:33,175 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 0:47:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7740, loss: 2.7740 +2025-05-01 11:47:15,886 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 0:46:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8153, loss: 2.8153 +2025-05-01 11:47:58,582 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 0:46:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.8584, loss: 2.8584 +2025-05-01 11:48:41,260 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 0:45:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.8816, loss: 2.8816 +2025-05-01 11:49:23,958 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 0:44:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8497, loss: 2.8497 +2025-05-01 11:50:06,691 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 0:43:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7645, loss: 2.7645 +2025-05-01 11:50:49,322 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 0:43:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.8061, loss: 2.8061 +2025-05-01 11:51:32,027 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 0:42:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8346, loss: 2.8346 +2025-05-01 11:52:14,713 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 0:41:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8275, loss: 2.8275 +2025-05-01 11:52:57,462 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 0:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.8516, loss: 2.8516 +2025-05-01 11:53:40,203 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 0:40:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.7739, loss: 2.7739 +2025-05-01 11:54:22,874 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 0:39:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 2.9951, loss: 2.9951 +2025-05-01 11:55:05,662 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 0:38:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.8055, loss: 2.8055 +2025-05-01 11:55:48,475 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:38:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.7709, loss: 2.7709 +2025-05-01 11:56:31,405 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:37:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8852, loss: 2.8852 +2025-05-01 11:57:14,266 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8931, loss: 2.8931 +2025-05-01 11:57:57,098 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:36:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8560, loss: 2.8560 +2025-05-01 11:58:39,693 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:35:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.7917, loss: 2.7917 +2025-05-01 11:59:22,333 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:34:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.8286, loss: 2.8286 +2025-05-01 11:59:45,775 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-01 12:01:11,900 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 12:01:11,978 - pyskl - INFO - +top1_acc 0.8396 +top5_acc 0.9809 +2025-05-01 12:01:11,981 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8396, top5_acc: 0.9809 +2025-05-01 12:02:15,743 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:33:30, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7491, loss: 2.7491 +2025-05-01 12:02:58,375 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:32:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7139, loss: 2.7139 +2025-05-01 12:03:41,382 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:32:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.9159, loss: 2.9159 +2025-05-01 12:04:24,153 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:31:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8301, loss: 2.8301 +2025-05-01 12:05:06,886 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:30:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6776, loss: 2.6776 +2025-05-01 12:05:49,558 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:29:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.8202, loss: 2.8202 +2025-05-01 12:06:32,307 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:29:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7220, loss: 2.7220 +2025-05-01 12:07:15,102 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:28:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7274, loss: 2.7274 +2025-05-01 12:07:57,859 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:27:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7840, loss: 2.7840 +2025-05-01 12:08:40,611 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:27:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8302, loss: 2.8302 +2025-05-01 12:09:23,284 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:26:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8405, loss: 2.8405 +2025-05-01 12:10:05,870 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:25:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.8457, loss: 2.8457 +2025-05-01 12:10:48,576 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:24:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.7450, loss: 2.7450 +2025-05-01 12:11:31,333 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:24:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.9073, loss: 2.9073 +2025-05-01 12:12:14,090 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:23:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.7690, loss: 2.7690 +2025-05-01 12:12:56,800 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:22:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8202, loss: 2.8202 +2025-05-01 12:13:39,481 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:22:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.6688, loss: 2.6688 +2025-05-01 12:14:22,484 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:21:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8727, loss: 2.8727 +2025-05-01 12:15:05,351 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:20:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7941, loss: 2.7941 +2025-05-01 12:15:48,213 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:20:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 2.9638, loss: 2.9638 +2025-05-01 12:16:30,903 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:19:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.8223, loss: 2.8223 +2025-05-01 12:17:13,698 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:18:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.7628, loss: 2.7628 +2025-05-01 12:17:56,426 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:17:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.8494, loss: 2.8494 +2025-05-01 12:18:19,810 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-01 12:19:45,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 12:19:45,947 - pyskl - INFO - +top1_acc 0.8574 +top5_acc 0.9853 +2025-05-01 12:19:45,950 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8574, top5_acc: 0.9853 +2025-05-01 12:20:49,936 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:16:44, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.8044, loss: 2.8044 +2025-05-01 12:21:32,723 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:16:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6422, loss: 2.6422 +2025-05-01 12:22:15,317 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:15:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7259, loss: 2.7259 +2025-05-01 12:22:57,947 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:14:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7961, loss: 2.7961 +2025-05-01 12:23:40,579 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:13:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.7719, loss: 2.7719 +2025-05-01 12:24:23,265 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:13:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7925, loss: 2.7925 +2025-05-01 12:25:05,898 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:12:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.7797, loss: 2.7797 +2025-05-01 12:25:48,638 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:11:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7141, loss: 2.7141 +2025-05-01 12:26:31,294 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:11:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8187, loss: 2.8187 +2025-05-01 12:27:14,050 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:10:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.8088, loss: 2.8088 +2025-05-01 12:27:56,766 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.8144, loss: 2.8144 +2025-05-01 12:28:39,514 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:08:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.7613, loss: 2.7613 +2025-05-01 12:29:22,278 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:08:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.7308, loss: 2.7308 +2025-05-01 12:30:05,066 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:07:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8539, loss: 2.8539 +2025-05-01 12:30:47,846 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:06:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9875, loss_cls: 2.7438, loss: 2.7438 +2025-05-01 12:31:30,590 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:06:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7648, loss: 2.7648 +2025-05-01 12:32:13,395 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:05:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.8157, loss: 2.8157 +2025-05-01 12:32:56,106 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:04:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 2.7419, loss: 2.7419 +2025-05-01 12:33:38,907 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:03:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8343, loss: 2.8343 +2025-05-01 12:34:21,758 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:03:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.9368, loss: 2.9368 +2025-05-01 12:35:04,595 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:02:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.7790, loss: 2.7790 +2025-05-01 12:35:47,391 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9395, loss: 2.9395 +2025-05-01 12:36:30,281 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:01:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.7973, loss: 2.7973 +2025-05-01 12:36:53,601 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-01 12:38:19,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 12:38:19,999 - pyskl - INFO - +top1_acc 0.8550 +top5_acc 0.9856 +2025-05-01 12:38:20,003 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8550, top5_acc: 0.9856 +2025-05-01 12:39:23,726 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 23:59:58, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.7061, loss: 2.7061 +2025-05-01 12:40:06,358 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 23:59:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.6664, loss: 2.6664 +2025-05-01 12:40:48,971 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 23:58:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6760, loss: 2.6760 +2025-05-01 12:41:31,665 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 23:57:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.7154, loss: 2.7154 +2025-05-01 12:42:14,239 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 23:57:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8057, loss: 2.8057 +2025-05-01 12:42:56,862 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 23:56:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7118, loss: 2.7118 +2025-05-01 12:43:39,486 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 23:55:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.7144, loss: 2.7144 +2025-05-01 12:44:22,094 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 23:54:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7424, loss: 2.7424 +2025-05-01 12:45:04,836 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 23:54:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9002, loss: 2.9002 +2025-05-01 12:45:47,339 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 23:53:32, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8317, loss: 2.8317 +2025-05-01 12:46:30,088 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 23:52:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.8325, loss: 2.8325 +2025-05-01 12:47:12,884 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 23:52:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.6767, loss: 2.6767 +2025-05-01 12:47:55,671 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 23:51:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.7857, loss: 2.7857 +2025-05-01 12:48:38,318 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 23:50:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 2.9507, loss: 2.9507 +2025-05-01 12:49:21,023 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 23:49:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8184, loss: 2.8184 +2025-05-01 12:50:03,810 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 23:49:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8623, loss: 2.8623 +2025-05-01 12:50:46,557 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 23:48:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7512, loss: 2.7512 +2025-05-01 12:51:29,240 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 23:47:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.8034, loss: 2.8034 +2025-05-01 12:52:12,046 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 23:47:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7567, loss: 2.7567 +2025-05-01 12:52:54,904 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 23:46:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.6845, loss: 2.6845 +2025-05-01 12:53:37,530 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 23:45:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9869, loss_cls: 2.9241, loss: 2.9241 +2025-05-01 12:54:20,278 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 23:45:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.7513, loss: 2.7513 +2025-05-01 12:55:02,954 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 23:44:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6927, loss: 2.6927 +2025-05-01 12:55:26,362 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-01 12:56:53,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 12:56:53,082 - pyskl - INFO - +top1_acc 0.8604 +top5_acc 0.9849 +2025-05-01 12:56:53,086 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8604, top5_acc: 0.9849 +2025-05-01 12:57:56,759 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 23:43:10, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6410, loss: 2.6410 +2025-05-01 12:58:39,418 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 23:42:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.6754, loss: 2.6754 +2025-05-01 12:59:22,134 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 23:41:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.8529, loss: 2.8529 +2025-05-01 13:00:04,889 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 23:41:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.8424, loss: 2.8424 +2025-05-01 13:00:47,625 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 23:40:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.7036, loss: 2.7036 +2025-05-01 13:01:30,264 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 23:39:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.7209, loss: 2.7209 +2025-05-01 13:02:12,959 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:38:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7790, loss: 2.7790 +2025-05-01 13:02:55,579 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:38:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.9017, loss: 2.9017 +2025-05-01 13:03:38,333 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:37:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.7592, loss: 2.7592 +2025-05-01 13:04:21,082 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:36:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6654, loss: 2.6654 +2025-05-01 13:05:03,778 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:36:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7663, loss: 2.7663 +2025-05-01 13:05:46,538 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:35:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6522, loss: 2.6522 +2025-05-01 13:06:29,290 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:34:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6354, loss: 2.6354 +2025-05-01 13:07:11,902 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:33:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.7247, loss: 2.7247 +2025-05-01 13:07:54,461 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:33:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8683, loss: 2.8683 +2025-05-01 13:08:37,006 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:32:28, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7176, loss: 2.7176 +2025-05-01 13:09:19,669 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:31:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7447, loss: 2.7447 +2025-05-01 13:10:02,349 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:31:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.7211, loss: 2.7211 +2025-05-01 13:10:45,171 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:30:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7737, loss: 2.7737 +2025-05-01 13:11:27,914 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:29:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.7125, loss: 2.7125 +2025-05-01 13:12:10,673 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:28:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.8319, loss: 2.8319 +2025-05-01 13:12:53,362 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:28:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8165, loss: 2.8165 +2025-05-01 13:13:36,100 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:27:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.7417, loss: 2.7417 +2025-05-01 13:13:59,378 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-01 13:15:25,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 13:15:25,673 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9839 +2025-05-01 13:15:25,677 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8686, top5_acc: 0.9839 +2025-05-01 13:16:29,767 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:26:23, time: 0.641, data_time: 0.214, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.7552, loss: 2.7552 +2025-05-01 13:17:12,329 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:25:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6241, loss: 2.6241 +2025-05-01 13:17:55,041 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:24:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 2.6441, loss: 2.6441 +2025-05-01 13:18:37,798 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:24:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6094, loss: 2.6094 +2025-05-01 13:19:20,591 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:23:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7140, loss: 2.7140 +2025-05-01 13:20:03,362 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 2.7216, loss: 2.7216 +2025-05-01 13:20:46,082 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:22:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.8101, loss: 2.8101 +2025-05-01 13:21:28,902 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:21:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 2.8768, loss: 2.8768 +2025-05-01 13:22:11,667 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:20:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.6915, loss: 2.6915 +2025-05-01 13:22:54,463 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:19:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7414, loss: 2.7414 +2025-05-01 13:23:37,203 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:19:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.6814, loss: 2.6814 +2025-05-01 13:24:19,950 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:18:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6394, loss: 2.6394 +2025-05-01 13:25:02,598 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:17:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.8222, loss: 2.8222 +2025-05-01 13:25:45,378 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:17:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.8501, loss: 2.8501 +2025-05-01 13:26:28,155 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:16:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8539, loss: 2.8539 +2025-05-01 13:27:10,856 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:15:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6984, loss: 2.6984 +2025-05-01 13:27:53,650 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:15:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.6231, loss: 2.6231 +2025-05-01 13:28:36,358 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:14:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7227, loss: 2.7227 +2025-05-01 13:29:19,204 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:13:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8810, loss: 2.8810 +2025-05-01 13:30:02,021 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:12:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 2.7731, loss: 2.7731 +2025-05-01 13:30:45,032 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7651, loss: 2.7651 +2025-05-01 13:31:27,924 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:11:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6711, loss: 2.6711 +2025-05-01 13:32:10,791 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:10:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7551, loss: 2.7551 +2025-05-01 13:32:34,145 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-01 13:34:00,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 13:34:00,685 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9880 +2025-05-01 13:34:00,689 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8674, top5_acc: 0.9880 +2025-05-01 13:35:04,780 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:09:37, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5790, loss: 2.5790 +2025-05-01 13:35:47,762 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:08:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6572, loss: 2.6572 +2025-05-01 13:36:30,494 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:08:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7443, loss: 2.7443 +2025-05-01 13:37:13,227 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:07:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7498, loss: 2.7498 +2025-05-01 13:37:55,990 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:06:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6820, loss: 2.6820 +2025-05-01 13:38:38,774 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:06:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7545, loss: 2.7545 +2025-05-01 13:39:21,541 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:05:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6400, loss: 2.6400 +2025-05-01 13:40:04,411 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:04:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7780, loss: 2.7780 +2025-05-01 13:40:47,238 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:03:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.7917, loss: 2.7917 +2025-05-01 13:41:29,930 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:03:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 2.7826, loss: 2.7826 +2025-05-01 13:42:12,703 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:02:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7949, loss: 2.7949 +2025-05-01 13:42:55,435 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:01:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6630, loss: 2.6630 +2025-05-01 13:43:38,085 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:01:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8065, loss: 2.8065 +2025-05-01 13:44:20,766 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:00:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6043, loss: 2.6043 +2025-05-01 13:45:03,441 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 22:59:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.7379, loss: 2.7379 +2025-05-01 13:45:46,223 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 22:58:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.5950, loss: 2.5950 +2025-05-01 13:46:29,011 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 22:58:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.7341, loss: 2.7341 +2025-05-01 13:47:12,043 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 22:57:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6538, loss: 2.6538 +2025-05-01 13:47:55,046 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 22:56:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.6981, loss: 2.6981 +2025-05-01 13:48:37,923 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 22:56:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.8436, loss: 2.8436 +2025-05-01 13:49:20,735 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 22:55:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7268, loss: 2.7268 +2025-05-01 13:50:03,490 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 22:54:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7456, loss: 2.7456 +2025-05-01 13:50:46,198 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 22:54:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.6634, loss: 2.6634 +2025-05-01 13:51:09,500 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-01 13:52:35,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 13:52:35,738 - pyskl - INFO - +top1_acc 0.8515 +top5_acc 0.9837 +2025-05-01 13:52:35,742 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8515, top5_acc: 0.9837 +2025-05-01 13:53:39,727 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 22:52:53, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.6895, loss: 2.6895 +2025-05-01 13:54:22,431 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 22:52:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6581, loss: 2.6581 +2025-05-01 13:55:05,236 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 22:51:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.5748, loss: 2.5748 +2025-05-01 13:55:48,019 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 22:50:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.6193, loss: 2.6193 +2025-05-01 13:56:31,071 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 22:50:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7178, loss: 2.7178 +2025-05-01 13:57:13,914 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 22:49:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.7342, loss: 2.7342 +2025-05-01 13:57:56,730 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 22:48:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.7522, loss: 2.7522 +2025-05-01 13:58:39,564 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 22:47:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.7976, loss: 2.7976 +2025-05-01 13:59:22,464 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 22:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6202, loss: 2.6202 +2025-05-01 14:00:05,211 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 22:46:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7330, loss: 2.7330 +2025-05-01 14:00:48,062 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 22:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 2.6668, loss: 2.6668 +2025-05-01 14:01:30,955 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 22:45:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.7066, loss: 2.7066 +2025-05-01 14:02:13,865 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 22:44:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7121, loss: 2.7121 +2025-05-01 14:02:56,649 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 22:43:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5893, loss: 2.5893 +2025-05-01 14:03:39,474 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 22:42:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 2.6997, loss: 2.6997 +2025-05-01 14:04:22,226 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 22:42:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.7498, loss: 2.7498 +2025-05-01 14:05:05,090 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 22:41:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7295, loss: 2.7295 +2025-05-01 14:05:47,945 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 22:40:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.8642, loss: 2.8642 +2025-05-01 14:06:30,959 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:40:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.7367, loss: 2.7367 +2025-05-01 14:07:13,771 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:39:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.7562, loss: 2.7562 +2025-05-01 14:07:56,583 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:38:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 2.7488, loss: 2.7488 +2025-05-01 14:08:39,415 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:37:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.7222, loss: 2.7222 +2025-05-01 14:09:22,241 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:37:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6474, loss: 2.6474 +2025-05-01 14:09:45,597 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-01 14:11:11,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 14:11:11,755 - pyskl - INFO - +top1_acc 0.8712 +top5_acc 0.9874 +2025-05-01 14:11:11,758 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8712, top5_acc: 0.9874 +2025-05-01 14:12:15,823 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:36:09, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.5944, loss: 2.5944 +2025-05-01 14:12:58,700 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:35:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6747, loss: 2.6747 +2025-05-01 14:13:41,645 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:34:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.7365, loss: 2.7365 +2025-05-01 14:14:24,428 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:34:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 2.6732, loss: 2.6732 +2025-05-01 14:15:07,183 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:33:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.6640, loss: 2.6640 +2025-05-01 14:15:49,925 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:32:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.5716, loss: 2.5716 +2025-05-01 14:16:32,682 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:31:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7043, loss: 2.7043 +2025-05-01 14:17:15,465 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:31:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.7286, loss: 2.7286 +2025-05-01 14:17:58,202 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:30:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.6154, loss: 2.6154 +2025-05-01 14:18:40,911 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:29:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6345, loss: 2.6345 +2025-05-01 14:19:23,518 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:29:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 2.7750, loss: 2.7750 +2025-05-01 14:20:06,162 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:28:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.8078, loss: 2.8078 +2025-05-01 14:20:48,809 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:27:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7234, loss: 2.7234 +2025-05-01 14:21:31,442 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:26:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.7391, loss: 2.7391 +2025-05-01 14:22:14,089 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:26:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.8035, loss: 2.8035 +2025-05-01 14:22:56,753 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:25:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5630, loss: 2.5630 +2025-05-01 14:23:39,458 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:24:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7563, loss: 2.7563 +2025-05-01 14:24:22,130 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:24:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7175, loss: 2.7175 +2025-05-01 14:25:04,966 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:23:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7026, loss: 2.7026 +2025-05-01 14:25:47,753 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:22:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6564, loss: 2.6564 +2025-05-01 14:26:30,498 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:21:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6989, loss: 2.6989 +2025-05-01 14:27:13,204 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:21:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6927, loss: 2.6927 +2025-05-01 14:27:55,945 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:20:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7165, loss: 2.7165 +2025-05-01 14:28:19,270 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-01 14:29:44,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 14:29:44,967 - pyskl - INFO - +top1_acc 0.8617 +top5_acc 0.9851 +2025-05-01 14:29:44,971 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8617, top5_acc: 0.9851 +2025-05-01 14:30:48,761 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:19:23, time: 0.638, data_time: 0.213, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6155, loss: 2.6155 +2025-05-01 14:31:31,509 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.6172, loss: 2.6172 +2025-05-01 14:32:14,227 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:17:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6105, loss: 2.6105 +2025-05-01 14:32:57,052 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:17:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5267, loss: 2.5267 +2025-05-01 14:33:39,871 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:16:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.6396, loss: 2.6396 +2025-05-01 14:34:22,719 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:15:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.7155, loss: 2.7155 +2025-05-01 14:35:05,403 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:15:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.7358, loss: 2.7358 +2025-05-01 14:35:48,099 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:14:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.6835, loss: 2.6835 +2025-05-01 14:36:30,736 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:13:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6273, loss: 2.6273 +2025-05-01 14:37:13,403 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:12:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6334, loss: 2.6334 +2025-05-01 14:37:56,083 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:12:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.7521, loss: 2.7521 +2025-05-01 14:38:38,796 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:11:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.5659, loss: 2.5659 +2025-05-01 14:39:21,271 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:10:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.7551, loss: 2.7551 +2025-05-01 14:40:03,948 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:10:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7225, loss: 2.7225 +2025-05-01 14:40:46,660 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.6601, loss: 2.6601 +2025-05-01 14:41:29,389 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:08:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7046, loss: 2.7046 +2025-05-01 14:42:12,371 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:08:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6686, loss: 2.6686 +2025-05-01 14:42:55,272 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:07:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.5930, loss: 2.5930 +2025-05-01 14:43:38,265 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:06:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.7316, loss: 2.7316 +2025-05-01 14:44:21,074 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:05:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 2.5810, loss: 2.5810 +2025-05-01 14:45:03,651 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:05:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.6454, loss: 2.6454 +2025-05-01 14:45:46,298 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:04:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7774, loss: 2.7774 +2025-05-01 14:46:28,780 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:03:44, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.7085, loss: 2.7085 +2025-05-01 14:46:52,044 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-01 14:48:18,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 14:48:18,723 - pyskl - INFO - +top1_acc 0.8838 +top5_acc 0.9895 +2025-05-01 14:48:18,787 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_53.pth was removed +2025-05-01 14:48:19,941 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-05-01 14:48:19,942 - pyskl - INFO - Best top1_acc is 0.8838 at 71 epoch. +2025-05-01 14:48:19,945 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8838, top5_acc: 0.9895 +2025-05-01 14:49:24,323 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:02:37, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 2.5464, loss: 2.5464 +2025-05-01 14:50:07,053 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:01:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5472, loss: 2.5472 +2025-05-01 14:50:50,056 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:01:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4732, loss: 2.4732 +2025-05-01 14:51:33,099 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:00:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.6949, loss: 2.6949 +2025-05-01 14:52:15,954 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 21:59:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4950, loss: 2.4950 +2025-05-01 14:52:58,384 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 21:59:04, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6207, loss: 2.6207 +2025-05-01 14:53:41,042 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 21:58:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.6181, loss: 2.6181 +2025-05-01 14:54:23,858 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 21:57:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6150, loss: 2.6150 +2025-05-01 14:55:06,551 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 21:56:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 2.7302, loss: 2.7302 +2025-05-01 14:55:49,386 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 21:56:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.6816, loss: 2.6816 +2025-05-01 14:56:32,119 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 21:55:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.6579, loss: 2.6579 +2025-05-01 14:57:14,846 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 21:54:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.6775, loss: 2.6775 +2025-05-01 14:57:57,599 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 21:54:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.6868, loss: 2.6868 +2025-05-01 14:58:40,552 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 21:53:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6375, loss: 2.6375 +2025-05-01 14:59:23,598 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 21:52:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.7127, loss: 2.7127 +2025-05-01 15:00:06,500 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 21:51:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6477, loss: 2.6477 +2025-05-01 15:00:49,244 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 21:51:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.6818, loss: 2.6818 +2025-05-01 15:01:32,111 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 21:50:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5320, loss: 2.5320 +2025-05-01 15:02:14,895 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 21:49:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.7886, loss: 2.7886 +2025-05-01 15:02:57,615 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 21:49:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.7594, loss: 2.7594 +2025-05-01 15:03:40,365 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 21:48:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5819, loss: 2.5819 +2025-05-01 15:04:23,075 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 21:47:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.7593, loss: 2.7593 +2025-05-01 15:05:05,818 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 21:46:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.7920, loss: 2.7920 +2025-05-01 15:05:29,104 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-01 15:06:55,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 15:06:55,412 - pyskl - INFO - +top1_acc 0.8720 +top5_acc 0.9866 +2025-05-01 15:06:55,416 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8720, top5_acc: 0.9866 +2025-05-01 15:07:59,315 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 21:45:52, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.6221, loss: 2.6221 +2025-05-01 15:08:42,123 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 21:45:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.6744, loss: 2.6744 +2025-05-01 15:09:24,953 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 21:44:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5997, loss: 2.5997 +2025-05-01 15:10:07,935 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 21:43:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5583, loss: 2.5583 +2025-05-01 15:10:50,843 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 21:43:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6013, loss: 2.6013 +2025-05-01 15:11:33,835 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 21:42:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5458, loss: 2.5458 +2025-05-01 15:12:16,696 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 21:41:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 2.6566, loss: 2.6566 +2025-05-01 15:12:59,532 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:40:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.6113, loss: 2.6113 +2025-05-01 15:13:42,218 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:40:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6398, loss: 2.6398 +2025-05-01 15:14:25,037 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6071, loss: 2.6071 +2025-05-01 15:15:07,894 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6681, loss: 2.6681 +2025-05-01 15:15:50,741 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:38:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.6375, loss: 2.6375 +2025-05-01 15:16:33,412 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:37:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.5179, loss: 2.5179 +2025-05-01 15:17:16,219 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:36:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.6456, loss: 2.6456 +2025-05-01 15:17:59,039 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:35:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.7195, loss: 2.7195 +2025-05-01 15:18:41,907 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:35:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6457, loss: 2.6457 +2025-05-01 15:19:24,751 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:34:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6102, loss: 2.6102 +2025-05-01 15:20:07,597 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:33:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.6362, loss: 2.6362 +2025-05-01 15:20:50,695 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:33:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.6871, loss: 2.6871 +2025-05-01 15:21:33,448 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:32:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6386, loss: 2.6386 +2025-05-01 15:22:16,134 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:31:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.7976, loss: 2.7976 +2025-05-01 15:22:58,951 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:30:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.5897, loss: 2.5897 +2025-05-01 15:23:41,747 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:30:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.5768, loss: 2.5768 +2025-05-01 15:24:04,963 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-01 15:25:30,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 15:25:30,822 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9879 +2025-05-01 15:25:30,825 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8732, top5_acc: 0.9879 +2025-05-01 15:26:35,008 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:29:09, time: 0.642, data_time: 0.217, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5317, loss: 2.5317 +2025-05-01 15:27:17,863 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4817, loss: 2.4817 +2025-05-01 15:28:00,643 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:27:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5078, loss: 2.5078 +2025-05-01 15:28:43,340 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:27:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9931, loss_cls: 2.5601, loss: 2.5601 +2025-05-01 15:29:26,352 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:26:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.5780, loss: 2.5780 +2025-05-01 15:30:09,237 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:25:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.6442, loss: 2.6442 +2025-05-01 15:30:52,089 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:24:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6247, loss: 2.6247 +2025-05-01 15:31:34,902 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:24:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.7243, loss: 2.7243 +2025-05-01 15:32:17,841 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:23:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.5719, loss: 2.5719 +2025-05-01 15:33:00,577 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:22:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6457, loss: 2.6457 +2025-05-01 15:33:43,394 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9912, loss_cls: 2.6535, loss: 2.6535 +2025-05-01 15:34:26,540 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:21:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.5995, loss: 2.5995 +2025-05-01 15:35:09,425 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:20:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7303, loss: 2.7303 +2025-05-01 15:35:52,211 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:19:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.7532, loss: 2.7532 +2025-05-01 15:36:34,935 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:19:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5564, loss: 2.5564 +2025-05-01 15:37:17,708 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:18:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.6373, loss: 2.6373 +2025-05-01 15:38:00,458 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:17:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6250, loss: 2.6250 +2025-05-01 15:38:43,243 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:17:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.5949, loss: 2.5949 +2025-05-01 15:39:25,933 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:16:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5711, loss: 2.5711 +2025-05-01 15:40:08,685 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:15:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7233, loss: 2.7233 +2025-05-01 15:40:51,358 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6329, loss: 2.6329 +2025-05-01 15:41:34,038 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:14:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.7344, loss: 2.7344 +2025-05-01 15:42:16,771 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:13:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.6536, loss: 2.6536 +2025-05-01 15:42:40,114 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-01 15:44:06,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 15:44:06,166 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9905 +2025-05-01 15:44:06,224 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_71.pth was removed +2025-05-01 15:44:07,297 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-01 15:44:07,298 - pyskl - INFO - Best top1_acc is 0.8892 at 74 epoch. +2025-05-01 15:44:07,300 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8892, top5_acc: 0.9905 +2025-05-01 15:45:11,442 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:12:25, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5224, loss: 2.5224 +2025-05-01 15:45:54,191 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:11:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5620, loss: 2.5620 +2025-05-01 15:46:36,965 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:10:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.6169, loss: 2.6169 +2025-05-01 15:47:19,730 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:10:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.5739, loss: 2.5739 +2025-05-01 15:48:02,478 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:09:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.4898, loss: 2.4898 +2025-05-01 15:48:45,656 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:08:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6457, loss: 2.6457 +2025-05-01 15:49:28,574 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:08:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.5375, loss: 2.5375 +2025-05-01 15:50:11,484 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:07:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5553, loss: 2.5553 +2025-05-01 15:50:54,381 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:06:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.6107, loss: 2.6107 +2025-05-01 15:51:37,162 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:06:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5315, loss: 2.5315 +2025-05-01 15:52:19,996 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:05:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.6277, loss: 2.6277 +2025-05-01 15:53:02,841 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:04:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5605, loss: 2.5605 +2025-05-01 15:53:45,707 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:03:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6241, loss: 2.6241 +2025-05-01 15:54:28,651 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:03:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.6423, loss: 2.6423 +2025-05-01 15:55:11,612 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.6850, loss: 2.6850 +2025-05-01 15:55:54,478 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:01:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6277, loss: 2.6277 +2025-05-01 15:56:37,171 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:01:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.5630, loss: 2.5630 +2025-05-01 15:57:20,047 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:00:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.6294, loss: 2.6294 +2025-05-01 15:58:02,847 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 20:59:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.5498, loss: 2.5498 +2025-05-01 15:58:45,662 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 20:58:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5865, loss: 2.5865 +2025-05-01 15:59:28,438 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 20:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 2.6356, loss: 2.6356 +2025-05-01 16:00:11,190 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 20:57:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6498, loss: 2.6498 +2025-05-01 16:00:53,987 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 20:56:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6514, loss: 2.6514 +2025-05-01 16:01:17,324 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-01 16:02:43,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 16:02:43,146 - pyskl - INFO - +top1_acc 0.8713 +top5_acc 0.9847 +2025-05-01 16:02:43,150 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8713, top5_acc: 0.9847 +2025-05-01 16:03:46,859 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 20:55:41, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4967, loss: 2.4967 +2025-05-01 16:04:29,471 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 20:54:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.5270, loss: 2.5270 +2025-05-01 16:05:12,145 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 20:54:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.4962, loss: 2.4962 +2025-05-01 16:05:54,834 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 20:53:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4868, loss: 2.4868 +2025-05-01 16:06:37,636 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 20:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5448, loss: 2.5448 +2025-05-01 16:07:20,374 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 20:52:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6430, loss: 2.6430 +2025-05-01 16:08:03,169 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 20:51:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5395, loss: 2.5395 +2025-05-01 16:08:45,941 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 20:50:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5740, loss: 2.5740 +2025-05-01 16:09:28,733 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 20:49:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.6101, loss: 2.6101 +2025-05-01 16:10:11,470 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 20:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 2.5745, loss: 2.5745 +2025-05-01 16:10:54,125 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 20:48:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.5361, loss: 2.5361 +2025-05-01 16:11:36,789 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 20:47:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.4596, loss: 2.4596 +2025-05-01 16:12:19,478 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 20:47:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.6302, loss: 2.6302 +2025-05-01 16:13:02,167 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 20:46:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.7413, loss: 2.7413 +2025-05-01 16:13:44,919 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 20:45:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.6333, loss: 2.6333 +2025-05-01 16:14:27,891 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:45:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.6086, loss: 2.6086 +2025-05-01 16:15:10,664 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:44:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5413, loss: 2.5413 +2025-05-01 16:15:53,200 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:43:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.5866, loss: 2.5866 +2025-05-01 16:16:36,223 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:42:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5771, loss: 2.5771 +2025-05-01 16:17:19,223 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:42:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.5957, loss: 2.5957 +2025-05-01 16:18:02,208 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:41:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.6282, loss: 2.6282 +2025-05-01 16:18:45,050 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:40:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.6437, loss: 2.6437 +2025-05-01 16:19:27,814 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6020, loss: 2.6020 +2025-05-01 16:19:51,074 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-01 16:21:17,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 16:21:17,110 - pyskl - INFO - +top1_acc 0.8891 +top5_acc 0.9895 +2025-05-01 16:21:17,113 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8891, top5_acc: 0.9895 +2025-05-01 16:22:21,098 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:38:55, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4537, loss: 2.4537 +2025-05-01 16:23:04,012 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:38:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3735, loss: 2.3735 +2025-05-01 16:23:46,874 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:37:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.5599, loss: 2.5599 +2025-05-01 16:24:29,773 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:36:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5466, loss: 2.5466 +2025-05-01 16:25:12,593 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:36:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5260, loss: 2.5260 +2025-05-01 16:25:55,372 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:35:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.5237, loss: 2.5237 +2025-05-01 16:26:38,205 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:34:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.5837, loss: 2.5837 +2025-05-01 16:27:20,971 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6017, loss: 2.6017 +2025-05-01 16:28:03,647 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:33:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.5916, loss: 2.5916 +2025-05-01 16:28:46,271 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:32:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.6080, loss: 2.6080 +2025-05-01 16:29:29,079 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:31:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.5249, loss: 2.5249 +2025-05-01 16:30:11,811 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:31:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5597, loss: 2.5597 +2025-05-01 16:30:54,521 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:30:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.5142, loss: 2.5142 +2025-05-01 16:31:37,210 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:29:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.5247, loss: 2.5247 +2025-05-01 16:32:19,927 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:28:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5674, loss: 2.5674 +2025-05-01 16:33:02,774 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:28:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.6718, loss: 2.6718 +2025-05-01 16:33:45,631 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:27:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.6369, loss: 2.6369 +2025-05-01 16:34:28,383 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.5562, loss: 2.5562 +2025-05-01 16:35:11,099 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:26:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.5517, loss: 2.5517 +2025-05-01 16:35:53,818 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:25:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.5925, loss: 2.5925 +2025-05-01 16:36:36,543 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:24:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6519, loss: 2.6519 +2025-05-01 16:37:19,252 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:23:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.5026, loss: 2.5026 +2025-05-01 16:38:01,938 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:23:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.5528, loss: 2.5528 +2025-05-01 16:38:25,245 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-01 16:39:51,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 16:39:51,240 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9757 +2025-05-01 16:39:51,243 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8407, top5_acc: 0.9757 +2025-05-01 16:40:55,532 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:22:10, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.4912, loss: 2.4912 +2025-05-01 16:41:38,200 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:21:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4777, loss: 2.4777 +2025-05-01 16:42:20,951 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:20:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5582, loss: 2.5582 +2025-05-01 16:43:03,786 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:20:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5239, loss: 2.5239 +2025-05-01 16:43:46,505 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:19:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.4469, loss: 2.4469 +2025-05-01 16:44:29,223 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:18:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.5362, loss: 2.5362 +2025-05-01 16:45:11,915 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:17:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 2.5981, loss: 2.5981 +2025-05-01 16:45:54,715 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:17:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5040, loss: 2.5040 +2025-05-01 16:46:37,431 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:16:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.6707, loss: 2.6707 +2025-05-01 16:47:20,320 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:15:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.4853, loss: 2.4853 +2025-05-01 16:48:03,060 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:15:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6208, loss: 2.6208 +2025-05-01 16:48:45,750 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:14:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5116, loss: 2.5116 +2025-05-01 16:49:28,495 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:13:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6207, loss: 2.6207 +2025-05-01 16:50:11,267 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5500, loss: 2.5500 +2025-05-01 16:50:54,088 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:12:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5689, loss: 2.5689 +2025-05-01 16:51:36,951 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:11:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.6776, loss: 2.6776 +2025-05-01 16:52:19,766 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:10:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.5747, loss: 2.5747 +2025-05-01 16:53:02,640 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:10:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.4891, loss: 2.4891 +2025-05-01 16:53:45,402 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:09:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.5721, loss: 2.5721 +2025-05-01 16:54:28,202 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:08:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.5746, loss: 2.5746 +2025-05-01 16:55:10,917 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:07:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.5546, loss: 2.5546 +2025-05-01 16:55:53,735 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:07:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.5026, loss: 2.5026 +2025-05-01 16:56:36,623 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:06:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.5137, loss: 2.5137 +2025-05-01 16:57:00,029 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-01 16:58:26,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 16:58:26,280 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9885 +2025-05-01 16:58:26,284 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8779, top5_acc: 0.9885 +2025-05-01 16:59:30,582 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:05:25, time: 0.643, data_time: 0.216, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4607, loss: 2.4607 +2025-05-01 17:00:13,151 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:04:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3570, loss: 2.3570 +2025-05-01 17:00:55,778 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:04:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.3997, loss: 2.3997 +2025-05-01 17:01:38,439 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:03:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.5020, loss: 2.5020 +2025-05-01 17:02:21,148 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:02:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4944, loss: 2.4944 +2025-05-01 17:03:03,868 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:01:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.4906, loss: 2.4906 +2025-05-01 17:03:46,651 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:01:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6188, loss: 2.6188 +2025-05-01 17:04:29,233 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:00:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4193, loss: 2.4193 +2025-05-01 17:05:12,044 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 19:59:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5956, loss: 2.5956 +2025-05-01 17:05:54,378 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 19:59:00, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4951, loss: 2.4951 +2025-05-01 17:06:36,967 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 19:58:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.5045, loss: 2.5045 +2025-05-01 17:07:19,629 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 19:57:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.5719, loss: 2.5719 +2025-05-01 17:08:02,353 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 19:56:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.6389, loss: 2.6389 +2025-05-01 17:08:45,026 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 19:56:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5400, loss: 2.5400 +2025-05-01 17:09:27,711 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 19:55:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4834, loss: 2.4834 +2025-05-01 17:10:10,493 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 19:54:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.5235, loss: 2.5235 +2025-05-01 17:10:53,259 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 19:54:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5441, loss: 2.5441 +2025-05-01 17:11:36,027 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 19:53:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4380, loss: 2.4380 +2025-05-01 17:12:18,722 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 19:52:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.5087, loss: 2.5087 +2025-05-01 17:13:01,474 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 19:51:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.5841, loss: 2.5841 +2025-05-01 17:13:44,121 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 19:51:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6177, loss: 2.6177 +2025-05-01 17:14:26,739 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 19:50:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.5205, loss: 2.5205 +2025-05-01 17:15:09,407 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 19:49:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.5517, loss: 2.5517 +2025-05-01 17:15:32,707 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-01 17:16:58,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 17:16:58,662 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9862 +2025-05-01 17:16:58,666 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8731, top5_acc: 0.9862 +2025-05-01 17:18:02,321 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 19:48:38, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.4192, loss: 2.4192 +2025-05-01 17:18:45,094 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 19:47:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9956, loss_cls: 2.3189, loss: 2.3189 +2025-05-01 17:19:27,750 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 19:47:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4298, loss: 2.4298 +2025-05-01 17:20:10,498 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 19:46:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4727, loss: 2.4727 +2025-05-01 17:20:53,234 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:45:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4450, loss: 2.4450 +2025-05-01 17:21:36,044 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:45:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 2.5026, loss: 2.5026 +2025-05-01 17:22:18,784 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:44:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5613, loss: 2.5613 +2025-05-01 17:23:01,486 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:43:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5021, loss: 2.5021 +2025-05-01 17:23:44,284 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:42:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6224, loss: 2.6224 +2025-05-01 17:24:27,118 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:42:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.5286, loss: 2.5286 +2025-05-01 17:25:09,809 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:41:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3719, loss: 2.3719 +2025-05-01 17:25:52,644 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:40:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5213, loss: 2.5213 +2025-05-01 17:26:35,371 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:40:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.4838, loss: 2.4838 +2025-05-01 17:27:18,014 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:39:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.5334, loss: 2.5334 +2025-05-01 17:28:00,649 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:38:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.5502, loss: 2.5502 +2025-05-01 17:28:43,546 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:37:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.4553, loss: 2.4553 +2025-05-01 17:29:26,442 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:37:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.5766, loss: 2.5766 +2025-05-01 17:30:09,261 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:36:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5567, loss: 2.5567 +2025-05-01 17:30:52,119 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:35:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5794, loss: 2.5794 +2025-05-01 17:31:34,954 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:35:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5425, loss: 2.5425 +2025-05-01 17:32:17,882 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:34:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.4792, loss: 2.4792 +2025-05-01 17:33:00,940 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:33:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.4884, loss: 2.4884 +2025-05-01 17:33:43,838 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:33:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6169, loss: 2.6169 +2025-05-01 17:34:07,222 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-01 17:36:21,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 17:36:21,410 - pyskl - INFO - +top1_acc 0.8829 +top5_acc 0.9861 +2025-05-01 17:36:21,413 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8829, top5_acc: 0.9861 +2025-05-01 17:37:25,491 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:31:53, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.4370, loss: 2.4370 +2025-05-01 17:38:08,062 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:31:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.3550, loss: 2.3550 +2025-05-01 17:38:50,701 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:30:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.4321, loss: 2.4321 +2025-05-01 17:39:33,469 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:29:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.4636, loss: 2.4636 +2025-05-01 17:40:16,211 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:29:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.4718, loss: 2.4718 +2025-05-01 17:40:58,883 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:28:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.4302, loss: 2.4302 +2025-05-01 17:41:41,542 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:27:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 2.5779, loss: 2.5779 +2025-05-01 17:42:24,270 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:26:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5029, loss: 2.5029 +2025-05-01 17:43:07,195 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:26:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.4296, loss: 2.4296 +2025-05-01 17:43:50,061 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:25:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3923, loss: 2.3923 +2025-05-01 17:44:32,679 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:24:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9931, loss_cls: 2.5465, loss: 2.5465 +2025-05-01 17:45:15,335 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:24:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4382, loss: 2.4382 +2025-05-01 17:45:57,931 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:23:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.5603, loss: 2.5603 +2025-05-01 17:46:40,577 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:22:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4273, loss: 2.4273 +2025-05-01 17:47:23,317 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:21:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.3971, loss: 2.3971 +2025-05-01 17:48:05,924 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:21:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.4965, loss: 2.4965 +2025-05-01 17:48:48,641 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:20:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.5504, loss: 2.5504 +2025-05-01 17:49:31,474 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:19:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.4716, loss: 2.4716 +2025-05-01 17:50:14,079 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:19:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9812, loss_cls: 2.4692, loss: 2.4692 +2025-05-01 17:50:56,724 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:18:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.6218, loss: 2.6218 +2025-05-01 17:51:39,297 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.6513, loss: 2.6513 +2025-05-01 17:52:21,939 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:16:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.4668, loss: 2.4668 +2025-05-01 17:53:04,715 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:16:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.4660, loss: 2.4660 +2025-05-01 17:53:27,992 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-01 17:54:53,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 17:54:53,946 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9835 +2025-05-01 17:54:53,950 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8674, top5_acc: 0.9835 +2025-05-01 17:55:57,627 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:15:06, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4822, loss: 2.4822 +2025-05-01 17:56:40,244 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:14:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3639, loss: 2.3639 +2025-05-01 17:57:23,009 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:13:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.4531, loss: 2.4531 +2025-05-01 17:58:05,740 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:12:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.4904, loss: 2.4904 +2025-05-01 17:58:48,444 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:12:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4350, loss: 2.4350 +2025-05-01 17:59:31,053 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:11:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.4977, loss: 2.4977 +2025-05-01 18:00:13,583 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:10:50, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.5305, loss: 2.5305 +2025-05-01 18:00:56,111 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:10:07, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5024, loss: 2.5024 +2025-05-01 18:01:38,816 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:09:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9969, loss_cls: 2.4473, loss: 2.4473 +2025-05-01 18:02:21,648 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:08:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5329, loss: 2.5329 +2025-05-01 18:03:04,423 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:07:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.5599, loss: 2.5599 +2025-05-01 18:03:47,257 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:07:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.4183, loss: 2.4183 +2025-05-01 18:04:30,123 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:06:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5155, loss: 2.5155 +2025-05-01 18:05:12,895 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:05:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4675, loss: 2.4675 +2025-05-01 18:05:55,928 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:05:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.5335, loss: 2.5335 +2025-05-01 18:06:38,880 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:04:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5319, loss: 2.5319 +2025-05-01 18:07:21,852 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:03:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5535, loss: 2.5535 +2025-05-01 18:08:04,657 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:03:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5902, loss: 2.5902 +2025-05-01 18:08:47,348 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:02:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5436, loss: 2.5436 +2025-05-01 18:09:30,027 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:01:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3320, loss: 2.3320 +2025-05-01 18:10:12,754 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:00:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.6134, loss: 2.6134 +2025-05-01 18:10:55,434 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:00:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4949, loss: 2.4949 +2025-05-01 18:11:38,087 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 18:59:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4907, loss: 2.4907 +2025-05-01 18:12:01,366 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-01 18:13:27,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 18:13:27,420 - pyskl - INFO - +top1_acc 0.8781 +top5_acc 0.9890 +2025-05-01 18:13:27,424 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8781, top5_acc: 0.9890 +2025-05-01 18:14:30,870 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 18:58:20, time: 0.634, data_time: 0.209, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3256, loss: 2.3256 +2025-05-01 18:15:13,427 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 18:57:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.2291, loss: 2.2291 +2025-05-01 18:15:56,168 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 18:56:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2844, loss: 2.2844 +2025-05-01 18:16:38,834 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 18:56:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4122, loss: 2.4122 +2025-05-01 18:17:21,518 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 18:55:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9938, loss_cls: 2.3816, loss: 2.3816 +2025-05-01 18:18:04,286 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 18:54:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.3672, loss: 2.3672 +2025-05-01 18:18:46,947 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 18:54:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4422, loss: 2.4422 +2025-05-01 18:19:29,661 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 18:53:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4868, loss: 2.4868 +2025-05-01 18:20:12,327 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 18:52:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.3408, loss: 2.3408 +2025-05-01 18:20:55,067 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 18:51:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.5596, loss: 2.5596 +2025-05-01 18:21:37,903 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 18:51:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.5419, loss: 2.5419 +2025-05-01 18:22:20,702 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 18:50:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4983, loss: 2.4983 +2025-05-01 18:23:03,519 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 18:49:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.4001, loss: 2.4001 +2025-05-01 18:23:46,307 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 18:49:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.5711, loss: 2.5711 +2025-05-01 18:24:29,160 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 18:48:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.5113, loss: 2.5113 +2025-05-01 18:25:12,046 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 18:47:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.5065, loss: 2.5065 +2025-05-01 18:25:54,858 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 18:46:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.4552, loss: 2.4552 +2025-05-01 18:26:37,691 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:46:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.4656, loss: 2.4656 +2025-05-01 18:27:20,459 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:45:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.4331, loss: 2.4331 +2025-05-01 18:28:03,183 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:44:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.5229, loss: 2.5229 +2025-05-01 18:28:46,051 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:44:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.5440, loss: 2.5440 +2025-05-01 18:29:28,915 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:43:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5327, loss: 2.5327 +2025-05-01 18:30:11,643 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:42:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.4824, loss: 2.4824 +2025-05-01 18:30:35,002 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-01 18:32:01,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 18:32:01,141 - pyskl - INFO - +top1_acc 0.8701 +top5_acc 0.9870 +2025-05-01 18:32:01,145 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8701, top5_acc: 0.9870 +2025-05-01 18:33:04,978 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:41:35, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2694, loss: 2.2694 +2025-05-01 18:33:47,567 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:40:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.3090, loss: 2.3090 +2025-05-01 18:34:30,319 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:40:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4292, loss: 2.4292 +2025-05-01 18:35:12,954 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:39:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.3842, loss: 2.3842 +2025-05-01 18:35:55,606 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:38:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2746, loss: 2.2746 +2025-05-01 18:36:38,236 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:38:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.3227, loss: 2.3227 +2025-05-01 18:37:21,020 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:37:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3775, loss: 2.3775 +2025-05-01 18:38:03,799 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:36:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4524, loss: 2.4524 +2025-05-01 18:38:46,542 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:35:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4614, loss: 2.4614 +2025-05-01 18:39:29,276 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:35:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4025, loss: 2.4025 +2025-05-01 18:40:12,102 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:34:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4650, loss: 2.4650 +2025-05-01 18:40:54,767 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:33:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3423, loss: 2.3423 +2025-05-01 18:41:37,473 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:33:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.3885, loss: 2.3885 +2025-05-01 18:42:20,399 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:32:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.4610, loss: 2.4610 +2025-05-01 18:43:03,282 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:31:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4111, loss: 2.4111 +2025-05-01 18:43:46,047 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5367, loss: 2.5367 +2025-05-01 18:44:28,786 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:30:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.4610, loss: 2.4610 +2025-05-01 18:45:11,584 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:29:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.5218, loss: 2.5218 +2025-05-01 18:45:54,303 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:28:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.3934, loss: 2.3934 +2025-05-01 18:46:37,106 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:28:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.4239, loss: 2.4239 +2025-05-01 18:47:19,904 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:27:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.5019, loss: 2.5019 +2025-05-01 18:48:02,675 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:26:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.4638, loss: 2.4638 +2025-05-01 18:48:45,363 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:25:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4294, loss: 2.4294 +2025-05-01 18:49:08,724 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-01 18:50:34,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 18:50:34,879 - pyskl - INFO - +top1_acc 0.8658 +top5_acc 0.9857 +2025-05-01 18:50:34,883 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8658, top5_acc: 0.9857 +2025-05-01 18:51:38,599 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:24:49, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 2.3581, loss: 2.3581 +2025-05-01 18:52:21,282 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:24:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3331, loss: 2.3331 +2025-05-01 18:53:03,955 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:23:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 2.3369, loss: 2.3369 +2025-05-01 18:53:46,706 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:22:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.2764, loss: 2.2764 +2025-05-01 18:54:29,470 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:21:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4804, loss: 2.4804 +2025-05-01 18:55:12,194 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:21:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.4698, loss: 2.4698 +2025-05-01 18:55:54,976 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.3393, loss: 2.3393 +2025-05-01 18:56:37,741 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:19:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.4335, loss: 2.4335 +2025-05-01 18:57:20,461 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:19:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3706, loss: 2.3706 +2025-05-01 18:58:03,152 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:18:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.4780, loss: 2.4780 +2025-05-01 18:58:45,900 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:17:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.3757, loss: 2.3757 +2025-05-01 18:59:28,658 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:16:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3122, loss: 2.3122 +2025-05-01 19:00:11,006 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:16:16, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3813, loss: 2.3813 +2025-05-01 19:00:53,473 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:15:33, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.4182, loss: 2.4182 +2025-05-01 19:01:36,308 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:14:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.3501, loss: 2.3501 +2025-05-01 19:02:19,159 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:14:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.4411, loss: 2.4411 +2025-05-01 19:03:02,035 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:13:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.4371, loss: 2.4371 +2025-05-01 19:03:44,768 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:12:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.3953, loss: 2.3953 +2025-05-01 19:04:27,502 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:12:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5731, loss: 2.5731 +2025-05-01 19:05:10,258 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:11:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.4704, loss: 2.4704 +2025-05-01 19:05:52,966 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:10:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5681, loss: 2.5681 +2025-05-01 19:06:35,667 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:09:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.3510, loss: 2.3510 +2025-05-01 19:07:18,538 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:09:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.4853, loss: 2.4853 +2025-05-01 19:07:41,971 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-01 19:09:08,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 19:09:08,105 - pyskl - INFO - +top1_acc 0.8839 +top5_acc 0.9863 +2025-05-01 19:09:08,109 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8839, top5_acc: 0.9863 +2025-05-01 19:10:12,035 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:08:03, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3629, loss: 2.3629 +2025-05-01 19:10:54,833 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:07:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.2942, loss: 2.2942 +2025-05-01 19:11:37,595 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:06:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.3737, loss: 2.3737 +2025-05-01 19:12:20,355 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:05:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3196, loss: 2.3196 +2025-05-01 19:13:03,033 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:05:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.3989, loss: 2.3989 +2025-05-01 19:13:45,649 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:04:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9838, loss_cls: 2.2719, loss: 2.2719 +2025-05-01 19:14:28,334 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:03:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.3121, loss: 2.3121 +2025-05-01 19:15:11,019 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:03:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.3270, loss: 2.3270 +2025-05-01 19:15:54,077 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:02:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.4086, loss: 2.4086 +2025-05-01 19:16:36,719 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:01:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4088, loss: 2.4088 +2025-05-01 19:17:19,584 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:00:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.4776, loss: 2.4776 +2025-05-01 19:18:02,334 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:00:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3091, loss: 2.3091 +2025-05-01 19:18:45,117 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 17:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.2484, loss: 2.2484 +2025-05-01 19:19:27,900 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 17:58:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3740, loss: 2.3740 +2025-05-01 19:20:10,763 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 17:58:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3226, loss: 2.3226 +2025-05-01 19:20:53,626 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 17:57:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.3237, loss: 2.3237 +2025-05-01 19:21:36,315 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 17:56:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.4210, loss: 2.4210 +2025-05-01 19:22:19,062 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 17:55:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4339, loss: 2.4339 +2025-05-01 19:23:01,695 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 17:55:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4422, loss: 2.4422 +2025-05-01 19:23:44,446 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 17:54:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9944, loss_cls: 2.4281, loss: 2.4281 +2025-05-01 19:24:27,178 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 17:53:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4397, loss: 2.4397 +2025-05-01 19:25:09,869 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 17:53:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.3959, loss: 2.3959 +2025-05-01 19:25:52,616 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 17:52:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3932, loss: 2.3932 +2025-05-01 19:26:15,995 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-01 19:27:42,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 19:27:42,077 - pyskl - INFO - +top1_acc 0.8819 +top5_acc 0.9874 +2025-05-01 19:27:42,080 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8819, top5_acc: 0.9874 +2025-05-01 19:28:46,138 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 17:51:18, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3005, loss: 2.3005 +2025-05-01 19:29:28,834 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 17:50:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.1969, loss: 2.1969 +2025-05-01 19:30:11,562 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 17:49:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9969, loss_cls: 2.3322, loss: 2.3322 +2025-05-01 19:30:54,259 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 17:49:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.4056, loss: 2.4056 +2025-05-01 19:31:37,091 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 17:48:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9825, loss_cls: 2.3962, loss: 2.3962 +2025-05-01 19:32:19,827 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 17:47:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3397, loss: 2.3397 +2025-05-01 19:33:02,389 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:47:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9962, loss_cls: 2.1962, loss: 2.1962 +2025-05-01 19:33:45,040 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:46:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.3117, loss: 2.3117 +2025-05-01 19:34:27,691 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:45:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 2.3133, loss: 2.3133 +2025-05-01 19:35:10,430 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:44:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2532, loss: 2.2532 +2025-05-01 19:35:53,072 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:44:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.4873, loss: 2.4873 +2025-05-01 19:36:35,737 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:43:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3403, loss: 2.3403 +2025-05-01 19:37:18,347 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:42:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4661, loss: 2.4661 +2025-05-01 19:38:01,102 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:42:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.3675, loss: 2.3675 +2025-05-01 19:38:43,815 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:41:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3554, loss: 2.3554 +2025-05-01 19:39:26,603 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:40:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.3725, loss: 2.3725 +2025-05-01 19:40:09,384 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:39:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.4308, loss: 2.4308 +2025-05-01 19:40:52,163 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:39:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3602, loss: 2.3602 +2025-05-01 19:41:34,918 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:38:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3822, loss: 2.3822 +2025-05-01 19:42:17,671 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:37:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.3323, loss: 2.3323 +2025-05-01 19:43:00,426 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4198, loss: 2.4198 +2025-05-01 19:43:43,265 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:36:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3246, loss: 2.3246 +2025-05-01 19:44:26,034 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:35:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5247, loss: 2.5247 +2025-05-01 19:44:49,376 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-01 19:46:15,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 19:46:15,464 - pyskl - INFO - +top1_acc 0.8971 +top5_acc 0.9900 +2025-05-01 19:46:15,531 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_74.pth was removed +2025-05-01 19:46:16,670 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-05-01 19:46:16,670 - pyskl - INFO - Best top1_acc is 0.8971 at 87 epoch. +2025-05-01 19:46:16,674 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8971, top5_acc: 0.9900 +2025-05-01 19:47:21,070 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:34:32, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2922, loss: 2.2922 +2025-05-01 19:48:03,865 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:33:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.3253, loss: 2.3253 +2025-05-01 19:48:46,667 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:33:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2785, loss: 2.2785 +2025-05-01 19:49:29,532 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:32:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2810, loss: 2.2810 +2025-05-01 19:50:12,413 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:31:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3469, loss: 2.3469 +2025-05-01 19:50:55,282 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:30:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2564, loss: 2.2564 +2025-05-01 19:51:38,091 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:30:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9969, loss_cls: 2.2985, loss: 2.2985 +2025-05-01 19:52:20,838 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:29:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3162, loss: 2.3162 +2025-05-01 19:53:03,586 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:28:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3328, loss: 2.3328 +2025-05-01 19:53:46,323 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:28:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.3947, loss: 2.3947 +2025-05-01 19:54:29,078 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:27:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3122, loss: 2.3122 +2025-05-01 19:55:11,925 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:26:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3142, loss: 2.3142 +2025-05-01 19:55:54,575 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:26:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2423, loss: 2.2423 +2025-05-01 19:56:37,307 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:25:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2522, loss: 2.2522 +2025-05-01 19:57:20,102 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:24:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2812, loss: 2.2812 +2025-05-01 19:58:02,898 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:23:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3254, loss: 2.3254 +2025-05-01 19:58:45,908 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4558, loss: 2.4558 +2025-05-01 19:59:28,885 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:22:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.3477, loss: 2.3477 +2025-05-01 20:00:11,853 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:21:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.5047, loss: 2.5047 +2025-05-01 20:00:54,698 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:21:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.4534, loss: 2.4534 +2025-05-01 20:01:37,456 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:20:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.2743, loss: 2.2743 +2025-05-01 20:02:20,559 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:19:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.3876, loss: 2.3876 +2025-05-01 20:03:03,554 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:18:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.3412, loss: 2.3412 +2025-05-01 20:03:27,004 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-01 20:04:52,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 20:04:52,781 - pyskl - INFO - +top1_acc 0.8909 +top5_acc 0.9886 +2025-05-01 20:04:52,784 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8909, top5_acc: 0.9886 +2025-05-01 20:05:56,942 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:17:48, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9956, loss_cls: 2.2977, loss: 2.2977 +2025-05-01 20:06:39,663 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:17:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1809, loss: 2.1809 +2025-05-01 20:07:22,348 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:16:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.3102, loss: 2.3102 +2025-05-01 20:08:05,058 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:15:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 2.1940, loss: 2.1940 +2025-05-01 20:08:47,794 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:14:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2760, loss: 2.2760 +2025-05-01 20:09:30,486 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:14:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3203, loss: 2.3203 +2025-05-01 20:10:13,171 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:13:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2355, loss: 2.2355 +2025-05-01 20:10:55,863 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:12:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.2051, loss: 2.2051 +2025-05-01 20:11:38,530 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:12:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3688, loss: 2.3688 +2025-05-01 20:12:21,217 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:11:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9969, loss_cls: 2.2568, loss: 2.2568 +2025-05-01 20:13:03,899 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:10:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.3095, loss: 2.3095 +2025-05-01 20:13:46,547 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:09:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.1649, loss: 2.1649 +2025-05-01 20:14:29,171 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:09:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3341, loss: 2.3341 +2025-05-01 20:15:11,945 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:08:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4081, loss: 2.4081 +2025-05-01 20:15:54,935 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:07:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5094, loss: 2.5094 +2025-05-01 20:16:37,838 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:07:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.2973, loss: 2.2973 +2025-05-01 20:17:20,615 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:06:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.3632, loss: 2.3632 +2025-05-01 20:18:03,434 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:05:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.2194, loss: 2.2194 +2025-05-01 20:18:46,241 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:05:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.4002, loss: 2.4002 +2025-05-01 20:19:29,029 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:04:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.2432, loss: 2.2432 +2025-05-01 20:20:11,803 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:03:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2747, loss: 2.2747 +2025-05-01 20:20:54,542 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:02:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2700, loss: 2.2700 +2025-05-01 20:21:37,340 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:02:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.3229, loss: 2.3229 +2025-05-01 20:22:00,766 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-01 20:23:26,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 20:23:26,618 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9822 +2025-05-01 20:23:26,621 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8650, top5_acc: 0.9822 +2025-05-01 20:24:30,423 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:01:03, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.2487, loss: 2.2487 +2025-05-01 20:25:13,026 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:00:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2123, loss: 2.2123 +2025-05-01 20:25:55,606 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 16:59:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.3071, loss: 2.3071 +2025-05-01 20:26:38,190 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 16:58:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4195, loss: 2.4195 +2025-05-01 20:27:20,798 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 16:58:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1673, loss: 2.1673 +2025-05-01 20:28:03,397 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 16:57:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.1837, loss: 2.1837 +2025-05-01 20:28:46,008 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 16:56:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2966, loss: 2.2966 +2025-05-01 20:29:28,686 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 16:56:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4357, loss: 2.4357 +2025-05-01 20:30:11,395 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 16:55:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2464, loss: 2.2464 +2025-05-01 20:30:54,069 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 16:54:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2305, loss: 2.2305 +2025-05-01 20:31:36,872 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 16:53:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.3030, loss: 2.3030 +2025-05-01 20:32:19,590 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 16:53:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.2791, loss: 2.2791 +2025-05-01 20:33:02,311 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 16:52:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2542, loss: 2.2542 +2025-05-01 20:33:45,083 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 16:51:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.2572, loss: 2.2572 +2025-05-01 20:34:27,810 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 16:51:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.3987, loss: 2.3987 +2025-05-01 20:35:10,617 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 16:50:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2422, loss: 2.2422 +2025-05-01 20:35:53,622 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 16:49:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.4512, loss: 2.4512 +2025-05-01 20:36:36,479 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 16:48:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4195, loss: 2.4195 +2025-05-01 20:37:19,264 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 16:48:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.2916, loss: 2.2916 +2025-05-01 20:38:01,986 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:47:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.2811, loss: 2.2811 +2025-05-01 20:38:44,654 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:46:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.3656, loss: 2.3656 +2025-05-01 20:39:27,374 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:46:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.1837, loss: 2.1837 +2025-05-01 20:40:10,158 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:45:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.3159, loss: 2.3159 +2025-05-01 20:40:33,458 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-01 20:41:59,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 20:41:59,453 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9870 +2025-05-01 20:41:59,457 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.8798, top5_acc: 0.9870 +2025-05-01 20:43:03,142 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:44:17, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.2221, loss: 2.2221 +2025-05-01 20:43:45,770 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:43:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1343, loss: 2.1343 +2025-05-01 20:44:28,382 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:42:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.2561, loss: 2.2561 +2025-05-01 20:45:11,030 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:42:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.1866, loss: 2.1866 +2025-05-01 20:45:53,778 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:41:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.2659, loss: 2.2659 +2025-05-01 20:46:36,430 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:40:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1710, loss: 2.1710 +2025-05-01 20:47:19,031 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:40:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1757, loss: 2.1757 +2025-05-01 20:48:01,767 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:39:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2837, loss: 2.2837 +2025-05-01 20:48:44,562 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1973, loss: 2.1973 +2025-05-01 20:49:27,290 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:37:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3152, loss: 2.3152 +2025-05-01 20:50:09,983 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:37:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.3399, loss: 2.3399 +2025-05-01 20:50:52,690 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:36:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3761, loss: 2.3761 +2025-05-01 20:51:35,376 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:35:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.2264, loss: 2.2264 +2025-05-01 20:52:17,951 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:35:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.2208, loss: 2.2208 +2025-05-01 20:53:00,566 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:34:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.2186, loss: 2.2186 +2025-05-01 20:53:43,193 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:33:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3595, loss: 2.3595 +2025-05-01 20:54:25,852 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:32:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3357, loss: 2.3357 +2025-05-01 20:55:08,610 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:32:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.3219, loss: 2.3219 +2025-05-01 20:55:51,354 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:31:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3620, loss: 2.3620 +2025-05-01 20:56:34,062 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:30:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.3499, loss: 2.3499 +2025-05-01 20:57:16,739 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:30:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2544, loss: 2.2544 +2025-05-01 20:57:59,418 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.3954, loss: 2.3954 +2025-05-01 20:58:42,066 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:28:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.3160, loss: 2.3160 +2025-05-01 20:59:05,283 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-01 21:00:31,062 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 21:00:31,138 - pyskl - INFO - +top1_acc 0.8849 +top5_acc 0.9886 +2025-05-01 21:00:31,141 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.8849, top5_acc: 0.9886 +2025-05-01 21:01:35,418 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:27:30, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2350, loss: 2.2350 +2025-05-01 21:02:18,311 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:26:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1490, loss: 2.1490 +2025-05-01 21:03:01,092 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:26:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.2531, loss: 2.2531 +2025-05-01 21:03:43,832 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:25:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.2420, loss: 2.2420 +2025-05-01 21:04:26,531 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:24:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2123, loss: 2.2123 +2025-05-01 21:05:09,321 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:23:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.2206, loss: 2.2206 +2025-05-01 21:05:52,105 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:23:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2166, loss: 2.2166 +2025-05-01 21:06:34,922 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:22:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1965, loss: 2.1965 +2025-05-01 21:07:17,607 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:21:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1729, loss: 2.1729 +2025-05-01 21:08:00,403 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:21:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2493, loss: 2.2493 +2025-05-01 21:08:43,155 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:20:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.2863, loss: 2.2863 +2025-05-01 21:09:25,926 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:19:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.1906, loss: 2.1906 +2025-05-01 21:10:08,751 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:18:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.2023, loss: 2.2023 +2025-05-01 21:10:51,528 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:18:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.2613, loss: 2.2613 +2025-05-01 21:11:34,342 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:17:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.3294, loss: 2.3294 +2025-05-01 21:12:17,237 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:16:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1777, loss: 2.1777 +2025-05-01 21:13:00,023 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:16:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2340, loss: 2.2340 +2025-05-01 21:13:42,747 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:15:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3115, loss: 2.3115 +2025-05-01 21:14:25,415 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:14:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2987, loss: 2.2987 +2025-05-01 21:15:08,074 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:14:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2545, loss: 2.2545 +2025-05-01 21:15:50,768 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:13:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.2381, loss: 2.2381 +2025-05-01 21:16:33,386 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:12:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2875, loss: 2.2875 +2025-05-01 21:17:16,224 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:11:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2579, loss: 2.2579 +2025-05-01 21:17:39,706 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-01 21:19:05,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 21:19:05,956 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9889 +2025-05-01 21:19:05,959 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.8773, top5_acc: 0.9889 +2025-05-01 21:20:10,046 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:10:45, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.2127, loss: 2.2127 +2025-05-01 21:20:52,721 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:10:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2087, loss: 2.2087 +2025-05-01 21:21:35,475 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:09:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2307, loss: 2.2307 +2025-05-01 21:22:18,427 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:08:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 2.1115, loss: 2.1115 +2025-05-01 21:23:01,210 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:07:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1834, loss: 2.1834 +2025-05-01 21:23:43,929 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:07:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 2.2481, loss: 2.2481 +2025-05-01 21:24:26,691 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:06:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1395, loss: 2.1395 +2025-05-01 21:25:09,431 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:05:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1439, loss: 2.1439 +2025-05-01 21:25:52,110 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:05:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2474, loss: 2.2474 +2025-05-01 21:26:34,836 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:04:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.2604, loss: 2.2604 +2025-05-01 21:27:17,591 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:03:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.2259, loss: 2.2259 +2025-05-01 21:28:00,346 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:02:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.2701, loss: 2.2701 +2025-05-01 21:28:43,137 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:02:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.2729, loss: 2.2729 +2025-05-01 21:29:26,062 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:01:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1696, loss: 2.1696 +2025-05-01 21:30:09,005 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:00:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3126, loss: 2.3126 +2025-05-01 21:30:51,743 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:00:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1737, loss: 2.1737 +2025-05-01 21:31:34,539 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 15:59:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.2580, loss: 2.2580 +2025-05-01 21:32:17,306 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 15:58:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1700, loss: 2.1700 +2025-05-01 21:33:00,085 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 15:57:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1994, loss: 2.1994 +2025-05-01 21:33:42,853 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 15:57:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.2204, loss: 2.2204 +2025-05-01 21:34:25,646 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 15:56:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.2153, loss: 2.2153 +2025-05-01 21:35:08,343 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 15:55:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3349, loss: 2.3349 +2025-05-01 21:35:51,033 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 15:55:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2364, loss: 2.2364 +2025-05-01 21:36:14,393 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-01 21:37:40,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 21:37:40,548 - pyskl - INFO - +top1_acc 0.8746 +top5_acc 0.9853 +2025-05-01 21:37:40,552 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.8746, top5_acc: 0.9853 +2025-05-01 21:38:44,137 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 15:54:00, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.1239, loss: 2.1239 +2025-05-01 21:39:26,821 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 15:53:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.1194, loss: 2.1194 +2025-05-01 21:40:09,529 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 15:52:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1367, loss: 2.1367 +2025-05-01 21:40:52,286 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 15:51:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.1851, loss: 2.1851 +2025-05-01 21:41:35,038 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 15:51:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.0527, loss: 2.0527 +2025-05-01 21:42:17,818 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 15:50:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0968, loss: 2.0968 +2025-05-01 21:43:00,631 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 15:49:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.2300, loss: 2.2300 +2025-05-01 21:43:43,638 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 15:49:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2393, loss: 2.2393 +2025-05-01 21:44:26,504 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1530, loss: 2.1530 +2025-05-01 21:45:09,323 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:47:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.2575, loss: 2.2575 +2025-05-01 21:45:52,240 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:46:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.2808, loss: 2.2808 +2025-05-01 21:46:35,022 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:46:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.2597, loss: 2.2597 +2025-05-01 21:47:17,762 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:45:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2478, loss: 2.2478 +2025-05-01 21:48:00,593 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.2401, loss: 2.2401 +2025-05-01 21:48:43,448 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:44:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.2707, loss: 2.2707 +2025-05-01 21:49:26,223 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:43:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.2961, loss: 2.2961 +2025-05-01 21:50:08,896 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:42:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2952, loss: 2.2952 +2025-05-01 21:50:51,579 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:41:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.2368, loss: 2.2368 +2025-05-01 21:51:34,411 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:41:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.2649, loss: 2.2649 +2025-05-01 21:52:17,488 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:40:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2078, loss: 2.2078 +2025-05-01 21:53:00,563 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:39:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.2479, loss: 2.2479 +2025-05-01 21:53:43,532 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:39:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.2979, loss: 2.2979 +2025-05-01 21:54:26,470 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:38:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.3464, loss: 2.3464 +2025-05-01 21:54:49,894 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-01 21:56:16,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 21:56:16,848 - pyskl - INFO - +top1_acc 0.8944 +top5_acc 0.9895 +2025-05-01 21:56:16,851 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.8944, top5_acc: 0.9895 +2025-05-01 21:57:21,109 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:37:16, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1473, loss: 2.1473 +2025-05-01 21:58:03,866 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:36:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0221, loss: 2.0221 +2025-05-01 21:58:46,461 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:35:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0866, loss: 2.0866 +2025-05-01 21:59:29,232 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:35:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1615, loss: 2.1615 +2025-05-01 22:00:11,911 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:34:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.1375, loss: 2.1375 +2025-05-01 22:00:54,630 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:33:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1588, loss: 2.1588 +2025-05-01 22:01:37,062 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:33:00, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1116, loss: 2.1116 +2025-05-01 22:02:19,685 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:32:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1248, loss: 2.1248 +2025-05-01 22:03:02,542 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:31:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.1358, loss: 2.1358 +2025-05-01 22:03:45,230 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:30:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.1242, loss: 2.1242 +2025-05-01 22:04:27,975 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:30:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.2166, loss: 2.2166 +2025-05-01 22:05:10,645 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:29:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1423, loss: 2.1423 +2025-05-01 22:05:53,409 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:28:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.1361, loss: 2.1361 +2025-05-01 22:06:36,261 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:28:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0951, loss: 2.0951 +2025-05-01 22:07:19,087 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:27:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2650, loss: 2.2650 +2025-05-01 22:08:02,004 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:26:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1193, loss: 2.1193 +2025-05-01 22:08:45,047 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:25:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1587, loss: 2.1587 +2025-05-01 22:09:27,744 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.2576, loss: 2.2576 +2025-05-01 22:10:10,440 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:24:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.2481, loss: 2.2481 +2025-05-01 22:10:53,140 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:23:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1621, loss: 2.1621 +2025-05-01 22:11:35,968 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:23:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2410, loss: 2.2410 +2025-05-01 22:12:18,766 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:22:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1126, loss: 2.1126 +2025-05-01 22:13:01,635 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:21:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.2695, loss: 2.2695 +2025-05-01 22:13:25,020 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-01 22:14:51,010 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 22:14:51,086 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9912 +2025-05-01 22:14:51,150 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_87.pth was removed +2025-05-01 22:14:52,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-05-01 22:14:52,257 - pyskl - INFO - Best top1_acc is 0.9075 at 95 epoch. +2025-05-01 22:14:52,261 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9075, top5_acc: 0.9912 +2025-05-01 22:15:56,062 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:20:31, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1224, loss: 2.1224 +2025-05-01 22:16:38,979 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:19:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0620, loss: 2.0620 +2025-05-01 22:17:21,928 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:19:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1249, loss: 2.1249 +2025-05-01 22:18:04,718 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:18:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1474, loss: 2.1474 +2025-05-01 22:18:47,459 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.0831, loss: 2.0831 +2025-05-01 22:19:30,296 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:16:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.0882, loss: 2.0882 +2025-05-01 22:20:12,991 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:16:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1185, loss: 2.1185 +2025-05-01 22:20:55,794 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:15:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.1489, loss: 2.1489 +2025-05-01 22:21:38,528 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:14:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2101, loss: 2.2101 +2025-05-01 22:22:21,250 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:14:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.2264, loss: 2.2264 +2025-05-01 22:23:03,991 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2063, loss: 2.2063 +2025-05-01 22:23:46,722 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:12:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1083, loss: 2.1083 +2025-05-01 22:24:29,771 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:11:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.1414, loss: 2.1414 +2025-05-01 22:25:12,518 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:11:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1549, loss: 2.1549 +2025-05-01 22:25:55,527 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:10:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1379, loss: 2.1379 +2025-05-01 22:26:38,319 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:09:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.1453, loss: 2.1453 +2025-05-01 22:27:21,144 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:09:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.1650, loss: 2.1650 +2025-05-01 22:28:03,951 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:08:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1600, loss: 2.1600 +2025-05-01 22:28:46,644 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:07:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2311, loss: 2.2311 +2025-05-01 22:29:29,219 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:07:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.2695, loss: 2.2695 +2025-05-01 22:30:11,811 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:06:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1764, loss: 2.1764 +2025-05-01 22:30:54,615 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:05:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.0482, loss: 2.0482 +2025-05-01 22:31:37,416 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2103, loss: 2.2103 +2025-05-01 22:32:00,916 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-01 22:33:27,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 22:33:27,231 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9909 +2025-05-01 22:33:27,234 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9000, top5_acc: 0.9909 +2025-05-01 22:34:30,895 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:03:46, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1002, loss: 2.1002 +2025-05-01 22:35:13,682 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:03:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0509, loss: 2.0509 +2025-05-01 22:35:56,358 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:02:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.0687, loss: 2.0687 +2025-05-01 22:36:38,935 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:01:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1368, loss: 2.1368 +2025-05-01 22:37:21,625 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:00:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0189, loss: 2.0189 +2025-05-01 22:38:04,354 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:00:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.0961, loss: 2.0961 +2025-05-01 22:38:47,093 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 14:59:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.0720, loss: 2.0720 +2025-05-01 22:39:29,857 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 14:58:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1102, loss: 2.1102 +2025-05-01 22:40:12,574 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 14:58:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0470, loss: 2.0470 +2025-05-01 22:40:55,271 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 14:57:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1523, loss: 2.1523 +2025-05-01 22:41:37,979 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 14:56:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1079, loss: 2.1079 +2025-05-01 22:42:20,686 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 14:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2328, loss: 2.2328 +2025-05-01 22:43:03,542 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 14:55:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1239, loss: 2.1239 +2025-05-01 22:43:46,415 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 14:54:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.1971, loss: 2.1971 +2025-05-01 22:44:29,335 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 14:53:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.2147, loss: 2.2147 +2025-05-01 22:45:11,858 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 14:53:05, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.0761, loss: 2.0761 +2025-05-01 22:45:54,666 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 14:52:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2239, loss: 2.2239 +2025-05-01 22:46:37,542 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 14:51:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.0998, loss: 2.0998 +2025-05-01 22:47:20,495 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 14:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2224, loss: 2.2224 +2025-05-01 22:48:03,266 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 14:50:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.0760, loss: 2.0760 +2025-05-01 22:48:45,990 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 14:49:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.1409, loss: 2.1409 +2025-05-01 22:49:28,859 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:48:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9969, loss_cls: 2.2767, loss: 2.2767 +2025-05-01 22:50:11,595 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:48:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.1372, loss: 2.1372 +2025-05-01 22:50:35,001 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-01 22:52:00,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 22:52:01,040 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9903 +2025-05-01 22:52:01,044 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.8954, top5_acc: 0.9903 +2025-05-01 22:53:04,786 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:47:01, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1001, loss: 2.1001 +2025-05-01 22:53:47,474 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:46:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.9718, loss: 1.9718 +2025-05-01 22:54:30,158 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:45:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.1266, loss: 2.1266 +2025-05-01 22:55:12,840 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:44:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0514, loss: 2.0514 +2025-05-01 22:55:55,551 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:44:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0000, loss: 2.0000 +2025-05-01 22:56:38,327 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:43:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0112, loss: 2.0112 +2025-05-01 22:57:21,219 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:42:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0568, loss: 2.0568 +2025-05-01 22:58:04,007 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:42:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.0812, loss: 2.0812 +2025-05-01 22:58:46,783 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:41:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.1104, loss: 2.1104 +2025-05-01 22:59:29,458 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:40:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0020, loss: 2.0020 +2025-05-01 23:00:12,146 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0620, loss: 2.0620 +2025-05-01 23:00:54,821 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:39:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0813, loss: 2.0813 +2025-05-01 23:01:37,730 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:38:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0601, loss: 2.0601 +2025-05-01 23:02:20,520 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:37:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.0914, loss: 2.0914 +2025-05-01 23:03:03,379 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:37:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1523, loss: 2.1523 +2025-05-01 23:03:45,996 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:36:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0366, loss: 2.0366 +2025-05-01 23:04:28,798 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:35:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1399, loss: 2.1399 +2025-05-01 23:05:11,426 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:34:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1789, loss: 2.1789 +2025-05-01 23:05:54,086 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:34:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1329, loss: 2.1329 +2025-05-01 23:06:36,730 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:33:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.1760, loss: 2.1760 +2025-05-01 23:07:19,415 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:32:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.1801, loss: 2.1801 +2025-05-01 23:08:02,117 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:32:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1923, loss: 2.1923 +2025-05-01 23:08:44,834 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1460, loss: 2.1460 +2025-05-01 23:09:08,093 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-01 23:10:34,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 23:10:34,345 - pyskl - INFO - +top1_acc 0.9033 +top5_acc 0.9903 +2025-05-01 23:10:34,348 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9033, top5_acc: 0.9903 +2025-05-01 23:11:38,026 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:30:15, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.0460, loss: 2.0460 +2025-05-01 23:12:20,707 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:29:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 1.9318, loss: 1.9318 +2025-05-01 23:13:03,358 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:28:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.0003, loss: 2.0003 +2025-05-01 23:13:45,965 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:28:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.0482, loss: 2.0482 +2025-05-01 23:14:28,624 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:27:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.0608, loss: 2.0608 +2025-05-01 23:15:11,345 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:26:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9560, loss: 1.9560 +2025-05-01 23:15:53,947 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:25:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0448, loss: 2.0448 +2025-05-01 23:16:36,592 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:25:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.0887, loss: 2.0887 +2025-05-01 23:17:19,227 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:24:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.0406, loss: 2.0406 +2025-05-01 23:18:01,911 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:23:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1458, loss: 2.1458 +2025-05-01 23:18:44,599 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:23:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9858, loss: 1.9858 +2025-05-01 23:19:27,280 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:22:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0155, loss: 2.0155 +2025-05-01 23:20:10,250 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:21:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 2.0904, loss: 2.0904 +2025-05-01 23:20:52,982 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:21:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9981, loss_cls: 2.0665, loss: 2.0665 +2025-05-01 23:21:35,878 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:20:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.0091, loss: 2.0091 +2025-05-01 23:22:18,534 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:19:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.1384, loss: 2.1384 +2025-05-01 23:23:01,187 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:18:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2157, loss: 2.2157 +2025-05-01 23:23:43,893 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:18:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.1480, loss: 2.1480 +2025-05-01 23:24:26,526 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:17:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.1969, loss: 2.1969 +2025-05-01 23:25:09,146 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:16:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.1094, loss: 2.1094 +2025-05-01 23:25:51,784 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:16:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.2535, loss: 2.2535 +2025-05-01 23:26:34,478 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:15:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1367, loss: 2.1367 +2025-05-01 23:27:17,154 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:14:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1343, loss: 2.1343 +2025-05-01 23:27:40,418 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-01 23:29:06,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 23:29:06,394 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9883 +2025-05-01 23:29:06,397 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.8808, top5_acc: 0.9883 +2025-05-01 23:30:10,373 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:13:29, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.0591, loss: 2.0591 +2025-05-01 23:30:53,087 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:12:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9955, loss: 1.9955 +2025-05-01 23:31:35,995 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0233, loss: 2.0233 +2025-05-01 23:32:18,855 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:11:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.0324, loss: 2.0324 +2025-05-01 23:33:01,767 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:10:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.0622, loss: 2.0622 +2025-05-01 23:33:44,783 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:09:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0547, loss: 2.0547 +2025-05-01 23:34:27,631 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:09:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.0229, loss: 2.0229 +2025-05-01 23:35:10,424 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:08:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0744, loss: 2.0744 +2025-05-01 23:35:53,269 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:07:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.9648, loss: 1.9648 +2025-05-01 23:36:36,092 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:07:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.1278, loss: 2.1278 +2025-05-01 23:37:18,850 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:06:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1243, loss: 2.1243 +2025-05-01 23:38:01,605 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:05:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1423, loss: 2.1423 +2025-05-01 23:38:44,439 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:04:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9888, loss_cls: 2.1387, loss: 2.1387 +2025-05-01 23:39:27,202 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:04:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1135, loss: 2.1135 +2025-05-01 23:40:09,896 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.0700, loss: 2.0700 +2025-05-01 23:40:52,598 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:02:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9904, loss: 1.9904 +2025-05-01 23:41:35,307 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1405, loss: 2.1405 +2025-05-01 23:42:18,150 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:01:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.0748, loss: 2.0748 +2025-05-01 23:43:01,071 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:00:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0868, loss: 2.0868 +2025-05-01 23:43:43,978 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 13:59:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1303, loss: 2.1303 +2025-05-01 23:44:26,903 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 13:59:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9956, loss_cls: 2.0994, loss: 2.0994 +2025-05-01 23:45:09,731 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 13:58:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.0551, loss: 2.0551 +2025-05-01 23:45:52,563 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 13:57:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.0920, loss: 2.0920 +2025-05-01 23:46:15,965 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-01 23:47:41,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 23:47:41,928 - pyskl - INFO - +top1_acc 0.8829 +top5_acc 0.9871 +2025-05-01 23:47:41,931 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.8829, top5_acc: 0.9871 +2025-05-01 23:48:45,819 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 13:56:45, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9225, loss: 1.9225 +2025-05-01 23:49:28,438 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 13:56:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0647, loss: 2.0647 +2025-05-01 23:50:11,072 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 13:55:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9563, loss: 1.9563 +2025-05-01 23:50:53,757 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 13:54:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.9954, loss: 1.9954 +2025-05-01 23:51:36,310 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 13:53:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0419, loss: 2.0419 +2025-05-01 23:52:18,883 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 13:53:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.0798, loss: 2.0798 +2025-05-01 23:53:01,546 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 13:52:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.0228, loss: 2.0228 +2025-05-01 23:53:44,183 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 13:51:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.0505, loss: 2.0505 +2025-05-01 23:54:26,910 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 13:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 1.9426, loss: 1.9426 +2025-05-01 23:55:09,566 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 13:50:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0117, loss: 2.0117 +2025-05-01 23:55:52,236 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:49:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.9623, loss: 1.9623 +2025-05-01 23:56:35,032 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:48:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.0536, loss: 2.0536 +2025-05-01 23:57:17,792 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:48:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.9604, loss: 1.9604 +2025-05-01 23:58:00,572 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:47:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.0923, loss: 2.0923 +2025-05-01 23:58:43,363 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:46:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 1.9984, loss: 1.9984 +2025-05-01 23:59:26,031 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:46:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.0833, loss: 2.0833 +2025-05-02 00:00:08,806 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:45:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0800, loss: 2.0800 +2025-05-02 00:00:51,490 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:44:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9609, loss: 1.9609 +2025-05-02 00:01:34,175 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:43:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0931, loss: 2.0931 +2025-05-02 00:02:16,808 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:43:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0517, loss: 2.0517 +2025-05-02 00:02:59,695 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:42:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.0178, loss: 2.0178 +2025-05-02 00:03:42,478 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:41:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.0855, loss: 2.0855 +2025-05-02 00:04:25,180 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:41:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0959, loss: 2.0959 +2025-05-02 00:04:48,574 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-02 00:06:14,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 00:06:14,814 - pyskl - INFO - +top1_acc 0.8986 +top5_acc 0.9902 +2025-05-02 00:06:14,818 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.8986, top5_acc: 0.9902 +2025-05-02 00:07:19,487 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:39:59, time: 0.647, data_time: 0.219, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8508, loss: 1.8508 +2025-05-02 00:08:02,446 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:39:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9473, loss: 1.9473 +2025-05-02 00:08:45,453 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:38:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.0022, loss: 2.0022 +2025-05-02 00:09:28,333 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:37:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.9387, loss: 1.9387 +2025-05-02 00:10:11,195 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:37:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 1.8993, loss: 1.8993 +2025-05-02 00:10:53,848 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:36:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.9330, loss: 1.9330 +2025-05-02 00:11:36,480 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:35:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.9944, loss: 1.9944 +2025-05-02 00:12:19,096 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:35:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.0459, loss: 2.0459 +2025-05-02 00:13:01,819 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:34:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0882, loss: 2.0882 +2025-05-02 00:13:44,626 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:33:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.0706, loss: 2.0706 +2025-05-02 00:14:27,346 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:32:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0621, loss: 2.0621 +2025-05-02 00:15:10,222 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.0137, loss: 2.0137 +2025-05-02 00:15:53,102 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:31:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 1.9473, loss: 1.9473 +2025-05-02 00:16:36,063 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:30:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.9363, loss: 1.9363 +2025-05-02 00:17:18,788 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:30:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1003, loss: 2.1003 +2025-05-02 00:18:01,478 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9672, loss: 1.9672 +2025-05-02 00:18:44,185 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:28:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9969, loss_cls: 2.0659, loss: 2.0659 +2025-05-02 00:19:26,834 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:27:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0767, loss: 2.0767 +2025-05-02 00:20:09,567 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:27:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.1760, loss: 2.1760 +2025-05-02 00:20:52,362 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:26:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.0483, loss: 2.0483 +2025-05-02 00:21:35,167 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:25:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9600, loss: 1.9600 +2025-05-02 00:22:17,960 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:25:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.9535, loss: 1.9535 +2025-05-02 00:23:00,914 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:24:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.0591, loss: 2.0591 +2025-05-02 00:23:24,381 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-02 00:24:50,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 00:24:50,672 - pyskl - INFO - +top1_acc 0.9074 +top5_acc 0.9907 +2025-05-02 00:24:50,675 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9074, top5_acc: 0.9907 +2025-05-02 00:25:54,557 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:23:14, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9442, loss: 1.9442 +2025-05-02 00:26:37,403 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:22:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9337, loss: 1.9337 +2025-05-02 00:27:20,209 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:21:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8604, loss: 1.8604 +2025-05-02 00:28:02,967 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:21:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.9637, loss: 1.9637 +2025-05-02 00:28:45,722 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:20:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.9849, loss: 1.9849 +2025-05-02 00:29:28,492 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:19:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.9636, loss: 1.9636 +2025-05-02 00:30:11,186 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:18:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9702, loss: 1.9702 +2025-05-02 00:30:53,923 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:18:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1015, loss: 2.1015 +2025-05-02 00:31:36,630 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:17:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.9519, loss: 1.9519 +2025-05-02 00:32:19,348 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:16:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0566, loss: 2.0566 +2025-05-02 00:33:01,987 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:16:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 1.9148, loss: 1.9148 +2025-05-02 00:33:44,924 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:15:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.0417, loss: 2.0417 +2025-05-02 00:34:27,840 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:14:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0003, loss: 2.0003 +2025-05-02 00:35:10,723 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:14:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.0324, loss: 2.0324 +2025-05-02 00:35:53,531 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.9444, loss: 1.9444 +2025-05-02 00:36:36,571 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:12:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0350, loss: 2.0350 +2025-05-02 00:37:19,608 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:11:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.0446, loss: 2.0446 +2025-05-02 00:38:02,515 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:11:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0240, loss: 2.0240 +2025-05-02 00:38:45,338 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:10:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9268, loss: 1.9268 +2025-05-02 00:39:28,149 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:09:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.9423, loss: 1.9423 +2025-05-02 00:40:10,910 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:09:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.0511, loss: 2.0511 +2025-05-02 00:40:53,627 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:08:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.9446, loss: 1.9446 +2025-05-02 00:41:36,266 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:07:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.0144, loss: 2.0144 +2025-05-02 00:41:59,506 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-02 00:43:25,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 00:43:25,358 - pyskl - INFO - +top1_acc 0.9019 +top5_acc 0.9909 +2025-05-02 00:43:25,362 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9019, top5_acc: 0.9909 +2025-05-02 00:44:29,508 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:06:30, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9484, loss: 1.9484 +2025-05-02 00:45:12,319 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:05:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8553, loss: 1.8553 +2025-05-02 00:45:55,135 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:05:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.8584, loss: 1.8584 +2025-05-02 00:46:37,869 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:04:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8172, loss: 1.8172 +2025-05-02 00:47:20,665 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:03:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.9322, loss: 1.9322 +2025-05-02 00:48:03,607 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:02:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.9089, loss: 1.9089 +2025-05-02 00:48:46,308 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:02:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0576, loss: 2.0576 +2025-05-02 00:49:29,063 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:01:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.8288, loss: 1.8288 +2025-05-02 00:50:11,809 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:00:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.9804, loss: 1.9804 +2025-05-02 00:50:54,534 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:00:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0279, loss: 2.0279 +2025-05-02 00:51:37,235 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 12:59:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.9625, loss: 1.9625 +2025-05-02 00:52:20,043 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 12:58:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9393, loss: 1.9393 +2025-05-02 00:53:02,649 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 12:57:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.9884, loss: 1.9884 +2025-05-02 00:53:45,378 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 12:57:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.9250, loss: 1.9250 +2025-05-02 00:54:28,073 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 12:56:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 1.9617, loss: 1.9617 +2025-05-02 00:55:10,810 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 12:55:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.8757, loss: 1.8757 +2025-05-02 00:55:53,514 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 12:55:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.9841, loss: 1.9841 +2025-05-02 00:56:36,214 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 12:54:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.9687, loss: 1.9687 +2025-05-02 00:57:18,875 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 12:53:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.9915, loss: 1.9915 +2025-05-02 00:58:01,567 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 12:52:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9994, loss_cls: 2.0163, loss: 2.0163 +2025-05-02 00:58:44,321 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 12:52:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.0447, loss: 2.0447 +2025-05-02 00:59:27,075 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 12:51:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9637, loss: 1.9637 +2025-05-02 01:00:09,860 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 12:50:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 2.0871, loss: 2.0871 +2025-05-02 01:00:33,223 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-02 01:01:59,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 01:01:59,923 - pyskl - INFO - +top1_acc 0.9087 +top5_acc 0.9903 +2025-05-02 01:01:59,981 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_95.pth was removed +2025-05-02 01:02:01,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-05-02 01:02:01,081 - pyskl - INFO - Best top1_acc is 0.9087 at 104 epoch. +2025-05-02 01:02:01,083 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9087, top5_acc: 0.9903 +2025-05-02 01:03:04,486 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:49:44, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8549, loss: 1.8549 +2025-05-02 01:03:47,219 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:49:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8582, loss: 1.8582 +2025-05-02 01:04:30,070 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9166, loss: 1.9166 +2025-05-02 01:05:12,754 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:47:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9476, loss: 1.9476 +2025-05-02 01:05:55,415 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:46:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.8733, loss: 1.8733 +2025-05-02 01:06:38,046 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:46:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8364, loss: 1.8364 +2025-05-02 01:07:20,608 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:45:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.9280, loss: 1.9280 +2025-05-02 01:08:03,202 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:44:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8156, loss: 1.8156 +2025-05-02 01:08:46,034 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:44:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0087, loss: 2.0087 +2025-05-02 01:09:28,766 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8572, loss: 1.8572 +2025-05-02 01:10:11,545 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 1.8825, loss: 1.8825 +2025-05-02 01:10:54,511 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:41:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.8687, loss: 1.8687 +2025-05-02 01:11:37,526 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:41:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.9853, loss: 1.9853 +2025-05-02 01:12:20,487 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9489, loss: 1.9489 +2025-05-02 01:13:03,357 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:39:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.9727, loss: 1.9727 +2025-05-02 01:13:46,120 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:39:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.0209, loss: 2.0209 +2025-05-02 01:14:28,867 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:38:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0226, loss: 2.0226 +2025-05-02 01:15:11,651 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:37:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0164, loss: 2.0164 +2025-05-02 01:15:54,386 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:36:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0156, loss: 2.0156 +2025-05-02 01:16:37,057 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:36:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 1.9259, loss: 1.9259 +2025-05-02 01:17:19,738 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:35:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9801, loss: 1.9801 +2025-05-02 01:18:02,494 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:34:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.9972, loss: 1.9972 +2025-05-02 01:18:45,286 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:34:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.0562, loss: 2.0562 +2025-05-02 01:19:08,626 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-02 01:20:34,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 01:20:34,556 - pyskl - INFO - +top1_acc 0.9074 +top5_acc 0.9914 +2025-05-02 01:20:34,560 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9074, top5_acc: 0.9914 +2025-05-02 01:21:38,604 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:32:59, time: 0.640, data_time: 0.214, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.9229, loss: 1.9229 +2025-05-02 01:22:21,306 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:32:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8150, loss: 1.8150 +2025-05-02 01:23:04,290 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:31:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8088, loss: 1.8088 +2025-05-02 01:23:47,132 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:30:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.7912, loss: 1.7912 +2025-05-02 01:24:30,211 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:30:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.9029, loss: 1.9029 +2025-05-02 01:25:13,192 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:29:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8876, loss: 1.8876 +2025-05-02 01:25:55,936 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:28:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.8782, loss: 1.8782 +2025-05-02 01:26:38,730 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:28:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.8989, loss: 1.8989 +2025-05-02 01:27:21,427 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.8342, loss: 1.8342 +2025-05-02 01:28:04,126 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:26:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.8791, loss: 1.8791 +2025-05-02 01:28:46,775 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:25:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8927, loss: 1.8927 +2025-05-02 01:29:29,535 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:25:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.9168, loss: 1.9168 +2025-05-02 01:30:12,253 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.9266, loss: 1.9266 +2025-05-02 01:30:55,055 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:23:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.8845, loss: 1.8845 +2025-05-02 01:31:37,655 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:23:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.0030, loss: 2.0030 +2025-05-02 01:32:20,442 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:22:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.9970, loss: 1.9970 +2025-05-02 01:33:03,207 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:21:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9906, loss_cls: 2.0498, loss: 2.0498 +2025-05-02 01:33:45,832 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:20:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.9662, loss: 1.9662 +2025-05-02 01:34:28,442 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:20:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9362, loss: 1.9362 +2025-05-02 01:35:11,086 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:19:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8863, loss: 1.8863 +2025-05-02 01:35:53,734 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:18:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.9784, loss: 1.9784 +2025-05-02 01:36:36,326 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:18:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.9388, loss: 1.9388 +2025-05-02 01:37:18,986 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:17:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.9854, loss: 1.9854 +2025-05-02 01:37:42,283 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-02 01:39:08,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 01:39:08,207 - pyskl - INFO - +top1_acc 0.9155 +top5_acc 0.9928 +2025-05-02 01:39:08,270 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_104.pth was removed +2025-05-02 01:39:09,418 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-02 01:39:09,419 - pyskl - INFO - Best top1_acc is 0.9155 at 106 epoch. +2025-05-02 01:39:09,422 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9155, top5_acc: 0.9928 +2025-05-02 01:40:13,612 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:16:14, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7854, loss: 1.7854 +2025-05-02 01:40:56,318 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:15:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8000, loss: 1.8000 +2025-05-02 01:41:39,167 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:14:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8437, loss: 1.8437 +2025-05-02 01:42:22,144 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:14:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7550, loss: 1.7550 +2025-05-02 01:43:05,197 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:13:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7789, loss: 1.7789 +2025-05-02 01:43:48,002 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:12:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8484, loss: 1.8484 +2025-05-02 01:44:30,698 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:11:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 1.9467, loss: 1.9467 +2025-05-02 01:45:13,462 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8567, loss: 1.8567 +2025-05-02 01:45:56,194 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:10:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8365, loss: 1.8365 +2025-05-02 01:46:38,934 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:09:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9119, loss: 1.9119 +2025-05-02 01:47:21,674 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:09:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8590, loss: 1.8590 +2025-05-02 01:48:04,702 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:08:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.8919, loss: 1.8919 +2025-05-02 01:48:47,476 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:07:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.8754, loss: 1.8754 +2025-05-02 01:49:30,320 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.9065, loss: 1.9065 +2025-05-02 01:50:13,060 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:06:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.9000, loss: 1.9000 +2025-05-02 01:50:55,746 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:05:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.9189, loss: 1.9189 +2025-05-02 01:51:38,508 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9956, loss: 1.9956 +2025-05-02 01:52:21,238 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:04:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8518, loss: 1.8518 +2025-05-02 01:53:04,011 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:03:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9375, loss: 1.9375 +2025-05-02 01:53:46,678 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:02:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9688, loss: 1.9688 +2025-05-02 01:54:29,473 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:02:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8713, loss: 1.8713 +2025-05-02 01:55:12,182 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:01:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.9634, loss: 1.9634 +2025-05-02 01:55:54,872 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:00:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9184, loss: 1.9184 +2025-05-02 01:56:18,196 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-02 01:57:44,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 01:57:44,268 - pyskl - INFO - +top1_acc 0.9115 +top5_acc 0.9905 +2025-05-02 01:57:44,271 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9115, top5_acc: 0.9905 +2025-05-02 01:58:48,594 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 11:59:30, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.8868, loss: 1.8868 +2025-05-02 01:59:31,475 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 11:58:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.7725, loss: 1.7725 +2025-05-02 02:00:14,327 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 11:58:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.7948, loss: 1.7948 +2025-05-02 02:00:57,109 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 11:57:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.7959, loss: 1.7959 +2025-05-02 02:01:39,929 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 11:56:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7448, loss: 1.7448 +2025-05-02 02:02:22,730 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 11:55:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.7922, loss: 1.7922 +2025-05-02 02:03:05,503 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 11:55:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9551, loss: 1.9551 +2025-05-02 02:03:48,255 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 11:54:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8676, loss: 1.8676 +2025-05-02 02:04:31,002 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 11:53:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8163, loss: 1.8163 +2025-05-02 02:05:13,814 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 11:53:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7719, loss: 1.7719 +2025-05-02 02:05:56,716 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 11:52:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.8260, loss: 1.8260 +2025-05-02 02:06:39,639 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 11:51:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 1.8928, loss: 1.8928 +2025-05-02 02:07:22,451 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:50:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.7973, loss: 1.7973 +2025-05-02 02:08:05,328 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:50:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.8357, loss: 1.8357 +2025-05-02 02:08:48,151 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:49:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8601, loss: 1.8601 +2025-05-02 02:09:30,947 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:48:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.7947, loss: 1.7947 +2025-05-02 02:10:13,613 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:48:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 1.8442, loss: 1.8442 +2025-05-02 02:10:56,279 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:47:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7934, loss: 1.7934 +2025-05-02 02:11:39,007 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:46:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8325, loss: 1.8325 +2025-05-02 02:12:21,839 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:45:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8498, loss: 1.8498 +2025-05-02 02:13:04,635 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:45:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8423, loss: 1.8423 +2025-05-02 02:13:47,419 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:44:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9408, loss: 1.9408 +2025-05-02 02:14:30,198 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:43:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.0549, loss: 2.0549 +2025-05-02 02:14:53,484 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-02 02:16:19,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 02:16:19,485 - pyskl - INFO - +top1_acc 0.9065 +top5_acc 0.9899 +2025-05-02 02:16:19,489 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9065, top5_acc: 0.9899 +2025-05-02 02:17:23,809 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:42:45, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7868, loss: 1.7868 +2025-05-02 02:18:06,636 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:42:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7218, loss: 1.7218 +2025-05-02 02:18:49,398 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:41:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7346, loss: 1.7346 +2025-05-02 02:19:32,127 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:40:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7398, loss: 1.7398 +2025-05-02 02:20:14,963 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:39:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.7560, loss: 1.7560 +2025-05-02 02:20:57,877 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:39:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.7735, loss: 1.7735 +2025-05-02 02:21:40,729 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:38:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.7002, loss: 1.7002 +2025-05-02 02:22:23,724 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:37:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.7463, loss: 1.7463 +2025-05-02 02:23:06,549 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:37:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7759, loss: 1.7759 +2025-05-02 02:23:49,529 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:36:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.9001, loss: 1.9001 +2025-05-02 02:24:32,450 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:35:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.8218, loss: 1.8218 +2025-05-02 02:25:15,323 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:34:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.8935, loss: 1.8935 +2025-05-02 02:25:58,032 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:34:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 1.8112, loss: 1.8112 +2025-05-02 02:26:40,803 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:33:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7924, loss: 1.7924 +2025-05-02 02:27:23,594 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:32:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8508, loss: 1.8508 +2025-05-02 02:28:06,314 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:32:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.9126, loss: 1.9126 +2025-05-02 02:28:48,986 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:31:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.8911, loss: 1.8911 +2025-05-02 02:29:31,693 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:30:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7873, loss: 1.7873 +2025-05-02 02:30:14,389 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:29:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.8557, loss: 1.8557 +2025-05-02 02:30:57,113 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:29:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 1.8515, loss: 1.8515 +2025-05-02 02:31:39,826 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:28:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8663, loss: 1.8663 +2025-05-02 02:32:22,340 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:27:49, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8748, loss: 1.8748 +2025-05-02 02:33:05,101 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:27:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9092, loss: 1.9092 +2025-05-02 02:33:28,429 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-02 02:34:54,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 02:34:54,706 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9919 +2025-05-02 02:34:54,710 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9076, top5_acc: 0.9919 +2025-05-02 02:35:58,417 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:26:00, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.6898, loss: 1.6898 +2025-05-02 02:36:41,179 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:25:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7355, loss: 1.7355 +2025-05-02 02:37:23,955 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:24:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.7467, loss: 1.7467 +2025-05-02 02:38:06,687 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:23:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7630, loss: 1.7630 +2025-05-02 02:38:49,410 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:23:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.6494, loss: 1.6494 +2025-05-02 02:39:32,168 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:22:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8166, loss: 1.8166 +2025-05-02 02:40:14,905 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:21:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7788, loss: 1.7788 +2025-05-02 02:40:57,654 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:21:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7412, loss: 1.7412 +2025-05-02 02:41:40,479 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:20:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.8003, loss: 1.8003 +2025-05-02 02:42:23,234 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:19:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8229, loss: 1.8229 +2025-05-02 02:43:05,991 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:18:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8411, loss: 1.8411 +2025-05-02 02:43:48,859 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:18:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7646, loss: 1.7646 +2025-05-02 02:44:31,738 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:17:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.7153, loss: 1.7153 +2025-05-02 02:45:14,489 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:16:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.7705, loss: 1.7705 +2025-05-02 02:45:57,211 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:16:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.8530, loss: 1.8530 +2025-05-02 02:46:39,929 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:15:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.8248, loss: 1.8248 +2025-05-02 02:47:22,631 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:14:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7985, loss: 1.7985 +2025-05-02 02:48:05,290 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:13:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8431, loss: 1.8431 +2025-05-02 02:48:48,035 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:13:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7528, loss: 1.7528 +2025-05-02 02:49:30,870 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:12:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.8346, loss: 1.8346 +2025-05-02 02:50:13,699 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:11:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8357, loss: 1.8357 +2025-05-02 02:50:56,471 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:11:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.7711, loss: 1.7711 +2025-05-02 02:51:39,211 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:10:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8799, loss: 1.8799 +2025-05-02 02:52:02,517 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-02 02:53:28,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 02:53:28,654 - pyskl - INFO - +top1_acc 0.9126 +top5_acc 0.9923 +2025-05-02 02:53:28,657 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9126, top5_acc: 0.9923 +2025-05-02 02:54:32,896 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:09:15, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.7024, loss: 1.7024 +2025-05-02 02:55:15,796 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:08:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7210, loss: 1.7210 +2025-05-02 02:55:58,752 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:07:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.7329, loss: 1.7329 +2025-05-02 02:56:41,755 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:07:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7203, loss: 1.7203 +2025-05-02 02:57:24,571 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:06:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.6599, loss: 1.6599 +2025-05-02 02:58:07,553 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:05:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7643, loss: 1.7643 +2025-05-02 02:58:50,615 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:04:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8065, loss: 1.8065 +2025-05-02 02:59:33,405 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:04:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7446, loss: 1.7446 +2025-05-02 03:00:16,234 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:03:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8485, loss: 1.8485 +2025-05-02 03:00:58,942 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.7973, loss: 1.7973 +2025-05-02 03:01:41,808 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:02:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.8229, loss: 1.8229 +2025-05-02 03:02:24,839 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:01:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6347, loss: 1.6347 +2025-05-02 03:03:07,803 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:00:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9008, loss: 1.9008 +2025-05-02 03:03:50,507 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:00:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.7480, loss: 1.7480 +2025-05-02 03:04:33,168 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 10:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.7563, loss: 1.7563 +2025-05-02 03:05:15,940 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 10:58:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.7845, loss: 1.7845 +2025-05-02 03:05:58,671 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 10:57:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 1.7911, loss: 1.7911 +2025-05-02 03:06:41,413 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 10:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.8353, loss: 1.8353 +2025-05-02 03:07:24,058 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 10:56:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 1.8340, loss: 1.8340 +2025-05-02 03:08:06,826 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 10:55:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8334, loss: 1.8334 +2025-05-02 03:08:49,571 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 10:55:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.8777, loss: 1.8777 +2025-05-02 03:09:32,371 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 10:54:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6888, loss: 1.6888 +2025-05-02 03:10:15,006 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 10:53:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7773, loss: 1.7773 +2025-05-02 03:10:38,389 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-02 03:12:04,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 03:12:04,266 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9920 +2025-05-02 03:12:04,269 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9153, top5_acc: 0.9920 +2025-05-02 03:13:08,139 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 10:52:31, time: 0.639, data_time: 0.213, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6604, loss: 1.6604 +2025-05-02 03:13:50,594 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:51:48, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.6376, loss: 1.6376 +2025-05-02 03:14:32,811 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:51:05, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.6978, loss: 1.6978 +2025-05-02 03:15:15,432 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:50:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7405, loss: 1.7405 +2025-05-02 03:15:58,081 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:49:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6995, loss: 1.6995 +2025-05-02 03:16:40,686 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:48:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7267, loss: 1.7267 +2025-05-02 03:17:23,466 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:48:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.6684, loss: 1.6684 +2025-05-02 03:18:06,356 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:47:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.6629, loss: 1.6629 +2025-05-02 03:18:49,093 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:46:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7140, loss: 1.7140 +2025-05-02 03:19:31,951 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:46:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.7788, loss: 1.7788 +2025-05-02 03:20:14,933 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:45:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.6941, loss: 1.6941 +2025-05-02 03:20:57,519 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:44:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.7813, loss: 1.7813 +2025-05-02 03:21:40,277 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:43:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8188, loss: 1.8188 +2025-05-02 03:22:22,942 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7455, loss: 1.7455 +2025-05-02 03:23:05,547 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:42:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7933, loss: 1.7933 +2025-05-02 03:23:48,242 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:41:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 1.0000, loss_cls: 1.7137, loss: 1.7137 +2025-05-02 03:24:30,849 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:41:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8150, loss: 1.8150 +2025-05-02 03:25:13,425 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:40:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7306, loss: 1.7306 +2025-05-02 03:25:56,005 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:39:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6962, loss: 1.6962 +2025-05-02 03:26:38,636 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:38:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.7576, loss: 1.7576 +2025-05-02 03:27:21,297 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:38:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8094, loss: 1.8094 +2025-05-02 03:28:03,962 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:37:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8172, loss: 1.8172 +2025-05-02 03:28:46,632 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:36:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.6930, loss: 1.6930 +2025-05-02 03:29:09,905 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-02 03:30:36,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 03:30:36,803 - pyskl - INFO - +top1_acc 0.9230 +top5_acc 0.9925 +2025-05-02 03:30:36,866 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_106.pth was removed +2025-05-02 03:30:38,003 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-05-02 03:30:38,004 - pyskl - INFO - Best top1_acc is 0.9230 at 112 epoch. +2025-05-02 03:30:38,007 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9230, top5_acc: 0.9925 +2025-05-02 03:31:42,254 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:35:45, time: 0.642, data_time: 0.217, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.6580, loss: 1.6580 +2025-05-02 03:32:24,918 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:35:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6480, loss: 1.6480 +2025-05-02 03:33:07,650 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:34:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6849, loss: 1.6849 +2025-05-02 03:33:50,331 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:33:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7415, loss: 1.7415 +2025-05-02 03:34:33,043 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:32:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.6476, loss: 1.6476 +2025-05-02 03:35:15,722 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:32:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7334, loss: 1.7334 +2025-05-02 03:35:58,430 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:31:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6391, loss: 1.6391 +2025-05-02 03:36:41,127 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:30:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7087, loss: 1.7087 +2025-05-02 03:37:23,838 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:30:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.6783, loss: 1.6783 +2025-05-02 03:38:06,603 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:29:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7251, loss: 1.7251 +2025-05-02 03:38:49,479 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:28:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.6788, loss: 1.6788 +2025-05-02 03:39:32,190 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:27:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7453, loss: 1.7453 +2025-05-02 03:40:15,109 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:27:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.7605, loss: 1.7605 +2025-05-02 03:40:57,842 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:26:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 1.7371, loss: 1.7371 +2025-05-02 03:41:40,573 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:25:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.6876, loss: 1.6876 +2025-05-02 03:42:23,275 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:25:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.6634, loss: 1.6634 +2025-05-02 03:43:05,968 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:24:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7167, loss: 1.7167 +2025-05-02 03:43:48,665 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:23:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.6683, loss: 1.6683 +2025-05-02 03:44:31,328 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:22:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6601, loss: 1.6601 +2025-05-02 03:45:14,004 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:22:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7501, loss: 1.7501 +2025-05-02 03:45:56,699 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:21:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6999, loss: 1.6999 +2025-05-02 03:46:39,303 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:20:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7390, loss: 1.7390 +2025-05-02 03:47:21,935 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:20:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 1.7789, loss: 1.7789 +2025-05-02 03:47:45,325 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-02 03:49:11,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 03:49:11,468 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9926 +2025-05-02 03:49:11,471 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9082, top5_acc: 0.9926 +2025-05-02 03:50:15,294 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:18:59, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6899, loss: 1.6899 +2025-05-02 03:50:58,046 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:18:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5604, loss: 1.5604 +2025-05-02 03:51:40,772 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:17:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6302, loss: 1.6302 +2025-05-02 03:52:23,559 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:16:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6859, loss: 1.6859 +2025-05-02 03:53:06,251 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:16:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6942, loss: 1.6942 +2025-05-02 03:53:49,008 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:15:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.7045, loss: 1.7045 +2025-05-02 03:54:31,902 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:14:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6642, loss: 1.6642 +2025-05-02 03:55:14,543 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:14:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6734, loss: 1.6734 +2025-05-02 03:55:57,450 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:13:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6564, loss: 1.6564 +2025-05-02 03:56:40,455 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:12:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.7641, loss: 1.7641 +2025-05-02 03:57:23,472 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:11:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.7206, loss: 1.7206 +2025-05-02 03:58:06,605 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:11:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6811, loss: 1.6811 +2025-05-02 03:58:49,444 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:10:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6297, loss: 1.6297 +2025-05-02 03:59:32,171 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:09:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6392, loss: 1.6392 +2025-05-02 04:00:14,725 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:09:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7715, loss: 1.7715 +2025-05-02 04:00:57,308 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:08:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6604, loss: 1.6604 +2025-05-02 04:01:39,964 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:07:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6404, loss: 1.6404 +2025-05-02 04:02:22,445 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:06:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7065, loss: 1.7065 +2025-05-02 04:03:05,265 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.6825, loss: 1.6825 +2025-05-02 04:03:48,133 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:05:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8071, loss: 1.8071 +2025-05-02 04:04:31,005 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:04:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7239, loss: 1.7239 +2025-05-02 04:05:13,923 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:04:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7573, loss: 1.7573 +2025-05-02 04:05:56,684 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:03:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7166, loss: 1.7166 +2025-05-02 04:06:19,875 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-02 04:07:45,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 04:07:46,049 - pyskl - INFO - +top1_acc 0.9151 +top5_acc 0.9925 +2025-05-02 04:07:46,054 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9151, top5_acc: 0.9925 +2025-05-02 04:08:50,218 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:02:15, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.6195, loss: 1.6195 +2025-05-02 04:09:33,126 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:01:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6085, loss: 1.6085 +2025-05-02 04:10:15,848 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:00:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5788, loss: 1.5788 +2025-05-02 04:10:58,561 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:00:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.5945, loss: 1.5945 +2025-05-02 04:11:41,293 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 9:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6364, loss: 1.6364 +2025-05-02 04:12:24,052 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 9:58:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.6839, loss: 1.6839 +2025-05-02 04:13:06,400 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 9:57:58, time: 0.423, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6323, loss: 1.6323 +2025-05-02 04:13:48,875 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 9:57:16, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6117, loss: 1.6117 +2025-05-02 04:14:31,314 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 9:56:33, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6957, loss: 1.6957 +2025-05-02 04:15:14,263 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 9:55:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.6964, loss: 1.6964 +2025-05-02 04:15:57,408 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 9:55:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6922, loss: 1.6922 +2025-05-02 04:16:40,409 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 9:54:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5433, loss: 1.5433 +2025-05-02 04:17:23,183 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 9:53:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6830, loss: 1.6830 +2025-05-02 04:18:05,879 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 9:53:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7123, loss: 1.7123 +2025-05-02 04:18:48,572 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.6791, loss: 1.6791 +2025-05-02 04:19:31,266 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:51:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6664, loss: 1.6664 +2025-05-02 04:20:13,816 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:50:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.6169, loss: 1.6169 +2025-05-02 04:20:56,467 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:50:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6228, loss: 1.6228 +2025-05-02 04:21:39,158 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:49:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5952, loss: 1.5952 +2025-05-02 04:22:21,776 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:48:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6640, loss: 1.6640 +2025-05-02 04:23:04,485 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:48:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6669, loss: 1.6669 +2025-05-02 04:23:47,186 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:47:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6583, loss: 1.6583 +2025-05-02 04:24:29,844 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:46:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7092, loss: 1.7092 +2025-05-02 04:24:53,115 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-02 04:26:19,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 04:26:19,203 - pyskl - INFO - +top1_acc 0.9249 +top5_acc 0.9923 +2025-05-02 04:26:19,269 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_112.pth was removed +2025-05-02 04:26:20,403 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-02 04:26:20,404 - pyskl - INFO - Best top1_acc is 0.9249 at 115 epoch. +2025-05-02 04:26:20,407 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9249, top5_acc: 0.9923 +2025-05-02 04:27:24,247 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:45:29, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6312, loss: 1.6312 +2025-05-02 04:28:06,864 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:44:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6692, loss: 1.6692 +2025-05-02 04:28:49,647 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:44:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6265, loss: 1.6265 +2025-05-02 04:29:32,410 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:43:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6176, loss: 1.6176 +2025-05-02 04:30:15,015 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:42:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6268, loss: 1.6268 +2025-05-02 04:30:57,759 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:41:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6263, loss: 1.6263 +2025-05-02 04:31:40,502 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:41:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6872, loss: 1.6872 +2025-05-02 04:32:23,167 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5856, loss: 1.5856 +2025-05-02 04:33:05,879 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:39:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5904, loss: 1.5904 +2025-05-02 04:33:48,640 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:39:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6164, loss: 1.6164 +2025-05-02 04:34:31,443 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:38:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6198, loss: 1.6198 +2025-05-02 04:35:14,287 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:37:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6281, loss: 1.6281 +2025-05-02 04:35:57,060 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:36:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.6694, loss: 1.6694 +2025-05-02 04:36:39,783 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:36:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6396, loss: 1.6396 +2025-05-02 04:37:22,455 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:35:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6096, loss: 1.6096 +2025-05-02 04:38:05,212 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:34:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6395, loss: 1.6395 +2025-05-02 04:38:47,955 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:34:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5967, loss: 1.5967 +2025-05-02 04:39:30,620 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6428, loss: 1.6428 +2025-05-02 04:40:13,293 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:32:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.6552, loss: 1.6552 +2025-05-02 04:40:55,985 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:31:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.5900, loss: 1.5900 +2025-05-02 04:41:38,726 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:31:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6682, loss: 1.6682 +2025-05-02 04:42:21,454 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:30:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6524, loss: 1.6524 +2025-05-02 04:43:04,151 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:29:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.6271, loss: 1.6271 +2025-05-02 04:43:27,451 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-02 04:44:53,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 04:44:53,969 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9914 +2025-05-02 04:44:53,972 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9154, top5_acc: 0.9914 +2025-05-02 04:45:57,498 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:28:44, time: 0.635, data_time: 0.209, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5639, loss: 1.5639 +2025-05-02 04:46:40,161 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:28:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6119, loss: 1.6119 +2025-05-02 04:47:22,876 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5421, loss: 1.5421 +2025-05-02 04:48:05,496 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:26:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.5273, loss: 1.5273 +2025-05-02 04:48:48,400 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:25:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6398, loss: 1.6398 +2025-05-02 04:49:31,057 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5577, loss: 1.5577 +2025-05-02 04:50:13,644 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:24:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5675, loss: 1.5675 +2025-05-02 04:50:56,375 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:23:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.5853, loss: 1.5853 +2025-05-02 04:51:39,258 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:23:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5147, loss: 1.5147 +2025-05-02 04:52:22,063 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:22:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5627, loss: 1.5627 +2025-05-02 04:53:04,905 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:21:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.6409, loss: 1.6409 +2025-05-02 04:53:47,685 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:20:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.6021, loss: 1.6021 +2025-05-02 04:54:30,329 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:20:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6668, loss: 1.6668 +2025-05-02 04:55:13,126 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:19:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.6620, loss: 1.6620 +2025-05-02 04:55:55,834 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:18:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.5917, loss: 1.5917 +2025-05-02 04:56:38,579 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:18:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6225, loss: 1.6225 +2025-05-02 04:57:21,282 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.5883, loss: 1.5883 +2025-05-02 04:58:04,061 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:16:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.5928, loss: 1.5928 +2025-05-02 04:58:46,921 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:15:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6184, loss: 1.6184 +2025-05-02 04:59:29,707 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:15:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.6326, loss: 1.6326 +2025-05-02 05:00:12,453 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:14:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5732, loss: 1.5732 +2025-05-02 05:00:55,213 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:13:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5525, loss: 1.5525 +2025-05-02 05:01:38,019 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:13:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.5520, loss: 1.5520 +2025-05-02 05:02:01,381 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-02 05:03:27,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 05:03:27,323 - pyskl - INFO - +top1_acc 0.9167 +top5_acc 0.9924 +2025-05-02 05:03:27,327 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9167, top5_acc: 0.9924 +2025-05-02 05:04:31,451 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:11:59, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5133, loss: 1.5133 +2025-05-02 05:05:14,068 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:11:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5191, loss: 1.5191 +2025-05-02 05:05:56,688 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:10:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5616, loss: 1.5616 +2025-05-02 05:06:39,277 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:09:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5194, loss: 1.5194 +2025-05-02 05:07:21,837 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:09:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5343, loss: 1.5343 +2025-05-02 05:08:04,422 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:08:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5090, loss: 1.5090 +2025-05-02 05:08:47,065 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:07:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5229, loss: 1.5229 +2025-05-02 05:09:29,657 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:07:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4817, loss: 1.4817 +2025-05-02 05:10:12,249 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:06:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5578, loss: 1.5578 +2025-05-02 05:10:54,863 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:05:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5674, loss: 1.5674 +2025-05-02 05:11:37,615 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5490, loss: 1.5490 +2025-05-02 05:12:20,575 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:04:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5751, loss: 1.5751 +2025-05-02 05:13:03,332 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:03:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6007, loss: 1.6007 +2025-05-02 05:13:46,087 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:02:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.6383, loss: 1.6383 +2025-05-02 05:14:28,775 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:02:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6185, loss: 1.6185 +2025-05-02 05:15:11,629 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:01:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5181, loss: 1.5181 +2025-05-02 05:15:54,481 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:00:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5602, loss: 1.5602 +2025-05-02 05:16:37,324 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 8:59:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5111, loss: 1.5111 +2025-05-02 05:17:20,310 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 8:59:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.5871, loss: 1.5871 +2025-05-02 05:18:03,031 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 8:58:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5870, loss: 1.5870 +2025-05-02 05:18:45,966 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 8:57:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4580, loss: 1.4580 +2025-05-02 05:19:28,822 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 8:57:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5617, loss: 1.5617 +2025-05-02 05:20:11,535 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 8:56:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5348, loss: 1.5348 +2025-05-02 05:20:34,852 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-02 05:22:00,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 05:22:00,909 - pyskl - INFO - +top1_acc 0.9210 +top5_acc 0.9919 +2025-05-02 05:22:00,912 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9210, top5_acc: 0.9919 +2025-05-02 05:23:04,580 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 8:55:14, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5019, loss: 1.5019 +2025-05-02 05:23:47,313 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 8:54:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4837, loss: 1.4837 +2025-05-02 05:24:30,021 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 8:53:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4921, loss: 1.4921 +2025-05-02 05:25:12,713 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:53:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4787, loss: 1.4787 +2025-05-02 05:25:55,398 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:52:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.4838, loss: 1.4838 +2025-05-02 05:26:38,165 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:51:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.4953, loss: 1.4953 +2025-05-02 05:27:20,846 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:50:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-05-02 05:28:03,606 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:50:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5413, loss: 1.5413 +2025-05-02 05:28:46,042 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:49:32, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5258, loss: 1.5258 +2025-05-02 05:29:28,860 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:48:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5162, loss: 1.5162 +2025-05-02 05:30:11,615 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5178, loss: 1.5178 +2025-05-02 05:30:54,519 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:47:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-05-02 05:31:37,410 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:46:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5738, loss: 1.5738 +2025-05-02 05:32:20,171 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:45:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4615, loss: 1.4615 +2025-05-02 05:33:02,905 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:45:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5466, loss: 1.5466 +2025-05-02 05:33:45,566 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:44:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5021, loss: 1.5021 +2025-05-02 05:34:28,428 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:43:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5344, loss: 1.5344 +2025-05-02 05:35:11,207 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:43:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5770, loss: 1.5770 +2025-05-02 05:35:53,966 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5632, loss: 1.5632 +2025-05-02 05:36:36,649 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:41:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5408, loss: 1.5408 +2025-05-02 05:37:19,499 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:41:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5150, loss: 1.5150 +2025-05-02 05:38:02,308 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:40:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.5380, loss: 1.5380 +2025-05-02 05:38:45,133 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:39:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5237, loss: 1.5237 +2025-05-02 05:39:08,574 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-02 05:40:35,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 05:40:35,272 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9911 +2025-05-02 05:40:35,276 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9113, top5_acc: 0.9911 +2025-05-02 05:41:38,994 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:38:29, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5000, loss: 1.5000 +2025-05-02 05:42:21,663 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:37:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4887, loss: 1.4887 +2025-05-02 05:43:04,447 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:37:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4690, loss: 1.4690 +2025-05-02 05:43:47,234 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:36:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4173, loss: 1.4173 +2025-05-02 05:44:29,892 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:35:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4266, loss: 1.4266 +2025-05-02 05:45:12,669 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:34:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4000, loss: 1.4000 +2025-05-02 05:45:55,352 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:34:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-05-02 05:46:38,065 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:33:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5062, loss: 1.5062 +2025-05-02 05:47:20,765 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:32:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5525, loss: 1.5525 +2025-05-02 05:48:03,583 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:32:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5727, loss: 1.5727 +2025-05-02 05:48:46,374 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:31:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5267, loss: 1.5267 +2025-05-02 05:49:29,163 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:30:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5571, loss: 1.5571 +2025-05-02 05:50:11,839 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:29:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5506, loss: 1.5506 +2025-05-02 05:50:54,518 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:29:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4074, loss: 1.4074 +2025-05-02 05:51:37,303 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:28:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4548, loss: 1.4548 +2025-05-02 05:52:19,975 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:27:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5134, loss: 1.5134 +2025-05-02 05:53:02,746 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:27:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5308, loss: 1.5308 +2025-05-02 05:53:45,562 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:26:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4849, loss: 1.4849 +2025-05-02 05:54:28,367 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:25:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5316, loss: 1.5316 +2025-05-02 05:55:11,115 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:24:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5606, loss: 1.5606 +2025-05-02 05:55:53,873 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:24:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4839, loss: 1.4839 +2025-05-02 05:56:36,655 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:23:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4538, loss: 1.4538 +2025-05-02 05:57:19,431 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4888, loss: 1.4888 +2025-05-02 05:57:42,755 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-02 05:59:08,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 05:59:08,922 - pyskl - INFO - +top1_acc 0.9152 +top5_acc 0.9913 +2025-05-02 05:59:08,925 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9152, top5_acc: 0.9913 +2025-05-02 06:00:12,531 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:21:43, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-05-02 06:00:55,156 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:21:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4554, loss: 1.4554 +2025-05-02 06:01:37,745 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:20:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5272, loss: 1.5272 +2025-05-02 06:02:20,441 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:19:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4656, loss: 1.4656 +2025-05-02 06:03:03,075 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:18:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.5368, loss: 1.5368 +2025-05-02 06:03:45,649 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:18:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.4827, loss: 1.4827 +2025-05-02 06:04:28,556 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:17:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5396, loss: 1.5396 +2025-05-02 06:05:11,474 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:16:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4818, loss: 1.4818 +2025-05-02 06:05:54,257 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:16:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4547, loss: 1.4547 +2025-05-02 06:06:37,095 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-05-02 06:07:19,974 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:14:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4622, loss: 1.4622 +2025-05-02 06:08:02,710 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:13:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4851, loss: 1.4851 +2025-05-02 06:08:45,506 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:13:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4863, loss: 1.4863 +2025-05-02 06:09:28,249 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:12:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4845, loss: 1.4845 +2025-05-02 06:10:11,025 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:11:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5104, loss: 1.5104 +2025-05-02 06:10:53,806 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:11:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4453, loss: 1.4453 +2025-05-02 06:11:36,681 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:10:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4729, loss: 1.4729 +2025-05-02 06:12:19,493 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:09:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4735, loss: 1.4735 +2025-05-02 06:13:02,230 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:08:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3865, loss: 1.3865 +2025-05-02 06:13:44,939 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:08:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5011, loss: 1.5011 +2025-05-02 06:14:27,775 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:07:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5052, loss: 1.5052 +2025-05-02 06:15:10,535 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:06:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4260, loss: 1.4260 +2025-05-02 06:15:53,306 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:06:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4856, loss: 1.4856 +2025-05-02 06:16:16,686 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-02 06:17:43,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 06:17:43,592 - pyskl - INFO - +top1_acc 0.9321 +top5_acc 0.9927 +2025-05-02 06:17:43,654 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_115.pth was removed +2025-05-02 06:17:44,785 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-05-02 06:17:44,785 - pyskl - INFO - Best top1_acc is 0.9321 at 121 epoch. +2025-05-02 06:17:44,789 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9321, top5_acc: 0.9927 +2025-05-02 06:18:49,587 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:04:59, time: 0.648, data_time: 0.220, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4342, loss: 1.4342 +2025-05-02 06:19:32,289 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:04:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3849, loss: 1.3849 +2025-05-02 06:20:14,970 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:03:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4362, loss: 1.4362 +2025-05-02 06:20:57,719 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4087, loss: 1.4087 +2025-05-02 06:21:40,423 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:02:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4466, loss: 1.4466 +2025-05-02 06:22:23,119 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:01:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4877, loss: 1.4877 +2025-05-02 06:23:05,842 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:00:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4492, loss: 1.4492 +2025-05-02 06:23:48,634 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:00:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4619, loss: 1.4619 +2025-05-02 06:24:31,343 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 7:59:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4269, loss: 1.4269 +2025-05-02 06:25:13,993 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 7:58:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4669, loss: 1.4669 +2025-05-02 06:25:56,665 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 7:57:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3741, loss: 1.3741 +2025-05-02 06:26:39,497 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 7:57:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4735, loss: 1.4735 +2025-05-02 06:27:22,185 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 7:56:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4225, loss: 1.4225 +2025-05-02 06:28:04,933 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 7:55:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4227, loss: 1.4227 +2025-05-02 06:28:47,713 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 7:55:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3687, loss: 1.3687 +2025-05-02 06:29:30,386 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:54:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4265, loss: 1.4265 +2025-05-02 06:30:13,135 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:53:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4476, loss: 1.4476 +2025-05-02 06:30:55,939 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:52:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-05-02 06:31:38,559 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:52:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4529, loss: 1.4529 +2025-05-02 06:32:21,218 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:51:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5084, loss: 1.5084 +2025-05-02 06:33:03,971 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:50:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5451, loss: 1.5451 +2025-05-02 06:33:46,763 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:50:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.4577, loss: 1.4577 +2025-05-02 06:34:29,558 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:49:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4831, loss: 1.4831 +2025-05-02 06:34:52,980 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-02 06:36:18,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 06:36:19,080 - pyskl - INFO - +top1_acc 0.9260 +top5_acc 0.9930 +2025-05-02 06:36:19,083 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9260, top5_acc: 0.9930 +2025-05-02 06:37:23,866 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:48:14, time: 0.648, data_time: 0.220, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4141, loss: 1.4141 +2025-05-02 06:38:06,562 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:47:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4087, loss: 1.4087 +2025-05-02 06:38:49,236 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:46:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-05-02 06:39:31,903 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:46:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-05-02 06:40:14,682 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:45:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4031, loss: 1.4031 +2025-05-02 06:40:57,451 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:44:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4219, loss: 1.4219 +2025-05-02 06:41:40,176 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:43:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4103, loss: 1.4103 +2025-05-02 06:42:22,890 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4157, loss: 1.4157 +2025-05-02 06:43:05,531 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:42:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4055, loss: 1.4055 +2025-05-02 06:43:48,395 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:41:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-05-02 06:44:31,083 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3795, loss: 1.3795 +2025-05-02 06:45:14,115 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:40:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-02 06:45:57,090 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:39:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4572, loss: 1.4572 +2025-05-02 06:46:40,033 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:38:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4692, loss: 1.4692 +2025-05-02 06:47:22,936 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:38:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3814, loss: 1.3814 +2025-05-02 06:48:05,778 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:37:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3844, loss: 1.3844 +2025-05-02 06:48:48,558 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:36:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3556, loss: 1.3556 +2025-05-02 06:49:31,307 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:36:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4721, loss: 1.4721 +2025-05-02 06:50:14,071 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:35:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4278, loss: 1.4278 +2025-05-02 06:50:56,895 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:34:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3481, loss: 1.3481 +2025-05-02 06:51:39,667 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:34:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3745, loss: 1.3745 +2025-05-02 06:52:22,443 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:33:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4266, loss: 1.4266 +2025-05-02 06:53:05,215 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:32:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3743, loss: 1.3743 +2025-05-02 06:53:28,646 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-02 06:54:55,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 06:54:55,230 - pyskl - INFO - +top1_acc 0.9264 +top5_acc 0.9923 +2025-05-02 06:54:55,233 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9264, top5_acc: 0.9923 +2025-05-02 06:55:59,439 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:31:29, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.4101, loss: 1.4101 +2025-05-02 06:56:42,175 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:30:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3786, loss: 1.3786 +2025-05-02 06:57:25,004 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:30:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3418, loss: 1.3418 +2025-05-02 06:58:07,811 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:29:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3562, loss: 1.3562 +2025-05-02 06:58:50,516 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:28:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.3821, loss: 1.3821 +2025-05-02 06:59:33,123 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:27:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3662, loss: 1.3662 +2025-05-02 07:00:15,799 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:27:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3898, loss: 1.3898 +2025-05-02 07:00:58,486 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:26:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3637, loss: 1.3637 +2025-05-02 07:01:41,182 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:25:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3997, loss: 1.3997 +2025-05-02 07:02:23,985 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:25:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3956, loss: 1.3956 +2025-05-02 07:03:06,702 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:24:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3675, loss: 1.3675 +2025-05-02 07:03:49,539 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:23:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3511, loss: 1.3511 +2025-05-02 07:04:32,127 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:22:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3278, loss: 1.3278 +2025-05-02 07:05:14,657 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:22:14, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4147, loss: 1.4147 +2025-05-02 07:05:57,438 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:21:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3474, loss: 1.3474 +2025-05-02 07:06:40,204 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:20:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3362, loss: 1.3362 +2025-05-02 07:07:23,002 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3869, loss: 1.3869 +2025-05-02 07:08:05,787 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:19:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3390, loss: 1.3390 +2025-05-02 07:08:48,499 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:18:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3774, loss: 1.3774 +2025-05-02 07:09:31,399 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:17:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4169, loss: 1.4169 +2025-05-02 07:10:14,317 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:17:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4428, loss: 1.4428 +2025-05-02 07:10:57,087 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:16:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3865, loss: 1.3865 +2025-05-02 07:11:39,930 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:15:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3531, loss: 1.3531 +2025-05-02 07:12:03,334 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-02 07:13:29,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 07:13:29,713 - pyskl - INFO - +top1_acc 0.9305 +top5_acc 0.9933 +2025-05-02 07:13:29,717 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9305, top5_acc: 0.9933 +2025-05-02 07:14:33,592 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:14:44, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3299, loss: 1.3299 +2025-05-02 07:15:16,466 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:14:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3116, loss: 1.3116 +2025-05-02 07:15:59,069 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:13:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3136, loss: 1.3136 +2025-05-02 07:16:41,459 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:12:36, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3397, loss: 1.3397 +2025-05-02 07:17:24,139 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:11:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3382, loss: 1.3382 +2025-05-02 07:18:06,855 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:11:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3774, loss: 1.3774 +2025-05-02 07:18:49,657 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:10:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3439, loss: 1.3439 +2025-05-02 07:19:32,331 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:09:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-05-02 07:20:15,131 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3609, loss: 1.3609 +2025-05-02 07:20:58,035 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:08:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3441, loss: 1.3441 +2025-05-02 07:21:40,931 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:07:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.3558, loss: 1.3558 +2025-05-02 07:22:23,730 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:06:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-05-02 07:23:06,539 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:06:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3926, loss: 1.3926 +2025-05-02 07:23:49,253 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:05:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-05-02 07:24:32,039 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:04:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3717, loss: 1.3717 +2025-05-02 07:25:14,823 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:04:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3127, loss: 1.3127 +2025-05-02 07:25:57,622 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:03:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3023, loss: 1.3023 +2025-05-02 07:26:40,747 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:02:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3700, loss: 1.3700 +2025-05-02 07:27:23,699 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:01:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3232, loss: 1.3232 +2025-05-02 07:28:06,617 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:01:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3882, loss: 1.3882 +2025-05-02 07:28:49,487 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:00:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3837, loss: 1.3837 +2025-05-02 07:29:32,307 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 6:59:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-05-02 07:30:15,095 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 6:59:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3123, loss: 1.3123 +2025-05-02 07:30:38,423 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-02 07:32:04,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 07:32:04,519 - pyskl - INFO - +top1_acc 0.9285 +top5_acc 0.9932 +2025-05-02 07:32:04,522 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9285, top5_acc: 0.9932 +2025-05-02 07:33:08,643 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 6:57:59, time: 0.641, data_time: 0.215, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3605, loss: 1.3605 +2025-05-02 07:33:51,363 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 6:57:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3308, loss: 1.3308 +2025-05-02 07:34:34,085 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 6:56:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-05-02 07:35:16,883 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 6:55:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-05-02 07:35:59,826 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 6:55:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3102, loss: 1.3102 +2025-05-02 07:36:42,627 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:54:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2892, loss: 1.2892 +2025-05-02 07:37:25,591 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:53:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-05-02 07:38:08,370 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:53:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3146, loss: 1.3146 +2025-05-02 07:38:51,324 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:52:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3115, loss: 1.3115 +2025-05-02 07:39:34,079 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:51:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2905, loss: 1.2905 +2025-05-02 07:40:16,794 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:50:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-05-02 07:40:59,582 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:50:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3236, loss: 1.3236 +2025-05-02 07:41:42,243 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:49:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3452, loss: 1.3452 +2025-05-02 07:42:25,248 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:48:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3194, loss: 1.3194 +2025-05-02 07:43:08,291 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:48:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3245, loss: 1.3245 +2025-05-02 07:43:51,051 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:47:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2741, loss: 1.2741 +2025-05-02 07:44:33,744 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:46:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-05-02 07:45:16,413 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:45:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3505, loss: 1.3505 +2025-05-02 07:45:59,179 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:45:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3526, loss: 1.3526 +2025-05-02 07:46:41,862 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:44:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3679, loss: 1.3679 +2025-05-02 07:47:24,692 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:43:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2738, loss: 1.2738 +2025-05-02 07:48:07,470 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:43:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3127, loss: 1.3127 +2025-05-02 07:48:50,179 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:42:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3461, loss: 1.3461 +2025-05-02 07:49:13,487 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-02 07:50:39,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 07:50:39,559 - pyskl - INFO - +top1_acc 0.9364 +top5_acc 0.9942 +2025-05-02 07:50:39,623 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_121.pth was removed +2025-05-02 07:50:40,769 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-02 07:50:40,770 - pyskl - INFO - Best top1_acc is 0.9364 at 126 epoch. +2025-05-02 07:50:40,773 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9364, top5_acc: 0.9942 +2025-05-02 07:51:44,566 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:41:14, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3297, loss: 1.3297 +2025-05-02 07:52:27,261 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:40:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2660, loss: 1.2660 +2025-05-02 07:53:09,901 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:39:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-05-02 07:53:52,486 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:39:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3004, loss: 1.3004 +2025-05-02 07:54:35,113 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:38:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2902, loss: 1.2902 +2025-05-02 07:55:17,797 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3057, loss: 1.3057 +2025-05-02 07:56:00,531 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:36:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2985, loss: 1.2985 +2025-05-02 07:56:43,173 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:36:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-05-02 07:57:25,903 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:35:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-05-02 07:58:08,719 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:34:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3220, loss: 1.3220 +2025-05-02 07:58:51,584 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:34:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3211, loss: 1.3211 +2025-05-02 07:59:34,517 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:33:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2603, loss: 1.2603 +2025-05-02 08:00:17,226 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:32:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2755, loss: 1.2755 +2025-05-02 08:00:59,893 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:31:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2698, loss: 1.2698 +2025-05-02 08:01:42,566 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:31:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2543, loss: 1.2543 +2025-05-02 08:02:25,326 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:30:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-05-02 08:03:07,926 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:29:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2923, loss: 1.2923 +2025-05-02 08:03:50,550 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:29:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3051, loss: 1.3051 +2025-05-02 08:04:33,311 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:28:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2770, loss: 1.2770 +2025-05-02 08:05:16,258 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:27:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3271, loss: 1.3271 +2025-05-02 08:05:58,971 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:27:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-05-02 08:06:41,693 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3332, loss: 1.3332 +2025-05-02 08:07:24,375 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:25:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-05-02 08:07:47,667 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-02 08:09:13,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 08:09:13,621 - pyskl - INFO - +top1_acc 0.9372 +top5_acc 0.9940 +2025-05-02 08:09:13,680 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_126.pth was removed +2025-05-02 08:09:14,775 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-02 08:09:14,775 - pyskl - INFO - Best top1_acc is 0.9372 at 127 epoch. +2025-05-02 08:09:14,779 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9372, top5_acc: 0.9940 +2025-05-02 08:10:17,998 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:24:29, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2488, loss: 1.2488 +2025-05-02 08:11:00,664 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3091, loss: 1.3091 +2025-05-02 08:11:43,225 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:23:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2539, loss: 1.2539 +2025-05-02 08:12:25,966 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:22:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2840, loss: 1.2840 +2025-05-02 08:13:08,730 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:21:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3311, loss: 1.3311 +2025-05-02 08:13:51,492 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:20:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3334, loss: 1.3334 +2025-05-02 08:14:34,277 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:20:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2505, loss: 1.2505 +2025-05-02 08:15:17,100 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:19:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2724, loss: 1.2724 +2025-05-02 08:16:00,171 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:18:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-05-02 08:16:43,112 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:18:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2793, loss: 1.2793 +2025-05-02 08:17:26,122 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:17:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2650, loss: 1.2650 +2025-05-02 08:18:08,999 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:16:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-05-02 08:18:51,925 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:15:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2870, loss: 1.2870 +2025-05-02 08:19:34,684 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:15:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2856, loss: 1.2856 +2025-05-02 08:20:17,268 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:14:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-05-02 08:20:59,967 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:13:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2717, loss: 1.2717 +2025-05-02 08:21:42,703 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:13:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-05-02 08:22:25,631 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:12:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2964, loss: 1.2964 +2025-05-02 08:23:08,389 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:11:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2668, loss: 1.2668 +2025-05-02 08:23:51,142 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:10:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-05-02 08:24:33,840 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:10:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2414, loss: 1.2414 +2025-05-02 08:25:16,458 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:09:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2724, loss: 1.2724 +2025-05-02 08:25:59,188 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:08:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-05-02 08:26:22,527 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-02 08:27:48,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 08:27:48,772 - pyskl - INFO - +top1_acc 0.9381 +top5_acc 0.9933 +2025-05-02 08:27:48,836 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_127.pth was removed +2025-05-02 08:27:49,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-05-02 08:27:49,980 - pyskl - INFO - Best top1_acc is 0.9381 at 128 epoch. +2025-05-02 08:27:49,984 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9381, top5_acc: 0.9933 +2025-05-02 08:28:54,193 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:07:44, time: 0.642, data_time: 0.216, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2715, loss: 1.2715 +2025-05-02 08:29:36,947 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:07:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2892, loss: 1.2892 +2025-05-02 08:30:19,775 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:06:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2869, loss: 1.2869 +2025-05-02 08:31:02,582 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:05:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2389, loss: 1.2389 +2025-05-02 08:31:45,708 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:04:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2393, loss: 1.2393 +2025-05-02 08:32:28,526 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:04:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2811, loss: 1.2811 +2025-05-02 08:33:11,291 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:03:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2332, loss: 1.2332 +2025-05-02 08:33:54,105 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:02:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2548, loss: 1.2548 +2025-05-02 08:34:36,943 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:02:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2975, loss: 1.2975 +2025-05-02 08:35:19,671 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:01:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2028, loss: 1.2028 +2025-05-02 08:36:02,596 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:00:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2035, loss: 1.2035 +2025-05-02 08:36:45,358 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 5:59:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 +2025-05-02 08:37:28,058 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 5:59:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2783, loss: 1.2783 +2025-05-02 08:38:10,811 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 5:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2504, loss: 1.2504 +2025-05-02 08:38:53,533 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 5:57:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2583, loss: 1.2583 +2025-05-02 08:39:36,226 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 5:57:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2582, loss: 1.2582 +2025-05-02 08:40:18,941 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 5:56:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2519, loss: 1.2519 +2025-05-02 08:41:01,756 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:55:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-05-02 08:41:44,603 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:54:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2471, loss: 1.2471 +2025-05-02 08:42:27,243 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:54:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2173, loss: 1.2173 +2025-05-02 08:43:10,073 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:53:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2743, loss: 1.2743 +2025-05-02 08:43:52,907 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:52:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2524, loss: 1.2524 +2025-05-02 08:44:35,742 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:52:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-02 08:44:59,092 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-02 08:46:25,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 08:46:25,259 - pyskl - INFO - +top1_acc 0.9386 +top5_acc 0.9933 +2025-05-02 08:46:25,326 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_128.pth was removed +2025-05-02 08:46:26,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-02 08:46:26,460 - pyskl - INFO - Best top1_acc is 0.9386 at 129 epoch. +2025-05-02 08:46:26,463 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9386, top5_acc: 0.9933 +2025-05-02 08:47:30,921 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:51:00, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2545, loss: 1.2545 +2025-05-02 08:48:14,091 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2537, loss: 1.2537 +2025-05-02 08:48:56,847 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:49:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2211, loss: 1.2211 +2025-05-02 08:49:39,627 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:48:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-05-02 08:50:22,365 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:48:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2070, loss: 1.2070 +2025-05-02 08:51:05,122 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:47:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-05-02 08:51:47,979 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:46:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-05-02 08:52:30,770 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:46:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2544, loss: 1.2544 +2025-05-02 08:53:13,601 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:45:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2096, loss: 1.2096 +2025-05-02 08:53:56,299 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:44:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2039, loss: 1.2039 +2025-05-02 08:54:39,281 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:43:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2047, loss: 1.2047 +2025-05-02 08:55:22,007 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:43:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2207, loss: 1.2207 +2025-05-02 08:56:04,684 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:42:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1879, loss: 1.1879 +2025-05-02 08:56:47,431 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:41:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2436, loss: 1.2436 +2025-05-02 08:57:30,109 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2582, loss: 1.2582 +2025-05-02 08:58:12,838 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:40:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2121, loss: 1.2121 +2025-05-02 08:58:55,535 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:39:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2153, loss: 1.2153 +2025-05-02 08:59:38,294 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:38:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1931, loss: 1.1931 +2025-05-02 09:00:21,059 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:38:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2441, loss: 1.2441 +2025-05-02 09:01:03,782 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:37:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2409, loss: 1.2409 +2025-05-02 09:01:46,532 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:36:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2279, loss: 1.2279 +2025-05-02 09:02:29,277 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:36:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2093, loss: 1.2093 +2025-05-02 09:03:11,926 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:35:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2409, loss: 1.2409 +2025-05-02 09:03:35,279 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-02 09:05:00,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 09:05:00,972 - pyskl - INFO - +top1_acc 0.9402 +top5_acc 0.9938 +2025-05-02 09:05:01,027 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_129.pth was removed +2025-05-02 09:05:02,103 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-02 09:05:02,104 - pyskl - INFO - Best top1_acc is 0.9402 at 130 epoch. +2025-05-02 09:05:02,107 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9402, top5_acc: 0.9938 +2025-05-02 09:06:06,234 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:34:15, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2348, loss: 1.2348 +2025-05-02 09:06:49,101 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:33:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-05-02 09:07:32,011 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:32:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-05-02 09:08:14,862 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:32:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2462, loss: 1.2462 +2025-05-02 09:08:57,652 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:31:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-05-02 09:09:40,447 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:30:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2065, loss: 1.2065 +2025-05-02 09:10:23,308 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:29:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2100, loss: 1.2100 +2025-05-02 09:11:06,106 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:29:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2303, loss: 1.2303 +2025-05-02 09:11:48,941 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:28:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-05-02 09:12:31,788 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:27:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2480, loss: 1.2480 +2025-05-02 09:13:14,370 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:27:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2562, loss: 1.2562 +2025-05-02 09:13:57,239 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:26:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2265, loss: 1.2265 +2025-05-02 09:14:39,961 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:25:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-05-02 09:15:22,465 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:25:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2433, loss: 1.2433 +2025-05-02 09:16:05,043 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:24:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2379, loss: 1.2379 +2025-05-02 09:16:47,796 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:23:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2251, loss: 1.2251 +2025-05-02 09:17:30,605 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:22:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2269, loss: 1.2269 +2025-05-02 09:18:13,248 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:22:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2512, loss: 1.2512 +2025-05-02 09:18:55,914 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:21:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-02 09:19:38,582 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:20:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-05-02 09:20:21,322 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:20:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-05-02 09:21:04,304 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:19:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1924, loss: 1.1924 +2025-05-02 09:21:47,244 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:18:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2553, loss: 1.2553 +2025-05-02 09:22:10,766 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-02 09:23:37,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 09:23:37,098 - pyskl - INFO - +top1_acc 0.9447 +top5_acc 0.9947 +2025-05-02 09:23:37,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_130.pth was removed +2025-05-02 09:23:38,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-05-02 09:23:38,269 - pyskl - INFO - Best top1_acc is 0.9447 at 131 epoch. +2025-05-02 09:23:38,272 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9447, top5_acc: 0.9947 +2025-05-02 09:24:41,879 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:17:30, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2063, loss: 1.2063 +2025-05-02 09:25:24,507 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:16:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2176, loss: 1.2176 +2025-05-02 09:26:07,183 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:16:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1828, loss: 1.1828 +2025-05-02 09:26:49,838 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:15:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1897, loss: 1.1897 +2025-05-02 09:27:32,487 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:14:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2050, loss: 1.2050 +2025-05-02 09:28:15,154 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:13:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1856, loss: 1.1856 +2025-05-02 09:28:57,811 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:13:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2521, loss: 1.2521 +2025-05-02 09:29:40,503 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:12:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1875, loss: 1.1875 +2025-05-02 09:30:23,277 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:11:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2408, loss: 1.2408 +2025-05-02 09:31:06,013 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:11:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1802, loss: 1.1802 +2025-05-02 09:31:48,904 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:10:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1831, loss: 1.1831 +2025-05-02 09:32:31,662 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:09:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1936, loss: 1.1936 +2025-05-02 09:33:14,351 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:08:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2583, loss: 1.2583 +2025-05-02 09:33:56,965 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:08:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1872, loss: 1.1872 +2025-05-02 09:34:39,650 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:07:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1587, loss: 1.1587 +2025-05-02 09:35:22,263 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:06:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1703, loss: 1.1703 +2025-05-02 09:36:04,909 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:06:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1744, loss: 1.1744 +2025-05-02 09:36:47,628 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:05:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-05-02 09:37:30,378 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:04:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1926, loss: 1.1926 +2025-05-02 09:38:13,023 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:03:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2383, loss: 1.2383 +2025-05-02 09:38:55,694 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:03:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1769, loss: 1.1769 +2025-05-02 09:39:38,383 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:02:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-05-02 09:40:21,118 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:01:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2230, loss: 1.2230 +2025-05-02 09:40:44,490 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-02 09:42:10,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 09:42:10,676 - pyskl - INFO - +top1_acc 0.9421 +top5_acc 0.9941 +2025-05-02 09:42:10,680 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9421, top5_acc: 0.9941 +2025-05-02 09:43:14,581 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:00:45, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-05-02 09:43:57,273 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:00:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1716, loss: 1.1716 +2025-05-02 09:44:40,093 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 4:59:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2225, loss: 1.2225 +2025-05-02 09:45:22,550 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 4:58:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1425, loss: 1.1425 +2025-05-02 09:46:05,085 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 4:57:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2291, loss: 1.2291 +2025-05-02 09:46:47,683 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 4:57:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1499, loss: 1.1499 +2025-05-02 09:47:30,490 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:56:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2078, loss: 1.2078 +2025-05-02 09:48:13,393 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:55:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1575, loss: 1.1575 +2025-05-02 09:48:56,287 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:55:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2055, loss: 1.2055 +2025-05-02 09:49:39,243 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:54:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2055, loss: 1.2055 +2025-05-02 09:50:21,974 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:53:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2068, loss: 1.2068 +2025-05-02 09:51:04,641 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:52:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2104, loss: 1.2104 +2025-05-02 09:51:47,342 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:52:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 +2025-05-02 09:52:30,006 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:51:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2186, loss: 1.2186 +2025-05-02 09:53:12,723 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:50:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1851, loss: 1.1851 +2025-05-02 09:53:55,603 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:50:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1163, loss: 1.1163 +2025-05-02 09:54:38,689 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:49:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1716, loss: 1.1716 +2025-05-02 09:55:21,682 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:48:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-05-02 09:56:04,095 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:47:56, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1793, loss: 1.1793 +2025-05-02 09:56:46,543 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:47:13, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1565, loss: 1.1565 +2025-05-02 09:57:29,519 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:46:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-05-02 09:58:12,218 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:45:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1773, loss: 1.1773 +2025-05-02 09:58:54,878 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:45:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-05-02 09:59:18,265 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-02 10:00:44,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:00:44,985 - pyskl - INFO - +top1_acc 0.9457 +top5_acc 0.9943 +2025-05-02 10:00:45,040 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_131.pth was removed +2025-05-02 10:00:46,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-02 10:00:46,156 - pyskl - INFO - Best top1_acc is 0.9457 at 133 epoch. +2025-05-02 10:00:46,159 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9457, top5_acc: 0.9943 +2025-05-02 10:01:49,956 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:44:00, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1539, loss: 1.1539 +2025-05-02 10:02:32,612 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-05-02 10:03:15,254 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:42:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-05-02 10:03:57,936 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:41:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1993, loss: 1.1993 +2025-05-02 10:04:40,520 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:41:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1216, loss: 1.1216 +2025-05-02 10:05:23,195 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:40:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1384, loss: 1.1384 +2025-05-02 10:06:05,910 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:39:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1763, loss: 1.1763 +2025-05-02 10:06:48,672 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:39:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2436, loss: 1.2436 +2025-05-02 10:07:31,463 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:38:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1346, loss: 1.1346 +2025-05-02 10:08:14,231 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:37:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1715, loss: 1.1715 +2025-05-02 10:08:56,891 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:36:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-05-02 10:09:39,579 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:36:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-05-02 10:10:22,265 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:35:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1826, loss: 1.1826 +2025-05-02 10:11:04,924 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:34:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-02 10:11:47,643 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:34:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1755, loss: 1.1755 +2025-05-02 10:12:30,291 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:33:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 +2025-05-02 10:13:12,943 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:32:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1691, loss: 1.1691 +2025-05-02 10:13:55,634 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:31:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2010, loss: 1.2010 +2025-05-02 10:14:38,285 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:31:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1874, loss: 1.1874 +2025-05-02 10:15:20,956 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:30:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1995, loss: 1.1995 +2025-05-02 10:16:03,546 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:29:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1473, loss: 1.1473 +2025-05-02 10:16:46,272 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:29:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2010, loss: 1.2010 +2025-05-02 10:17:28,965 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:28:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1410, loss: 1.1410 +2025-05-02 10:17:52,137 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-02 10:19:17,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:19:18,039 - pyskl - INFO - +top1_acc 0.9459 +top5_acc 0.9947 +2025-05-02 10:19:18,094 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_133.pth was removed +2025-05-02 10:19:19,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-02 10:19:19,178 - pyskl - INFO - Best top1_acc is 0.9459 at 134 epoch. +2025-05-02 10:19:19,181 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9459, top5_acc: 0.9947 +2025-05-02 10:20:23,015 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:27:15, time: 0.638, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-05-02 10:21:05,719 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:26:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1594, loss: 1.1594 +2025-05-02 10:21:48,497 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:25:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1798, loss: 1.1798 +2025-05-02 10:22:31,225 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:25:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1821, loss: 1.1821 +2025-05-02 10:23:13,999 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:24:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1849, loss: 1.1849 +2025-05-02 10:23:56,738 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:23:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1691, loss: 1.1691 +2025-05-02 10:24:39,490 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:22:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1902, loss: 1.1902 +2025-05-02 10:25:22,335 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:22:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-02 10:26:05,118 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:21:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1805, loss: 1.1805 +2025-05-02 10:26:47,916 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:20:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1751, loss: 1.1751 +2025-05-02 10:27:30,695 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:20:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1693, loss: 1.1693 +2025-05-02 10:28:13,337 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:19:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1403, loss: 1.1403 +2025-05-02 10:28:56,096 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:18:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1437, loss: 1.1437 +2025-05-02 10:29:38,631 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:18:00, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1547, loss: 1.1547 +2025-05-02 10:30:21,522 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:17:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1215, loss: 1.1215 +2025-05-02 10:31:04,276 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:16:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2049, loss: 1.2049 +2025-05-02 10:31:47,054 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:15:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1593, loss: 1.1593 +2025-05-02 10:32:29,726 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:15:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1922, loss: 1.1922 +2025-05-02 10:33:12,351 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:14:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1459, loss: 1.1459 +2025-05-02 10:33:55,054 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:13:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1666, loss: 1.1666 +2025-05-02 10:34:37,677 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:13:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1310, loss: 1.1310 +2025-05-02 10:35:20,278 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:12:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1912, loss: 1.1912 +2025-05-02 10:36:02,887 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:11:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1809, loss: 1.1809 +2025-05-02 10:36:26,142 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-02 10:37:52,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:37:52,218 - pyskl - INFO - +top1_acc 0.9463 +top5_acc 0.9938 +2025-05-02 10:37:52,283 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_134.pth was removed +2025-05-02 10:37:53,421 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-02 10:37:53,422 - pyskl - INFO - Best top1_acc is 0.9463 at 135 epoch. +2025-05-02 10:37:53,425 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9463, top5_acc: 0.9938 +2025-05-02 10:38:56,974 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:10:30, time: 0.635, data_time: 0.210, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1463, loss: 1.1463 +2025-05-02 10:39:39,604 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:09:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2042, loss: 1.2042 +2025-05-02 10:40:22,238 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:09:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1828, loss: 1.1828 +2025-05-02 10:41:04,881 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:08:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1750, loss: 1.1750 +2025-05-02 10:41:47,611 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:07:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1426, loss: 1.1426 +2025-05-02 10:42:30,448 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:06:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1334, loss: 1.1334 +2025-05-02 10:43:13,206 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:06:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1582, loss: 1.1582 +2025-05-02 10:43:56,011 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:05:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-05-02 10:44:38,863 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:04:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1647, loss: 1.1647 +2025-05-02 10:45:21,835 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:04:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1788, loss: 1.1788 +2025-05-02 10:46:04,618 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:03:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1075, loss: 1.1075 +2025-05-02 10:46:47,366 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-05-02 10:47:30,194 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:01:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1127, loss: 1.1127 +2025-05-02 10:48:12,991 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:01:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1826, loss: 1.1826 +2025-05-02 10:48:55,813 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:00:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1657, loss: 1.1657 +2025-05-02 10:49:38,667 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 3:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1438, loss: 1.1438 +2025-05-02 10:50:21,482 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 3:59:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1151, loss: 1.1151 +2025-05-02 10:51:04,137 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 3:58:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1395, loss: 1.1395 +2025-05-02 10:51:46,778 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 3:57:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1561, loss: 1.1561 +2025-05-02 10:52:29,453 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:56:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-05-02 10:53:12,060 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:56:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1171, loss: 1.1171 +2025-05-02 10:53:54,710 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:55:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1479, loss: 1.1479 +2025-05-02 10:54:37,484 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:54:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1504, loss: 1.1504 +2025-05-02 10:55:00,711 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-02 10:56:26,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:56:26,691 - pyskl - INFO - +top1_acc 0.9458 +top5_acc 0.9942 +2025-05-02 10:56:26,695 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9458, top5_acc: 0.9942 +2025-05-02 10:57:30,818 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:53:45, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1511, loss: 1.1511 +2025-05-02 10:58:13,700 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:53:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1225, loss: 1.1225 +2025-05-02 10:58:56,560 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:52:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1549, loss: 1.1549 +2025-05-02 10:59:39,251 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:51:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1654, loss: 1.1654 +2025-05-02 11:00:22,057 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:50:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1220, loss: 1.1220 +2025-05-02 11:01:04,664 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:50:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1315, loss: 1.1315 +2025-05-02 11:01:47,366 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:49:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1384, loss: 1.1384 +2025-05-02 11:02:30,243 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:48:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1626, loss: 1.1626 +2025-05-02 11:03:13,127 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:48:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1278, loss: 1.1278 +2025-05-02 11:03:56,115 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:47:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1410, loss: 1.1410 +2025-05-02 11:04:38,895 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:46:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1226, loss: 1.1226 +2025-05-02 11:05:21,648 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:45:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-02 11:06:04,467 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:45:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-02 11:06:47,272 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:44:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1371, loss: 1.1371 +2025-05-02 11:07:30,089 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:43:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1328, loss: 1.1328 +2025-05-02 11:08:12,882 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:43:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1418, loss: 1.1418 +2025-05-02 11:08:55,763 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:42:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0827, loss: 1.0827 +2025-05-02 11:09:38,595 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:41:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1345, loss: 1.1345 +2025-05-02 11:10:21,471 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:40:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1676, loss: 1.1676 +2025-05-02 11:11:04,339 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:40:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1501, loss: 1.1501 +2025-05-02 11:11:47,183 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:39:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1497, loss: 1.1497 +2025-05-02 11:12:30,034 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:38:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1522, loss: 1.1522 +2025-05-02 11:13:12,978 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:38:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1276, loss: 1.1276 +2025-05-02 11:13:36,425 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-02 11:15:02,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 11:15:02,263 - pyskl - INFO - +top1_acc 0.9485 +top5_acc 0.9950 +2025-05-02 11:15:02,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_135.pth was removed +2025-05-02 11:15:03,458 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-05-02 11:15:03,459 - pyskl - INFO - Best top1_acc is 0.9485 at 137 epoch. +2025-05-02 11:15:03,462 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9485, top5_acc: 0.9950 +2025-05-02 11:16:07,218 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:37:00, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1662, loss: 1.1662 +2025-05-02 11:16:49,788 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:36:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-02 11:17:32,430 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:35:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-05-02 11:18:15,205 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:34:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1958, loss: 1.1958 +2025-05-02 11:18:57,943 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:34:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1632, loss: 1.1632 +2025-05-02 11:19:40,642 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:33:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1146, loss: 1.1146 +2025-05-02 11:20:23,394 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:32:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1555, loss: 1.1555 +2025-05-02 11:21:06,256 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:32:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1390, loss: 1.1390 +2025-05-02 11:21:49,054 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:31:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1228, loss: 1.1228 +2025-05-02 11:22:31,791 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:30:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-05-02 11:23:14,595 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:29:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1322, loss: 1.1322 +2025-05-02 11:23:57,273 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:29:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1170, loss: 1.1170 +2025-05-02 11:24:39,859 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:28:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1277, loss: 1.1277 +2025-05-02 11:25:22,412 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:27:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-05-02 11:26:05,012 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:27:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1413, loss: 1.1413 +2025-05-02 11:26:47,675 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:26:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1474, loss: 1.1474 +2025-05-02 11:27:30,328 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:25:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1559, loss: 1.1559 +2025-05-02 11:28:13,031 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:24:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-05-02 11:28:55,810 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:24:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1423, loss: 1.1423 +2025-05-02 11:29:38,599 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:23:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1641, loss: 1.1641 +2025-05-02 11:30:21,386 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:22:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1482, loss: 1.1482 +2025-05-02 11:31:04,162 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1344, loss: 1.1344 +2025-05-02 11:31:46,860 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:21:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1402, loss: 1.1402 +2025-05-02 11:32:10,340 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-02 11:33:36,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 11:33:36,336 - pyskl - INFO - +top1_acc 0.9473 +top5_acc 0.9940 +2025-05-02 11:33:36,339 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9473, top5_acc: 0.9940 +2025-05-02 11:34:40,436 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:20:15, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0994, loss: 1.0994 +2025-05-02 11:35:23,156 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:19:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1113, loss: 1.1113 +2025-05-02 11:36:05,781 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:18:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1039, loss: 1.1039 +2025-05-02 11:36:48,587 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:18:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0932, loss: 1.0932 +2025-05-02 11:37:31,491 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:17:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-02 11:38:14,355 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:16:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1275, loss: 1.1275 +2025-05-02 11:38:57,096 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:15:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1417, loss: 1.1417 +2025-05-02 11:39:39,899 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-05-02 11:40:22,622 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:14:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1086, loss: 1.1086 +2025-05-02 11:41:05,604 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:13:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1405, loss: 1.1405 +2025-05-02 11:41:48,435 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:13:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-02 11:42:31,201 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:12:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1292, loss: 1.1292 +2025-05-02 11:43:14,034 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:11:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1041, loss: 1.1041 +2025-05-02 11:43:56,675 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:11:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1015, loss: 1.1015 +2025-05-02 11:44:39,346 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:10:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1256, loss: 1.1256 +2025-05-02 11:45:22,079 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:09:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1243, loss: 1.1243 +2025-05-02 11:46:04,716 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:08:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-02 11:46:47,403 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:08:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1246, loss: 1.1246 +2025-05-02 11:47:30,070 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:07:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-02 11:48:12,794 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:06:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1263, loss: 1.1263 +2025-05-02 11:48:55,508 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:06:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1366, loss: 1.1366 +2025-05-02 11:49:38,231 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:05:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1365, loss: 1.1365 +2025-05-02 11:50:21,048 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:04:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 +2025-05-02 11:50:44,395 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-02 11:52:10,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 11:52:10,165 - pyskl - INFO - +top1_acc 0.9484 +top5_acc 0.9944 +2025-05-02 11:52:10,168 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9484, top5_acc: 0.9944 +2025-05-02 11:53:13,887 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:03:30, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1458, loss: 1.1458 +2025-05-02 11:53:56,564 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:02:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1038, loss: 1.1038 +2025-05-02 11:54:39,354 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:02:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1052, loss: 1.1052 +2025-05-02 11:55:22,075 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1315, loss: 1.1315 +2025-05-02 11:56:04,813 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:00:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1230, loss: 1.1230 +2025-05-02 11:56:47,554 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 2:59:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1449, loss: 1.1449 +2025-05-02 11:57:30,390 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 2:59:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1251, loss: 1.1251 +2025-05-02 11:58:13,187 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 2:58:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1454, loss: 1.1454 +2025-05-02 11:58:56,077 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:57:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1094, loss: 1.1094 +2025-05-02 11:59:38,859 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:57:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-05-02 12:00:21,590 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:56:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1092, loss: 1.1092 +2025-05-02 12:01:04,270 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:55:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 +2025-05-02 12:01:47,019 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:54:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1085, loss: 1.1085 +2025-05-02 12:02:29,704 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:54:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 +2025-05-02 12:03:12,404 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:53:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1333, loss: 1.1333 +2025-05-02 12:03:55,114 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:52:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-02 12:04:37,957 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:52:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1025, loss: 1.1025 +2025-05-02 12:05:20,827 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:51:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1513, loss: 1.1513 +2025-05-02 12:06:03,567 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:50:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-02 12:06:46,252 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:49:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-05-02 12:07:28,948 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0595, loss: 1.0595 +2025-05-02 12:08:11,835 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:48:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1474, loss: 1.1474 +2025-05-02 12:08:54,612 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:47:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1361, loss: 1.1361 +2025-05-02 12:09:18,055 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-02 12:10:44,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 12:10:44,352 - pyskl - INFO - +top1_acc 0.9496 +top5_acc 0.9949 +2025-05-02 12:10:44,415 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_137.pth was removed +2025-05-02 12:10:45,544 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-05-02 12:10:45,545 - pyskl - INFO - Best top1_acc is 0.9496 at 140 epoch. +2025-05-02 12:10:45,549 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9496, top5_acc: 0.9949 +2025-05-02 12:11:49,368 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:46:45, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1271, loss: 1.1271 +2025-05-02 12:12:32,179 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:46:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0998, loss: 1.0998 +2025-05-02 12:13:15,003 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:45:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1083, loss: 1.1083 +2025-05-02 12:13:57,829 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:44:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 +2025-05-02 12:14:40,183 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:43:54, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1145, loss: 1.1145 +2025-05-02 12:15:22,863 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:43:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1152, loss: 1.1152 +2025-05-02 12:16:05,683 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:42:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1007, loss: 1.1007 +2025-05-02 12:16:48,431 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:41:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1141, loss: 1.1141 +2025-05-02 12:17:31,239 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:41:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1246, loss: 1.1246 +2025-05-02 12:18:14,042 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:40:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1187, loss: 1.1187 +2025-05-02 12:18:56,786 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:39:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1225, loss: 1.1225 +2025-05-02 12:19:39,551 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:38:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-05-02 12:20:22,385 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:38:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1413, loss: 1.1413 +2025-05-02 12:21:05,075 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:37:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1082, loss: 1.1082 +2025-05-02 12:21:47,811 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:36:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 +2025-05-02 12:22:30,676 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:36:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1033, loss: 1.1033 +2025-05-02 12:23:13,415 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:35:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-02 12:23:56,167 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:34:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1023, loss: 1.1023 +2025-05-02 12:24:38,937 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0931, loss: 1.0931 +2025-05-02 12:25:21,723 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:33:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1414, loss: 1.1414 +2025-05-02 12:26:04,473 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:32:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0777, loss: 1.0777 +2025-05-02 12:26:47,199 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:31:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-05-02 12:27:29,902 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:31:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1020, loss: 1.1020 +2025-05-02 12:27:53,281 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-02 12:29:19,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 12:29:19,538 - pyskl - INFO - +top1_acc 0.9501 +top5_acc 0.9947 +2025-05-02 12:29:19,597 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_140.pth was removed +2025-05-02 12:29:20,746 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-02 12:29:20,747 - pyskl - INFO - Best top1_acc is 0.9501 at 141 epoch. +2025-05-02 12:29:20,750 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9501, top5_acc: 0.9947 +2025-05-02 12:30:24,786 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:30:00, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0688, loss: 1.0688 +2025-05-02 12:31:07,639 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:29:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1008, loss: 1.1008 +2025-05-02 12:31:50,455 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:28:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1175, loss: 1.1175 +2025-05-02 12:32:33,265 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:27:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-02 12:33:16,081 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:27:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 +2025-05-02 12:33:58,932 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:26:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-02 12:34:41,861 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:25:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1245, loss: 1.1245 +2025-05-02 12:35:24,750 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:25:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0854, loss: 1.0854 +2025-05-02 12:36:07,678 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:24:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1399, loss: 1.1399 +2025-05-02 12:36:50,578 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:23:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0824, loss: 1.0824 +2025-05-02 12:37:33,323 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:22:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0769, loss: 1.0769 +2025-05-02 12:38:16,011 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:22:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1254, loss: 1.1254 +2025-05-02 12:38:58,739 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:21:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 +2025-05-02 12:39:41,518 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:20:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0801, loss: 1.0801 +2025-05-02 12:40:24,186 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:20:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-02 12:41:06,955 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:19:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1316, loss: 1.1316 +2025-05-02 12:41:49,782 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:18:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1188, loss: 1.1188 +2025-05-02 12:42:32,622 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:17:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1223, loss: 1.1223 +2025-05-02 12:43:15,338 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:17:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-05-02 12:43:58,045 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:16:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1370, loss: 1.1370 +2025-05-02 12:44:40,789 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:15:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1092, loss: 1.1092 +2025-05-02 12:45:23,582 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:15:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0837, loss: 1.0837 +2025-05-02 12:46:06,426 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:14:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 +2025-05-02 12:46:29,797 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-02 12:47:55,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 12:47:55,911 - pyskl - INFO - +top1_acc 0.9504 +top5_acc 0.9947 +2025-05-02 12:47:55,977 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/bm/best_top1_acc_epoch_141.pth was removed +2025-05-02 12:47:57,101 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-02 12:47:57,102 - pyskl - INFO - Best top1_acc is 0.9504 at 142 epoch. +2025-05-02 12:47:57,105 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9504, top5_acc: 0.9947 +2025-05-02 12:49:01,074 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:13:16, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0882, loss: 1.0882 +2025-05-02 12:49:43,818 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:12:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0501, loss: 1.0501 +2025-05-02 12:50:26,526 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:11:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-02 12:51:09,283 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:11:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0856, loss: 1.0856 +2025-05-02 12:51:52,018 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:10:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-02 12:52:34,987 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:09:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-02 12:53:18,068 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:08:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-05-02 12:54:01,089 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:08:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1242, loss: 1.1242 +2025-05-02 12:54:43,981 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:07:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0784, loss: 1.0784 +2025-05-02 12:55:26,756 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:06:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-02 12:56:09,555 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-02 12:56:52,275 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:05:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0841, loss: 1.0841 +2025-05-02 12:57:35,037 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:04:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-05-02 12:58:17,866 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:04:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-05-02 12:59:00,663 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:03:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-02 12:59:43,431 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:02:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-05-02 13:00:26,115 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:01:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-02 13:01:08,841 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:01:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1007, loss: 1.1007 +2025-05-02 13:01:51,519 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:00:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1395, loss: 1.1395 +2025-05-02 13:02:34,232 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-02 13:03:16,911 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:59:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-02 13:03:59,651 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:58:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0673, loss: 1.0673 +2025-05-02 13:04:42,370 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:57:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0983, loss: 1.0983 +2025-05-02 13:05:05,673 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-02 13:06:31,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 13:06:31,928 - pyskl - INFO - +top1_acc 0.9490 +top5_acc 0.9945 +2025-05-02 13:06:31,932 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9490, top5_acc: 0.9945 +2025-05-02 13:07:35,921 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:56:31, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-05-02 13:08:18,587 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:55:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 +2025-05-02 13:09:01,279 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:55:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2025-05-02 13:09:43,970 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1265, loss: 1.1265 +2025-05-02 13:10:26,809 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:53:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-05-02 13:11:09,704 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:52:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-05-02 13:11:52,578 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:52:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0976, loss: 1.0976 +2025-05-02 13:12:35,351 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:51:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1279, loss: 1.1279 +2025-05-02 13:13:18,101 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:50:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-05-02 13:14:00,835 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:50:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0894, loss: 1.0894 +2025-05-02 13:14:43,541 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:49:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-02 13:15:26,226 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:48:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-05-02 13:16:08,994 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:47:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1130, loss: 1.1130 +2025-05-02 13:16:51,675 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:47:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1638, loss: 1.1638 +2025-05-02 13:17:34,305 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:46:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1275, loss: 1.1275 +2025-05-02 13:18:16,889 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:45:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0945, loss: 1.0945 +2025-05-02 13:18:59,541 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:45:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0825, loss: 1.0825 +2025-05-02 13:19:42,176 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:44:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-02 13:20:24,767 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:43:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1054, loss: 1.1054 +2025-05-02 13:21:07,555 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:42:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0768, loss: 1.0768 +2025-05-02 13:21:50,297 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:42:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0723, loss: 1.0723 +2025-05-02 13:22:33,067 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:41:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1111, loss: 1.1111 +2025-05-02 13:23:15,746 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:40:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0975, loss: 1.0975 +2025-05-02 13:23:39,005 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-02 13:25:04,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 13:25:04,938 - pyskl - INFO - +top1_acc 0.9496 +top5_acc 0.9948 +2025-05-02 13:25:04,942 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9496, top5_acc: 0.9948 +2025-05-02 13:26:08,671 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:39:46, time: 0.637, data_time: 0.210, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-05-02 13:26:51,322 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:39:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-02 13:27:34,090 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:38:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-02 13:28:16,856 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:37:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2025-05-02 13:28:59,585 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:36:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1134, loss: 1.1134 +2025-05-02 13:29:42,281 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:36:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1090, loss: 1.1090 +2025-05-02 13:30:25,036 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:35:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0730, loss: 1.0730 +2025-05-02 13:31:07,879 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:34:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-02 13:31:50,655 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:34:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.1453, loss: 1.1453 +2025-05-02 13:32:33,390 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:33:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0948, loss: 1.0948 +2025-05-02 13:33:16,128 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:32:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1213, loss: 1.1213 +2025-05-02 13:33:58,893 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:31:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0891, loss: 1.0891 +2025-05-02 13:34:41,798 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:31:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1471, loss: 1.1471 +2025-05-02 13:35:24,653 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:30:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1091, loss: 1.1091 +2025-05-02 13:36:07,318 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:29:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-02 13:36:50,041 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:29:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0476, loss: 1.0476 +2025-05-02 13:37:32,753 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:28:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2025-05-02 13:38:15,510 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:27:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0740, loss: 1.0740 +2025-05-02 13:38:58,262 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:26:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0912, loss: 1.0912 +2025-05-02 13:39:41,130 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:26:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-05-02 13:40:23,951 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:25:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0902, loss: 1.0902 +2025-05-02 13:41:06,685 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:24:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0924, loss: 1.0924 +2025-05-02 13:41:49,361 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:24:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1276, loss: 1.1276 +2025-05-02 13:42:12,647 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-02 13:43:39,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 13:43:39,368 - pyskl - INFO - +top1_acc 0.9488 +top5_acc 0.9950 +2025-05-02 13:43:39,372 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9488, top5_acc: 0.9950 +2025-05-02 13:44:43,095 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:23:01, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-05-02 13:45:25,733 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:22:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1326, loss: 1.1326 +2025-05-02 13:46:08,415 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:21:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1045, loss: 1.1045 +2025-05-02 13:46:51,125 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:20:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1159, loss: 1.1159 +2025-05-02 13:47:33,741 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:20:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1009, loss: 1.1009 +2025-05-02 13:48:16,521 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:19:27, time: 0.428, data_time: 0.001, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-05-02 13:48:59,563 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:18:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-05-02 13:49:42,494 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:18:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0771, loss: 1.0771 +2025-05-02 13:50:25,503 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:17:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0716, loss: 1.0716 +2025-05-02 13:51:08,384 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:16:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0639, loss: 1.0639 +2025-05-02 13:51:51,383 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:15:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0989, loss: 1.0989 +2025-05-02 13:52:34,161 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:15:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-05-02 13:53:16,908 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:14:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-02 13:53:59,634 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0796, loss: 1.0796 +2025-05-02 13:54:42,319 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:13:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-02 13:55:25,085 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:12:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0954, loss: 1.0954 +2025-05-02 13:56:07,815 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:11:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-02 13:56:50,530 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:10:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 +2025-05-02 13:57:33,302 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:10:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0681, loss: 1.0681 +2025-05-02 13:58:16,124 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:09:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-02 13:58:58,888 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:08:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0781, loss: 1.0781 +2025-05-02 13:59:41,635 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:08:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0781, loss: 1.0781 +2025-05-02 14:00:24,339 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:07:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1252, loss: 1.1252 +2025-05-02 14:00:47,710 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-02 14:02:13,897 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 14:02:13,972 - pyskl - INFO - +top1_acc 0.9502 +top5_acc 0.9944 +2025-05-02 14:02:13,975 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9502, top5_acc: 0.9944 +2025-05-02 14:03:17,918 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:06:16, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0939, loss: 1.0939 +2025-05-02 14:04:00,533 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:05:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0863, loss: 1.0863 +2025-05-02 14:04:43,163 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:04:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-05-02 14:05:25,823 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:04:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0889, loss: 1.0889 +2025-05-02 14:06:08,470 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:03:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-05-02 14:06:51,136 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:02:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-02 14:07:33,827 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:02:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-05-02 14:08:16,503 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:01:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-05-02 14:08:59,502 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:00:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-05-02 14:09:42,266 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:59:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-02 14:10:25,059 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:59:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0733, loss: 1.0733 +2025-05-02 14:11:07,734 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:58:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-05-02 14:11:50,444 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:57:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1221, loss: 1.1221 +2025-05-02 14:12:33,070 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:57:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-02 14:13:15,703 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:56:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-02 14:13:58,411 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:55:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0956, loss: 1.0956 +2025-05-02 14:14:41,042 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:54:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0911, loss: 1.0911 +2025-05-02 14:15:23,582 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:54:10, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-05-02 14:16:06,434 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:53:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-05-02 14:16:49,163 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:52:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0933, loss: 1.0933 +2025-05-02 14:17:31,842 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-02 14:18:14,651 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:51:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-05-02 14:18:57,460 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:50:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1035, loss: 1.1035 +2025-05-02 14:19:20,774 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-02 14:20:46,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 14:20:46,864 - pyskl - INFO - +top1_acc 0.9493 +top5_acc 0.9949 +2025-05-02 14:20:46,867 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9493, top5_acc: 0.9949 +2025-05-02 14:21:50,484 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:49:31, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0927, loss: 1.0927 +2025-05-02 14:22:33,239 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:48:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0771, loss: 1.0771 +2025-05-02 14:23:15,971 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-02 14:23:58,672 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:47:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-02 14:24:41,523 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0998, loss: 1.0998 +2025-05-02 14:25:24,388 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:45:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1013, loss: 1.1013 +2025-05-02 14:26:07,291 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:45:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0924, loss: 1.0924 +2025-05-02 14:26:50,136 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:44:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0974, loss: 1.0974 +2025-05-02 14:27:32,887 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:43:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-02 14:28:15,569 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0730, loss: 1.0730 +2025-05-02 14:28:58,198 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:42:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 +2025-05-02 14:29:41,007 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:41:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0714, loss: 1.0714 +2025-05-02 14:30:23,760 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-05-02 14:31:06,453 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:40:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-02 14:31:49,183 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:39:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-02 14:32:31,987 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:38:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1253, loss: 1.1253 +2025-05-02 14:33:14,848 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0834, loss: 1.0834 +2025-05-02 14:33:57,605 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:37:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1035, loss: 1.1035 +2025-05-02 14:34:40,344 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:36:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1056, loss: 1.1056 +2025-05-02 14:35:23,162 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0927, loss: 1.0927 +2025-05-02 14:36:05,960 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-05-02 14:36:48,849 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:34:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0945, loss: 1.0945 +2025-05-02 14:37:31,471 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:33:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-05-02 14:37:54,800 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-02 14:39:21,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 14:39:21,544 - pyskl - INFO - +top1_acc 0.9503 +top5_acc 0.9948 +2025-05-02 14:39:21,548 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9503, top5_acc: 0.9948 +2025-05-02 14:40:25,243 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:32:46, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-02 14:41:07,905 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0870, loss: 1.0870 +2025-05-02 14:41:50,591 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1116, loss: 1.1116 +2025-05-02 14:42:33,249 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:30:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0832, loss: 1.0832 +2025-05-02 14:43:15,951 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:29:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0651, loss: 1.0651 +2025-05-02 14:43:58,723 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1033, loss: 1.1033 +2025-05-02 14:44:41,699 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0715, loss: 1.0715 +2025-05-02 14:45:24,671 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0542, loss: 1.0542 +2025-05-02 14:46:07,506 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1162, loss: 1.1162 +2025-05-02 14:46:50,257 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0613, loss: 1.0613 +2025-05-02 14:47:33,202 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-02 14:48:15,959 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:24:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0844, loss: 1.0844 +2025-05-02 14:48:58,776 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-02 14:49:41,634 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-02 14:50:24,509 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:22:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-05-02 14:51:07,259 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 +2025-05-02 14:51:50,050 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-05-02 14:52:32,980 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1134, loss: 1.1134 +2025-05-02 14:53:15,815 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:19:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1193, loss: 1.1193 +2025-05-02 14:53:58,614 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-02 14:54:41,437 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1189, loss: 1.1189 +2025-05-02 14:55:24,249 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:17:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0518, loss: 1.0518 +2025-05-02 14:56:07,058 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-05-02 14:56:30,417 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-02 14:57:56,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 14:57:56,663 - pyskl - INFO - +top1_acc 0.9487 +top5_acc 0.9945 +2025-05-02 14:57:56,667 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9487, top5_acc: 0.9945 +2025-05-02 14:59:00,479 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:02, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 +2025-05-02 14:59:43,280 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-02 15:00:26,071 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0833, loss: 1.0833 +2025-05-02 15:01:08,839 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1059, loss: 1.1059 +2025-05-02 15:01:51,598 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-05-02 15:02:34,415 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2025-05-02 15:03:17,219 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2025-05-02 15:04:00,021 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0868, loss: 1.0868 +2025-05-02 15:04:42,659 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1012, loss: 1.1012 +2025-05-02 15:05:25,483 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0781, loss: 1.0781 +2025-05-02 15:06:08,318 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:08:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0747, loss: 1.0747 +2025-05-02 15:06:51,230 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1119, loss: 1.1119 +2025-05-02 15:07:34,188 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1156, loss: 1.1156 +2025-05-02 15:08:17,086 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1100, loss: 1.1100 +2025-05-02 15:09:00,008 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1325, loss: 1.1325 +2025-05-02 15:09:42,919 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0866, loss: 1.0866 +2025-05-02 15:10:25,711 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1142, loss: 1.1142 +2025-05-02 15:11:08,428 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1076, loss: 1.1076 +2025-05-02 15:11:51,098 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-05-02 15:12:33,840 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-05-02 15:13:16,578 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0958, loss: 1.0958 +2025-05-02 15:13:59,303 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1146, loss: 1.1146 +2025-05-02 15:14:42,079 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1058, loss: 1.1058 +2025-05-02 15:15:05,447 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-02 15:16:31,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 15:16:31,560 - pyskl - INFO - +top1_acc 0.9498 +top5_acc 0.9948 +2025-05-02 15:16:31,563 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9498, top5_acc: 0.9948 +2025-05-02 15:16:39,503 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-05-02 15:27:30,259 - pyskl - INFO - Testing results of the last checkpoint +2025-05-02 15:27:30,259 - pyskl - INFO - top1_acc: 0.9531 +2025-05-02 15:27:30,259 - pyskl - INFO - top5_acc: 0.9951 +2025-05-02 15:27:30,260 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/bm/best_top1_acc_epoch_142.pth +2025-05-02 15:38:18,067 - pyskl - INFO - Testing results of the best checkpoint +2025-05-02 15:38:18,067 - pyskl - INFO - top1_acc: 0.9528 +2025-05-02 15:38:18,067 - pyskl - INFO - top5_acc: 0.9950 diff --git a/ntu60_xview/bm/best_pred.pkl b/ntu60_xview/bm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..5b9f6f6ad69433541c5c23041604d375d70e6a1f --- /dev/null +++ b/ntu60_xview/bm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:21b98f7c080df99d425f37d8c048d79aaa486b9c48ce0d296ff6998fda229b63 +size 7623247 diff --git a/ntu60_xview/bm/best_top1_acc_epoch_142.pth b/ntu60_xview/bm/best_top1_acc_epoch_142.pth new file mode 100644 index 0000000000000000000000000000000000000000..1a0aba81abe7d97edbe7f404b6241aa0bd53ae02 --- /dev/null +++ b/ntu60_xview/bm/best_top1_acc_epoch_142.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f6b0fd05c45b09a449494742f5813de68e40189eb6963c06a0e08fc25c8401dd +size 16153947 diff --git a/ntu60_xview/j_1/20250530_181353.log b/ntu60_xview/j_1/20250530_181353.log new file mode 100644 index 0000000000000000000000000000000000000000..5d238edcf5fb80e90cb727b79e339789ebe4a472 --- /dev/null +++ b/ntu60_xview/j_1/20250530_181353.log @@ -0,0 +1,4656 @@ +2025-05-30 18:13:53,960 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-30 18:13:54,328 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/j_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/j_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-30 18:13:54,328 - pyskl - INFO - Set random seed to 170760967, deterministic: False +2025-05-30 18:14:03,933 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-05-30 18:14:09,389 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-05-30 18:14:09,411 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1 +2025-05-30 18:14:09,412 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-30 18:14:09,412 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-30 18:14:09,412 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1 by HardDiskBackend. +2025-05-30 18:15:13,731 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 15:02:16, time: 0.643, data_time: 0.208, memory: 13125, top1_acc: 0.0369, top5_acc: 0.1431, loss_cls: 11.2039, loss: 11.2039 +2025-05-30 18:15:56,425 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:25:36, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0587, top5_acc: 0.2225, loss_cls: 9.5711, loss: 9.5711 +2025-05-30 18:16:39,207 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 0:54:39, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0781, top5_acc: 0.3088, loss_cls: 9.1139, loss: 9.1139 +2025-05-30 18:17:21,953 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 23:08:16, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1044, top5_acc: 0.3663, loss_cls: 8.8464, loss: 8.8464 +2025-05-30 18:18:04,684 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 22:03:59, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1394, top5_acc: 0.4169, loss_cls: 8.5399, loss: 8.5399 +2025-05-30 18:18:47,437 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:21:06, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1525, top5_acc: 0.4569, loss_cls: 8.2505, loss: 8.2505 +2025-05-30 18:19:30,290 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 20:51:06, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1744, top5_acc: 0.4775, loss_cls: 8.0874, loss: 8.0874 +2025-05-30 18:20:13,144 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:28:27, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1700, top5_acc: 0.5225, loss_cls: 7.9414, loss: 7.9414 +2025-05-30 18:20:55,977 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:10:31, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2075, top5_acc: 0.5456, loss_cls: 7.7851, loss: 7.7851 +2025-05-30 18:21:38,826 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 19:56:08, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2150, top5_acc: 0.5856, loss_cls: 7.7175, loss: 7.7175 +2025-05-30 18:22:21,697 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 19:44:21, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2300, top5_acc: 0.6069, loss_cls: 7.5874, loss: 7.5874 +2025-05-30 18:23:04,584 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:34:29, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2681, top5_acc: 0.6250, loss_cls: 7.3806, loss: 7.3806 +2025-05-30 18:23:47,551 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:26:24, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2850, top5_acc: 0.6644, loss_cls: 7.2299, loss: 7.2299 +2025-05-30 18:24:30,449 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:19:04, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2850, top5_acc: 0.6406, loss_cls: 7.4122, loss: 7.4122 +2025-05-30 18:25:13,365 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:12:42, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.2844, top5_acc: 0.6600, loss_cls: 7.2790, loss: 7.2790 +2025-05-30 18:25:56,311 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:07:08, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3194, top5_acc: 0.7194, loss_cls: 6.8423, loss: 6.8423 +2025-05-30 18:26:39,192 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:01:55, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3331, top5_acc: 0.7219, loss_cls: 6.7305, loss: 6.7305 +2025-05-30 18:27:21,997 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 18:56:58, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3450, top5_acc: 0.7288, loss_cls: 6.7124, loss: 6.7124 +2025-05-30 18:28:04,878 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 18:52:41, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3812, top5_acc: 0.7531, loss_cls: 6.4835, loss: 6.4835 +2025-05-30 18:28:47,806 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 18:48:54, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.3488, top5_acc: 0.7588, loss_cls: 6.5820, loss: 6.5820 +2025-05-30 18:29:30,824 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 18:45:39, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4050, top5_acc: 0.7869, loss_cls: 6.3486, loss: 6.3486 +2025-05-30 18:30:14,047 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 18:43:11, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.4281, top5_acc: 0.7969, loss_cls: 6.2688, loss: 6.2688 +2025-05-30 18:30:57,131 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 18:40:31, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.4100, top5_acc: 0.7906, loss_cls: 6.2397, loss: 6.2397 +2025-05-30 18:31:20,514 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-30 18:32:45,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:32:45,549 - pyskl - INFO - +top1_acc 0.4785 +top5_acc 0.8610 +2025-05-30 18:32:46,586 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-30 18:32:46,587 - pyskl - INFO - Best top1_acc is 0.4785 at 1 epoch. +2025-05-30 18:32:46,590 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.4785, top5_acc: 0.8610 +2025-05-30 18:33:49,398 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:29:19, time: 0.628, data_time: 0.200, memory: 13126, top1_acc: 0.4500, top5_acc: 0.8281, loss_cls: 5.9504, loss: 5.9504 +2025-05-30 18:34:32,150 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:26:33, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4713, top5_acc: 0.8294, loss_cls: 5.8750, loss: 5.8750 +2025-05-30 18:35:14,950 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:24:03, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4575, top5_acc: 0.8294, loss_cls: 5.9082, loss: 5.9082 +2025-05-30 18:35:57,786 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:21:46, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4919, top5_acc: 0.8550, loss_cls: 5.7152, loss: 5.7152 +2025-05-30 18:36:40,572 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:19:28, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4863, top5_acc: 0.8444, loss_cls: 5.8550, loss: 5.8550 +2025-05-30 18:37:23,368 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:17:19, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5131, top5_acc: 0.8419, loss_cls: 5.6772, loss: 5.6772 +2025-05-30 18:38:06,274 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:15:28, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4988, top5_acc: 0.8506, loss_cls: 5.7727, loss: 5.7727 +2025-05-30 18:38:49,165 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:13:39, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5100, top5_acc: 0.8662, loss_cls: 5.5351, loss: 5.5351 +2025-05-30 18:39:31,994 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:11:48, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5275, top5_acc: 0.8581, loss_cls: 5.6237, loss: 5.6237 +2025-05-30 18:40:14,913 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:10:10, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5219, top5_acc: 0.8631, loss_cls: 5.5550, loss: 5.5550 +2025-05-30 18:40:57,707 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:08:23, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5231, top5_acc: 0.8712, loss_cls: 5.4509, loss: 5.4509 +2025-05-30 18:41:40,598 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:06:49, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5350, top5_acc: 0.8775, loss_cls: 5.3539, loss: 5.3539 +2025-05-30 18:42:23,581 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:05:26, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5344, top5_acc: 0.8856, loss_cls: 5.3417, loss: 5.3417 +2025-05-30 18:43:06,410 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:03:51, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5594, top5_acc: 0.8844, loss_cls: 5.1722, loss: 5.1722 +2025-05-30 18:43:49,307 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:02:25, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5563, top5_acc: 0.8925, loss_cls: 5.0864, loss: 5.0864 +2025-05-30 18:44:32,206 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:01:02, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5537, top5_acc: 0.8856, loss_cls: 5.1125, loss: 5.1125 +2025-05-30 18:45:15,096 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 17:59:40, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5481, top5_acc: 0.8844, loss_cls: 5.3073, loss: 5.3073 +2025-05-30 18:45:57,897 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 17:58:12, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5763, top5_acc: 0.8762, loss_cls: 5.2081, loss: 5.2081 +2025-05-30 18:46:40,746 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 17:56:50, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5687, top5_acc: 0.8756, loss_cls: 5.2381, loss: 5.2381 +2025-05-30 18:47:23,573 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 17:55:28, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.6006, top5_acc: 0.9038, loss_cls: 5.0664, loss: 5.0664 +2025-05-30 18:48:06,500 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 17:54:16, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5869, top5_acc: 0.8912, loss_cls: 5.0856, loss: 5.0856 +2025-05-30 18:48:49,398 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 17:53:03, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5981, top5_acc: 0.9025, loss_cls: 5.0517, loss: 5.0517 +2025-05-30 18:49:32,341 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 17:51:54, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.6031, top5_acc: 0.9050, loss_cls: 4.9699, loss: 4.9699 +2025-05-30 18:49:55,842 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-30 18:51:20,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:51:20,795 - pyskl - INFO - +top1_acc 0.6390 +top5_acc 0.9393 +2025-05-30 18:51:20,843 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_1.pth was removed +2025-05-30 18:51:21,879 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-30 18:51:21,880 - pyskl - INFO - Best top1_acc is 0.6390 at 2 epoch. +2025-05-30 18:51:21,883 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.6390, top5_acc: 0.9393 +2025-05-30 18:52:24,745 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 17:46:46, time: 0.629, data_time: 0.200, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9031, loss_cls: 4.8357, loss: 4.8357 +2025-05-30 18:53:07,593 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 17:45:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6019, top5_acc: 0.9194, loss_cls: 4.7774, loss: 4.7774 +2025-05-30 18:53:50,376 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 17:44:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6362, top5_acc: 0.9256, loss_cls: 4.6854, loss: 4.6854 +2025-05-30 18:54:33,024 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 17:43:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6406, top5_acc: 0.9200, loss_cls: 4.6963, loss: 4.6963 +2025-05-30 18:55:15,801 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 17:41:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9113, loss_cls: 4.7616, loss: 4.7616 +2025-05-30 18:55:58,462 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 17:40:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6312, top5_acc: 0.9125, loss_cls: 4.8062, loss: 4.8062 +2025-05-30 18:56:41,248 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 17:39:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6319, top5_acc: 0.9175, loss_cls: 4.6891, loss: 4.6891 +2025-05-30 18:57:24,034 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 17:38:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9163, loss_cls: 4.6800, loss: 4.6800 +2025-05-30 18:58:06,769 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 17:37:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6512, top5_acc: 0.9231, loss_cls: 4.5600, loss: 4.5600 +2025-05-30 18:58:49,504 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 17:36:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6369, top5_acc: 0.9106, loss_cls: 4.6975, loss: 4.6975 +2025-05-30 18:59:32,282 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 17:35:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6275, top5_acc: 0.9144, loss_cls: 4.7639, loss: 4.7639 +2025-05-30 19:00:15,181 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 17:34:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6319, top5_acc: 0.9144, loss_cls: 4.6880, loss: 4.6880 +2025-05-30 19:00:58,012 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 17:33:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9181, loss_cls: 4.4921, loss: 4.4921 +2025-05-30 19:01:40,897 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 17:32:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6331, top5_acc: 0.9094, loss_cls: 4.7459, loss: 4.7459 +2025-05-30 19:02:23,754 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 17:31:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6581, top5_acc: 0.9219, loss_cls: 4.5786, loss: 4.5786 +2025-05-30 19:03:06,567 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 17:30:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6194, top5_acc: 0.9213, loss_cls: 4.6775, loss: 4.6775 +2025-05-30 19:03:49,398 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 17:29:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6512, top5_acc: 0.9206, loss_cls: 4.5431, loss: 4.5431 +2025-05-30 19:04:32,161 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 17:28:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6663, top5_acc: 0.9250, loss_cls: 4.4354, loss: 4.4354 +2025-05-30 19:05:14,845 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:27:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6644, top5_acc: 0.9225, loss_cls: 4.5149, loss: 4.5149 +2025-05-30 19:05:57,662 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:26:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9225, loss_cls: 4.5498, loss: 4.5498 +2025-05-30 19:06:40,448 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:25:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6438, top5_acc: 0.9256, loss_cls: 4.5564, loss: 4.5564 +2025-05-30 19:07:23,392 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:24:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6694, top5_acc: 0.9294, loss_cls: 4.5177, loss: 4.5177 +2025-05-30 19:08:06,173 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:23:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6763, top5_acc: 0.9369, loss_cls: 4.4110, loss: 4.4110 +2025-05-30 19:08:29,543 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-30 19:09:54,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:09:54,598 - pyskl - INFO - +top1_acc 0.7289 +top5_acc 0.9599 +2025-05-30 19:09:54,658 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_2.pth was removed +2025-05-30 19:09:55,773 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-30 19:09:55,774 - pyskl - INFO - Best top1_acc is 0.7289 at 3 epoch. +2025-05-30 19:09:55,778 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.7289, top5_acc: 0.9599 +2025-05-30 19:10:58,984 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:20:13, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9294, loss_cls: 4.4844, loss: 4.4844 +2025-05-30 19:11:41,872 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:19:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9444, loss_cls: 4.3298, loss: 4.3298 +2025-05-30 19:12:24,742 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:18:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9375, loss_cls: 4.3472, loss: 4.3472 +2025-05-30 19:13:07,541 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:17:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6837, top5_acc: 0.9313, loss_cls: 4.2680, loss: 4.2680 +2025-05-30 19:13:50,372 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:16:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9375, loss_cls: 4.3979, loss: 4.3979 +2025-05-30 19:14:33,162 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:15:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9200, loss_cls: 4.4933, loss: 4.4933 +2025-05-30 19:15:15,986 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:15:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9406, loss_cls: 4.4821, loss: 4.4821 +2025-05-30 19:15:58,840 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:14:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6813, top5_acc: 0.9419, loss_cls: 4.3024, loss: 4.3024 +2025-05-30 19:16:41,626 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6744, top5_acc: 0.9387, loss_cls: 4.3290, loss: 4.3290 +2025-05-30 19:17:24,411 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:12:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 4.3732, loss: 4.3732 +2025-05-30 19:18:07,164 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:11:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6819, top5_acc: 0.9406, loss_cls: 4.3554, loss: 4.3554 +2025-05-30 19:18:49,886 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:10:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6850, top5_acc: 0.9269, loss_cls: 4.4004, loss: 4.4004 +2025-05-30 19:19:32,661 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:09:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9306, loss_cls: 4.3017, loss: 4.3017 +2025-05-30 19:20:15,445 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:08:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 4.1824, loss: 4.1824 +2025-05-30 19:20:58,169 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:07:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9431, loss_cls: 4.1924, loss: 4.1924 +2025-05-30 19:21:41,052 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:07:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9381, loss_cls: 4.1370, loss: 4.1370 +2025-05-30 19:22:23,701 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:06:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9350, loss_cls: 4.3600, loss: 4.3600 +2025-05-30 19:23:06,472 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:05:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 4.1179, loss: 4.1179 +2025-05-30 19:23:49,187 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:04:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9481, loss_cls: 4.1927, loss: 4.1927 +2025-05-30 19:24:31,867 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:03:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 4.2849, loss: 4.2849 +2025-05-30 19:25:14,622 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:02:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9169, loss_cls: 4.4135, loss: 4.4135 +2025-05-30 19:25:57,453 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:01:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9431, loss_cls: 4.1971, loss: 4.1971 +2025-05-30 19:26:40,244 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:01:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9419, loss_cls: 4.2044, loss: 4.2044 +2025-05-30 19:27:03,544 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-30 19:28:28,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:28:29,015 - pyskl - INFO - +top1_acc 0.7115 +top5_acc 0.9585 +2025-05-30 19:28:29,018 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7115, top5_acc: 0.9585 +2025-05-30 19:29:31,869 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 16:58:12, time: 0.628, data_time: 0.200, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9325, loss_cls: 4.3482, loss: 4.3482 +2025-05-30 19:30:14,659 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 16:57:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9419, loss_cls: 4.1368, loss: 4.1368 +2025-05-30 19:30:57,611 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 16:56:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9419, loss_cls: 4.1820, loss: 4.1820 +2025-05-30 19:31:40,344 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 16:55:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 3.9605, loss: 3.9605 +2025-05-30 19:32:23,032 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 16:54:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 3.9706, loss: 3.9706 +2025-05-30 19:33:05,728 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 16:54:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7106, top5_acc: 0.9444, loss_cls: 4.1774, loss: 4.1774 +2025-05-30 19:33:48,384 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 16:53:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9475, loss_cls: 4.2478, loss: 4.2478 +2025-05-30 19:34:31,074 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 16:52:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9431, loss_cls: 4.0766, loss: 4.0766 +2025-05-30 19:35:13,791 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 16:51:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 4.0845, loss: 4.0845 +2025-05-30 19:35:56,480 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 16:50:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9494, loss_cls: 4.0376, loss: 4.0376 +2025-05-30 19:36:39,169 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 16:49:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 4.1170, loss: 4.1170 +2025-05-30 19:37:21,908 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 16:49:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 3.9633, loss: 3.9633 +2025-05-30 19:38:04,591 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 16:48:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9387, loss_cls: 4.1380, loss: 4.1380 +2025-05-30 19:38:47,218 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 16:47:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9419, loss_cls: 4.1120, loss: 4.1120 +2025-05-30 19:39:29,932 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 16:46:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 3.9773, loss: 3.9773 +2025-05-30 19:40:12,644 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 16:45:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9194, loss_cls: 4.2324, loss: 4.2324 +2025-05-30 19:40:55,331 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 16:44:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9425, loss_cls: 4.0850, loss: 4.0850 +2025-05-30 19:41:38,073 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 16:44:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9525, loss_cls: 3.8559, loss: 3.8559 +2025-05-30 19:42:20,784 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 16:43:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 3.9233, loss: 3.9233 +2025-05-30 19:43:03,510 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 16:42:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 3.9339, loss: 3.9339 +2025-05-30 19:43:46,249 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 16:41:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9431, loss_cls: 4.0610, loss: 4.0610 +2025-05-30 19:44:29,085 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 16:40:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 4.0582, loss: 4.0582 +2025-05-30 19:45:11,859 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 16:40:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9450, loss_cls: 4.0305, loss: 4.0305 +2025-05-30 19:45:35,163 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-30 19:54:15,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:54:15,871 - pyskl - INFO - +top1_acc 0.7183 +top5_acc 0.9504 +2025-05-30 19:54:15,875 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7183, top5_acc: 0.9504 +2025-05-30 19:55:19,468 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 16:38:02, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 4.2242, loss: 4.2242 +2025-05-30 19:56:02,163 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 16:37:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 4.0133, loss: 4.0133 +2025-05-30 19:56:44,970 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 16:36:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 3.9587, loss: 3.9587 +2025-05-30 19:57:27,588 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 16:35:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.0646, loss: 4.0646 +2025-05-30 19:58:10,148 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 16:34:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9494, loss_cls: 4.0785, loss: 4.0785 +2025-05-30 19:58:52,889 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 16:33:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9525, loss_cls: 4.0379, loss: 4.0379 +2025-05-30 19:59:35,669 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 16:33:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 4.0246, loss: 4.0246 +2025-05-30 20:00:19,095 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 16:32:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9463, loss_cls: 4.1071, loss: 4.1071 +2025-05-30 20:01:02,505 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 16:32:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 3.9506, loss: 3.9506 +2025-05-30 20:01:45,894 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 16:31:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 3.8595, loss: 3.8595 +2025-05-30 20:02:29,266 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 16:31:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 3.9671, loss: 3.9671 +2025-05-30 20:03:12,590 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 16:30:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 3.9200, loss: 3.9200 +2025-05-30 20:03:55,928 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 16:30:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 3.9208, loss: 3.9208 +2025-05-30 20:04:39,107 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 16:29:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9406, loss_cls: 3.9908, loss: 3.9908 +2025-05-30 20:05:22,465 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 16:29:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9537, loss_cls: 4.0416, loss: 4.0416 +2025-05-30 20:06:05,726 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 16:28:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.7778, loss: 3.7778 +2025-05-30 20:06:48,961 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 16:27:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 3.7835, loss: 3.7835 +2025-05-30 20:07:32,154 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 16:27:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9481, loss_cls: 4.0100, loss: 4.0100 +2025-05-30 20:08:15,303 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 16:26:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 3.7781, loss: 3.7781 +2025-05-30 20:08:58,395 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:26:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 3.9289, loss: 3.9289 +2025-05-30 20:09:41,503 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:25:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 3.8798, loss: 3.8798 +2025-05-30 20:10:24,571 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:24:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9556, loss_cls: 3.8897, loss: 3.8897 +2025-05-30 20:11:07,959 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:24:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 3.8809, loss: 3.8809 +2025-05-30 20:11:31,620 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-30 20:12:57,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:12:57,321 - pyskl - INFO - +top1_acc 0.7901 +top5_acc 0.9730 +2025-05-30 20:12:57,400 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_3.pth was removed +2025-05-30 20:12:58,523 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-30 20:12:58,524 - pyskl - INFO - Best top1_acc is 0.7901 at 6 epoch. +2025-05-30 20:12:58,527 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7901, top5_acc: 0.9730 +2025-05-30 20:14:02,818 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:22:39, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 3.8029, loss: 3.8029 +2025-05-30 20:14:46,148 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:22:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.8235, loss: 3.8235 +2025-05-30 20:15:29,458 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:21:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9594, loss_cls: 3.7976, loss: 3.7976 +2025-05-30 20:16:12,599 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:20:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 3.8261, loss: 3.8261 +2025-05-30 20:16:55,693 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:20:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9600, loss_cls: 3.7428, loss: 3.7428 +2025-05-30 20:17:38,668 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:19:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 3.8229, loss: 3.8229 +2025-05-30 20:18:21,712 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:18:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 3.9219, loss: 3.9219 +2025-05-30 20:19:04,741 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:18:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 3.7957, loss: 3.7957 +2025-05-30 20:19:47,691 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 3.8678, loss: 3.8678 +2025-05-30 20:20:30,724 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:16:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 3.7867, loss: 3.7867 +2025-05-30 20:21:13,842 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:16:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 3.8028, loss: 3.8028 +2025-05-30 20:21:56,873 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:15:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 3.8275, loss: 3.8275 +2025-05-30 20:22:39,961 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:14:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 3.9091, loss: 3.9091 +2025-05-30 20:23:23,082 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:14:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.7548, loss: 3.7548 +2025-05-30 20:24:06,143 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:13:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 3.8020, loss: 3.8020 +2025-05-30 20:24:49,199 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 3.8338, loss: 3.8338 +2025-05-30 20:25:32,334 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:12:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 3.6945, loss: 3.6945 +2025-05-30 20:26:15,414 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:11:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 3.8459, loss: 3.8459 +2025-05-30 20:26:58,343 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:10:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.7002, loss: 3.7002 +2025-05-30 20:27:41,373 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:10:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.8094, loss: 3.8094 +2025-05-30 20:28:24,406 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:09:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 3.8173, loss: 3.8173 +2025-05-30 20:29:07,439 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:08:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 3.7397, loss: 3.7397 +2025-05-30 20:29:50,538 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:08:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 3.9531, loss: 3.9531 +2025-05-30 20:30:13,965 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-30 20:31:39,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:31:39,095 - pyskl - INFO - +top1_acc 0.7771 +top5_acc 0.9757 +2025-05-30 20:31:39,098 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7771, top5_acc: 0.9757 +2025-05-30 20:32:42,989 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:06:27, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 3.6295, loss: 3.6295 +2025-05-30 20:33:25,925 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:05:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.6559, loss: 3.6559 +2025-05-30 20:34:09,073 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:05:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.5700, loss: 3.5700 +2025-05-30 20:34:52,312 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:04:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.6964, loss: 3.6964 +2025-05-30 20:35:35,253 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:03:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.7297, loss: 3.7297 +2025-05-30 20:36:18,381 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 16:03:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.7849, loss: 3.7849 +2025-05-30 20:37:01,566 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 16:02:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 3.7501, loss: 3.7501 +2025-05-30 20:37:44,619 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 16:01:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 3.7068, loss: 3.7068 +2025-05-30 20:38:27,687 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 16:01:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.5493, loss: 3.5493 +2025-05-30 20:39:10,635 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 16:00:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 3.7493, loss: 3.7493 +2025-05-30 20:39:53,684 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 15:59:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.6757, loss: 3.6757 +2025-05-30 20:40:36,723 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 15:59:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 3.7459, loss: 3.7459 +2025-05-30 20:41:19,764 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 15:58:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 3.7426, loss: 3.7426 +2025-05-30 20:42:02,798 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 15:57:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.5606, loss: 3.5606 +2025-05-30 20:42:45,868 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 15:57:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.6113, loss: 3.6113 +2025-05-30 20:43:28,924 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 15:56:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 3.6204, loss: 3.6204 +2025-05-30 20:44:11,986 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 15:55:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 3.6329, loss: 3.6329 +2025-05-30 20:44:54,991 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 15:54:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9675, loss_cls: 3.6186, loss: 3.6186 +2025-05-30 20:45:37,983 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 15:54:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 3.7369, loss: 3.7369 +2025-05-30 20:46:21,072 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 15:53:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.7243, loss: 3.7243 +2025-05-30 20:47:04,062 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 15:52:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 3.6233, loss: 3.6233 +2025-05-30 20:47:47,099 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 15:52:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 3.6764, loss: 3.6764 +2025-05-30 20:48:30,319 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 15:51:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9537, loss_cls: 3.8351, loss: 3.8351 +2025-05-30 20:48:53,846 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-30 20:50:18,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:50:18,943 - pyskl - INFO - +top1_acc 0.8327 +top5_acc 0.9835 +2025-05-30 20:50:18,998 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_6.pth was removed +2025-05-30 20:50:20,023 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-30 20:50:20,023 - pyskl - INFO - Best top1_acc is 0.8327 at 8 epoch. +2025-05-30 20:50:20,026 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.8327, top5_acc: 0.9835 +2025-05-30 20:51:23,831 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 15:49:57, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 3.5000, loss: 3.5000 +2025-05-30 20:52:07,048 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 15:49:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.5823, loss: 3.5823 +2025-05-30 20:52:50,120 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 15:48:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 3.6682, loss: 3.6682 +2025-05-30 20:53:33,230 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 15:47:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.5877, loss: 3.5877 +2025-05-30 20:54:16,283 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 15:47:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.4949, loss: 3.4949 +2025-05-30 20:54:59,291 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 15:46:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 3.5775, loss: 3.5775 +2025-05-30 20:55:42,313 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 15:45:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.5540, loss: 3.5540 +2025-05-30 20:56:25,221 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 15:45:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 3.7574, loss: 3.7574 +2025-05-30 20:57:08,330 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 15:44:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 3.6372, loss: 3.6372 +2025-05-30 20:57:51,609 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 15:43:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.5968, loss: 3.5968 +2025-05-30 20:58:34,729 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 15:43:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.5941, loss: 3.5941 +2025-05-30 20:59:17,837 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 15:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.5395, loss: 3.5395 +2025-05-30 21:00:00,951 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 15:41:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 3.7213, loss: 3.7213 +2025-05-30 21:00:43,991 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 15:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 3.5050, loss: 3.5050 +2025-05-30 21:01:27,080 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 15:40:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.6042, loss: 3.6042 +2025-05-30 21:02:10,155 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 15:39:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 3.7124, loss: 3.7124 +2025-05-30 21:02:53,182 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 15:39:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.5769, loss: 3.5769 +2025-05-30 21:03:36,258 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 15:38:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 3.6343, loss: 3.6343 +2025-05-30 21:04:19,340 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 15:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9663, loss_cls: 3.5894, loss: 3.5894 +2025-05-30 21:05:02,418 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 15:37:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.5198, loss: 3.5198 +2025-05-30 21:05:45,472 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 15:36:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9663, loss_cls: 3.6530, loss: 3.6530 +2025-05-30 21:06:28,487 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 15:35:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9656, loss_cls: 3.6421, loss: 3.6421 +2025-05-30 21:07:11,659 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 15:35:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.6284, loss: 3.6284 +2025-05-30 21:07:35,118 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-30 21:08:59,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:08:59,974 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9822 +2025-05-30 21:08:59,977 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.8201, top5_acc: 0.9822 +2025-05-30 21:10:03,298 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 15:33:22, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.4366, loss: 3.4366 +2025-05-30 21:10:46,383 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 15:32:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.4411, loss: 3.4411 +2025-05-30 21:11:29,530 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 15:32:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.5891, loss: 3.5891 +2025-05-30 21:12:12,762 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:31:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.5617, loss: 3.5617 +2025-05-30 21:12:55,866 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:30:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.5154, loss: 3.5154 +2025-05-30 21:13:39,059 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:30:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 3.5520, loss: 3.5520 +2025-05-30 21:14:22,151 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:29:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 3.6434, loss: 3.6434 +2025-05-30 21:15:05,223 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:28:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 3.4999, loss: 3.4999 +2025-05-30 21:15:48,476 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:28:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.7058, loss: 3.7058 +2025-05-30 21:16:31,603 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:27:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 3.5629, loss: 3.5629 +2025-05-30 21:17:14,876 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:26:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.5288, loss: 3.5288 +2025-05-30 21:17:58,006 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:26:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.5857, loss: 3.5857 +2025-05-30 21:18:41,154 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:25:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.5061, loss: 3.5061 +2025-05-30 21:19:24,344 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:24:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.5047, loss: 3.5047 +2025-05-30 21:20:07,483 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:24:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.5420, loss: 3.5420 +2025-05-30 21:20:50,649 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:23:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4940, loss: 3.4940 +2025-05-30 21:21:33,738 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:22:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.5649, loss: 3.5649 +2025-05-30 21:22:16,587 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:22:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.4819, loss: 3.4819 +2025-05-30 21:22:59,859 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:21:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.4638, loss: 3.4638 +2025-05-30 21:23:43,101 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:20:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9694, loss_cls: 3.6151, loss: 3.6151 +2025-05-30 21:24:26,280 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:20:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.4439, loss: 3.4439 +2025-05-30 21:25:09,481 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 3.5678, loss: 3.5678 +2025-05-30 21:25:52,823 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:18:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 3.4404, loss: 3.4404 +2025-05-30 21:26:16,263 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-30 21:34:42,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:34:42,904 - pyskl - INFO - +top1_acc 0.8152 +top5_acc 0.9762 +2025-05-30 21:34:42,908 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.8152, top5_acc: 0.9762 +2025-05-30 21:35:46,352 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:17:10, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.4584, loss: 3.4584 +2025-05-30 21:36:29,300 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:16:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.4077, loss: 3.4077 +2025-05-30 21:37:12,284 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:15:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.3954, loss: 3.3954 +2025-05-30 21:37:55,813 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:15:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 3.5294, loss: 3.5294 +2025-05-30 21:38:39,399 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:14:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.5086, loss: 3.5086 +2025-05-30 21:39:22,743 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:13:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 3.5629, loss: 3.5629 +2025-05-30 21:40:05,783 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:13:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 3.5934, loss: 3.5934 +2025-05-30 21:40:48,864 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:12:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.5286, loss: 3.5286 +2025-05-30 21:41:32,003 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:11:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.5531, loss: 3.5531 +2025-05-30 21:42:15,199 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:11:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.4471, loss: 3.4471 +2025-05-30 21:42:58,298 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:10:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.4492, loss: 3.4492 +2025-05-30 21:43:41,316 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:09:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9719, loss_cls: 3.4988, loss: 3.4988 +2025-05-30 21:44:24,532 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:09:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9712, loss_cls: 3.5718, loss: 3.5718 +2025-05-30 21:45:07,542 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:08:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 3.4575, loss: 3.4575 +2025-05-30 21:45:50,601 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:07:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 3.4025, loss: 3.4025 +2025-05-30 21:46:33,785 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 15:07:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.4461, loss: 3.4461 +2025-05-30 21:47:16,945 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 15:06:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 3.5145, loss: 3.5145 +2025-05-30 21:47:59,971 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 15:05:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.4727, loss: 3.4727 +2025-05-30 21:48:43,075 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 15:05:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.4403, loss: 3.4403 +2025-05-30 21:49:26,160 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 15:04:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 3.5803, loss: 3.5803 +2025-05-30 21:50:09,222 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 15:03:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 3.5771, loss: 3.5771 +2025-05-30 21:50:52,342 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 15:03:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.3951, loss: 3.3951 +2025-05-30 21:51:35,475 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 15:02:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 3.5785, loss: 3.5785 +2025-05-30 21:51:58,869 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-30 21:53:23,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:53:23,919 - pyskl - INFO - +top1_acc 0.8368 +top5_acc 0.9844 +2025-05-30 21:53:23,975 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_8.pth was removed +2025-05-30 21:53:25,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-30 21:53:25,043 - pyskl - INFO - Best top1_acc is 0.8368 at 11 epoch. +2025-05-30 21:53:25,046 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.8368, top5_acc: 0.9844 +2025-05-30 21:54:28,807 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 15:00:49, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 3.4447, loss: 3.4447 +2025-05-30 21:55:11,923 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 15:00:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4414, loss: 3.4414 +2025-05-30 21:55:55,072 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 14:59:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.3480, loss: 3.3480 +2025-05-30 21:56:38,233 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 14:58:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.5456, loss: 3.5456 +2025-05-30 21:57:21,318 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 14:58:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.4265, loss: 3.4265 +2025-05-30 21:58:04,615 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 14:57:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.4017, loss: 3.4017 +2025-05-30 21:58:47,725 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 14:56:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.4874, loss: 3.4874 +2025-05-30 21:59:30,911 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 14:56:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9762, loss_cls: 3.3359, loss: 3.3359 +2025-05-30 22:00:14,086 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 14:55:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.5266, loss: 3.5266 +2025-05-30 22:00:57,014 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 14:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.3519, loss: 3.3519 +2025-05-30 22:01:40,035 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 14:53:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.4397, loss: 3.4397 +2025-05-30 22:02:23,042 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 14:53:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.6502, loss: 3.6502 +2025-05-30 22:03:06,079 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 14:52:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.3692, loss: 3.3692 +2025-05-30 22:03:49,211 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 14:51:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.4657, loss: 3.4657 +2025-05-30 22:04:32,313 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 14:51:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.4633, loss: 3.4633 +2025-05-30 22:05:15,404 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 14:50:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.3093, loss: 3.3093 +2025-05-30 22:05:58,550 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 14:49:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.5233, loss: 3.5233 +2025-05-30 22:06:41,597 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 14:49:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 3.2919, loss: 3.2919 +2025-05-30 22:07:24,671 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 14:48:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9738, loss_cls: 3.3858, loss: 3.3858 +2025-05-30 22:08:07,784 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 14:47:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.4041, loss: 3.4041 +2025-05-30 22:08:50,871 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 14:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.4297, loss: 3.4297 +2025-05-30 22:09:33,923 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 14:46:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.3562, loss: 3.3562 +2025-05-30 22:10:17,168 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 14:45:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.4647, loss: 3.4647 +2025-05-30 22:10:40,676 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-30 22:12:05,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:12:05,748 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9780 +2025-05-30 22:12:05,751 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8112, top5_acc: 0.9780 +2025-05-30 22:13:09,098 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 14:44:09, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9738, loss_cls: 3.4045, loss: 3.4045 +2025-05-30 22:13:52,103 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 14:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.5529, loss: 3.5529 +2025-05-30 22:14:35,252 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 14:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.3843, loss: 3.3843 +2025-05-30 22:15:18,454 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 14:42:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3207, loss: 3.3207 +2025-05-30 22:16:01,654 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 14:41:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.3295, loss: 3.3295 +2025-05-30 22:16:44,951 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 14:40:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9781, loss_cls: 3.3052, loss: 3.3052 +2025-05-30 22:17:28,159 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 14:40:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.3818, loss: 3.3818 +2025-05-30 22:18:11,219 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 14:39:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.2794, loss: 3.2794 +2025-05-30 22:18:54,310 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 14:38:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 3.4369, loss: 3.4369 +2025-05-30 22:19:37,444 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 14:38:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.3385, loss: 3.3385 +2025-05-30 22:20:20,578 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 14:37:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.3690, loss: 3.3690 +2025-05-30 22:21:03,622 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 14:36:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.4402, loss: 3.4402 +2025-05-30 22:21:46,823 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 14:35:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 3.3919, loss: 3.3919 +2025-05-30 22:22:29,837 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:35:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.3857, loss: 3.3857 +2025-05-30 22:23:12,907 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:34:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.3255, loss: 3.3255 +2025-05-30 22:23:55,916 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:33:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.4114, loss: 3.4114 +2025-05-30 22:24:38,842 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:33:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.3100, loss: 3.3100 +2025-05-30 22:25:21,842 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:32:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.4699, loss: 3.4699 +2025-05-30 22:26:04,856 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:31:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.3173, loss: 3.3173 +2025-05-30 22:26:47,923 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:31:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.3537, loss: 3.3537 +2025-05-30 22:27:31,008 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:30:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 3.5198, loss: 3.5198 +2025-05-30 22:28:14,039 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:29:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.3920, loss: 3.3920 +2025-05-30 22:28:57,186 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:28:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 3.3981, loss: 3.3981 +2025-05-30 22:29:20,609 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-30 22:30:45,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:30:45,324 - pyskl - INFO - +top1_acc 0.8269 +top5_acc 0.9807 +2025-05-30 22:30:45,328 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8269, top5_acc: 0.9807 +2025-05-30 22:31:48,803 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:27:26, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.3275, loss: 3.3275 +2025-05-30 22:32:31,865 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:26:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 3.3052, loss: 3.3052 +2025-05-30 22:33:15,019 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:26:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.2313, loss: 3.2313 +2025-05-30 22:33:58,243 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:25:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.5267, loss: 3.5267 +2025-05-30 22:34:41,482 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:24:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.3028, loss: 3.3028 +2025-05-30 22:35:24,627 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:24:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.4273, loss: 3.4273 +2025-05-30 22:36:07,768 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:23:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.3801, loss: 3.3801 +2025-05-30 22:36:50,833 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:22:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.3265, loss: 3.3265 +2025-05-30 22:37:33,928 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:21:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.3852, loss: 3.3852 +2025-05-30 22:38:17,071 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:21:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.5169, loss: 3.5169 +2025-05-30 22:39:00,342 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:20:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.2217, loss: 3.2217 +2025-05-30 22:39:43,400 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:19:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.3800, loss: 3.3800 +2025-05-30 22:40:26,554 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:19:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 3.3859, loss: 3.3859 +2025-05-30 22:41:09,650 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3988, loss: 3.3988 +2025-05-30 22:41:52,776 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:17:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.3445, loss: 3.3445 +2025-05-30 22:42:35,844 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:17:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 3.2861, loss: 3.2861 +2025-05-30 22:43:18,918 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:16:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.4085, loss: 3.4085 +2025-05-30 22:44:02,011 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:15:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.4191, loss: 3.4191 +2025-05-30 22:44:45,090 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:15:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.3529, loss: 3.3529 +2025-05-30 22:45:28,149 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:14:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3100, loss: 3.3100 +2025-05-30 22:46:11,163 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:13:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.3320, loss: 3.3320 +2025-05-30 22:46:54,265 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:12:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.2960, loss: 3.2960 +2025-05-30 22:47:37,415 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:12:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 3.4906, loss: 3.4906 +2025-05-30 22:48:00,892 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-30 22:49:25,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:49:25,731 - pyskl - INFO - +top1_acc 0.8367 +top5_acc 0.9820 +2025-05-30 22:49:25,734 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8367, top5_acc: 0.9820 +2025-05-30 22:50:28,949 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:10:44, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.2291, loss: 3.2291 +2025-05-30 22:51:11,996 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:10:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.2337, loss: 3.2337 +2025-05-30 22:51:55,014 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 14:09:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.2317, loss: 3.2317 +2025-05-30 22:52:38,126 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 14:08:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.3721, loss: 3.3721 +2025-05-30 22:53:21,129 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 14:07:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.1853, loss: 3.1853 +2025-05-30 22:54:04,258 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 14:07:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.2224, loss: 3.2224 +2025-05-30 22:54:47,301 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 14:06:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.2240, loss: 3.2240 +2025-05-30 22:55:30,485 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 14:05:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.2968, loss: 3.2968 +2025-05-30 22:56:13,654 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 14:05:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.3730, loss: 3.3730 +2025-05-30 22:56:56,883 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 14:04:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.3531, loss: 3.3531 +2025-05-30 22:57:40,313 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 14:03:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.3645, loss: 3.3645 +2025-05-30 22:58:23,644 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 14:03:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.1871, loss: 3.1871 +2025-05-30 22:59:06,727 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 14:02:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.2779, loss: 3.2779 +2025-05-30 22:59:49,823 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 14:01:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.4052, loss: 3.4052 +2025-05-30 23:00:32,963 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 14:01:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 3.2829, loss: 3.2829 +2025-05-30 23:01:16,071 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:00:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 3.1830, loss: 3.1830 +2025-05-30 23:01:59,271 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 13:59:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.2404, loss: 3.2404 +2025-05-30 23:02:42,354 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 13:59:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.3101, loss: 3.3101 +2025-05-30 23:03:25,395 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 13:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.4526, loss: 3.4526 +2025-05-30 23:04:08,461 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 13:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.4191, loss: 3.4191 +2025-05-30 23:04:51,547 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 13:56:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.3137, loss: 3.3137 +2025-05-30 23:05:34,580 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 13:56:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 3.2828, loss: 3.2828 +2025-05-30 23:06:17,786 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 13:55:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.1879, loss: 3.1879 +2025-05-30 23:06:41,211 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-30 23:15:54,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:15:54,813 - pyskl - INFO - +top1_acc 0.8521 +top5_acc 0.9856 +2025-05-30 23:15:54,866 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_11.pth was removed +2025-05-30 23:15:55,885 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-05-30 23:15:55,886 - pyskl - INFO - Best top1_acc is 0.8521 at 15 epoch. +2025-05-30 23:15:55,889 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8521, top5_acc: 0.9856 +2025-05-30 23:16:59,425 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 13:54:06, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.2044, loss: 3.2044 +2025-05-30 23:17:42,330 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 13:53:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.1518, loss: 3.1518 +2025-05-30 23:18:25,291 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 13:52:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1405, loss: 3.1405 +2025-05-30 23:19:08,356 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 13:51:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.1120, loss: 3.1120 +2025-05-30 23:19:51,593 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 13:51:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.3144, loss: 3.3144 +2025-05-30 23:20:34,766 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 13:50:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 3.4733, loss: 3.4733 +2025-05-30 23:21:17,845 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 13:49:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.3364, loss: 3.3364 +2025-05-30 23:22:00,824 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 13:49:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.4118, loss: 3.4118 +2025-05-30 23:22:43,885 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 13:48:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.2972, loss: 3.2972 +2025-05-30 23:23:26,983 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 13:47:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3464, loss: 3.3464 +2025-05-30 23:24:10,030 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 13:47:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 3.2024, loss: 3.2024 +2025-05-30 23:24:53,152 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 13:46:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.2135, loss: 3.2135 +2025-05-30 23:25:36,205 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 13:45:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9775, loss_cls: 3.3726, loss: 3.3726 +2025-05-30 23:26:19,294 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 13:44:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.2359, loss: 3.2359 +2025-05-30 23:27:02,471 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 13:44:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.2746, loss: 3.2746 +2025-05-30 23:27:45,646 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 13:43:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.1994, loss: 3.1994 +2025-05-30 23:28:28,735 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 13:42:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9762, loss_cls: 3.1958, loss: 3.1958 +2025-05-30 23:29:11,816 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 13:42:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.3611, loss: 3.3611 +2025-05-30 23:29:54,909 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 13:41:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.3576, loss: 3.3576 +2025-05-30 23:30:37,864 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 13:40:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.3280, loss: 3.3280 +2025-05-30 23:31:20,913 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 13:40:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.1746, loss: 3.1746 +2025-05-30 23:32:03,983 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 13:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.3694, loss: 3.3694 +2025-05-30 23:32:47,151 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 13:38:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.1686, loss: 3.1686 +2025-05-30 23:33:10,622 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-30 23:34:35,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:34:35,539 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9811 +2025-05-30 23:34:35,542 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8179, top5_acc: 0.9811 +2025-05-30 23:35:39,112 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:37:17, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.2091, loss: 3.2091 +2025-05-30 23:36:22,038 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:36:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.1733, loss: 3.1733 +2025-05-30 23:37:05,152 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:35:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.2727, loss: 3.2727 +2025-05-30 23:37:48,358 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:35:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9800, loss_cls: 3.2582, loss: 3.2582 +2025-05-30 23:38:31,469 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:34:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.3027, loss: 3.3027 +2025-05-30 23:39:14,393 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:33:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 3.0351, loss: 3.0351 +2025-05-30 23:39:57,415 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:33:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.2726, loss: 3.2726 +2025-05-30 23:40:40,499 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:32:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.2101, loss: 3.2101 +2025-05-30 23:41:23,719 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:31:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.2137, loss: 3.2137 +2025-05-30 23:42:06,832 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:30:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.1770, loss: 3.1770 +2025-05-30 23:42:49,989 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:30:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.1366, loss: 3.1366 +2025-05-30 23:43:33,035 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:29:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.2477, loss: 3.2477 +2025-05-30 23:44:16,087 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:28:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.3251, loss: 3.3251 +2025-05-30 23:44:59,288 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:28:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 3.1613, loss: 3.1613 +2025-05-30 23:45:42,464 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:27:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.2205, loss: 3.2205 +2025-05-30 23:46:25,572 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:26:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.2451, loss: 3.2451 +2025-05-30 23:47:08,637 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:26:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.1625, loss: 3.1625 +2025-05-30 23:47:51,615 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:25:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.2297, loss: 3.2297 +2025-05-30 23:48:34,616 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:24:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.3535, loss: 3.3535 +2025-05-30 23:49:17,712 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:23:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.1845, loss: 3.1845 +2025-05-30 23:50:00,741 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:23:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2284, loss: 3.2284 +2025-05-30 23:50:43,845 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:22:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.3433, loss: 3.3433 +2025-05-30 23:51:26,976 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:21:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9775, loss_cls: 3.2258, loss: 3.2258 +2025-05-30 23:51:50,508 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-30 23:53:15,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:53:15,660 - pyskl - INFO - +top1_acc 0.8370 +top5_acc 0.9863 +2025-05-30 23:53:15,663 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8370, top5_acc: 0.9863 +2025-05-30 23:54:18,752 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:20:25, time: 0.631, data_time: 0.201, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.1993, loss: 3.1993 +2025-05-30 23:55:01,791 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:19:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.1929, loss: 3.1929 +2025-05-30 23:55:44,898 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:19:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.1732, loss: 3.1732 +2025-05-30 23:56:28,170 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:18:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 3.1712, loss: 3.1712 +2025-05-30 23:57:11,339 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:17:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.2929, loss: 3.2929 +2025-05-30 23:57:54,525 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:16:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.1727, loss: 3.1727 +2025-05-30 23:58:37,715 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:16:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.2293, loss: 3.2293 +2025-05-30 23:59:20,894 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:15:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.3379, loss: 3.3379 +2025-05-31 00:00:04,103 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:14:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2315, loss: 3.2315 +2025-05-31 00:00:47,341 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:14:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.1911, loss: 3.1911 +2025-05-31 00:01:30,568 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:13:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.2559, loss: 3.2559 +2025-05-31 00:02:13,793 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:12:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.0941, loss: 3.0941 +2025-05-31 00:02:56,998 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:12:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.2643, loss: 3.2643 +2025-05-31 00:03:40,090 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:11:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.3084, loss: 3.3084 +2025-05-31 00:04:23,105 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:10:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.2608, loss: 3.2608 +2025-05-31 00:05:06,192 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 13:10:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.1686, loss: 3.1686 +2025-05-31 00:05:49,211 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 13:09:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 3.1465, loss: 3.1465 +2025-05-31 00:06:32,365 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 13:08:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.2939, loss: 3.2939 +2025-05-31 00:07:15,575 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 13:07:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.2597, loss: 3.2597 +2025-05-31 00:07:58,706 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 13:07:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.1806, loss: 3.1806 +2025-05-31 00:08:41,664 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 13:06:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.1172, loss: 3.1172 +2025-05-31 00:09:24,714 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 13:05:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.2584, loss: 3.2584 +2025-05-31 00:10:07,797 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 13:05:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.1765, loss: 3.1765 +2025-05-31 00:10:31,275 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-31 00:11:56,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:11:56,163 - pyskl - INFO - +top1_acc 0.8514 +top5_acc 0.9839 +2025-05-31 00:11:56,167 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8514, top5_acc: 0.9839 +2025-05-31 00:12:59,320 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:03:42, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.2649, loss: 3.2649 +2025-05-31 00:13:42,307 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:02:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0668, loss: 3.0668 +2025-05-31 00:14:25,296 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:02:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.0902, loss: 3.0902 +2025-05-31 00:15:08,744 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:01:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 3.2459, loss: 3.2459 +2025-05-31 00:15:52,227 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:00:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.0975, loss: 3.0975 +2025-05-31 00:16:35,360 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 3.2121, loss: 3.2121 +2025-05-31 00:17:18,554 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 12:59:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.1865, loss: 3.1865 +2025-05-31 00:18:01,663 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 12:58:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.2421, loss: 3.2421 +2025-05-31 00:18:44,771 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 12:58:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 3.2324, loss: 3.2324 +2025-05-31 00:19:27,847 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 12:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.2664, loss: 3.2664 +2025-05-31 00:20:11,040 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 12:56:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.2820, loss: 3.2820 +2025-05-31 00:20:54,129 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 12:56:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 3.2124, loss: 3.2124 +2025-05-31 00:21:37,139 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 12:55:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.1731, loss: 3.1731 +2025-05-31 00:22:20,275 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 12:54:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.2741, loss: 3.2741 +2025-05-31 00:23:03,354 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 12:53:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.2434, loss: 3.2434 +2025-05-31 00:23:46,458 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 12:53:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.1241, loss: 3.1241 +2025-05-31 00:24:29,490 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 12:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.1107, loss: 3.1107 +2025-05-31 00:25:12,451 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 12:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.2291, loss: 3.2291 +2025-05-31 00:25:55,494 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 12:51:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.1903, loss: 3.1903 +2025-05-31 00:26:38,527 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 12:50:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.1950, loss: 3.1950 +2025-05-31 00:27:21,534 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 12:49:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.1499, loss: 3.1499 +2025-05-31 00:28:04,720 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 12:49:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.2061, loss: 3.2061 +2025-05-31 00:28:47,843 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 12:48:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.2116, loss: 3.2116 +2025-05-31 00:29:11,281 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-31 00:30:36,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:30:36,364 - pyskl - INFO - +top1_acc 0.8228 +top5_acc 0.9817 +2025-05-31 00:30:36,367 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8228, top5_acc: 0.9817 +2025-05-31 00:31:40,251 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 12:47:00, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.2176, loss: 3.2176 +2025-05-31 00:32:23,317 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 12:46:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.1438, loss: 3.1438 +2025-05-31 00:33:06,374 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 12:45:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.1164, loss: 3.1164 +2025-05-31 00:33:49,527 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 12:44:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 3.0808, loss: 3.0808 +2025-05-31 00:34:32,671 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 12:44:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.1728, loss: 3.1728 +2025-05-31 00:35:15,902 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 12:43:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 3.2768, loss: 3.2768 +2025-05-31 00:35:59,030 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 12:42:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.1746, loss: 3.1746 +2025-05-31 00:36:42,109 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 12:42:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.3312, loss: 3.3312 +2025-05-31 00:37:25,122 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 12:41:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.2291, loss: 3.2291 +2025-05-31 00:38:08,180 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 12:40:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1667, loss: 3.1667 +2025-05-31 00:38:51,275 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 12:39:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.2522, loss: 3.2522 +2025-05-31 00:39:34,407 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 12:39:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.2071, loss: 3.2071 +2025-05-31 00:40:17,680 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:38:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.1796, loss: 3.1796 +2025-05-31 00:41:00,600 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:37:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.1146, loss: 3.1146 +2025-05-31 00:41:43,667 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:37:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.0522, loss: 3.0522 +2025-05-31 00:42:26,651 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:36:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0874, loss: 3.0874 +2025-05-31 00:43:09,637 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:35:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.1508, loss: 3.1508 +2025-05-31 00:43:52,624 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:35:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 3.2268, loss: 3.2268 +2025-05-31 00:44:35,627 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:34:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.0730, loss: 3.0730 +2025-05-31 00:45:18,642 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:33:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.1125, loss: 3.1125 +2025-05-31 00:46:01,653 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:32:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.1069, loss: 3.1069 +2025-05-31 00:46:44,680 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:32:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.2548, loss: 3.2548 +2025-05-31 00:47:27,711 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:31:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 3.1877, loss: 3.1877 +2025-05-31 00:47:51,064 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-31 00:56:42,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:56:42,620 - pyskl - INFO - +top1_acc 0.8470 +top5_acc 0.9816 +2025-05-31 00:56:42,623 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8470, top5_acc: 0.9816 +2025-05-31 00:57:46,351 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:30:09, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9825, loss_cls: 3.1691, loss: 3.1691 +2025-05-31 00:58:29,290 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:29:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.1355, loss: 3.1355 +2025-05-31 00:59:12,262 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:28:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.1760, loss: 3.1760 +2025-05-31 00:59:55,235 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:28:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0985, loss: 3.0985 +2025-05-31 01:00:38,510 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:27:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.1287, loss: 3.1287 +2025-05-31 01:01:21,703 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:26:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.1099, loss: 3.1099 +2025-05-31 01:02:04,693 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:25:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.1580, loss: 3.1580 +2025-05-31 01:02:47,737 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:25:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9806, loss_cls: 3.0473, loss: 3.0473 +2025-05-31 01:03:30,788 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:24:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.1022, loss: 3.1022 +2025-05-31 01:04:13,774 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:23:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.1611, loss: 3.1611 +2025-05-31 01:04:56,763 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:23:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.2808, loss: 3.2808 +2025-05-31 01:05:39,845 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:22:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0523, loss: 3.0523 +2025-05-31 01:06:22,878 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:21:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.2371, loss: 3.2371 +2025-05-31 01:07:05,958 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:20:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.2093, loss: 3.2093 +2025-05-31 01:07:48,976 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:20:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.1011, loss: 3.1011 +2025-05-31 01:08:31,972 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:19:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 3.2235, loss: 3.2235 +2025-05-31 01:09:14,933 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:18:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.2678, loss: 3.2678 +2025-05-31 01:09:57,978 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:18:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.1161, loss: 3.1161 +2025-05-31 01:10:41,041 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:17:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.1672, loss: 3.1672 +2025-05-31 01:11:24,031 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:16:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.2786, loss: 3.2786 +2025-05-31 01:12:07,052 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:15:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 3.1140, loss: 3.1140 +2025-05-31 01:12:50,137 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:15:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.1099, loss: 3.1099 +2025-05-31 01:13:33,319 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:14:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.2228, loss: 3.2228 +2025-05-31 01:13:56,845 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-31 01:15:21,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:15:21,790 - pyskl - INFO - +top1_acc 0.8205 +top5_acc 0.9800 +2025-05-31 01:15:21,793 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8205, top5_acc: 0.9800 +2025-05-31 01:16:25,776 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:13:16, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.0047, loss: 3.0047 +2025-05-31 01:17:08,783 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:12:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.0493, loss: 3.0493 +2025-05-31 01:17:51,864 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:11:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 3.1444, loss: 3.1444 +2025-05-31 01:18:34,965 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:11:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.1105, loss: 3.1105 +2025-05-31 01:19:18,014 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 12:10:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 3.1709, loss: 3.1709 +2025-05-31 01:20:01,007 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 12:09:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0788, loss: 3.0788 +2025-05-31 01:20:43,962 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 12:09:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.0956, loss: 3.0956 +2025-05-31 01:21:26,979 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 12:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1474, loss: 3.1474 +2025-05-31 01:22:10,027 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 12:07:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.2283, loss: 3.2283 +2025-05-31 01:22:52,987 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 12:06:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.1378, loss: 3.1378 +2025-05-31 01:23:35,974 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 12:06:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.0972, loss: 3.0972 +2025-05-31 01:24:19,040 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:05:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 3.0596, loss: 3.0596 +2025-05-31 01:25:02,089 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:04:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.1134, loss: 3.1134 +2025-05-31 01:25:45,138 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:04:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.1105, loss: 3.1105 +2025-05-31 01:26:28,146 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:03:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.1473, loss: 3.1473 +2025-05-31 01:27:11,134 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:02:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.1679, loss: 3.1679 +2025-05-31 01:27:54,158 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:01:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.1109, loss: 3.1109 +2025-05-31 01:28:37,247 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:01:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.2038, loss: 3.2038 +2025-05-31 01:29:20,262 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:00:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.1620, loss: 3.1620 +2025-05-31 01:30:03,343 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 11:59:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.0873, loss: 3.0873 +2025-05-31 01:30:46,479 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 11:59:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.1733, loss: 3.1733 +2025-05-31 01:31:29,551 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 11:58:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.2368, loss: 3.2368 +2025-05-31 01:32:12,698 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 11:57:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.1147, loss: 3.1147 +2025-05-31 01:32:36,097 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-31 01:34:00,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:34:01,017 - pyskl - INFO - +top1_acc 0.8449 +top5_acc 0.9827 +2025-05-31 01:34:01,020 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8449, top5_acc: 0.9827 +2025-05-31 01:35:05,057 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 11:56:24, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.1571, loss: 3.1571 +2025-05-31 01:35:48,160 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 11:55:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.1099, loss: 3.1099 +2025-05-31 01:36:31,242 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 11:54:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9749, loss: 2.9749 +2025-05-31 01:37:14,563 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 11:54:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.2507, loss: 3.2507 +2025-05-31 01:37:57,776 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 11:53:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.1645, loss: 3.1645 +2025-05-31 01:38:41,029 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 11:52:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 3.1414, loss: 3.1414 +2025-05-31 01:39:24,241 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 11:52:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0740, loss: 3.0740 +2025-05-31 01:40:07,335 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 11:51:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.0769, loss: 3.0769 +2025-05-31 01:40:50,407 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 11:50:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.1221, loss: 3.1221 +2025-05-31 01:41:33,465 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 11:50:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.2088, loss: 3.2088 +2025-05-31 01:42:16,492 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 11:49:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.2339, loss: 3.2339 +2025-05-31 01:42:59,577 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 11:48:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.1463, loss: 3.1463 +2025-05-31 01:43:42,661 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 11:47:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.9441, loss: 2.9441 +2025-05-31 01:44:25,679 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 11:47:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.2003, loss: 3.2003 +2025-05-31 01:45:08,769 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 11:46:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.1829, loss: 3.1829 +2025-05-31 01:45:51,763 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 11:45:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9680, loss: 2.9680 +2025-05-31 01:46:34,777 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 11:45:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.0903, loss: 3.0903 +2025-05-31 01:47:17,782 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 11:44:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.1473, loss: 3.1473 +2025-05-31 01:48:00,808 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 11:43:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 3.0965, loss: 3.0965 +2025-05-31 01:48:43,826 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 11:43:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.1138, loss: 3.1138 +2025-05-31 01:49:26,966 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 11:42:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.0753, loss: 3.0753 +2025-05-31 01:50:10,071 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 11:41:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.0590, loss: 3.0590 +2025-05-31 01:50:53,222 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 11:40:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.0605, loss: 3.0605 +2025-05-31 01:51:16,690 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-31 01:52:41,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:52:41,378 - pyskl - INFO - +top1_acc 0.8567 +top5_acc 0.9854 +2025-05-31 01:52:41,438 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_15.pth was removed +2025-05-31 01:52:42,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-05-31 01:52:42,507 - pyskl - INFO - Best top1_acc is 0.8567 at 23 epoch. +2025-05-31 01:52:42,509 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8567, top5_acc: 0.9854 +2025-05-31 01:53:46,073 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:39:36, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0345, loss: 3.0345 +2025-05-31 01:54:29,211 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:38:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.0683, loss: 3.0683 +2025-05-31 01:55:12,522 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:38:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0428, loss: 3.0428 +2025-05-31 01:55:55,672 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:37:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.0473, loss: 3.0473 +2025-05-31 01:56:38,898 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:36:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.0074, loss: 3.0074 +2025-05-31 01:57:22,065 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:36:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.0709, loss: 3.0709 +2025-05-31 01:58:05,225 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:35:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.1864, loss: 3.1864 +2025-05-31 01:58:48,266 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:34:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.1158, loss: 3.1158 +2025-05-31 01:59:31,330 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:34:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.0731, loss: 3.0731 +2025-05-31 02:00:14,419 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:33:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.1470, loss: 3.1470 +2025-05-31 02:00:57,441 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:32:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.1328, loss: 3.1328 +2025-05-31 02:01:40,480 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:31:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0025, loss: 3.0025 +2025-05-31 02:02:23,550 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:31:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.1084, loss: 3.1084 +2025-05-31 02:03:06,714 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:30:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.0434, loss: 3.0434 +2025-05-31 02:03:49,923 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:29:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0763, loss: 3.0763 +2025-05-31 02:04:33,159 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:29:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.0764, loss: 3.0764 +2025-05-31 02:05:16,258 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:28:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.0836, loss: 3.0836 +2025-05-31 02:05:59,442 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:27:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.2238, loss: 3.2238 +2025-05-31 02:06:42,615 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:26:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 3.1634, loss: 3.1634 +2025-05-31 02:07:25,778 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:26:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9513, loss: 2.9513 +2025-05-31 02:08:08,947 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:25:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.2675, loss: 3.2675 +2025-05-31 02:08:52,145 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:24:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.1031, loss: 3.1031 +2025-05-31 02:09:35,400 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:24:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.0654, loss: 3.0654 +2025-05-31 02:09:58,835 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-31 02:11:23,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:11:23,699 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9869 +2025-05-31 02:11:23,760 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_23.pth was removed +2025-05-31 02:11:24,839 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-31 02:11:24,840 - pyskl - INFO - Best top1_acc is 0.8651 at 24 epoch. +2025-05-31 02:11:24,843 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8651, top5_acc: 0.9869 +2025-05-31 02:12:28,678 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:22:55, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 2.9487, loss: 2.9487 +2025-05-31 02:13:11,704 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:22:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 2.9252, loss: 2.9252 +2025-05-31 02:13:54,841 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:21:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.1061, loss: 3.1061 +2025-05-31 02:14:37,973 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:20:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.1120, loss: 3.1120 +2025-05-31 02:15:20,909 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:20:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.0705, loss: 3.0705 +2025-05-31 02:16:04,009 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:19:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1147, loss: 3.1147 +2025-05-31 02:16:47,288 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:18:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9774, loss: 2.9774 +2025-05-31 02:17:30,423 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:17:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.0462, loss: 3.0462 +2025-05-31 02:18:13,547 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:17:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1360, loss: 3.1360 +2025-05-31 02:18:56,530 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:16:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.0137, loss: 3.0137 +2025-05-31 02:19:39,526 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:15:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.0618, loss: 3.0618 +2025-05-31 02:20:22,522 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:15:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 3.0777, loss: 3.0777 +2025-05-31 02:21:05,595 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:14:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.1693, loss: 3.1693 +2025-05-31 02:21:48,660 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:13:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.0394, loss: 3.0394 +2025-05-31 02:22:31,712 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:13:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.8928, loss: 2.8928 +2025-05-31 02:23:14,739 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:12:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.1833, loss: 3.1833 +2025-05-31 02:23:57,745 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:11:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.2048, loss: 3.2048 +2025-05-31 02:24:40,776 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 11:10:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.2316, loss: 3.2316 +2025-05-31 02:25:23,850 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 11:10:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.1610, loss: 3.1610 +2025-05-31 02:26:06,848 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 11:09:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 3.0900, loss: 3.0900 +2025-05-31 02:26:49,866 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 11:08:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 3.1088, loss: 3.1088 +2025-05-31 02:27:33,260 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 11:08:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 3.0710, loss: 3.0710 +2025-05-31 02:28:16,408 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:07:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.1094, loss: 3.1094 +2025-05-31 02:28:39,707 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-31 02:37:39,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:37:39,191 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9861 +2025-05-31 02:37:39,194 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8590, top5_acc: 0.9861 +2025-05-31 02:38:42,787 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:06:04, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.0810, loss: 3.0810 +2025-05-31 02:39:25,669 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:05:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9490, loss: 2.9490 +2025-05-31 02:40:08,571 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:04:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 2.9316, loss: 2.9316 +2025-05-31 02:40:51,536 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.0745, loss: 3.0745 +2025-05-31 02:41:34,506 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:03:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.9914, loss: 2.9914 +2025-05-31 02:42:17,670 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:02:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.0627, loss: 3.0627 +2025-05-31 02:43:00,992 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:01:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0226, loss: 3.0226 +2025-05-31 02:43:44,414 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:01:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.8577, loss: 2.8577 +2025-05-31 02:44:27,460 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:00:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 3.0765, loss: 3.0765 +2025-05-31 02:45:10,465 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 10:59:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 2.9884, loss: 2.9884 +2025-05-31 02:45:53,451 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 10:58:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.8902, loss: 2.8902 +2025-05-31 02:46:36,470 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 10:58:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.1252, loss: 3.1252 +2025-05-31 02:47:19,455 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 10:57:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 3.1590, loss: 3.1590 +2025-05-31 02:48:02,447 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 10:56:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.0363, loss: 3.0363 +2025-05-31 02:48:45,440 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 10:56:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0392, loss: 3.0392 +2025-05-31 02:49:28,485 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 10:55:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.0817, loss: 3.0817 +2025-05-31 02:50:11,579 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 10:54:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.0906, loss: 3.0906 +2025-05-31 02:50:54,558 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 10:53:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 3.0897, loss: 3.0897 +2025-05-31 02:51:37,580 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 10:53:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.1074, loss: 3.1074 +2025-05-31 02:52:20,662 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 10:52:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.0985, loss: 3.0985 +2025-05-31 02:53:03,727 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 10:51:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 3.1225, loss: 3.1225 +2025-05-31 02:53:46,774 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 10:51:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.0948, loss: 3.0948 +2025-05-31 02:54:29,831 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 10:50:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9694, loss: 2.9694 +2025-05-31 02:54:53,221 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-31 02:56:18,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:56:18,176 - pyskl - INFO - +top1_acc 0.8569 +top5_acc 0.9843 +2025-05-31 02:56:18,180 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8569, top5_acc: 0.9843 +2025-05-31 02:57:22,016 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 10:49:11, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 2.9887, loss: 2.9887 +2025-05-31 02:58:05,059 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 10:48:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0089, loss: 3.0089 +2025-05-31 02:58:48,080 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 10:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9173, loss: 2.9173 +2025-05-31 02:59:31,091 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 10:47:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.9978, loss: 2.9978 +2025-05-31 03:00:14,032 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 10:46:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.9423, loss: 2.9423 +2025-05-31 03:00:56,994 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 10:45:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0882, loss: 3.0882 +2025-05-31 03:01:39,866 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 10:44:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.0769, loss: 3.0769 +2025-05-31 03:02:22,882 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 10:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.0344, loss: 3.0344 +2025-05-31 03:03:05,957 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 10:43:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.9382, loss: 2.9382 +2025-05-31 03:03:49,024 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 10:42:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 2.9746, loss: 2.9746 +2025-05-31 03:04:32,116 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 10:42:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.0674, loss: 3.0674 +2025-05-31 03:05:15,231 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 10:41:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.1195, loss: 3.1195 +2025-05-31 03:05:58,355 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:40:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.1601, loss: 3.1601 +2025-05-31 03:06:41,419 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:39:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.0408, loss: 3.0408 +2025-05-31 03:07:24,573 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:39:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.0253, loss: 3.0253 +2025-05-31 03:08:07,674 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:38:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1064, loss: 3.1064 +2025-05-31 03:08:50,698 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:37:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.1030, loss: 3.1030 +2025-05-31 03:09:33,737 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.9770, loss: 2.9770 +2025-05-31 03:10:16,700 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:36:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.0094, loss: 3.0094 +2025-05-31 03:10:59,764 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:35:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.2439, loss: 3.2439 +2025-05-31 03:11:42,947 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:34:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1209, loss: 3.1209 +2025-05-31 03:12:25,915 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:34:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0459, loss: 3.0459 +2025-05-31 03:13:09,006 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:33:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 2.9280, loss: 2.9280 +2025-05-31 03:13:32,431 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-31 03:14:57,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:14:57,140 - pyskl - INFO - +top1_acc 0.8440 +top5_acc 0.9812 +2025-05-31 03:14:57,144 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8440, top5_acc: 0.9812 +2025-05-31 03:16:00,723 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:32:16, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 2.9488, loss: 2.9488 +2025-05-31 03:16:43,793 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:31:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9831, loss_cls: 3.0282, loss: 3.0282 +2025-05-31 03:17:26,815 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:30:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 3.0318, loss: 3.0318 +2025-05-31 03:18:09,782 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:30:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.9705, loss: 2.9705 +2025-05-31 03:18:52,853 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:29:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9924, loss: 2.9924 +2025-05-31 03:19:35,900 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:28:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 3.0339, loss: 3.0339 +2025-05-31 03:20:18,942 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:28:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9675, loss_cls: 3.0305, loss: 3.0305 +2025-05-31 03:21:02,064 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:27:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9367, loss: 2.9367 +2025-05-31 03:21:44,956 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:26:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 3.0200, loss: 3.0200 +2025-05-31 03:22:27,967 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:25:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0364, loss: 3.0364 +2025-05-31 03:23:11,039 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:25:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.0644, loss: 3.0644 +2025-05-31 03:23:54,073 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:24:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 2.9649, loss: 2.9649 +2025-05-31 03:24:37,079 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:23:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.0731, loss: 3.0731 +2025-05-31 03:25:20,201 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:23:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.0097, loss: 3.0097 +2025-05-31 03:26:03,177 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:22:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 2.9959, loss: 2.9959 +2025-05-31 03:26:45,928 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:21:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.0268, loss: 3.0268 +2025-05-31 03:27:29,012 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:20:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9066, loss: 2.9066 +2025-05-31 03:28:12,112 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:20:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.0514, loss: 3.0514 +2025-05-31 03:28:55,328 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:19:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.1309, loss: 3.1309 +2025-05-31 03:29:38,495 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:18:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.1566, loss: 3.1566 +2025-05-31 03:30:21,673 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:18:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.0803, loss: 3.0803 +2025-05-31 03:31:04,813 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:17:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 3.0775, loss: 3.0775 +2025-05-31 03:31:47,913 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:16:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.0278, loss: 3.0278 +2025-05-31 03:32:11,203 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-31 03:33:36,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:33:36,088 - pyskl - INFO - +top1_acc 0.6538 +top5_acc 0.9434 +2025-05-31 03:33:36,091 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.6538, top5_acc: 0.9434 +2025-05-31 03:34:39,858 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:15:24, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0613, loss: 3.0613 +2025-05-31 03:35:22,900 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:14:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.0458, loss: 3.0458 +2025-05-31 03:36:05,918 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:13:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.0288, loss: 3.0288 +2025-05-31 03:36:49,003 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:13:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 3.0877, loss: 3.0877 +2025-05-31 03:37:32,143 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:12:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9353, loss: 2.9353 +2025-05-31 03:38:15,404 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:11:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9719, loss_cls: 2.9339, loss: 2.9339 +2025-05-31 03:38:58,628 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:11:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.0519, loss: 3.0519 +2025-05-31 03:39:41,782 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 10:10:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9845, loss: 2.9845 +2025-05-31 03:40:24,561 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 10:09:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8448, loss: 2.8448 +2025-05-31 03:41:07,538 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:09:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.9902, loss: 2.9902 +2025-05-31 03:41:50,599 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:08:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9205, loss: 2.9205 +2025-05-31 03:42:33,655 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 2.9449, loss: 2.9449 +2025-05-31 03:43:16,715 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:06:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0329, loss: 3.0329 +2025-05-31 03:43:59,667 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:06:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9850, loss_cls: 2.9457, loss: 2.9457 +2025-05-31 03:44:42,651 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:05:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.0191, loss: 3.0191 +2025-05-31 03:45:25,708 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:04:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 2.9359, loss: 2.9359 +2025-05-31 03:46:08,688 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:04:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.0892, loss: 3.0892 +2025-05-31 03:46:51,828 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:03:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.9580, loss: 2.9580 +2025-05-31 03:47:35,000 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:02:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.0966, loss: 3.0966 +2025-05-31 03:48:18,175 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:01:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9114, loss: 2.9114 +2025-05-31 03:49:01,391 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:01:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 2.9733, loss: 2.9733 +2025-05-31 03:49:44,434 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:00:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.1506, loss: 3.1506 +2025-05-31 03:50:27,511 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 9:59:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.0626, loss: 3.0626 +2025-05-31 03:50:51,028 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-31 03:52:16,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:52:16,682 - pyskl - INFO - +top1_acc 0.8725 +top5_acc 0.9876 +2025-05-31 03:52:16,745 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_24.pth was removed +2025-05-31 03:52:17,831 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-31 03:52:17,832 - pyskl - INFO - Best top1_acc is 0.8725 at 29 epoch. +2025-05-31 03:52:17,835 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8725, top5_acc: 0.9876 +2025-05-31 03:53:21,495 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 9:58:33, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.8486, loss: 2.8486 +2025-05-31 03:54:04,510 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 9:57:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0239, loss: 3.0239 +2025-05-31 03:54:47,518 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 9:57:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9525, loss: 2.9525 +2025-05-31 03:55:30,566 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 9:56:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 2.9782, loss: 2.9782 +2025-05-31 03:56:13,637 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 9:55:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9609, loss: 2.9609 +2025-05-31 03:56:56,729 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 9:55:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.1052, loss: 3.1052 +2025-05-31 03:57:39,736 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 9:54:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 2.9977, loss: 2.9977 +2025-05-31 03:58:22,807 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 9:53:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9339, loss: 2.9339 +2025-05-31 03:59:05,855 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 9:52:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 2.9641, loss: 2.9641 +2025-05-31 03:59:48,820 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 9:52:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.0104, loss: 3.0104 +2025-05-31 04:00:31,818 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 9:51:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 2.9009, loss: 2.9009 +2025-05-31 04:01:14,850 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 9:50:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.0706, loss: 3.0706 +2025-05-31 04:01:57,851 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 9:50:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0829, loss: 3.0829 +2025-05-31 04:02:40,956 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 9:49:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0403, loss: 3.0403 +2025-05-31 04:03:24,063 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 9:48:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.0077, loss: 3.0077 +2025-05-31 04:04:07,184 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 9:47:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 2.9674, loss: 2.9674 +2025-05-31 04:04:50,411 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 9:47:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.9862, loss: 2.9862 +2025-05-31 04:05:33,570 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 9:46:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.0419, loss: 3.0419 +2025-05-31 04:06:16,807 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 9:45:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.9935, loss: 2.9935 +2025-05-31 04:06:59,854 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 9:45:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.9381, loss: 2.9381 +2025-05-31 04:07:42,916 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 9:44:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.0666, loss: 3.0666 +2025-05-31 04:08:26,050 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 9:43:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.0336, loss: 3.0336 +2025-05-31 04:09:09,275 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 9:42:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.0679, loss: 3.0679 +2025-05-31 04:09:32,811 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-31 04:18:33,346 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:18:33,423 - pyskl - INFO - +top1_acc 0.8654 +top5_acc 0.9866 +2025-05-31 04:18:33,426 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8654, top5_acc: 0.9866 +2025-05-31 04:19:36,803 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:41:42, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.8661, loss: 2.8661 +2025-05-31 04:20:19,835 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:40:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.9019, loss: 2.9019 +2025-05-31 04:21:02,859 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:40:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.9034, loss: 2.9034 +2025-05-31 04:21:45,915 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:39:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.9092, loss: 2.9092 +2025-05-31 04:22:28,912 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:38:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.0326, loss: 3.0326 +2025-05-31 04:23:11,983 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:38:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.9760, loss: 2.9760 +2025-05-31 04:23:55,135 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:37:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9812, loss_cls: 3.0254, loss: 3.0254 +2025-05-31 04:24:38,344 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:36:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9838, loss_cls: 2.9294, loss: 2.9294 +2025-05-31 04:25:21,405 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:36:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.0677, loss: 3.0677 +2025-05-31 04:26:04,227 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.0513, loss: 3.0513 +2025-05-31 04:26:47,159 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:34:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.9483, loss: 2.9483 +2025-05-31 04:27:30,152 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:33:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9432, loss: 2.9432 +2025-05-31 04:28:13,034 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:33:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.9899, loss: 2.9899 +2025-05-31 04:28:56,000 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:32:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9088, loss: 2.9088 +2025-05-31 04:29:38,893 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:31:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 2.9806, loss: 2.9806 +2025-05-31 04:30:22,093 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:31:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.0288, loss: 3.0288 +2025-05-31 04:31:05,128 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:30:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 2.9715, loss: 2.9715 +2025-05-31 04:31:48,174 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:29:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0047, loss: 3.0047 +2025-05-31 04:32:31,388 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:28:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 2.9043, loss: 2.9043 +2025-05-31 04:33:14,423 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:28:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 2.9228, loss: 2.9228 +2025-05-31 04:33:57,615 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:27:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.0676, loss: 3.0676 +2025-05-31 04:34:40,718 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:26:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.0230, loss: 3.0230 +2025-05-31 04:35:23,856 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:26:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 2.9632, loss: 2.9632 +2025-05-31 04:35:47,236 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-31 04:37:11,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:37:11,903 - pyskl - INFO - +top1_acc 0.8119 +top5_acc 0.9724 +2025-05-31 04:37:11,906 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8119, top5_acc: 0.9724 +2025-05-31 04:38:15,492 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:24:48, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9116, loss: 2.9116 +2025-05-31 04:38:58,472 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:24:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.9414, loss: 2.9414 +2025-05-31 04:39:41,535 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:23:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.8922, loss: 2.8922 +2025-05-31 04:40:24,620 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:22:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.9605, loss: 2.9605 +2025-05-31 04:41:07,626 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:21:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.9383, loss: 2.9383 +2025-05-31 04:41:50,672 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:21:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 2.9341, loss: 2.9341 +2025-05-31 04:42:33,786 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:20:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.0402, loss: 3.0402 +2025-05-31 04:43:16,842 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:19:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8138, loss: 2.8138 +2025-05-31 04:43:59,879 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:19:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.0733, loss: 3.0733 +2025-05-31 04:44:42,926 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:18:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 2.9591, loss: 2.9591 +2025-05-31 04:45:25,929 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:17:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.9068, loss: 2.9068 +2025-05-31 04:46:08,972 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:16:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 2.9826, loss: 2.9826 +2025-05-31 04:46:52,053 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:16:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.0117, loss: 3.0117 +2025-05-31 04:47:35,047 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:15:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 2.9531, loss: 2.9531 +2025-05-31 04:48:18,095 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:14:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8938, loss: 2.8938 +2025-05-31 04:49:01,153 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:14:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.9125, loss: 2.9125 +2025-05-31 04:49:44,214 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:13:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.9635, loss: 2.9635 +2025-05-31 04:50:27,260 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:12:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0036, loss: 3.0036 +2025-05-31 04:51:10,458 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:12:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9748, loss: 2.9748 +2025-05-31 04:51:53,524 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:11:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.9580, loss: 2.9580 +2025-05-31 04:52:36,664 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:10:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.9085, loss: 2.9085 +2025-05-31 04:53:19,772 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:09:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.0336, loss: 3.0336 +2025-05-31 04:54:02,899 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:09:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8624, loss: 2.8624 +2025-05-31 04:54:26,422 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-31 04:55:50,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:55:51,037 - pyskl - INFO - +top1_acc 0.8557 +top5_acc 0.9837 +2025-05-31 04:55:51,041 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8557, top5_acc: 0.9837 +2025-05-31 04:56:54,687 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:07:56, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 2.9274, loss: 2.9274 +2025-05-31 04:57:37,706 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8385, loss: 2.8385 +2025-05-31 04:58:20,768 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:06:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9850, loss_cls: 2.8567, loss: 2.8567 +2025-05-31 04:59:03,919 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:05:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.8994, loss: 2.8994 +2025-05-31 04:59:46,960 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:05:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 2.7440, loss: 2.7440 +2025-05-31 05:00:29,970 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:04:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 2.8750, loss: 2.8750 +2025-05-31 05:01:13,070 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:03:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 2.8870, loss: 2.8870 +2025-05-31 05:01:56,148 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:02:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.9720, loss: 2.9720 +2025-05-31 05:02:39,484 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:02:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 2.9401, loss: 2.9401 +2025-05-31 05:03:22,692 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:01:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 2.9442, loss: 2.9442 +2025-05-31 05:04:05,733 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:00:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 2.9552, loss: 2.9552 +2025-05-31 05:04:48,788 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:00:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.0292, loss: 3.0292 +2025-05-31 05:05:31,959 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 8:59:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9624, loss: 2.9624 +2025-05-31 05:06:15,116 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 8:58:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.0217, loss: 3.0217 +2025-05-31 05:06:58,197 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 8:58:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 2.9484, loss: 2.9484 +2025-05-31 05:07:41,242 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 8:57:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.0279, loss: 3.0279 +2025-05-31 05:08:24,257 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 8:56:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9886, loss: 2.9886 +2025-05-31 05:09:07,330 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 8:55:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.0082, loss: 3.0082 +2025-05-31 05:09:50,443 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 8:55:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.0587, loss: 3.0587 +2025-05-31 05:10:33,492 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 8:54:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.0030, loss: 3.0030 +2025-05-31 05:11:16,535 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 8:53:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 2.9393, loss: 2.9393 +2025-05-31 05:11:59,663 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 8:53:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 2.9741, loss: 2.9741 +2025-05-31 05:12:42,747 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 8:52:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.9431, loss: 2.9431 +2025-05-31 05:13:06,189 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-31 05:14:30,863 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:14:30,937 - pyskl - INFO - +top1_acc 0.8205 +top5_acc 0.9824 +2025-05-31 05:14:30,941 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8205, top5_acc: 0.9824 +2025-05-31 05:15:34,502 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 8:51:07, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.8759, loss: 2.8759 +2025-05-31 05:16:17,593 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 8:50:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 3.0187, loss: 3.0187 +2025-05-31 05:17:00,485 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 8:49:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.8574, loss: 2.8574 +2025-05-31 05:17:43,481 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 8:48:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 2.8774, loss: 2.8774 +2025-05-31 05:18:26,278 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 8:48:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9881, loss_cls: 2.8692, loss: 2.8692 +2025-05-31 05:19:09,310 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 8:47:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.8395, loss: 2.8395 +2025-05-31 05:19:52,511 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 8:46:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 2.9892, loss: 2.9892 +2025-05-31 05:20:35,650 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 8:46:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8701, loss: 2.8701 +2025-05-31 05:21:18,824 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 8:45:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 2.8994, loss: 2.8994 +2025-05-31 05:22:01,939 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 8:44:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.8110, loss: 2.8110 +2025-05-31 05:22:45,051 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 8:44:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.0307, loss: 3.0307 +2025-05-31 05:23:28,107 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 8:43:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.7805, loss: 2.7805 +2025-05-31 05:24:11,167 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9252, loss: 2.9252 +2025-05-31 05:24:54,223 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:41:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8600, loss: 2.8600 +2025-05-31 05:25:37,176 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:41:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.9353, loss: 2.9353 +2025-05-31 05:26:20,251 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:40:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.8315, loss: 2.8315 +2025-05-31 05:27:03,276 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:39:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.0210, loss: 3.0210 +2025-05-31 05:27:46,351 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:39:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.8126, loss: 2.8126 +2025-05-31 05:28:29,555 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:38:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.8568, loss: 2.8568 +2025-05-31 05:29:12,681 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:37:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.8676, loss: 2.8676 +2025-05-31 05:29:55,807 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:36:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 2.8919, loss: 2.8919 +2025-05-31 05:30:38,859 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:36:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.8085, loss: 2.8085 +2025-05-31 05:31:21,978 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:35:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.0090, loss: 3.0090 +2025-05-31 05:31:45,383 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-31 05:33:10,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:33:10,284 - pyskl - INFO - +top1_acc 0.8894 +top5_acc 0.9893 +2025-05-31 05:33:10,341 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_29.pth was removed +2025-05-31 05:33:11,417 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2025-05-31 05:33:11,418 - pyskl - INFO - Best top1_acc is 0.8894 at 34 epoch. +2025-05-31 05:33:11,421 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8894, top5_acc: 0.9893 +2025-05-31 05:34:15,406 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:34:16, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8650, loss: 2.8650 +2025-05-31 05:34:58,384 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:33:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 2.8216, loss: 2.8216 +2025-05-31 05:35:41,442 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:32:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.8017, loss: 2.8017 +2025-05-31 05:36:24,524 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:32:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.7883, loss: 2.7883 +2025-05-31 05:37:07,667 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:31:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.8273, loss: 2.8273 +2025-05-31 05:37:50,667 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:30:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 2.9383, loss: 2.9383 +2025-05-31 05:38:33,743 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:30:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8528, loss: 2.8528 +2025-05-31 05:39:16,815 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:29:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.7425, loss: 2.7425 +2025-05-31 05:39:59,904 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:28:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.0651, loss: 3.0651 +2025-05-31 05:40:42,935 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:27:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 2.8607, loss: 2.8607 +2025-05-31 05:41:25,958 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:27:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9819, loss_cls: 3.0200, loss: 3.0200 +2025-05-31 05:42:08,995 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:26:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8081, loss: 2.8081 +2025-05-31 05:42:51,970 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:25:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9719, loss_cls: 2.9907, loss: 2.9907 +2025-05-31 05:43:35,021 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:25:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.6932, loss: 2.6932 +2025-05-31 05:44:18,048 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:24:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0904, loss: 3.0904 +2025-05-31 05:45:01,146 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:23:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9919, loss: 2.9919 +2025-05-31 05:45:44,166 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:22:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 3.0030, loss: 3.0030 +2025-05-31 05:46:27,280 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:22:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8861, loss: 2.8861 +2025-05-31 05:47:10,307 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:21:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 2.9516, loss: 2.9516 +2025-05-31 05:47:53,384 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:20:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.0563, loss: 3.0563 +2025-05-31 05:48:36,490 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:20:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7941, loss: 2.7941 +2025-05-31 05:49:19,750 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:19:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 2.9639, loss: 2.9639 +2025-05-31 05:50:02,645 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:18:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9850, loss_cls: 2.9569, loss: 2.9569 +2025-05-31 05:50:26,000 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-31 05:59:18,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:59:18,562 - pyskl - INFO - +top1_acc 0.8705 +top5_acc 0.9880 +2025-05-31 05:59:18,566 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8705, top5_acc: 0.9880 +2025-05-31 06:00:22,087 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:17:24, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8184, loss: 2.8184 +2025-05-31 06:01:05,094 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:16:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8126, loss: 2.8126 +2025-05-31 06:01:48,065 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:15:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 2.8212, loss: 2.8212 +2025-05-31 06:02:31,039 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:15:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8466, loss: 2.8466 +2025-05-31 06:03:14,055 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:14:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8297, loss: 2.8297 +2025-05-31 06:03:57,143 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:13:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.8308, loss: 2.8308 +2025-05-31 06:04:40,246 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:13:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 2.8934, loss: 2.8934 +2025-05-31 06:05:23,310 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:12:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 2.8758, loss: 2.8758 +2025-05-31 06:06:06,304 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:11:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.1017, loss: 3.1017 +2025-05-31 06:06:49,520 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:10:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.8409, loss: 2.8409 +2025-05-31 06:07:32,662 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:10:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 2.9737, loss: 2.9737 +2025-05-31 06:08:15,730 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:09:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.0085, loss: 3.0085 +2025-05-31 06:08:58,784 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:08:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.9149, loss: 2.9149 +2025-05-31 06:09:42,056 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:08:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 2.9091, loss: 2.9091 +2025-05-31 06:10:25,211 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:07:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 2.9947, loss: 2.9947 +2025-05-31 06:11:08,338 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:06:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 2.9613, loss: 2.9613 +2025-05-31 06:11:51,412 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:06:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.7821, loss: 2.7821 +2025-05-31 06:12:34,534 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:05:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 2.8596, loss: 2.8596 +2025-05-31 06:13:17,629 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:04:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.8086, loss: 2.8086 +2025-05-31 06:14:00,645 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.9277, loss: 2.9277 +2025-05-31 06:14:43,727 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:03:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9425, loss: 2.9425 +2025-05-31 06:15:26,742 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:02:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 2.9705, loss: 2.9705 +2025-05-31 06:16:09,857 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:01:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7514, loss: 2.7514 +2025-05-31 06:16:33,238 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-31 06:17:57,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:17:58,052 - pyskl - INFO - +top1_acc 0.8544 +top5_acc 0.9857 +2025-05-31 06:17:58,055 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8544, top5_acc: 0.9857 +2025-05-31 06:19:02,026 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:00:34, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.8093, loss: 2.8093 +2025-05-31 06:19:45,083 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 7:59:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8309, loss: 2.8309 +2025-05-31 06:20:28,069 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 7:59:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8024, loss: 2.8024 +2025-05-31 06:21:11,166 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 7:58:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8162, loss: 2.8162 +2025-05-31 06:21:54,173 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 7:57:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.9281, loss: 2.9281 +2025-05-31 06:22:37,242 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 7:57:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.9234, loss: 2.9234 +2025-05-31 06:23:20,368 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 7:56:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 2.8696, loss: 2.8696 +2025-05-31 06:24:03,286 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 7:55:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.8859, loss: 2.8859 +2025-05-31 06:24:46,484 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 7:54:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.7795, loss: 2.7795 +2025-05-31 06:25:29,638 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 7:54:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.8899, loss: 2.8899 +2025-05-31 06:26:12,616 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 7:53:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 2.8981, loss: 2.8981 +2025-05-31 06:26:55,563 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 7:52:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8889, loss: 2.8889 +2025-05-31 06:27:38,686 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 7:52:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.8283, loss: 2.8283 +2025-05-31 06:28:21,720 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 7:51:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.8896, loss: 2.8896 +2025-05-31 06:29:04,700 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 7:50:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0235, loss: 3.0235 +2025-05-31 06:29:47,657 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 7:49:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.8862, loss: 2.8862 +2025-05-31 06:30:30,687 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 7:49:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 2.9774, loss: 2.9774 +2025-05-31 06:31:13,907 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 7:48:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8620, loss: 2.8620 +2025-05-31 06:31:56,987 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 7:47:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.8142, loss: 2.8142 +2025-05-31 06:32:40,062 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 7:47:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 2.9708, loss: 2.9708 +2025-05-31 06:33:23,190 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 7:46:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.8132, loss: 2.8132 +2025-05-31 06:34:06,247 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 7:45:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.9861, loss: 2.9861 +2025-05-31 06:34:49,378 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 7:44:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 2.9152, loss: 2.9152 +2025-05-31 06:35:12,722 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-31 06:36:37,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:36:37,797 - pyskl - INFO - +top1_acc 0.8307 +top5_acc 0.9814 +2025-05-31 06:36:37,800 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8307, top5_acc: 0.9814 +2025-05-31 06:37:41,010 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 7:43:41, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7241, loss: 2.7241 +2025-05-31 06:38:24,007 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:42:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8430, loss: 2.8430 +2025-05-31 06:39:07,091 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:42:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.7468, loss: 2.7468 +2025-05-31 06:39:50,117 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.8477, loss: 2.8477 +2025-05-31 06:40:33,250 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:40:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 2.9729, loss: 2.9729 +2025-05-31 06:41:16,261 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:40:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8373, loss: 2.8373 +2025-05-31 06:41:59,370 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:39:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 2.8308, loss: 2.8308 +2025-05-31 06:42:42,632 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:38:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.8725, loss: 2.8725 +2025-05-31 06:43:25,914 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:38:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 2.8163, loss: 2.8163 +2025-05-31 06:44:09,114 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:37:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.8464, loss: 2.8464 +2025-05-31 06:44:52,219 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:36:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.8968, loss: 2.8968 +2025-05-31 06:45:35,284 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:35:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8433, loss: 2.8433 +2025-05-31 06:46:18,323 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:35:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.7737, loss: 2.7737 +2025-05-31 06:47:01,299 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:34:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.8545, loss: 2.8545 +2025-05-31 06:47:44,313 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:33:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.8749, loss: 2.8749 +2025-05-31 06:48:27,291 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:33:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 2.8814, loss: 2.8814 +2025-05-31 06:49:10,267 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:32:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 2.9181, loss: 2.9181 +2025-05-31 06:49:53,355 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:31:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.7789, loss: 2.7789 +2025-05-31 06:50:36,557 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:30:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 2.9280, loss: 2.9280 +2025-05-31 06:51:19,734 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:30:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9019, loss: 2.9019 +2025-05-31 06:52:02,979 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:29:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.8787, loss: 2.8787 +2025-05-31 06:52:46,228 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:28:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.8806, loss: 2.8806 +2025-05-31 06:53:29,378 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:28:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 2.8433, loss: 2.8433 +2025-05-31 06:53:52,792 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-31 06:55:17,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:55:17,458 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9863 +2025-05-31 06:55:17,462 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8663, top5_acc: 0.9863 +2025-05-31 06:56:21,473 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:26:53, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.7261, loss: 2.7261 +2025-05-31 06:57:04,476 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:26:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 2.8554, loss: 2.8554 +2025-05-31 06:57:47,554 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:25:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6689, loss: 2.6689 +2025-05-31 06:58:30,677 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7698, loss: 2.7698 +2025-05-31 06:59:13,831 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:24:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9162, loss: 2.9162 +2025-05-31 06:59:56,915 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:23:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.8181, loss: 2.8181 +2025-05-31 07:00:39,951 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:22:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 2.8532, loss: 2.8532 +2025-05-31 07:01:23,055 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:21:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 2.8900, loss: 2.8900 +2025-05-31 07:02:06,150 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:21:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7424, loss: 2.7424 +2025-05-31 07:02:49,359 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:20:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 2.6972, loss: 2.6972 +2025-05-31 07:03:32,514 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:19:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.8577, loss: 2.8577 +2025-05-31 07:04:15,634 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:19:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.8337, loss: 2.8337 +2025-05-31 07:04:58,698 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:18:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.8975, loss: 2.8975 +2025-05-31 07:05:41,762 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:17:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 2.9151, loss: 2.9151 +2025-05-31 07:06:24,876 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:16:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7465, loss: 2.7465 +2025-05-31 07:07:07,871 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:16:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.7912, loss: 2.7912 +2025-05-31 07:07:50,900 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:15:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.8901, loss: 2.8901 +2025-05-31 07:08:34,003 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8370, loss: 2.8370 +2025-05-31 07:09:17,089 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:14:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 2.9462, loss: 2.9462 +2025-05-31 07:10:00,323 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:13:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.7747, loss: 2.7747 +2025-05-31 07:10:43,445 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:12:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 2.8007, loss: 2.8007 +2025-05-31 07:11:26,598 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:11:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.8109, loss: 2.8109 +2025-05-31 07:12:09,756 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:11:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 2.8981, loss: 2.8981 +2025-05-31 07:12:33,118 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-31 07:13:57,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:13:57,785 - pyskl - INFO - +top1_acc 0.8722 +top5_acc 0.9880 +2025-05-31 07:13:57,788 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8722, top5_acc: 0.9880 +2025-05-31 07:15:01,527 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:10:04, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6379, loss: 2.6379 +2025-05-31 07:15:44,610 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:09:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.7917, loss: 2.7917 +2025-05-31 07:16:27,588 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:08:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.7799, loss: 2.7799 +2025-05-31 07:17:10,623 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:07:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 2.8956, loss: 2.8956 +2025-05-31 07:17:53,703 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:07:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8082, loss: 2.8082 +2025-05-31 07:18:36,887 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:06:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.8556, loss: 2.8556 +2025-05-31 07:19:20,019 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:05:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.7706, loss: 2.7706 +2025-05-31 07:20:03,081 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:05:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.8379, loss: 2.8379 +2025-05-31 07:20:46,000 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:04:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8255, loss: 2.8255 +2025-05-31 07:21:29,226 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:03:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.8405, loss: 2.8405 +2025-05-31 07:22:12,305 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:02:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.7072, loss: 2.7072 +2025-05-31 07:22:55,255 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:02:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8168, loss: 2.8168 +2025-05-31 07:23:38,279 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:01:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.7706, loss: 2.7706 +2025-05-31 07:24:21,319 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:00:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9888, loss_cls: 2.7766, loss: 2.7766 +2025-05-31 07:25:04,386 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:00:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 2.9239, loss: 2.9239 +2025-05-31 07:25:47,508 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 6:59:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.7718, loss: 2.7718 +2025-05-31 07:26:30,626 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 6:58:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 2.8290, loss: 2.8290 +2025-05-31 07:27:13,785 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 6:57:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.8822, loss: 2.8822 +2025-05-31 07:27:56,834 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 6:57:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.8132, loss: 2.8132 +2025-05-31 07:28:39,887 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 6:56:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.9071, loss: 2.9071 +2025-05-31 07:29:22,920 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 6:55:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 2.9136, loss: 2.9136 +2025-05-31 07:30:05,989 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 6:55:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.8178, loss: 2.8178 +2025-05-31 07:30:49,090 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 6:54:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.8733, loss: 2.8733 +2025-05-31 07:31:12,464 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-31 07:40:13,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:40:13,180 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9858 +2025-05-31 07:40:13,183 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8618, top5_acc: 0.9858 +2025-05-31 07:41:16,672 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 6:53:12, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8205, loss: 2.8205 +2025-05-31 07:41:59,848 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 6:52:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.7523, loss: 2.7523 +2025-05-31 07:42:42,994 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 6:51:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.7199, loss: 2.7199 +2025-05-31 07:43:26,076 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 6:51:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.7697, loss: 2.7697 +2025-05-31 07:44:09,177 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 6:50:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 2.8128, loss: 2.8128 +2025-05-31 07:44:52,172 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 6:49:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.7630, loss: 2.7630 +2025-05-31 07:45:35,218 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 6:48:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8504, loss: 2.8504 +2025-05-31 07:46:18,225 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 6:48:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.7886, loss: 2.7886 +2025-05-31 07:47:01,387 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 6:47:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7428, loss: 2.7428 +2025-05-31 07:47:44,633 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 6:46:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6736, loss: 2.6736 +2025-05-31 07:48:27,667 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 6:46:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.9048, loss: 2.9048 +2025-05-31 07:49:10,627 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 6:45:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8210, loss: 2.8210 +2025-05-31 07:49:53,785 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 6:44:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 2.9098, loss: 2.9098 +2025-05-31 07:50:36,891 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:43:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.8683, loss: 2.8683 +2025-05-31 07:51:19,907 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:43:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 2.8528, loss: 2.8528 +2025-05-31 07:52:03,016 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:42:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.7743, loss: 2.7743 +2025-05-31 07:52:46,025 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:41:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 2.9762, loss: 2.9762 +2025-05-31 07:53:29,075 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 2.8937, loss: 2.8937 +2025-05-31 07:54:12,117 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:40:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.7919, loss: 2.7919 +2025-05-31 07:54:55,275 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:39:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7335, loss: 2.7335 +2025-05-31 07:55:38,358 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:38:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8021, loss: 2.8021 +2025-05-31 07:56:21,478 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:38:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.8655, loss: 2.8655 +2025-05-31 07:57:04,703 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:37:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.7856, loss: 2.7856 +2025-05-31 07:57:28,070 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-31 07:58:52,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:58:52,901 - pyskl - INFO - +top1_acc 0.8235 +top5_acc 0.9809 +2025-05-31 07:58:52,904 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8235, top5_acc: 0.9809 +2025-05-31 07:59:56,471 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:36:22, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6150, loss: 2.6150 +2025-05-31 08:00:39,591 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:35:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8097, loss: 2.8097 +2025-05-31 08:01:22,652 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:34:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.8081, loss: 2.8081 +2025-05-31 08:02:05,651 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:34:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 2.8699, loss: 2.8699 +2025-05-31 08:02:48,623 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:33:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.8143, loss: 2.8143 +2025-05-31 08:03:31,679 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:32:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 2.8690, loss: 2.8690 +2025-05-31 08:04:14,683 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:32:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 2.7108, loss: 2.7108 +2025-05-31 08:04:57,828 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:31:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7646, loss: 2.7646 +2025-05-31 08:05:41,187 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:30:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.8215, loss: 2.8215 +2025-05-31 08:06:24,410 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:29:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8254, loss: 2.8254 +2025-05-31 08:07:07,601 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:29:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.7003, loss: 2.7003 +2025-05-31 08:07:50,675 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:28:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.8648, loss: 2.8648 +2025-05-31 08:08:33,660 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:27:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9738, loss_cls: 2.8466, loss: 2.8466 +2025-05-31 08:09:16,754 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:27:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.8978, loss: 2.8978 +2025-05-31 08:09:59,763 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:26:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7711, loss: 2.7711 +2025-05-31 08:10:42,757 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:25:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.6823, loss: 2.6823 +2025-05-31 08:11:25,767 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:24:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.8004, loss: 2.8004 +2025-05-31 08:12:08,840 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:24:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7619, loss: 2.7619 +2025-05-31 08:12:51,856 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:23:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.7663, loss: 2.7663 +2025-05-31 08:13:34,871 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:22:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.8148, loss: 2.8148 +2025-05-31 08:14:17,928 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:22:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.8506, loss: 2.8506 +2025-05-31 08:15:00,962 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:21:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 2.8296, loss: 2.8296 +2025-05-31 08:15:44,138 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:20:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.7881, loss: 2.7881 +2025-05-31 08:16:07,568 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-31 08:17:32,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:17:32,642 - pyskl - INFO - +top1_acc 0.8952 +top5_acc 0.9882 +2025-05-31 08:17:32,699 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_34.pth was removed +2025-05-31 08:17:33,735 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-05-31 08:17:33,736 - pyskl - INFO - Best top1_acc is 0.8952 at 42 epoch. +2025-05-31 08:17:33,739 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8952, top5_acc: 0.9882 +2025-05-31 08:18:37,483 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:19:31, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.6472, loss: 2.6472 +2025-05-31 08:19:20,519 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:18:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6522, loss: 2.6522 +2025-05-31 08:20:03,583 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:18:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 2.5989, loss: 2.5989 +2025-05-31 08:20:46,660 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:17:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7363, loss: 2.7363 +2025-05-31 08:21:29,743 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:16:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7197, loss: 2.7197 +2025-05-31 08:22:12,860 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:15:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.8633, loss: 2.8633 +2025-05-31 08:22:56,054 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:15:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.6800, loss: 2.6800 +2025-05-31 08:23:39,320 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:14:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.7446, loss: 2.7446 +2025-05-31 08:24:22,663 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:13:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7118, loss: 2.7118 +2025-05-31 08:25:05,919 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:13:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.8002, loss: 2.8002 +2025-05-31 08:25:49,002 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:12:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9344, loss: 2.9344 +2025-05-31 08:26:32,156 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:11:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7038, loss: 2.7038 +2025-05-31 08:27:15,195 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:11:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9738, loss_cls: 2.7598, loss: 2.7598 +2025-05-31 08:27:58,272 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:10:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 2.8780, loss: 2.8780 +2025-05-31 08:28:41,396 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:09:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 2.9430, loss: 2.9430 +2025-05-31 08:29:24,507 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:08:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.7495, loss: 2.7495 +2025-05-31 08:30:07,707 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:08:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.8190, loss: 2.8190 +2025-05-31 08:30:50,719 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:07:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.8498, loss: 2.8498 +2025-05-31 08:31:33,368 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:06:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 2.7871, loss: 2.7871 +2025-05-31 08:32:16,325 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:06:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.7290, loss: 2.7290 +2025-05-31 08:32:59,499 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:05:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.7412, loss: 2.7412 +2025-05-31 08:33:42,531 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:04:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.7343, loss: 2.7343 +2025-05-31 08:34:25,703 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:03:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.8565, loss: 2.8565 +2025-05-31 08:34:49,042 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-31 08:36:13,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:36:13,776 - pyskl - INFO - +top1_acc 0.8070 +top5_acc 0.9763 +2025-05-31 08:36:13,779 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8070, top5_acc: 0.9763 +2025-05-31 08:37:17,305 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:02:41, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7088, loss: 2.7088 +2025-05-31 08:38:00,292 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:01:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.7566, loss: 2.7566 +2025-05-31 08:38:43,393 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.8520, loss: 2.8520 +2025-05-31 08:39:26,451 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:00:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7241, loss: 2.7241 +2025-05-31 08:40:09,543 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 5:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.6084, loss: 2.6084 +2025-05-31 08:40:52,594 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 5:59:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.6673, loss: 2.6673 +2025-05-31 08:41:35,559 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 5:58:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.8664, loss: 2.8664 +2025-05-31 08:42:18,547 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 5:57:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.7267, loss: 2.7267 +2025-05-31 08:43:01,757 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 5:56:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.6831, loss: 2.6831 +2025-05-31 08:43:44,910 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 5:56:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7466, loss: 2.7466 +2025-05-31 08:44:28,047 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 5:55:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7000, loss: 2.7000 +2025-05-31 08:45:11,156 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 5:54:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.7090, loss: 2.7090 +2025-05-31 08:45:54,093 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 5:54:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.8344, loss: 2.8344 +2025-05-31 08:46:37,280 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 5:53:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.7609, loss: 2.7609 +2025-05-31 08:47:20,374 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 5:52:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 2.9187, loss: 2.9187 +2025-05-31 08:48:03,440 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 5:52:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.7807, loss: 2.7807 +2025-05-31 08:48:46,506 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 5:51:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.7692, loss: 2.7692 +2025-05-31 08:49:29,675 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 5:50:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.7381, loss: 2.7381 +2025-05-31 08:50:12,774 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 5:49:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.6890, loss: 2.6890 +2025-05-31 08:50:55,791 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 5:49:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.7860, loss: 2.7860 +2025-05-31 08:51:38,773 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 5:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.8614, loss: 2.8614 +2025-05-31 08:52:21,594 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 5:47:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.8991, loss: 2.8991 +2025-05-31 08:53:04,683 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 5:47:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.6349, loss: 2.6349 +2025-05-31 08:53:28,120 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-31 08:54:52,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:54:52,764 - pyskl - INFO - +top1_acc 0.8904 +top5_acc 0.9901 +2025-05-31 08:54:52,767 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8904, top5_acc: 0.9901 +2025-05-31 08:55:56,680 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 5:45:50, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6229, loss: 2.6229 +2025-05-31 08:56:39,859 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 5:45:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.7761, loss: 2.7761 +2025-05-31 08:57:22,893 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:44:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.6053, loss: 2.6053 +2025-05-31 08:58:05,987 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:43:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7662, loss: 2.7662 +2025-05-31 08:58:48,968 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:42:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7112, loss: 2.7112 +2025-05-31 08:59:32,040 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:42:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.7708, loss: 2.7708 +2025-05-31 09:00:15,106 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:41:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6785, loss: 2.6785 +2025-05-31 09:00:58,122 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:40:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.7098, loss: 2.7098 +2025-05-31 09:01:41,336 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:40:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8877, loss: 2.8877 +2025-05-31 09:02:24,551 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:39:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.7033, loss: 2.7033 +2025-05-31 09:03:07,943 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:38:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 2.8562, loss: 2.8562 +2025-05-31 09:03:51,192 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:38:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7634, loss: 2.7634 +2025-05-31 09:04:34,302 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:37:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.6997, loss: 2.6997 +2025-05-31 09:05:17,495 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:36:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.6961, loss: 2.6961 +2025-05-31 09:06:00,617 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:35:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.7802, loss: 2.7802 +2025-05-31 09:06:43,631 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:35:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5159, loss: 2.5159 +2025-05-31 09:07:26,622 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:34:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.7314, loss: 2.7314 +2025-05-31 09:08:09,576 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:33:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 2.8114, loss: 2.8114 +2025-05-31 09:08:52,534 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:33:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.8159, loss: 2.8159 +2025-05-31 09:09:35,496 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:32:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 2.9088, loss: 2.9088 +2025-05-31 09:10:18,528 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:31:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.6955, loss: 2.6955 +2025-05-31 09:11:01,783 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:30:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.7568, loss: 2.7568 +2025-05-31 09:11:45,265 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:30:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.6929, loss: 2.6929 +2025-05-31 09:12:08,726 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-31 09:20:41,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:20:41,423 - pyskl - INFO - +top1_acc 0.8822 +top5_acc 0.9885 +2025-05-31 09:20:41,426 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8822, top5_acc: 0.9885 +2025-05-31 09:21:44,592 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:29:00, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6467, loss: 2.6467 +2025-05-31 09:22:27,583 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:28:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.6820, loss: 2.6820 +2025-05-31 09:23:10,524 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:27:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 2.7095, loss: 2.7095 +2025-05-31 09:23:53,458 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:26:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7667, loss: 2.7667 +2025-05-31 09:24:36,471 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:26:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.6775, loss: 2.6775 +2025-05-31 09:25:19,487 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:25:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.7373, loss: 2.7373 +2025-05-31 09:26:02,465 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:24:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.6573, loss: 2.6573 +2025-05-31 09:26:45,419 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:23:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8099, loss: 2.8099 +2025-05-31 09:27:28,327 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:23:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.7096, loss: 2.7096 +2025-05-31 09:28:11,275 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:22:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.8393, loss: 2.8393 +2025-05-31 09:28:54,423 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:21:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.6703, loss: 2.6703 +2025-05-31 09:29:37,599 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:21:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7142, loss: 2.7142 +2025-05-31 09:30:20,610 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:20:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.7492, loss: 2.7492 +2025-05-31 09:31:03,731 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:19:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.8020, loss: 2.8020 +2025-05-31 09:31:47,099 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:19:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.8335, loss: 2.8335 +2025-05-31 09:32:30,335 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:18:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.7655, loss: 2.7655 +2025-05-31 09:33:13,478 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:17:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.8051, loss: 2.8051 +2025-05-31 09:33:56,529 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:16:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6619, loss: 2.6619 +2025-05-31 09:34:39,529 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:16:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.8155, loss: 2.8155 +2025-05-31 09:35:22,524 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:15:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.8528, loss: 2.8528 +2025-05-31 09:36:05,624 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:14:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.8511, loss: 2.8511 +2025-05-31 09:36:48,703 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:14:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7115, loss: 2.7115 +2025-05-31 09:37:31,872 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:13:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.6990, loss: 2.6990 +2025-05-31 09:37:55,433 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-31 09:39:20,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:39:20,425 - pyskl - INFO - +top1_acc 0.9018 +top5_acc 0.9909 +2025-05-31 09:39:20,486 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_42.pth was removed +2025-05-31 09:39:21,574 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-31 09:39:21,575 - pyskl - INFO - Best top1_acc is 0.9018 at 46 epoch. +2025-05-31 09:39:21,579 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.9018, top5_acc: 0.9909 +2025-05-31 09:40:25,422 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:12:08, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.6754, loss: 2.6754 +2025-05-31 09:41:08,351 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:11:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.6852, loss: 2.6852 +2025-05-31 09:41:51,326 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:10:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.7889, loss: 2.7889 +2025-05-31 09:42:34,442 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:10:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.7612, loss: 2.7612 +2025-05-31 09:43:17,659 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:09:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7852, loss: 2.7852 +2025-05-31 09:44:00,791 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:08:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6263, loss: 2.6263 +2025-05-31 09:44:43,969 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:07:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.6498, loss: 2.6498 +2025-05-31 09:45:27,032 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:07:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9888, loss_cls: 2.7192, loss: 2.7192 +2025-05-31 09:46:10,010 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:06:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.7713, loss: 2.7713 +2025-05-31 09:46:53,127 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:05:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 2.7173, loss: 2.7173 +2025-05-31 09:47:36,195 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:05:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9769, loss_cls: 2.6885, loss: 2.6885 +2025-05-31 09:48:19,157 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.6146, loss: 2.6146 +2025-05-31 09:49:02,143 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:03:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.6707, loss: 2.6707 +2025-05-31 09:49:45,040 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:02:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.6929, loss: 2.6929 +2025-05-31 09:50:27,798 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:02:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.8547, loss: 2.8547 +2025-05-31 09:51:10,934 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:01:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.7471, loss: 2.7471 +2025-05-31 09:51:54,302 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:00:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6063, loss: 2.6063 +2025-05-31 09:52:37,446 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:00:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.8037, loss: 2.8037 +2025-05-31 09:53:20,464 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 4:59:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.7461, loss: 2.7461 +2025-05-31 09:54:03,496 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 4:58:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.7042, loss: 2.7042 +2025-05-31 09:54:46,551 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 4:57:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9844, loss_cls: 2.7728, loss: 2.7728 +2025-05-31 09:55:29,702 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 4:57:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.7022, loss: 2.7022 +2025-05-31 09:56:12,988 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 4:56:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.7469, loss: 2.7469 +2025-05-31 09:56:36,466 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-31 09:58:01,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:58:01,686 - pyskl - INFO - +top1_acc 0.8985 +top5_acc 0.9902 +2025-05-31 09:58:01,690 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8985, top5_acc: 0.9902 +2025-05-31 09:59:04,651 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 4:55:15, time: 0.630, data_time: 0.199, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.5164, loss: 2.5164 +2025-05-31 09:59:47,943 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 4:54:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.7460, loss: 2.7460 +2025-05-31 10:00:31,119 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 4:53:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.7134, loss: 2.7134 +2025-05-31 10:01:14,219 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 4:53:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6253, loss: 2.6253 +2025-05-31 10:01:57,378 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 4:52:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.5639, loss: 2.5639 +2025-05-31 10:02:40,507 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 4:51:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.5961, loss: 2.5961 +2025-05-31 10:03:23,551 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 4:51:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6219, loss: 2.6219 +2025-05-31 10:04:06,720 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 4:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.6944, loss: 2.6944 +2025-05-31 10:04:49,833 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 4:49:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7370, loss: 2.7370 +2025-05-31 10:05:33,015 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 4:48:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.8460, loss: 2.8460 +2025-05-31 10:06:16,215 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 4:48:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.7198, loss: 2.7198 +2025-05-31 10:06:59,474 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 4:47:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.6628, loss: 2.6628 +2025-05-31 10:07:42,567 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 4:46:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.6572, loss: 2.6572 +2025-05-31 10:08:25,533 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 4:46:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.7674, loss: 2.7674 +2025-05-31 10:09:08,428 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:45:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.6845, loss: 2.6845 +2025-05-31 10:09:51,438 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:44:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.6284, loss: 2.6284 +2025-05-31 10:10:34,588 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:43:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 2.7231, loss: 2.7231 +2025-05-31 10:11:17,726 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:43:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7174, loss: 2.7174 +2025-05-31 10:12:00,693 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:42:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 2.6992, loss: 2.6992 +2025-05-31 10:12:43,845 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:41:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.7965, loss: 2.7965 +2025-05-31 10:13:26,815 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:41:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.6872, loss: 2.6872 +2025-05-31 10:14:10,007 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:40:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.6982, loss: 2.6982 +2025-05-31 10:14:53,175 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:39:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7153, loss: 2.7153 +2025-05-31 10:15:16,601 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-31 10:16:41,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:16:41,548 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9898 +2025-05-31 10:16:41,551 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8937, top5_acc: 0.9898 +2025-05-31 10:17:45,066 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:38:26, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6237, loss: 2.6237 +2025-05-31 10:18:28,141 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:37:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6019, loss: 2.6019 +2025-05-31 10:19:11,203 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:37:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7301, loss: 2.7301 +2025-05-31 10:19:54,257 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:36:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6161, loss: 2.6161 +2025-05-31 10:20:37,385 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:35:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7349, loss: 2.7349 +2025-05-31 10:21:20,478 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.5714, loss: 2.5714 +2025-05-31 10:22:03,518 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:34:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.6629, loss: 2.6629 +2025-05-31 10:22:46,605 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:33:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.6332, loss: 2.6332 +2025-05-31 10:23:29,644 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:32:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6387, loss: 2.6387 +2025-05-31 10:24:12,724 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:32:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.6742, loss: 2.6742 +2025-05-31 10:24:55,959 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:31:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 2.5564, loss: 2.5564 +2025-05-31 10:25:39,108 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:30:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6712, loss: 2.6712 +2025-05-31 10:26:22,284 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:29:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.7838, loss: 2.7838 +2025-05-31 10:27:05,288 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:29:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.7201, loss: 2.7201 +2025-05-31 10:27:48,387 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:28:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.6218, loss: 2.6218 +2025-05-31 10:28:31,468 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:27:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.7896, loss: 2.7896 +2025-05-31 10:29:14,576 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:27:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.7696, loss: 2.7696 +2025-05-31 10:29:57,633 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.7659, loss: 2.7659 +2025-05-31 10:30:40,784 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:25:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.6478, loss: 2.6478 +2025-05-31 10:31:23,823 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:24:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.7247, loss: 2.7247 +2025-05-31 10:32:06,927 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:24:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7215, loss: 2.7215 +2025-05-31 10:32:50,022 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:23:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9869, loss_cls: 2.6376, loss: 2.6376 +2025-05-31 10:33:33,242 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:22:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.6568, loss: 2.6568 +2025-05-31 10:33:56,676 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-31 10:35:21,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:35:21,645 - pyskl - INFO - +top1_acc 0.8669 +top5_acc 0.9875 +2025-05-31 10:35:21,648 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8669, top5_acc: 0.9875 +2025-05-31 10:36:25,125 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:21:35, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.6060, loss: 2.6060 +2025-05-31 10:37:08,124 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:20:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.5820, loss: 2.5820 +2025-05-31 10:37:51,156 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:20:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.6709, loss: 2.6709 +2025-05-31 10:38:34,257 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:19:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.6110, loss: 2.6110 +2025-05-31 10:39:17,216 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5163, loss: 2.5163 +2025-05-31 10:40:00,276 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:18:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.7890, loss: 2.7890 +2025-05-31 10:40:43,478 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:17:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.6008, loss: 2.6008 +2025-05-31 10:41:26,527 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:16:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6036, loss: 2.6036 +2025-05-31 10:42:09,558 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:15:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.8350, loss: 2.8350 +2025-05-31 10:42:52,594 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:15:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.6680, loss: 2.6680 +2025-05-31 10:43:35,662 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:14:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9875, loss_cls: 2.6565, loss: 2.6565 +2025-05-31 10:44:18,691 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:13:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.7833, loss: 2.7833 +2025-05-31 10:45:01,990 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:13:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.6210, loss: 2.6210 +2025-05-31 10:45:45,036 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:12:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6832, loss: 2.6832 +2025-05-31 10:46:28,069 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:11:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.5083, loss: 2.5083 +2025-05-31 10:47:11,044 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:10:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.7082, loss: 2.7082 +2025-05-31 10:47:54,073 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:10:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7639, loss: 2.7639 +2025-05-31 10:48:37,086 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:09:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7071, loss: 2.7071 +2025-05-31 10:49:20,121 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:08:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.6628, loss: 2.6628 +2025-05-31 10:50:03,100 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:08:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.6055, loss: 2.6055 +2025-05-31 10:50:46,065 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:07:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.6554, loss: 2.6554 +2025-05-31 10:51:29,305 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:06:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.6080, loss: 2.6080 +2025-05-31 10:52:12,513 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:05:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.6899, loss: 2.6899 +2025-05-31 10:52:35,983 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-31 11:01:37,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:01:37,678 - pyskl - INFO - +top1_acc 0.8884 +top5_acc 0.9889 +2025-05-31 11:01:37,682 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8884, top5_acc: 0.9889 +2025-05-31 11:02:41,349 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:04:43, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.5556, loss: 2.5556 +2025-05-31 11:03:24,439 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:04:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5530, loss: 2.5530 +2025-05-31 11:04:07,462 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:03:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.6240, loss: 2.6240 +2025-05-31 11:04:50,366 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:02:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.6316, loss: 2.6316 +2025-05-31 11:05:33,541 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:01:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.7404, loss: 2.7404 +2025-05-31 11:06:16,541 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:01:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9800, loss_cls: 2.5345, loss: 2.5345 +2025-05-31 11:06:59,564 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:00:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.5746, loss: 2.5746 +2025-05-31 11:07:42,524 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 3:59:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.6589, loss: 2.6589 +2025-05-31 11:08:25,422 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 3:59:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.6343, loss: 2.6343 +2025-05-31 11:09:08,383 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 3:58:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.7350, loss: 2.7350 +2025-05-31 11:09:51,500 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 3:57:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.7422, loss: 2.7422 +2025-05-31 11:10:34,623 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 3:56:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.6502, loss: 2.6502 +2025-05-31 11:11:17,695 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 3:56:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.6354, loss: 2.6354 +2025-05-31 11:12:00,801 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 3:55:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6081, loss: 2.6081 +2025-05-31 11:12:43,903 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 3:54:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.5979, loss: 2.5979 +2025-05-31 11:13:27,043 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 3:54:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9888, loss_cls: 2.7245, loss: 2.7245 +2025-05-31 11:14:10,182 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 3:53:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.6306, loss: 2.6306 +2025-05-31 11:14:53,339 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 3:52:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.7181, loss: 2.7181 +2025-05-31 11:15:36,454 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 3:51:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.6660, loss: 2.6660 +2025-05-31 11:16:19,484 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 3:51:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6148, loss: 2.6148 +2025-05-31 11:17:02,601 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 3:50:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5288, loss: 2.5288 +2025-05-31 11:17:45,724 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 3:49:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6472, loss: 2.6472 +2025-05-31 11:18:28,815 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 3:49:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 2.7252, loss: 2.7252 +2025-05-31 11:18:52,242 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-31 11:20:16,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:20:16,872 - pyskl - INFO - +top1_acc 0.8804 +top5_acc 0.9860 +2025-05-31 11:20:16,875 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8804, top5_acc: 0.9860 +2025-05-31 11:21:20,196 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 3:47:51, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6323, loss: 2.6323 +2025-05-31 11:22:03,196 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 3:47:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.5365, loss: 2.5365 +2025-05-31 11:22:46,162 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 3:46:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6296, loss: 2.6296 +2025-05-31 11:23:29,411 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:45:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9912, loss_cls: 2.5761, loss: 2.5761 +2025-05-31 11:24:12,502 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:45:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6746, loss: 2.6746 +2025-05-31 11:24:55,538 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:44:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.6119, loss: 2.6119 +2025-05-31 11:25:38,631 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:43:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.5905, loss: 2.5905 +2025-05-31 11:26:21,827 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:42:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.6877, loss: 2.6877 +2025-05-31 11:27:04,974 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:42:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.6387, loss: 2.6387 +2025-05-31 11:27:48,061 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:41:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.6893, loss: 2.6893 +2025-05-31 11:28:31,130 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:40:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.5440, loss: 2.5440 +2025-05-31 11:29:13,833 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:40:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.6237, loss: 2.6237 +2025-05-31 11:29:56,935 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:39:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.5880, loss: 2.5880 +2025-05-31 11:30:39,923 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:38:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 2.5779, loss: 2.5779 +2025-05-31 11:31:22,824 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:37:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.6586, loss: 2.6586 +2025-05-31 11:32:05,908 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:37:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.7496, loss: 2.7496 +2025-05-31 11:32:48,942 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:36:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.5539, loss: 2.5539 +2025-05-31 11:33:32,069 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:35:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.7568, loss: 2.7568 +2025-05-31 11:34:15,188 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:35:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.6314, loss: 2.6314 +2025-05-31 11:34:58,212 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:34:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.6278, loss: 2.6278 +2025-05-31 11:35:41,218 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:33:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.6281, loss: 2.6281 +2025-05-31 11:36:24,260 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:32:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.6241, loss: 2.6241 +2025-05-31 11:37:07,346 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:32:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.7848, loss: 2.7848 +2025-05-31 11:37:30,718 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-31 11:38:55,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:38:55,453 - pyskl - INFO - +top1_acc 0.8841 +top5_acc 0.9892 +2025-05-31 11:38:55,456 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8841, top5_acc: 0.9892 +2025-05-31 11:39:59,442 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:31:00, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6085, loss: 2.6085 +2025-05-31 11:40:42,411 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:30:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5907, loss: 2.5907 +2025-05-31 11:41:25,435 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:29:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5358, loss: 2.5358 +2025-05-31 11:42:08,437 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:28:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.6804, loss: 2.6804 +2025-05-31 11:42:51,427 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:28:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.6952, loss: 2.6952 +2025-05-31 11:43:34,462 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:27:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.4952, loss: 2.4952 +2025-05-31 11:44:17,554 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:26:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6029, loss: 2.6029 +2025-05-31 11:45:00,723 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.5986, loss: 2.5986 +2025-05-31 11:45:43,876 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:25:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.5539, loss: 2.5539 +2025-05-31 11:46:26,980 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:24:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.5392, loss: 2.5392 +2025-05-31 11:47:10,275 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:23:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6874, loss: 2.6874 +2025-05-31 11:47:53,320 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:23:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.6461, loss: 2.6461 +2025-05-31 11:48:36,475 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:22:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.5809, loss: 2.5809 +2025-05-31 11:49:19,506 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:21:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.6334, loss: 2.6334 +2025-05-31 11:50:02,553 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.6343, loss: 2.6343 +2025-05-31 11:50:45,643 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:20:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6254, loss: 2.6254 +2025-05-31 11:51:28,779 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:19:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5637, loss: 2.5637 +2025-05-31 11:52:11,892 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.7775, loss: 2.7775 +2025-05-31 11:52:55,071 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:18:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.5800, loss: 2.5800 +2025-05-31 11:53:38,238 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:17:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.5372, loss: 2.5372 +2025-05-31 11:54:21,514 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:16:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.7377, loss: 2.7377 +2025-05-31 11:55:04,695 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:16:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.6557, loss: 2.6557 +2025-05-31 11:55:48,033 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:15:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.7220, loss: 2.7220 +2025-05-31 11:56:11,390 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-31 11:57:36,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:57:36,463 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9909 +2025-05-31 11:57:36,467 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8946, top5_acc: 0.9909 +2025-05-31 11:58:40,239 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:14:10, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.6783, loss: 2.6783 +2025-05-31 11:59:23,467 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:13:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.5739, loss: 2.5739 +2025-05-31 12:00:06,643 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:12:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.6171, loss: 2.6171 +2025-05-31 12:00:49,795 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:12:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.5944, loss: 2.5944 +2025-05-31 12:01:32,979 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:11:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.6120, loss: 2.6120 +2025-05-31 12:02:16,019 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:10:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.7456, loss: 2.7456 +2025-05-31 12:02:59,069 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:09:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.6693, loss: 2.6693 +2025-05-31 12:03:42,144 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:09:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.7790, loss: 2.7790 +2025-05-31 12:04:25,160 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:08:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.5637, loss: 2.5637 +2025-05-31 12:05:08,224 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:07:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.6913, loss: 2.6913 +2025-05-31 12:05:51,515 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:07:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.5665, loss: 2.5665 +2025-05-31 12:06:34,529 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:06:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.7284, loss: 2.7284 +2025-05-31 12:07:17,646 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:05:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.5566, loss: 2.5566 +2025-05-31 12:08:00,903 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.4880, loss: 2.4880 +2025-05-31 12:08:43,959 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:04:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.6836, loss: 2.6836 +2025-05-31 12:09:27,008 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:03:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.5564, loss: 2.5564 +2025-05-31 12:10:10,198 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:02:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6319, loss: 2.6319 +2025-05-31 12:10:53,384 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:02:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.6037, loss: 2.6037 +2025-05-31 12:11:36,403 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:01:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.7084, loss: 2.7084 +2025-05-31 12:12:19,499 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:00:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.6590, loss: 2.6590 +2025-05-31 12:13:02,385 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 2:59:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6234, loss: 2.6234 +2025-05-31 12:13:45,309 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 2:59:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.7165, loss: 2.7165 +2025-05-31 12:14:28,639 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 2:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.6094, loss: 2.6094 +2025-05-31 12:14:52,248 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-31 12:16:16,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:16:16,686 - pyskl - INFO - +top1_acc 0.8566 +top5_acc 0.9844 +2025-05-31 12:16:16,690 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8566, top5_acc: 0.9844 +2025-05-31 12:17:20,530 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 2:57:21, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.5696, loss: 2.5696 +2025-05-31 12:18:03,717 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 2:56:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.5766, loss: 2.5766 +2025-05-31 12:18:46,757 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 2:55:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.5025, loss: 2.5025 +2025-05-31 12:19:29,834 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 2:55:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6002, loss: 2.6002 +2025-05-31 12:20:12,855 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 2:54:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.4980, loss: 2.4980 +2025-05-31 12:20:55,983 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 2:53:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.5496, loss: 2.5496 +2025-05-31 12:21:39,099 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 2:53:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5119, loss: 2.5119 +2025-05-31 12:22:22,182 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 2:52:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.5518, loss: 2.5518 +2025-05-31 12:23:05,210 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 2:51:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.5889, loss: 2.5889 +2025-05-31 12:23:48,298 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 2:50:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6121, loss: 2.6121 +2025-05-31 12:24:31,444 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 2:50:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.6642, loss: 2.6642 +2025-05-31 12:25:14,562 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 2:49:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.4855, loss: 2.4855 +2025-05-31 12:25:57,471 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 2:48:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.5834, loss: 2.5834 +2025-05-31 12:26:40,495 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 2:48:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.6043, loss: 2.6043 +2025-05-31 12:27:23,454 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 2:47:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.7181, loss: 2.7181 +2025-05-31 12:28:06,483 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 2:46:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.6205, loss: 2.6205 +2025-05-31 12:28:49,455 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:45:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.6744, loss: 2.6744 +2025-05-31 12:29:32,471 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:45:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.6670, loss: 2.6670 +2025-05-31 12:30:15,423 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:44:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.5044, loss: 2.5044 +2025-05-31 12:30:58,419 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:43:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.4605, loss: 2.4605 +2025-05-31 12:31:41,402 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:43:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5317, loss: 2.5317 +2025-05-31 12:32:24,448 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:42:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.6547, loss: 2.6547 +2025-05-31 12:33:07,579 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:41:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5504, loss: 2.5504 +2025-05-31 12:33:30,982 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-31 12:42:37,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:42:37,319 - pyskl - INFO - +top1_acc 0.8890 +top5_acc 0.9900 +2025-05-31 12:42:37,322 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8890, top5_acc: 0.9900 +2025-05-31 12:43:40,908 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:40:28, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.4135, loss: 2.4135 +2025-05-31 12:44:23,747 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4966, loss: 2.4966 +2025-05-31 12:45:06,644 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:39:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.6735, loss: 2.6735 +2025-05-31 12:45:49,470 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:38:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.5963, loss: 2.5963 +2025-05-31 12:46:32,324 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:37:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6055, loss: 2.6055 +2025-05-31 12:47:15,159 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:36:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.5047, loss: 2.5047 +2025-05-31 12:47:58,058 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:36:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.5988, loss: 2.5988 +2025-05-31 12:48:40,913 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:35:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.5937, loss: 2.5937 +2025-05-31 12:49:23,767 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:34:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.5629, loss: 2.5629 +2025-05-31 12:50:06,631 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:34:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.5350, loss: 2.5350 +2025-05-31 12:50:49,527 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:33:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.6664, loss: 2.6664 +2025-05-31 12:51:32,611 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:32:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6046, loss: 2.6046 +2025-05-31 12:52:15,715 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:31:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.5734, loss: 2.5734 +2025-05-31 12:52:58,719 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:31:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.4859, loss: 2.4859 +2025-05-31 12:53:41,710 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:30:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.5449, loss: 2.5449 +2025-05-31 12:54:24,789 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:29:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.5077, loss: 2.5077 +2025-05-31 12:55:07,776 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:28:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.5400, loss: 2.5400 +2025-05-31 12:55:50,898 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:28:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.5865, loss: 2.5865 +2025-05-31 12:56:33,960 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:27:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.5055, loss: 2.5055 +2025-05-31 12:57:17,043 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:26:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.6506, loss: 2.6506 +2025-05-31 12:58:00,190 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:26:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.5742, loss: 2.5742 +2025-05-31 12:58:43,292 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:25:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.5704, loss: 2.5704 +2025-05-31 12:59:26,492 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:24:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.5846, loss: 2.5846 +2025-05-31 12:59:49,914 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-31 13:01:15,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:01:15,404 - pyskl - INFO - +top1_acc 0.8953 +top5_acc 0.9892 +2025-05-31 13:01:15,407 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8953, top5_acc: 0.9892 +2025-05-31 13:02:18,831 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:23:33, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.4429, loss: 2.4429 +2025-05-31 13:03:01,763 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:22:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.5009, loss: 2.5009 +2025-05-31 13:03:44,794 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:22:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.4397, loss: 2.4397 +2025-05-31 13:04:27,739 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:21:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.5084, loss: 2.5084 +2025-05-31 13:05:10,677 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:20:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.5438, loss: 2.5438 +2025-05-31 13:05:53,682 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:19:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5148, loss: 2.5148 +2025-05-31 13:06:36,627 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:19:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.6609, loss: 2.6609 +2025-05-31 13:07:19,678 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:18:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 2.6814, loss: 2.6814 +2025-05-31 13:08:02,646 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:17:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.4370, loss: 2.4370 +2025-05-31 13:08:45,652 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:17:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.6120, loss: 2.6120 +2025-05-31 13:09:28,715 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:16:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.5849, loss: 2.5849 +2025-05-31 13:10:11,855 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:15:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 2.6069, loss: 2.6069 +2025-05-31 13:10:54,884 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:14:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.6244, loss: 2.6244 +2025-05-31 13:11:37,922 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:14:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.6837, loss: 2.6837 +2025-05-31 13:12:20,919 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:13:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.5770, loss: 2.5770 +2025-05-31 13:13:03,984 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:12:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.7062, loss: 2.7062 +2025-05-31 13:13:47,133 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:12:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9900, loss_cls: 2.5991, loss: 2.5991 +2025-05-31 13:14:30,341 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:11:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.5596, loss: 2.5596 +2025-05-31 13:15:13,423 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:10:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.6936, loss: 2.6936 +2025-05-31 13:15:56,463 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:09:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 2.5554, loss: 2.5554 +2025-05-31 13:16:39,519 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:09:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.5218, loss: 2.5218 +2025-05-31 13:17:22,699 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:08:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.4550, loss: 2.4550 +2025-05-31 13:18:05,861 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:07:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.5567, loss: 2.5567 +2025-05-31 13:18:29,350 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-31 13:19:54,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:19:54,152 - pyskl - INFO - +top1_acc 0.8786 +top5_acc 0.9866 +2025-05-31 13:19:54,155 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8786, top5_acc: 0.9866 +2025-05-31 13:20:57,634 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:06:41, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.4526, loss: 2.4526 +2025-05-31 13:21:40,708 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:05:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.3825, loss: 2.3825 +2025-05-31 13:22:23,738 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:05:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.4887, loss: 2.4887 +2025-05-31 13:23:06,742 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:04:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.4610, loss: 2.4610 +2025-05-31 13:23:49,790 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:03:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 2.5044, loss: 2.5044 +2025-05-31 13:24:32,849 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:03:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 2.5623, loss: 2.5623 +2025-05-31 13:25:16,082 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:02:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.5363, loss: 2.5363 +2025-05-31 13:25:59,323 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:01:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.5405, loss: 2.5405 +2025-05-31 13:26:42,197 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:00:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4787, loss: 2.4787 +2025-05-31 13:27:25,274 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:00:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 2.6229, loss: 2.6229 +2025-05-31 13:28:08,458 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 1:59:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.5906, loss: 2.5906 +2025-05-31 13:28:51,559 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 1:58:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6019, loss: 2.6019 +2025-05-31 13:29:34,675 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 1:58:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.5622, loss: 2.5622 +2025-05-31 13:30:17,854 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 1:57:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.5980, loss: 2.5980 +2025-05-31 13:31:00,961 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 1:56:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.5879, loss: 2.5879 +2025-05-31 13:31:44,083 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 1:55:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.4725, loss: 2.4725 +2025-05-31 13:32:27,150 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 1:55:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.5932, loss: 2.5932 +2025-05-31 13:33:10,150 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 1:54:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.6192, loss: 2.6192 +2025-05-31 13:33:53,210 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 1:53:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.5066, loss: 2.5066 +2025-05-31 13:34:36,344 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 1:53:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.6930, loss: 2.6930 +2025-05-31 13:35:19,634 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 1:52:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.6372, loss: 2.6372 +2025-05-31 13:36:02,854 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 1:51:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.5457, loss: 2.5457 +2025-05-31 13:36:45,974 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 1:51:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 2.5633, loss: 2.5633 +2025-05-31 13:37:09,395 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-31 13:38:34,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:38:34,253 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9886 +2025-05-31 13:38:34,256 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8763, top5_acc: 0.9886 +2025-05-31 13:39:37,955 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 1:49:51, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.4836, loss: 2.4836 +2025-05-31 13:40:20,898 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 1:49:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.4831, loss: 2.4831 +2025-05-31 13:41:03,899 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 1:48:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 2.4495, loss: 2.4495 +2025-05-31 13:41:46,962 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 1:47:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5336, loss: 2.5336 +2025-05-31 13:42:29,892 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:46:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5923, loss: 2.5923 +2025-05-31 13:43:12,950 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:46:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5330, loss: 2.5330 +2025-05-31 13:43:56,008 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:45:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.4809, loss: 2.4809 +2025-05-31 13:44:39,080 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:44:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.4991, loss: 2.4991 +2025-05-31 13:45:22,177 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:44:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.5390, loss: 2.5390 +2025-05-31 13:46:05,311 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:43:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.5590, loss: 2.5590 +2025-05-31 13:46:48,501 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:42:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.5791, loss: 2.5791 +2025-05-31 13:47:31,659 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:42:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 2.5708, loss: 2.5708 +2025-05-31 13:48:14,670 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:41:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.6419, loss: 2.6419 +2025-05-31 13:48:57,983 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:40:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.5754, loss: 2.5754 +2025-05-31 13:49:41,154 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:39:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.5693, loss: 2.5693 +2025-05-31 13:50:24,230 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:39:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.5731, loss: 2.5731 +2025-05-31 13:51:07,278 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:38:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5662, loss: 2.5662 +2025-05-31 13:51:50,361 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:37:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.4736, loss: 2.4736 +2025-05-31 13:52:33,403 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:37:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.5852, loss: 2.5852 +2025-05-31 13:53:16,456 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:36:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.4827, loss: 2.4827 +2025-05-31 13:53:59,221 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:35:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.5951, loss: 2.5951 +2025-05-31 13:54:42,302 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:34:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.4881, loss: 2.4881 +2025-05-31 13:55:25,551 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:34:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5312, loss: 2.5312 +2025-05-31 13:55:48,940 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-31 13:57:13,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:57:13,880 - pyskl - INFO - +top1_acc 0.9059 +top5_acc 0.9908 +2025-05-31 13:57:13,934 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_46.pth was removed +2025-05-31 13:57:14,951 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2025-05-31 13:57:14,952 - pyskl - INFO - Best top1_acc is 0.9059 at 59 epoch. +2025-05-31 13:57:14,954 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.9059, top5_acc: 0.9908 +2025-05-31 13:58:18,772 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:33:00, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.3936, loss: 2.3936 +2025-05-31 13:59:01,937 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:32:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5236, loss: 2.5236 +2025-05-31 13:59:44,922 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:31:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.4916, loss: 2.4916 +2025-05-31 14:00:27,998 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:30:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.4550, loss: 2.4550 +2025-05-31 14:01:11,084 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:30:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4072, loss: 2.4072 +2025-05-31 14:01:54,100 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:29:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.4859, loss: 2.4859 +2025-05-31 14:02:37,150 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:28:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.5649, loss: 2.5649 +2025-05-31 14:03:20,262 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:28:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.4628, loss: 2.4628 +2025-05-31 14:04:03,347 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:27:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.5233, loss: 2.5233 +2025-05-31 14:04:46,699 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:26:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.5672, loss: 2.5672 +2025-05-31 14:05:29,771 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:25:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.5038, loss: 2.5038 +2025-05-31 14:06:12,898 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:25:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4941, loss: 2.4941 +2025-05-31 14:06:56,036 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:24:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.4306, loss: 2.4306 +2025-05-31 14:07:39,249 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:23:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.4689, loss: 2.4689 +2025-05-31 14:08:22,330 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:23:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.5418, loss: 2.5418 +2025-05-31 14:09:05,197 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:22:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4038, loss: 2.4038 +2025-05-31 14:09:48,097 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:21:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.4847, loss: 2.4847 +2025-05-31 14:10:31,203 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:20:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.5675, loss: 2.5675 +2025-05-31 14:11:14,163 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:20:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.6664, loss: 2.6664 +2025-05-31 14:11:57,222 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:19:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.6649, loss: 2.6649 +2025-05-31 14:12:40,231 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:18:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 2.3810, loss: 2.3810 +2025-05-31 14:13:23,211 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:18:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.5473, loss: 2.5473 +2025-05-31 14:14:06,235 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:17:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.5092, loss: 2.5092 +2025-05-31 14:14:29,532 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-31 14:22:55,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:22:55,106 - pyskl - INFO - +top1_acc 0.8737 +top5_acc 0.9874 +2025-05-31 14:22:55,109 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8737, top5_acc: 0.9874 +2025-05-31 14:23:58,440 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:16:08, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4660, loss: 2.4660 +2025-05-31 14:24:41,386 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:15:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3623, loss: 2.3623 +2025-05-31 14:25:24,416 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:14:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.5132, loss: 2.5132 +2025-05-31 14:26:07,417 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:13:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.4516, loss: 2.4516 +2025-05-31 14:26:50,437 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:13:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.4844, loss: 2.4844 +2025-05-31 14:27:33,411 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:12:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.5251, loss: 2.5251 +2025-05-31 14:28:16,366 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:11:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.5373, loss: 2.5373 +2025-05-31 14:28:59,393 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:11:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.4963, loss: 2.4963 +2025-05-31 14:29:42,298 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:10:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.6046, loss: 2.6046 +2025-05-31 14:30:25,337 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:09:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.5435, loss: 2.5435 +2025-05-31 14:31:08,360 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:08:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5022, loss: 2.5022 +2025-05-31 14:31:51,323 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:08:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4342, loss: 2.4342 +2025-05-31 14:32:34,419 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:07:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.5275, loss: 2.5275 +2025-05-31 14:33:17,597 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:06:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.4832, loss: 2.4832 +2025-05-31 14:34:00,811 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:06:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.4864, loss: 2.4864 +2025-05-31 14:34:43,995 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:05:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.4925, loss: 2.4925 +2025-05-31 14:35:27,044 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:04:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.5044, loss: 2.5044 +2025-05-31 14:36:10,163 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:03:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.4698, loss: 2.4698 +2025-05-31 14:36:53,214 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:03:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.4865, loss: 2.4865 +2025-05-31 14:37:36,230 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:02:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.4402, loss: 2.4402 +2025-05-31 14:38:19,233 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:01:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.5515, loss: 2.5515 +2025-05-31 14:39:02,200 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:01:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.4854, loss: 2.4854 +2025-05-31 14:39:45,270 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:00:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.5484, loss: 2.5484 +2025-05-31 14:40:08,625 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-31 14:41:33,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:41:33,761 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9773 +2025-05-31 14:41:33,765 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8308, top5_acc: 0.9773 +2025-05-31 14:42:37,816 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 0:59:16, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.3449, loss: 2.3449 +2025-05-31 14:43:21,003 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 0:58:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.5389, loss: 2.5389 +2025-05-31 14:44:04,112 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 0:57:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.4893, loss: 2.4893 +2025-05-31 14:44:47,207 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 0:57:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.4892, loss: 2.4892 +2025-05-31 14:45:30,464 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 0:56:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.4957, loss: 2.4957 +2025-05-31 14:46:13,741 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 0:55:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.5059, loss: 2.5059 +2025-05-31 14:46:56,629 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 0:55:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.4937, loss: 2.4937 +2025-05-31 14:47:39,636 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 0:54:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5529, loss: 2.5529 +2025-05-31 14:48:22,424 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 0:53:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.4974, loss: 2.4974 +2025-05-31 14:49:05,391 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 0:52:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5393, loss: 2.5393 +2025-05-31 14:49:48,495 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 0:52:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.5052, loss: 2.5052 +2025-05-31 14:50:31,460 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 0:51:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 2.4575, loss: 2.4575 +2025-05-31 14:51:14,600 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 0:50:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.4071, loss: 2.4071 +2025-05-31 14:51:57,796 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 0:49:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.5064, loss: 2.5064 +2025-05-31 14:52:40,966 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 0:49:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.3503, loss: 2.3503 +2025-05-31 14:53:24,055 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 0:48:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.5620, loss: 2.5620 +2025-05-31 14:54:07,434 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 0:47:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.4452, loss: 2.4452 +2025-05-31 14:54:50,427 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:47:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.5465, loss: 2.5465 +2025-05-31 14:55:33,383 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:46:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.4030, loss: 2.4030 +2025-05-31 14:56:16,348 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:45:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.4918, loss: 2.4918 +2025-05-31 14:56:59,284 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:44:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.5749, loss: 2.5749 +2025-05-31 14:57:42,367 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:44:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.5034, loss: 2.5034 +2025-05-31 14:58:25,473 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:43:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.4418, loss: 2.4418 +2025-05-31 14:58:48,980 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-31 15:00:13,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:00:13,807 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9888 +2025-05-31 15:00:13,811 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8758, top5_acc: 0.9888 +2025-05-31 15:01:17,463 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:42:25, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.4005, loss: 2.4005 +2025-05-31 15:02:00,480 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:41:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.4954, loss: 2.4954 +2025-05-31 15:02:43,491 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:40:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.4596, loss: 2.4596 +2025-05-31 15:03:26,603 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:40:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.3608, loss: 2.3608 +2025-05-31 15:04:09,754 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:39:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.3824, loss: 2.3824 +2025-05-31 15:04:53,020 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:38:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.4844, loss: 2.4844 +2025-05-31 15:05:36,132 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:38:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.4781, loss: 2.4781 +2025-05-31 15:06:19,256 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:37:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.4312, loss: 2.4312 +2025-05-31 15:07:02,291 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:36:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.5307, loss: 2.5307 +2025-05-31 15:07:45,378 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:36:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.5138, loss: 2.5138 +2025-05-31 15:08:28,676 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:35:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.3618, loss: 2.3618 +2025-05-31 15:09:11,843 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:34:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.4627, loss: 2.4627 +2025-05-31 15:09:54,954 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:33:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4056, loss: 2.4056 +2025-05-31 15:10:38,095 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:33:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.4649, loss: 2.4649 +2025-05-31 15:11:21,314 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:32:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4245, loss: 2.4245 +2025-05-31 15:12:04,595 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:31:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.5466, loss: 2.5466 +2025-05-31 15:12:47,677 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:31:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 2.4558, loss: 2.4558 +2025-05-31 15:13:30,671 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:30:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4193, loss: 2.4193 +2025-05-31 15:14:13,607 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.5176, loss: 2.5176 +2025-05-31 15:14:56,618 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:28:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.5313, loss: 2.5313 +2025-05-31 15:15:39,716 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:28:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.6014, loss: 2.6014 +2025-05-31 15:16:22,805 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:27:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.5274, loss: 2.5274 +2025-05-31 15:17:05,890 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:26:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.4439, loss: 2.4439 +2025-05-31 15:17:29,285 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-31 15:18:54,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:18:54,307 - pyskl - INFO - +top1_acc 0.8913 +top5_acc 0.9892 +2025-05-31 15:18:54,310 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8913, top5_acc: 0.9892 +2025-05-31 15:19:58,062 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:25:35, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.2671, loss: 2.2671 +2025-05-31 15:20:41,213 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:24:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.4393, loss: 2.4393 +2025-05-31 15:21:24,145 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:24:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.3230, loss: 2.3230 +2025-05-31 15:22:07,193 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:23:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.4203, loss: 2.4203 +2025-05-31 15:22:50,204 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:22:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.3013, loss: 2.3013 +2025-05-31 15:23:33,239 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:22:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.5497, loss: 2.5497 +2025-05-31 15:24:16,424 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:21:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4156, loss: 2.4156 +2025-05-31 15:24:59,452 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.3489, loss: 2.3489 +2025-05-31 15:25:42,441 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:19:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.4899, loss: 2.4899 +2025-05-31 15:26:25,430 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:19:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5186, loss: 2.5186 +2025-05-31 15:27:08,712 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:18:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4219, loss: 2.4219 +2025-05-31 15:27:51,790 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:17:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.5391, loss: 2.5391 +2025-05-31 15:28:34,845 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:17:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5301, loss: 2.5301 +2025-05-31 15:29:17,945 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:16:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.4259, loss: 2.4259 +2025-05-31 15:30:00,989 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:15:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 2.5763, loss: 2.5763 +2025-05-31 15:30:43,928 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:14:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.4899, loss: 2.4899 +2025-05-31 15:31:27,040 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:14:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.5225, loss: 2.5225 +2025-05-31 15:32:10,145 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:13:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.3823, loss: 2.3823 +2025-05-31 15:32:53,168 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:12:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.3591, loss: 2.3591 +2025-05-31 15:33:36,335 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:12:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.5767, loss: 2.5767 +2025-05-31 15:34:19,411 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:11:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9781, loss_cls: 2.4971, loss: 2.4971 +2025-05-31 15:35:02,470 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:10:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.5186, loss: 2.5186 +2025-05-31 15:35:45,659 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:09:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.4728, loss: 2.4728 +2025-05-31 15:36:09,199 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-31 15:37:34,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:37:34,086 - pyskl - INFO - +top1_acc 0.8465 +top5_acc 0.9833 +2025-05-31 15:37:34,090 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8465, top5_acc: 0.9833 +2025-05-31 15:38:37,841 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:08:44, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.4670, loss: 2.4670 +2025-05-31 15:39:21,212 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:08:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.3154, loss: 2.3154 +2025-05-31 15:40:04,344 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:07:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.3437, loss: 2.3437 +2025-05-31 15:40:47,350 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:06:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 2.3722, loss: 2.3722 +2025-05-31 15:41:30,412 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:05:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5012, loss: 2.5012 +2025-05-31 15:42:13,590 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:05:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.4243, loss: 2.4243 +2025-05-31 15:42:56,470 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:04:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.4485, loss: 2.4485 +2025-05-31 15:43:39,487 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:03:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.4286, loss: 2.4286 +2025-05-31 15:44:22,528 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:03:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.3896, loss: 2.3896 +2025-05-31 15:45:05,616 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:02:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.3352, loss: 2.3352 +2025-05-31 15:45:48,603 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:01:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.3961, loss: 2.3961 +2025-05-31 15:46:31,412 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:00:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.4609, loss: 2.4609 +2025-05-31 15:47:14,484 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:00:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.5033, loss: 2.5033 +2025-05-31 15:47:57,293 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 23:59:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.4110, loss: 2.4110 +2025-05-31 15:48:40,124 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 23:58:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5354, loss: 2.5354 +2025-05-31 15:49:23,195 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 23:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.4035, loss: 2.4035 +2025-05-31 15:50:06,289 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 23:57:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.5625, loss: 2.5625 +2025-05-31 15:50:49,426 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 23:56:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.5409, loss: 2.5409 +2025-05-31 15:51:32,484 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 23:55:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.6049, loss: 2.6049 +2025-05-31 15:52:15,543 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 23:55:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.4234, loss: 2.4234 +2025-05-31 15:52:58,530 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 23:54:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.4795, loss: 2.4795 +2025-05-31 15:53:41,554 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 23:53:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.4421, loss: 2.4421 +2025-05-31 15:54:24,645 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 23:53:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.4072, loss: 2.4072 +2025-05-31 15:54:48,003 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-31 16:03:33,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:03:34,015 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9861 +2025-05-31 16:03:34,019 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8775, top5_acc: 0.9861 +2025-05-31 16:04:38,435 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 23:51:53, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3623, loss: 2.3623 +2025-05-31 16:05:21,664 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 23:51:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.3489, loss: 2.3489 +2025-05-31 16:06:04,874 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 23:50:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.4340, loss: 2.4340 +2025-05-31 16:06:47,996 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 23:49:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.4073, loss: 2.4073 +2025-05-31 16:07:31,031 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 23:49:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.4138, loss: 2.4138 +2025-05-31 16:08:14,105 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 23:48:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.3636, loss: 2.3636 +2025-05-31 16:08:57,127 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:47:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.3875, loss: 2.3875 +2025-05-31 16:09:40,236 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:46:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.3202, loss: 2.3202 +2025-05-31 16:10:23,187 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:46:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.3127, loss: 2.3127 +2025-05-31 16:11:06,115 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:45:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.4080, loss: 2.4080 +2025-05-31 16:11:49,155 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:44:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.3898, loss: 2.3898 +2025-05-31 16:12:32,204 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:44:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.4576, loss: 2.4576 +2025-05-31 16:13:15,294 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:43:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.4728, loss: 2.4728 +2025-05-31 16:13:58,408 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:42:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.3279, loss: 2.3279 +2025-05-31 16:14:41,599 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:41:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.5224, loss: 2.5224 +2025-05-31 16:15:24,767 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:41:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.4455, loss: 2.4455 +2025-05-31 16:16:07,714 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:40:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.4005, loss: 2.4005 +2025-05-31 16:16:50,811 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:39:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.4749, loss: 2.4749 +2025-05-31 16:17:33,635 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:39:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.3681, loss: 2.3681 +2025-05-31 16:18:16,510 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:38:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.5011, loss: 2.5011 +2025-05-31 16:18:59,502 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:37:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.4861, loss: 2.4861 +2025-05-31 16:19:42,567 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:36:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.5228, loss: 2.5228 +2025-05-31 16:20:25,678 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:36:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.3912, loss: 2.3912 +2025-05-31 16:20:49,098 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-31 16:22:13,829 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:22:13,904 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9803 +2025-05-31 16:22:13,907 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8402, top5_acc: 0.9803 +2025-05-31 16:23:17,902 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:35:01, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.3630, loss: 2.3630 +2025-05-31 16:24:00,981 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:34:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3320, loss: 2.3320 +2025-05-31 16:24:43,998 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:33:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.2504, loss: 2.2504 +2025-05-31 16:25:27,073 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:32:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.4131, loss: 2.4131 +2025-05-31 16:26:10,218 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:32:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.3982, loss: 2.3982 +2025-05-31 16:26:53,301 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:31:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.3934, loss: 2.3934 +2025-05-31 16:27:36,472 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:30:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4100, loss: 2.4100 +2025-05-31 16:28:19,412 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:30:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.3282, loss: 2.3282 +2025-05-31 16:29:02,397 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.4306, loss: 2.4306 +2025-05-31 16:29:45,479 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:28:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.3322, loss: 2.3322 +2025-05-31 16:30:28,428 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:27:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9819, loss_cls: 2.3489, loss: 2.3489 +2025-05-31 16:31:11,513 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:27:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.3462, loss: 2.3462 +2025-05-31 16:31:54,435 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:26:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4324, loss: 2.4324 +2025-05-31 16:32:37,413 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:25:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.5058, loss: 2.5058 +2025-05-31 16:33:20,648 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:25:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.4872, loss: 2.4872 +2025-05-31 16:34:03,723 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:24:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.3207, loss: 2.3207 +2025-05-31 16:34:46,848 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:23:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.3572, loss: 2.3572 +2025-05-31 16:35:29,820 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:22:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.4691, loss: 2.4691 +2025-05-31 16:36:12,984 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:22:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.4291, loss: 2.4291 +2025-05-31 16:36:56,239 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:21:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.3933, loss: 2.3933 +2025-05-31 16:37:39,476 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:20:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.3420, loss: 2.3420 +2025-05-31 16:38:22,635 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:20:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.5256, loss: 2.5256 +2025-05-31 16:39:05,932 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:19:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.5875, loss: 2.5875 +2025-05-31 16:39:29,381 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-31 16:40:54,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:40:54,217 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9912 +2025-05-31 16:40:54,273 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_59.pth was removed +2025-05-31 16:40:55,356 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2025-05-31 16:40:55,357 - pyskl - INFO - Best top1_acc is 0.9076 at 67 epoch. +2025-05-31 16:40:55,360 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.9076, top5_acc: 0.9912 +2025-05-31 16:41:58,917 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:18:10, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.3985, loss: 2.3985 +2025-05-31 16:42:41,899 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:17:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.4891, loss: 2.4891 +2025-05-31 16:43:24,999 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:16:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2692, loss: 2.2692 +2025-05-31 16:44:08,076 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:16:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.2542, loss: 2.2542 +2025-05-31 16:44:51,149 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:15:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.3209, loss: 2.3209 +2025-05-31 16:45:34,231 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:14:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2388, loss: 2.2388 +2025-05-31 16:46:17,182 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:13:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.4018, loss: 2.4018 +2025-05-31 16:47:00,262 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:13:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.3464, loss: 2.3464 +2025-05-31 16:47:43,229 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:12:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.3658, loss: 2.3658 +2025-05-31 16:48:26,276 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:11:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.4539, loss: 2.4539 +2025-05-31 16:49:09,398 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:11:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3815, loss: 2.3815 +2025-05-31 16:49:52,482 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:10:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.4328, loss: 2.4328 +2025-05-31 16:50:35,750 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:09:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.4363, loss: 2.4363 +2025-05-31 16:51:19,010 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:08:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4170, loss: 2.4170 +2025-05-31 16:52:02,236 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:08:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.4619, loss: 2.4619 +2025-05-31 16:52:45,550 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:07:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.3360, loss: 2.3360 +2025-05-31 16:53:28,810 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:06:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.5009, loss: 2.5009 +2025-05-31 16:54:11,936 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:06:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.4210, loss: 2.4210 +2025-05-31 16:54:54,964 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:05:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.4441, loss: 2.4441 +2025-05-31 16:55:38,125 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:04:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.3401, loss: 2.3401 +2025-05-31 16:56:21,236 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:03:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.3413, loss: 2.3413 +2025-05-31 16:57:04,377 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:03:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.4038, loss: 2.4038 +2025-05-31 16:57:47,603 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:02:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9925, loss_cls: 2.4139, loss: 2.4139 +2025-05-31 16:58:10,989 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-31 16:59:35,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:59:35,993 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9907 +2025-05-31 16:59:35,997 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8892, top5_acc: 0.9907 +2025-05-31 17:00:39,551 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:01:20, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.3641, loss: 2.3641 +2025-05-31 17:01:22,587 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:00:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3039, loss: 2.3039 +2025-05-31 17:02:05,611 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 22:59:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.2382, loss: 2.2382 +2025-05-31 17:02:48,666 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 22:59:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3486, loss: 2.3486 +2025-05-31 17:03:31,772 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 22:58:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.5005, loss: 2.5005 +2025-05-31 17:04:14,907 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 22:57:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.3329, loss: 2.3329 +2025-05-31 17:04:57,937 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 22:57:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.3886, loss: 2.3886 +2025-05-31 17:05:40,967 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 22:56:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3264, loss: 2.3264 +2025-05-31 17:06:23,934 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 22:55:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.3831, loss: 2.3831 +2025-05-31 17:07:06,974 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 22:54:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 2.3415, loss: 2.3415 +2025-05-31 17:07:50,027 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 22:54:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4258, loss: 2.4258 +2025-05-31 17:08:33,014 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 22:53:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.4282, loss: 2.4282 +2025-05-31 17:09:16,082 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 22:52:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.4567, loss: 2.4567 +2025-05-31 17:09:59,036 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 22:52:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4138, loss: 2.4138 +2025-05-31 17:10:42,193 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 22:51:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.4090, loss: 2.4090 +2025-05-31 17:11:25,255 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 22:50:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3789, loss: 2.3789 +2025-05-31 17:12:08,322 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 22:49:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.5399, loss: 2.5399 +2025-05-31 17:12:51,363 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 22:49:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.4045, loss: 2.4045 +2025-05-31 17:13:34,450 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:48:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.3920, loss: 2.3920 +2025-05-31 17:14:17,480 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.4005, loss: 2.4005 +2025-05-31 17:15:00,442 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:47:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.3713, loss: 2.3713 +2025-05-31 17:15:43,453 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:46:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.3555, loss: 2.3555 +2025-05-31 17:16:26,583 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:45:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3192, loss: 2.3192 +2025-05-31 17:16:50,054 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-31 17:18:14,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:18:15,016 - pyskl - INFO - +top1_acc 0.9033 +top5_acc 0.9905 +2025-05-31 17:18:15,019 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.9033, top5_acc: 0.9905 +2025-05-31 17:19:19,090 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:44:29, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.3090, loss: 2.3090 +2025-05-31 17:20:02,345 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:43:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.3738, loss: 2.3738 +2025-05-31 17:20:45,545 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:43:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3839, loss: 2.3839 +2025-05-31 17:21:28,678 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:42:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2176, loss: 2.2176 +2025-05-31 17:22:11,745 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:41:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.3180, loss: 2.3180 +2025-05-31 17:22:54,844 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:40:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.2488, loss: 2.2488 +2025-05-31 17:23:38,279 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:40:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2748, loss: 2.2748 +2025-05-31 17:24:21,721 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:39:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3791, loss: 2.3791 +2025-05-31 17:25:04,908 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:38:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.3678, loss: 2.3678 +2025-05-31 17:25:48,003 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:38:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.3885, loss: 2.3885 +2025-05-31 17:26:31,149 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:37:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.3462, loss: 2.3462 +2025-05-31 17:27:14,352 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:36:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.3874, loss: 2.3874 +2025-05-31 17:27:57,444 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:35:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.3172, loss: 2.3172 +2025-05-31 17:28:40,642 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:35:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.4168, loss: 2.4168 +2025-05-31 17:29:23,804 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:34:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.4343, loss: 2.4343 +2025-05-31 17:30:06,929 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:33:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.3833, loss: 2.3833 +2025-05-31 17:30:50,036 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:33:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.4829, loss: 2.4829 +2025-05-31 17:31:33,194 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:32:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.3930, loss: 2.3930 +2025-05-31 17:32:16,179 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:31:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.3864, loss: 2.3864 +2025-05-31 17:32:59,233 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:30:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.3938, loss: 2.3938 +2025-05-31 17:33:42,540 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:30:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.3307, loss: 2.3307 +2025-05-31 17:34:25,637 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:29:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.3956, loss: 2.3956 +2025-05-31 17:35:08,953 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:28:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.4953, loss: 2.4953 +2025-05-31 17:35:32,558 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-31 17:44:48,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:44:48,398 - pyskl - INFO - +top1_acc 0.9145 +top5_acc 0.9918 +2025-05-31 17:44:48,476 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_67.pth was removed +2025-05-31 17:44:49,419 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-05-31 17:44:49,420 - pyskl - INFO - Best top1_acc is 0.9145 at 70 epoch. +2025-05-31 17:44:49,424 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9145, top5_acc: 0.9918 +2025-05-31 17:45:53,141 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:27:40, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2586, loss: 2.2586 +2025-05-31 17:46:36,469 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:26:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2631, loss: 2.2631 +2025-05-31 17:47:19,790 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:26:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.2491, loss: 2.2491 +2025-05-31 17:48:03,071 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:25:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.2250, loss: 2.2250 +2025-05-31 17:48:46,151 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:24:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.3779, loss: 2.3779 +2025-05-31 17:49:29,164 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:24:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.3122, loss: 2.3122 +2025-05-31 17:50:12,423 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:23:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2574, loss: 2.2574 +2025-05-31 17:50:55,299 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:22:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9906, loss_cls: 2.4317, loss: 2.4317 +2025-05-31 17:51:38,174 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:21:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.3942, loss: 2.3942 +2025-05-31 17:52:20,956 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:21:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.3282, loss: 2.3282 +2025-05-31 17:53:03,675 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.4929, loss: 2.4929 +2025-05-31 17:53:46,321 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:19:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.4451, loss: 2.4451 +2025-05-31 17:54:28,921 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:19:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3043, loss: 2.3043 +2025-05-31 17:55:11,532 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:18:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.4235, loss: 2.4235 +2025-05-31 17:55:54,270 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:17:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.3291, loss: 2.3291 +2025-05-31 17:56:37,065 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:16:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.4119, loss: 2.4119 +2025-05-31 17:57:19,794 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:16:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.4340, loss: 2.4340 +2025-05-31 17:58:02,621 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:15:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.2981, loss: 2.2981 +2025-05-31 17:58:45,279 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:14:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.2894, loss: 2.2894 +2025-05-31 17:59:27,925 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:14:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.4449, loss: 2.4449 +2025-05-31 18:00:10,619 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:13:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2731, loss: 2.2731 +2025-05-31 18:00:53,270 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:12:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.4243, loss: 2.4243 +2025-05-31 18:01:36,185 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:11:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.3001, loss: 2.3001 +2025-05-31 18:01:59,418 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-31 18:03:23,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:03:23,976 - pyskl - INFO - +top1_acc 0.8592 +top5_acc 0.9852 +2025-05-31 18:03:23,979 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8592, top5_acc: 0.9852 +2025-05-31 18:04:27,145 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:10:43, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2604, loss: 2.2604 +2025-05-31 18:05:09,847 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:10:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.3296, loss: 2.3296 +2025-05-31 18:05:52,468 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:09:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.2529, loss: 2.2529 +2025-05-31 18:06:35,042 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:08:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.3020, loss: 2.3020 +2025-05-31 18:07:18,087 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:07:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.3953, loss: 2.3953 +2025-05-31 18:08:01,111 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:07:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.2561, loss: 2.2561 +2025-05-31 18:08:44,030 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:06:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.3153, loss: 2.3153 +2025-05-31 18:09:26,997 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:05:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.2751, loss: 2.2751 +2025-05-31 18:10:09,844 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:04:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.2847, loss: 2.2847 +2025-05-31 18:10:52,741 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:04:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3153, loss: 2.3153 +2025-05-31 18:11:35,721 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:03:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2916, loss: 2.2916 +2025-05-31 18:12:18,466 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:02:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3091, loss: 2.3091 +2025-05-31 18:13:01,355 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:02:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.3351, loss: 2.3351 +2025-05-31 18:13:44,002 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:01:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.3013, loss: 2.3013 +2025-05-31 18:14:26,714 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:00:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.3678, loss: 2.3678 +2025-05-31 18:15:09,354 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 21:59:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.3726, loss: 2.3726 +2025-05-31 18:15:52,089 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 21:59:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2779, loss: 2.2779 +2025-05-31 18:16:34,662 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 21:58:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.3562, loss: 2.3562 +2025-05-31 18:17:17,244 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 21:57:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.3346, loss: 2.3346 +2025-05-31 18:17:59,942 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 21:57:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.4353, loss: 2.4353 +2025-05-31 18:18:42,629 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 21:56:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.3420, loss: 2.3420 +2025-05-31 18:19:25,315 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 21:55:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.3258, loss: 2.3258 +2025-05-31 18:20:08,110 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 21:54:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.3580, loss: 2.3580 +2025-05-31 18:20:31,326 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-31 18:21:55,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:21:55,139 - pyskl - INFO - +top1_acc 0.8802 +top5_acc 0.9879 +2025-05-31 18:21:55,142 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8802, top5_acc: 0.9879 +2025-05-31 18:22:57,609 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 21:53:44, time: 0.625, data_time: 0.197, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.3113, loss: 2.3113 +2025-05-31 18:23:40,248 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 21:53:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1697, loss: 2.1697 +2025-05-31 18:24:22,936 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 21:52:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.2538, loss: 2.2538 +2025-05-31 18:25:05,617 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 21:51:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2228, loss: 2.2228 +2025-05-31 18:25:48,519 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 21:50:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.2493, loss: 2.2493 +2025-05-31 18:26:31,388 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 21:50:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.3276, loss: 2.3276 +2025-05-31 18:27:14,046 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 21:49:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.4081, loss: 2.4081 +2025-05-31 18:27:56,858 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:48:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.3225, loss: 2.3225 +2025-05-31 18:28:39,554 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:47:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.2506, loss: 2.2506 +2025-05-31 18:29:22,251 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.3265, loss: 2.3265 +2025-05-31 18:30:05,065 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:46:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.3576, loss: 2.3576 +2025-05-31 18:30:47,760 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:45:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.2959, loss: 2.2959 +2025-05-31 18:31:30,543 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:45:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.3439, loss: 2.3439 +2025-05-31 18:32:13,371 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:44:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3041, loss: 2.3041 +2025-05-31 18:32:56,105 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:43:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.2941, loss: 2.2941 +2025-05-31 18:33:38,820 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:42:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.2882, loss: 2.2882 +2025-05-31 18:34:21,601 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:42:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.3042, loss: 2.3042 +2025-05-31 18:35:04,469 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:41:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.3632, loss: 2.3632 +2025-05-31 18:35:47,190 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:40:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.3524, loss: 2.3524 +2025-05-31 18:36:29,870 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:40:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.2259, loss: 2.2259 +2025-05-31 18:37:12,610 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:39:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.3297, loss: 2.3297 +2025-05-31 18:37:55,341 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:38:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3288, loss: 2.3288 +2025-05-31 18:38:38,118 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:37:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.3607, loss: 2.3607 +2025-05-31 18:39:01,326 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-31 18:40:25,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:40:25,533 - pyskl - INFO - +top1_acc 0.8935 +top5_acc 0.9911 +2025-05-31 18:40:25,536 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8935, top5_acc: 0.9911 +2025-05-31 18:41:28,858 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:36:45, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.2178, loss: 2.2178 +2025-05-31 18:42:11,736 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:36:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.1241, loss: 2.1241 +2025-05-31 18:42:54,333 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:35:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.2902, loss: 2.2902 +2025-05-31 18:43:37,012 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.3395, loss: 2.3395 +2025-05-31 18:44:19,718 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:33:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.1902, loss: 2.1902 +2025-05-31 18:45:02,529 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:33:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.3491, loss: 2.3491 +2025-05-31 18:45:45,470 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:32:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.3643, loss: 2.3643 +2025-05-31 18:46:28,349 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:31:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1867, loss: 2.1867 +2025-05-31 18:47:11,144 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:31:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3225, loss: 2.3225 +2025-05-31 18:47:53,888 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:30:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.3280, loss: 2.3280 +2025-05-31 18:48:36,729 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:29:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.2720, loss: 2.2720 +2025-05-31 18:49:19,494 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:28:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.3097, loss: 2.3097 +2025-05-31 18:50:02,322 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:28:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2062, loss: 2.2062 +2025-05-31 18:50:45,081 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:27:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.3388, loss: 2.3388 +2025-05-31 18:51:27,817 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:26:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2784, loss: 2.2784 +2025-05-31 18:52:10,637 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:25:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.2258, loss: 2.2258 +2025-05-31 18:52:53,350 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:25:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.4032, loss: 2.4032 +2025-05-31 18:53:36,228 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:24:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.4307, loss: 2.4307 +2025-05-31 18:54:18,950 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:23:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 2.4203, loss: 2.4203 +2025-05-31 18:55:01,718 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:23:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.3379, loss: 2.3379 +2025-05-31 18:55:44,420 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:22:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.3307, loss: 2.3307 +2025-05-31 18:56:27,188 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:21:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.3675, loss: 2.3675 +2025-05-31 18:57:09,972 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:20:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.2546, loss: 2.2546 +2025-05-31 18:57:33,276 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-31 18:58:57,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:58:57,404 - pyskl - INFO - +top1_acc 0.8991 +top5_acc 0.9912 +2025-05-31 18:58:57,407 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8991, top5_acc: 0.9912 +2025-05-31 19:00:00,431 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:19:47, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2330, loss: 2.2330 +2025-05-31 19:00:43,127 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:19:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.2095, loss: 2.2095 +2025-05-31 19:01:25,784 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:18:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2393, loss: 2.2393 +2025-05-31 19:02:08,496 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:17:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2243, loss: 2.2243 +2025-05-31 19:02:51,184 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:16:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.1503, loss: 2.1503 +2025-05-31 19:03:33,909 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:16:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.3511, loss: 2.3511 +2025-05-31 19:04:16,837 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:15:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2371, loss: 2.2371 +2025-05-31 19:04:59,582 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:14:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.1952, loss: 2.1952 +2025-05-31 19:05:42,260 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.2615, loss: 2.2615 +2025-05-31 19:06:24,941 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:13:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.2420, loss: 2.2420 +2025-05-31 19:07:07,658 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:12:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.3439, loss: 2.3439 +2025-05-31 19:07:50,398 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:11:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.2982, loss: 2.2982 +2025-05-31 19:08:33,116 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:11:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2688, loss: 2.2688 +2025-05-31 19:09:15,793 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:10:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.4272, loss: 2.4272 +2025-05-31 19:09:58,525 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:09:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.3477, loss: 2.3477 +2025-05-31 19:10:41,237 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:08:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.2653, loss: 2.2653 +2025-05-31 19:11:23,964 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 2.2550, loss: 2.2550 +2025-05-31 19:12:06,669 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:07:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.2769, loss: 2.2769 +2025-05-31 19:12:49,370 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:06:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.3327, loss: 2.3327 +2025-05-31 19:13:32,109 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:06:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.4421, loss: 2.4421 +2025-05-31 19:14:14,918 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:05:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.3320, loss: 2.3320 +2025-05-31 19:14:57,601 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:04:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.3204, loss: 2.3204 +2025-05-31 19:15:40,373 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:03:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.2167, loss: 2.2167 +2025-05-31 19:16:03,859 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-31 19:24:27,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:24:27,990 - pyskl - INFO - +top1_acc 0.9125 +top5_acc 0.9926 +2025-05-31 19:24:27,993 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.9125, top5_acc: 0.9926 +2025-05-31 19:25:30,721 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:02:48, time: 0.627, data_time: 0.201, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2931, loss: 2.2931 +2025-05-31 19:26:13,421 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:02:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.2256, loss: 2.2256 +2025-05-31 19:26:56,074 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:01:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.2536, loss: 2.2536 +2025-05-31 19:27:38,733 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:00:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.2430, loss: 2.2430 +2025-05-31 19:28:21,375 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 20:59:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.1911, loss: 2.1911 +2025-05-31 19:29:04,073 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 20:59:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2300, loss: 2.2300 +2025-05-31 19:29:46,693 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 20:58:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 2.2763, loss: 2.2763 +2025-05-31 19:30:29,422 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 20:57:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.3541, loss: 2.3541 +2025-05-31 19:31:12,334 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 20:57:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2491, loss: 2.2491 +2025-05-31 19:31:55,430 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 20:56:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.3762, loss: 2.3762 +2025-05-31 19:32:38,369 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 20:55:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1831, loss: 2.1831 +2025-05-31 19:33:21,266 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 20:54:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.1902, loss: 2.1902 +2025-05-31 19:34:04,119 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 20:54:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.3140, loss: 2.3140 +2025-05-31 19:34:46,855 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 20:53:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.2554, loss: 2.2554 +2025-05-31 19:35:29,649 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 20:52:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.2777, loss: 2.2777 +2025-05-31 19:36:12,334 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:52:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.3265, loss: 2.3265 +2025-05-31 19:36:55,057 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:51:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2405, loss: 2.2405 +2025-05-31 19:37:37,696 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:50:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.2221, loss: 2.2221 +2025-05-31 19:38:20,417 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:49:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.2963, loss: 2.2963 +2025-05-31 19:39:03,136 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.3900, loss: 2.3900 +2025-05-31 19:39:45,902 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:48:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.2294, loss: 2.2294 +2025-05-31 19:40:28,643 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:47:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.3268, loss: 2.3268 +2025-05-31 19:41:11,340 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:46:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3153, loss: 2.3153 +2025-05-31 19:41:34,591 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-31 19:42:58,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:42:58,754 - pyskl - INFO - +top1_acc 0.8818 +top5_acc 0.9874 +2025-05-31 19:42:58,757 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8818, top5_acc: 0.9874 +2025-05-31 19:44:01,625 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:45:50, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.1481, loss: 2.1481 +2025-05-31 19:44:44,217 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:45:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.1505, loss: 2.1505 +2025-05-31 19:45:26,885 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:44:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.1971, loss: 2.1971 +2025-05-31 19:46:09,509 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:43:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2293, loss: 2.2293 +2025-05-31 19:46:52,310 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:42:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.1850, loss: 2.1850 +2025-05-31 19:47:35,017 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:42:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.1149, loss: 2.1149 +2025-05-31 19:48:17,663 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:41:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.1930, loss: 2.1930 +2025-05-31 19:49:00,454 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:40:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.2309, loss: 2.2309 +2025-05-31 19:49:43,183 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:40:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.1336, loss: 2.1336 +2025-05-31 19:50:25,934 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:39:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.3040, loss: 2.3040 +2025-05-31 19:51:08,632 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:38:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.3413, loss: 2.3413 +2025-05-31 19:51:51,355 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:37:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.1075, loss: 2.1075 +2025-05-31 19:52:34,270 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:37:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.3071, loss: 2.3071 +2025-05-31 19:53:16,977 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:36:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 2.2921, loss: 2.2921 +2025-05-31 19:53:59,633 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:35:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.2902, loss: 2.2902 +2025-05-31 19:54:42,360 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:35:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1857, loss: 2.1857 +2025-05-31 19:55:25,106 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:34:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.3335, loss: 2.3335 +2025-05-31 19:56:07,817 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:33:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.1317, loss: 2.1317 +2025-05-31 19:56:50,452 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:32:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.2007, loss: 2.2007 +2025-05-31 19:57:33,206 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:32:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.3242, loss: 2.3242 +2025-05-31 19:58:15,997 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:31:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.3202, loss: 2.3202 +2025-05-31 19:58:58,649 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:30:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.2393, loss: 2.2393 +2025-05-31 19:59:41,248 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:29:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.1851, loss: 2.1851 +2025-05-31 20:00:04,378 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-31 20:01:28,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:01:28,373 - pyskl - INFO - +top1_acc 0.9060 +top5_acc 0.9920 +2025-05-31 20:01:28,376 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.9060, top5_acc: 0.9920 +2025-05-31 20:02:31,249 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:28:51, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2576, loss: 2.2576 +2025-05-31 20:03:13,949 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:28:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.1418, loss: 2.1418 +2025-05-31 20:03:56,746 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:27:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.1535, loss: 2.1535 +2025-05-31 20:04:39,534 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:26:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.1512, loss: 2.1512 +2025-05-31 20:05:22,309 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:25:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.1189, loss: 2.1189 +2025-05-31 20:06:05,111 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:25:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.2250, loss: 2.2250 +2025-05-31 20:06:47,854 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:24:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.1590, loss: 2.1590 +2025-05-31 20:07:30,664 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:23:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.2082, loss: 2.2082 +2025-05-31 20:08:13,340 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:23:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.2441, loss: 2.2441 +2025-05-31 20:08:56,209 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:22:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.2010, loss: 2.2010 +2025-05-31 20:09:39,477 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:21:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.3204, loss: 2.3204 +2025-05-31 20:10:22,271 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:20:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.1794, loss: 2.1794 +2025-05-31 20:11:05,018 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:20:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2666, loss: 2.2666 +2025-05-31 20:11:47,688 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:19:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.2736, loss: 2.2736 +2025-05-31 20:12:30,848 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:18:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.2735, loss: 2.2735 +2025-05-31 20:13:13,623 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:18:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.2765, loss: 2.2765 +2025-05-31 20:13:56,414 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:17:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.3192, loss: 2.3192 +2025-05-31 20:14:39,172 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:16:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.2996, loss: 2.2996 +2025-05-31 20:15:21,893 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:15:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.2570, loss: 2.2570 +2025-05-31 20:16:04,640 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:15:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.2790, loss: 2.2790 +2025-05-31 20:16:47,420 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:14:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.1967, loss: 2.1967 +2025-05-31 20:17:30,105 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:13:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2294, loss: 2.2294 +2025-05-31 20:18:12,876 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:13:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2004, loss: 2.2004 +2025-05-31 20:18:36,118 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-31 20:20:00,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:20:00,319 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9917 +2025-05-31 20:20:00,322 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.9099, top5_acc: 0.9917 +2025-05-31 20:21:03,288 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:11:55, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1892, loss: 2.1892 +2025-05-31 20:21:45,977 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:11:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.0922, loss: 2.0922 +2025-05-31 20:22:28,649 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:10:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.1563, loss: 2.1563 +2025-05-31 20:23:11,283 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:09:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.2227, loss: 2.2227 +2025-05-31 20:23:54,040 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.1523, loss: 2.1523 +2025-05-31 20:24:36,782 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:08:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.2245, loss: 2.2245 +2025-05-31 20:25:19,605 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:07:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.1243, loss: 2.1243 +2025-05-31 20:26:02,462 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:06:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.1758, loss: 2.1758 +2025-05-31 20:26:45,231 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:06:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.1183, loss: 2.1183 +2025-05-31 20:27:28,045 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:05:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.1376, loss: 2.1376 +2025-05-31 20:28:10,663 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:04:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.1662, loss: 2.1662 +2025-05-31 20:28:53,389 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:04:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.1767, loss: 2.1767 +2025-05-31 20:29:36,086 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:03:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.1796, loss: 2.1796 +2025-05-31 20:30:18,746 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:02:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.1384, loss: 2.1384 +2025-05-31 20:31:01,578 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:01:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.3367, loss: 2.3367 +2025-05-31 20:31:44,224 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:01:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9806, loss_cls: 2.2466, loss: 2.2466 +2025-05-31 20:32:26,933 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:00:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2070, loss: 2.2070 +2025-05-31 20:33:09,718 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 19:59:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2162, loss: 2.2162 +2025-05-31 20:33:52,523 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 19:58:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.1443, loss: 2.1443 +2025-05-31 20:34:35,291 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 19:58:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.3248, loss: 2.3248 +2025-05-31 20:35:18,013 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 19:57:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.3491, loss: 2.3491 +2025-05-31 20:36:00,760 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 19:56:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.2551, loss: 2.2551 +2025-05-31 20:36:43,550 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 19:56:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2373, loss: 2.2373 +2025-05-31 20:37:06,832 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-31 20:38:30,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:38:30,893 - pyskl - INFO - +top1_acc 0.9161 +top5_acc 0.9910 +2025-05-31 20:38:30,942 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_70.pth was removed +2025-05-31 20:38:32,050 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-05-31 20:38:32,051 - pyskl - INFO - Best top1_acc is 0.9161 at 79 epoch. +2025-05-31 20:38:32,054 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.9161, top5_acc: 0.9910 +2025-05-31 20:39:35,261 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 19:54:58, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.0633, loss: 2.0633 +2025-05-31 20:40:18,121 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 19:54:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.1578, loss: 2.1578 +2025-05-31 20:41:00,910 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 19:53:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.0217, loss: 2.0217 +2025-05-31 20:41:43,645 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 19:52:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.1279, loss: 2.1279 +2025-05-31 20:42:26,397 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:52:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.1176, loss: 2.1176 +2025-05-31 20:43:09,156 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:51:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.0674, loss: 2.0674 +2025-05-31 20:43:51,861 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:50:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.2026, loss: 2.2026 +2025-05-31 20:44:34,605 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:49:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.1900, loss: 2.1900 +2025-05-31 20:45:17,292 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:49:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.1932, loss: 2.1932 +2025-05-31 20:46:00,084 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:48:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.3000, loss: 2.3000 +2025-05-31 20:46:42,923 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:47:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.0871, loss: 2.0871 +2025-05-31 20:47:25,612 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:47:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.2960, loss: 2.2960 +2025-05-31 20:48:08,330 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:46:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.2655, loss: 2.2655 +2025-05-31 20:48:50,999 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:45:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.2240, loss: 2.2240 +2025-05-31 20:49:33,637 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:44:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1332, loss: 2.1332 +2025-05-31 20:50:16,484 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:44:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.2429, loss: 2.2429 +2025-05-31 20:50:59,180 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:43:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.3260, loss: 2.3260 +2025-05-31 20:51:41,954 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:42:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9956, loss_cls: 2.2281, loss: 2.2281 +2025-05-31 20:52:24,705 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:42:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2131, loss: 2.2131 +2025-05-31 20:53:07,521 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:41:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.2414, loss: 2.2414 +2025-05-31 20:53:50,265 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:40:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.2194, loss: 2.2194 +2025-05-31 20:54:32,928 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:39:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9962, loss_cls: 2.1160, loss: 2.1160 +2025-05-31 20:55:15,597 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:39:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.2705, loss: 2.2705 +2025-05-31 20:55:38,812 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-31 21:04:03,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:04:03,716 - pyskl - INFO - +top1_acc 0.8238 +top5_acc 0.9794 +2025-05-31 21:04:03,719 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8238, top5_acc: 0.9794 +2025-05-31 21:05:06,006 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:38:01, time: 0.623, data_time: 0.197, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.1967, loss: 2.1967 +2025-05-31 21:05:48,613 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:37:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.0876, loss: 2.0876 +2025-05-31 21:06:31,260 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.0097, loss: 2.0097 +2025-05-31 21:07:13,895 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:35:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.1607, loss: 2.1607 +2025-05-31 21:07:56,565 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:35:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.1079, loss: 2.1079 +2025-05-31 21:08:39,445 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:34:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.1367, loss: 2.1367 +2025-05-31 21:09:22,091 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:33:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.0934, loss: 2.0934 +2025-05-31 21:10:04,825 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:32:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1268, loss: 2.1268 +2025-05-31 21:10:47,597 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:32:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.2023, loss: 2.2023 +2025-05-31 21:11:30,363 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:31:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.1262, loss: 2.1262 +2025-05-31 21:12:13,197 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:30:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.0664, loss: 2.0664 +2025-05-31 21:12:56,011 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:30:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2084, loss: 2.2084 +2025-05-31 21:13:38,820 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:29:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.1817, loss: 2.1817 +2025-05-31 21:14:21,627 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:28:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.2471, loss: 2.2471 +2025-05-31 21:15:04,426 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:27:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2191, loss: 2.2191 +2025-05-31 21:15:47,190 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:27:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.1229, loss: 2.1229 +2025-05-31 21:16:29,907 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:26:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.1512, loss: 2.1512 +2025-05-31 21:17:12,718 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:25:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.3552, loss: 2.3552 +2025-05-31 21:17:55,487 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:25:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.2448, loss: 2.2448 +2025-05-31 21:18:38,192 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:24:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.1517, loss: 2.1517 +2025-05-31 21:19:21,030 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:23:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.2713, loss: 2.2713 +2025-05-31 21:20:03,857 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:22:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.1413, loss: 2.1413 +2025-05-31 21:20:46,541 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:22:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2023, loss: 2.2023 +2025-05-31 21:21:09,719 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-31 21:22:33,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:22:34,019 - pyskl - INFO - +top1_acc 0.8848 +top5_acc 0.9866 +2025-05-31 21:22:34,022 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8848, top5_acc: 0.9866 +2025-05-31 21:23:37,086 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:21:05, time: 0.631, data_time: 0.201, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.1518, loss: 2.1518 +2025-05-31 21:24:20,013 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:20:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.1692, loss: 2.1692 +2025-05-31 21:25:02,783 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:19:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.1915, loss: 2.1915 +2025-05-31 21:25:45,574 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:18:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9962, loss_cls: 2.1836, loss: 2.1836 +2025-05-31 21:26:28,196 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:18:12, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.0608, loss: 2.0608 +2025-05-31 21:27:11,159 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:17:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.2568, loss: 2.2568 +2025-05-31 21:27:53,950 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:16:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.1208, loss: 2.1208 +2025-05-31 21:28:36,690 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:16:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0223, loss: 2.0223 +2025-05-31 21:29:19,567 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:15:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.1169, loss: 2.1169 +2025-05-31 21:30:02,351 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:14:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.0861, loss: 2.0861 +2025-05-31 21:30:45,208 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:13:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.1987, loss: 2.1987 +2025-05-31 21:31:27,922 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:13:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.1795, loss: 2.1795 +2025-05-31 21:32:10,845 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:12:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1797, loss: 2.1797 +2025-05-31 21:32:53,681 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:11:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.0727, loss: 2.0727 +2025-05-31 21:33:36,650 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:11:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.1087, loss: 2.1087 +2025-05-31 21:34:19,433 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:10:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.2139, loss: 2.2139 +2025-05-31 21:35:02,097 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:09:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.2368, loss: 2.2368 +2025-05-31 21:35:44,764 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:08:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.1614, loss: 2.1614 +2025-05-31 21:36:27,413 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:08:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.1588, loss: 2.1588 +2025-05-31 21:37:10,132 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:07:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.1727, loss: 2.1727 +2025-05-31 21:37:52,770 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:06:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.2242, loss: 2.2242 +2025-05-31 21:38:35,471 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:06:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.2024, loss: 2.2024 +2025-05-31 21:39:18,123 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:05:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.2678, loss: 2.2678 +2025-05-31 21:39:41,334 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-31 21:41:05,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:41:05,519 - pyskl - INFO - +top1_acc 0.8986 +top5_acc 0.9893 +2025-05-31 21:41:05,522 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8986, top5_acc: 0.9893 +2025-05-31 21:42:08,145 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:04:09, time: 0.626, data_time: 0.200, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.1094, loss: 2.1094 +2025-05-31 21:42:50,937 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:03:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.0985, loss: 2.0985 +2025-05-31 21:43:33,712 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:02:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1037, loss: 2.1037 +2025-05-31 21:44:16,453 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:02:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.1522, loss: 2.1522 +2025-05-31 21:44:59,183 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:01:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.1216, loss: 2.1216 +2025-05-31 21:45:41,925 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:00:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.1551, loss: 2.1551 +2025-05-31 21:46:24,689 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 18:59:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1787, loss: 2.1787 +2025-05-31 21:47:07,493 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 18:59:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.1341, loss: 2.1341 +2025-05-31 21:47:50,262 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 18:58:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.0282, loss: 2.0282 +2025-05-31 21:48:33,089 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 18:57:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.2146, loss: 2.2146 +2025-05-31 21:49:16,034 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 18:56:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.0239, loss: 2.0239 +2025-05-31 21:49:58,979 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 18:56:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.1163, loss: 2.1163 +2025-05-31 21:50:41,821 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 18:55:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.0641, loss: 2.0641 +2025-05-31 21:51:24,573 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 18:54:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.2718, loss: 2.2718 +2025-05-31 21:52:07,462 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 18:54:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.2215, loss: 2.2215 +2025-05-31 21:52:50,173 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 18:53:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 2.1424, loss: 2.1424 +2025-05-31 21:53:32,977 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 18:52:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.0944, loss: 2.0944 +2025-05-31 21:54:15,805 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:51:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.1843, loss: 2.1843 +2025-05-31 21:54:58,658 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.1568, loss: 2.1568 +2025-05-31 21:55:41,358 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:50:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.1739, loss: 2.1739 +2025-05-31 21:56:23,981 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:49:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.1889, loss: 2.1889 +2025-05-31 21:57:06,699 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:49:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.2411, loss: 2.2411 +2025-05-31 21:57:49,494 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:48:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.0911, loss: 2.0911 +2025-05-31 21:58:12,798 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-31 21:59:36,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:59:36,909 - pyskl - INFO - +top1_acc 0.9158 +top5_acc 0.9919 +2025-05-31 21:59:36,912 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9158, top5_acc: 0.9919 +2025-05-31 22:00:39,377 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:47:14, time: 0.625, data_time: 0.198, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.1240, loss: 2.1240 +2025-05-31 22:01:21,965 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:46:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.0657, loss: 2.0657 +2025-05-31 22:02:04,612 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:45:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.1085, loss: 2.1085 +2025-05-31 22:02:47,261 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:45:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.1324, loss: 2.1324 +2025-05-31 22:03:29,953 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:44:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.0995, loss: 2.0995 +2025-05-31 22:04:12,668 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:43:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.1283, loss: 2.1283 +2025-05-31 22:04:55,301 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:42:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.1395, loss: 2.1395 +2025-05-31 22:05:37,888 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:42:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.1099, loss: 2.1099 +2025-05-31 22:06:20,549 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:41:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.1329, loss: 2.1329 +2025-05-31 22:07:03,228 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:40:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.9987, loss: 1.9987 +2025-05-31 22:07:45,977 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:40:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.1252, loss: 2.1252 +2025-05-31 22:08:28,785 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:39:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2086, loss: 2.2086 +2025-05-31 22:09:11,553 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:38:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.1400, loss: 2.1400 +2025-05-31 22:09:54,244 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:37:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.1660, loss: 2.1660 +2025-05-31 22:10:37,027 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.0812, loss: 2.0812 +2025-05-31 22:11:19,805 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:36:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.1916, loss: 2.1916 +2025-05-31 22:12:02,505 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:35:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.1988, loss: 2.1988 +2025-05-31 22:12:45,226 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:35:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.0878, loss: 2.0878 +2025-05-31 22:13:27,898 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:34:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.1419, loss: 2.1419 +2025-05-31 22:14:10,617 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:33:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.1200, loss: 2.1200 +2025-05-31 22:14:53,400 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:32:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.0794, loss: 2.0794 +2025-05-31 22:15:36,157 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:32:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.1813, loss: 2.1813 +2025-05-31 22:16:18,985 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:31:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.1380, loss: 2.1380 +2025-05-31 22:16:42,231 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-31 22:18:06,513 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:18:06,588 - pyskl - INFO - +top1_acc 0.9166 +top5_acc 0.9931 +2025-05-31 22:18:06,641 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_79.pth was removed +2025-05-31 22:18:07,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-05-31 22:18:07,644 - pyskl - INFO - Best top1_acc is 0.9166 at 84 epoch. +2025-05-31 22:18:07,647 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9166, top5_acc: 0.9931 +2025-05-31 22:19:10,235 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:30:17, time: 0.626, data_time: 0.198, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0527, loss: 2.0527 +2025-05-31 22:19:52,895 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:29:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.9967, loss: 1.9967 +2025-05-31 22:20:35,606 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:28:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.0489, loss: 2.0489 +2025-05-31 22:21:18,189 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:28:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.0823, loss: 2.0823 +2025-05-31 22:22:00,897 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:27:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.0502, loss: 2.0502 +2025-05-31 22:22:43,562 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:26:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.1104, loss: 2.1104 +2025-05-31 22:23:26,114 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:25:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.0307, loss: 2.0307 +2025-05-31 22:24:08,799 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.0742, loss: 2.0742 +2025-05-31 22:24:51,446 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:24:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.1344, loss: 2.1344 +2025-05-31 22:25:34,090 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:23:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.1456, loss: 2.1456 +2025-05-31 22:26:16,715 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:23:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.1173, loss: 2.1173 +2025-05-31 22:26:59,587 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:22:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.1226, loss: 2.1226 +2025-05-31 22:27:42,166 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:21:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.1199, loss: 2.1199 +2025-05-31 22:28:24,746 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:20:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1941, loss: 2.1941 +2025-05-31 22:29:07,339 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:20:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.1872, loss: 2.1872 +2025-05-31 22:29:49,895 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:19:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.1744, loss: 2.1744 +2025-05-31 22:30:32,426 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:18:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.0942, loss: 2.0942 +2025-05-31 22:31:14,958 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:18:04, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.0956, loss: 2.0956 +2025-05-31 22:31:57,494 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:17:20, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.1713, loss: 2.1713 +2025-05-31 22:32:40,107 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:16:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.0616, loss: 2.0616 +2025-05-31 22:33:22,640 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:15:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 2.1237, loss: 2.1237 +2025-05-31 22:34:05,288 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:15:11, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.0995, loss: 2.0995 +2025-05-31 22:34:48,003 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:14:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1160, loss: 2.1160 +2025-05-31 22:35:11,135 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-31 22:44:23,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:44:23,827 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9877 +2025-05-31 22:44:23,830 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8951, top5_acc: 0.9877 +2025-05-31 22:45:26,463 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:13:20, time: 0.626, data_time: 0.198, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.9702, loss: 1.9702 +2025-05-31 22:46:09,442 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:12:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0210, loss: 2.0210 +2025-05-31 22:46:52,286 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:11:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.0352, loss: 2.0352 +2025-05-31 22:47:35,106 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:11:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.0918, loss: 2.0918 +2025-05-31 22:48:17,982 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:10:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.0667, loss: 2.0667 +2025-05-31 22:49:00,760 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:09:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.0168, loss: 2.0168 +2025-05-31 22:49:43,594 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.0066, loss: 2.0066 +2025-05-31 22:50:26,358 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:08:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.0630, loss: 2.0630 +2025-05-31 22:51:09,176 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:07:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1284, loss: 2.1284 +2025-05-31 22:51:52,066 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:06:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.0083, loss: 2.0083 +2025-05-31 22:52:35,099 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:06:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.1378, loss: 2.1378 +2025-05-31 22:53:18,407 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:05:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1222, loss: 2.1222 +2025-05-31 22:54:01,630 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:04:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 1.9805, loss: 1.9805 +2025-05-31 22:54:44,652 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:04:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.0686, loss: 2.0686 +2025-05-31 22:55:27,731 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:03:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.1314, loss: 2.1314 +2025-05-31 22:56:10,405 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:02:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9862, loss_cls: 2.0329, loss: 2.0329 +2025-05-31 22:56:53,037 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:01:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1046, loss: 2.1046 +2025-05-31 22:57:35,665 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:01:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.1029, loss: 2.1029 +2025-05-31 22:58:18,502 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:00:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2113, loss: 2.2113 +2025-05-31 22:59:01,194 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 17:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.0548, loss: 2.0548 +2025-05-31 22:59:44,161 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 17:59:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.1615, loss: 2.1615 +2025-05-31 23:00:27,001 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 17:58:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.0797, loss: 2.0797 +2025-05-31 23:01:09,798 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 17:57:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.0746, loss: 2.0746 +2025-05-31 23:01:32,995 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-31 23:02:57,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:02:57,236 - pyskl - INFO - +top1_acc 0.9128 +top5_acc 0.9927 +2025-05-31 23:02:57,239 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9128, top5_acc: 0.9927 +2025-05-31 23:04:00,317 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 17:56:27, time: 0.631, data_time: 0.201, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.9880, loss: 1.9880 +2025-05-31 23:04:43,241 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 17:55:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.9677, loss: 1.9677 +2025-05-31 23:05:26,106 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 17:55:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.0506, loss: 2.0506 +2025-05-31 23:06:08,838 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 17:54:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.0526, loss: 2.0526 +2025-05-31 23:06:51,552 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 17:53:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.0914, loss: 2.0914 +2025-05-31 23:07:34,366 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 17:52:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.0280, loss: 2.0280 +2025-05-31 23:08:17,190 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:52:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.0037, loss: 2.0037 +2025-05-31 23:08:59,985 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:51:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.0612, loss: 2.0612 +2025-05-31 23:09:42,835 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:50:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.1255, loss: 2.1255 +2025-05-31 23:10:25,670 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:50:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.0316, loss: 2.0316 +2025-05-31 23:11:08,441 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:49:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0557, loss: 2.0557 +2025-05-31 23:11:51,035 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:48:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.0740, loss: 2.0740 +2025-05-31 23:12:33,764 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:47:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.0944, loss: 2.0944 +2025-05-31 23:13:16,529 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:47:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.1204, loss: 2.1204 +2025-05-31 23:13:59,306 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:46:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.0123, loss: 2.0123 +2025-05-31 23:14:42,053 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:45:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.0437, loss: 2.0437 +2025-05-31 23:15:24,710 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:44:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.9709, loss: 1.9709 +2025-05-31 23:16:07,401 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1269, loss: 2.1269 +2025-05-31 23:16:50,153 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:43:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.1044, loss: 2.1044 +2025-05-31 23:17:32,815 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:42:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.1396, loss: 2.1396 +2025-05-31 23:18:15,565 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:42:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.0235, loss: 2.0235 +2025-05-31 23:18:58,361 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:41:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 2.0911, loss: 2.0911 +2025-05-31 23:19:41,134 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:40:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.1611, loss: 2.1611 +2025-05-31 23:20:04,298 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-31 23:21:28,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:21:28,624 - pyskl - INFO - +top1_acc 0.8955 +top5_acc 0.9871 +2025-05-31 23:21:28,627 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8955, top5_acc: 0.9871 +2025-05-31 23:22:31,433 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:39:33, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.0576, loss: 2.0576 +2025-05-31 23:23:14,102 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:38:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0188, loss: 2.0188 +2025-05-31 23:23:56,752 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:38:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0186, loss: 2.0186 +2025-05-31 23:24:39,465 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:37:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.0520, loss: 2.0520 +2025-05-31 23:25:22,073 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:36:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.9570, loss: 1.9570 +2025-05-31 23:26:04,794 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:35:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0205, loss: 2.0205 +2025-05-31 23:26:47,412 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:35:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.0514, loss: 2.0514 +2025-05-31 23:27:30,065 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:34:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.0331, loss: 2.0331 +2025-05-31 23:28:12,721 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:33:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.0467, loss: 2.0467 +2025-05-31 23:28:55,475 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:33:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.1028, loss: 2.1028 +2025-05-31 23:29:38,333 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:32:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.0933, loss: 2.0933 +2025-05-31 23:30:21,130 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:31:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0846, loss: 2.0846 +2025-05-31 23:31:03,937 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:30:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.1223, loss: 2.1223 +2025-05-31 23:31:47,038 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:30:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.0313, loss: 2.0313 +2025-05-31 23:32:29,986 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:29:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.1134, loss: 2.1134 +2025-05-31 23:33:12,773 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:28:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.0855, loss: 2.0855 +2025-05-31 23:33:55,565 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:28:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.0859, loss: 2.0859 +2025-05-31 23:34:38,357 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:27:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.0916, loss: 2.0916 +2025-05-31 23:35:21,078 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:26:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.0707, loss: 2.0707 +2025-05-31 23:36:03,870 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:25:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.0787, loss: 2.0787 +2025-05-31 23:36:46,617 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:25:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.1140, loss: 2.1140 +2025-05-31 23:37:29,323 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:24:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 2.1013, loss: 2.1013 +2025-05-31 23:38:12,073 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:23:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.0875, loss: 2.0875 +2025-05-31 23:38:35,294 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-31 23:39:59,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:39:59,495 - pyskl - INFO - +top1_acc 0.9199 +top5_acc 0.9926 +2025-05-31 23:39:59,551 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_84.pth was removed +2025-05-31 23:40:00,595 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-05-31 23:40:00,596 - pyskl - INFO - Best top1_acc is 0.9199 at 88 epoch. +2025-05-31 23:40:00,599 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9199, top5_acc: 0.9926 +2025-05-31 23:41:03,224 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:22:39, time: 0.626, data_time: 0.199, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.9658, loss: 1.9658 +2025-05-31 23:41:45,960 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:21:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.0188, loss: 2.0188 +2025-05-31 23:42:28,713 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:21:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9414, loss: 1.9414 +2025-05-31 23:43:11,437 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:20:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.0976, loss: 2.0976 +2025-05-31 23:43:54,153 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:19:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.0398, loss: 2.0398 +2025-05-31 23:44:36,900 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:19:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.0355, loss: 2.0355 +2025-05-31 23:45:19,701 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:18:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.0498, loss: 2.0498 +2025-05-31 23:46:02,588 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:17:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 1.9685, loss: 1.9685 +2025-05-31 23:46:45,341 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:16:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9910, loss: 1.9910 +2025-05-31 23:47:28,254 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:16:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.1020, loss: 2.1020 +2025-05-31 23:48:11,124 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:15:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.0265, loss: 2.0265 +2025-05-31 23:48:53,982 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.0303, loss: 2.0303 +2025-05-31 23:49:36,965 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:14:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9969, loss_cls: 2.0170, loss: 2.0170 +2025-05-31 23:50:19,906 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:13:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 1.9803, loss: 1.9803 +2025-05-31 23:51:02,781 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:12:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.0862, loss: 2.0862 +2025-05-31 23:51:45,678 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:11:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.0312, loss: 2.0312 +2025-05-31 23:52:28,577 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:11:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.2028, loss: 2.2028 +2025-05-31 23:53:11,295 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:10:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.0949, loss: 2.0949 +2025-05-31 23:53:54,129 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:09:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.1199, loss: 2.1199 +2025-05-31 23:54:36,952 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.0495, loss: 2.0495 +2025-05-31 23:55:19,692 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:08:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.1086, loss: 2.1086 +2025-05-31 23:56:02,429 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:07:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9773, loss: 1.9773 +2025-05-31 23:56:45,102 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:06:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.0331, loss: 2.0331 +2025-05-31 23:57:08,379 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-31 23:58:32,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:58:32,788 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9893 +2025-05-31 23:58:32,791 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8960, top5_acc: 0.9893 +2025-05-31 23:59:36,165 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:05:46, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.8871, loss: 1.8871 +2025-06-01 00:00:18,970 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:05:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 1.9612, loss: 1.9612 +2025-06-01 00:01:01,858 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:04:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.8619, loss: 1.8619 +2025-06-01 00:01:44,700 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:03:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 1.8791, loss: 1.8791 +2025-06-01 00:02:27,417 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:02:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.0347, loss: 2.0347 +2025-06-01 00:03:10,198 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:02:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 1.9359, loss: 1.9359 +2025-06-01 00:03:52,905 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:01:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.9838, loss: 1.9838 +2025-06-01 00:04:35,606 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:00:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.0231, loss: 2.0231 +2025-06-01 00:05:18,395 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:00:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.0653, loss: 2.0653 +2025-06-01 00:06:01,333 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 16:59:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.9687, loss: 1.9687 +2025-06-01 00:06:44,217 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 16:58:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0452, loss: 2.0452 +2025-06-01 00:07:27,142 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 16:57:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 2.1228, loss: 2.1228 +2025-06-01 00:08:09,851 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 16:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.0327, loss: 2.0327 +2025-06-01 00:08:52,582 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 16:56:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.0827, loss: 2.0827 +2025-06-01 00:09:35,197 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 16:55:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.9502, loss: 1.9502 +2025-06-01 00:10:17,846 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 16:55:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.0026, loss: 2.0026 +2025-06-01 00:11:00,621 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 16:54:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.1199, loss: 2.1199 +2025-06-01 00:11:43,337 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 16:53:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.1177, loss: 2.1177 +2025-06-01 00:12:26,114 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 16:52:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.0076, loss: 2.0076 +2025-06-01 00:13:08,830 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:52:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.0641, loss: 2.0641 +2025-06-01 00:13:51,710 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:51:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.0611, loss: 2.0611 +2025-06-01 00:14:34,584 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:50:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.0191, loss: 2.0191 +2025-06-01 00:15:17,461 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:50:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 1.9571, loss: 1.9571 +2025-06-01 00:15:40,738 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-01 00:24:48,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:24:48,654 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9936 +2025-06-01 00:24:48,657 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9187, top5_acc: 0.9936 +2025-06-01 00:25:51,668 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:48:53, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0012, loss: 2.0012 +2025-06-01 00:26:34,410 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:48:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8574, loss: 1.8574 +2025-06-01 00:27:17,032 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:47:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.9002, loss: 1.9002 +2025-06-01 00:27:59,701 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:46:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.9826, loss: 1.9826 +2025-06-01 00:28:42,453 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:46:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.9828, loss: 1.9828 +2025-06-01 00:29:25,202 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:45:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.9164, loss: 1.9164 +2025-06-01 00:30:08,090 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:44:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.9602, loss: 1.9602 +2025-06-01 00:30:50,799 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:43:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.1350, loss: 2.1350 +2025-06-01 00:31:33,513 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:43:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.0997, loss: 2.0997 +2025-06-01 00:32:16,319 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.9466, loss: 1.9466 +2025-06-01 00:32:59,118 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:41:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.0073, loss: 2.0073 +2025-06-01 00:33:41,846 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:40:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.1105, loss: 2.1105 +2025-06-01 00:34:24,539 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:40:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9974, loss: 1.9974 +2025-06-01 00:35:07,261 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:39:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.0087, loss: 2.0087 +2025-06-01 00:35:50,085 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:38:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.0075, loss: 2.0075 +2025-06-01 00:36:32,825 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:38:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.9858, loss: 1.9858 +2025-06-01 00:37:15,474 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:37:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.0433, loss: 2.0433 +2025-06-01 00:37:58,139 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:36:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.9336, loss: 1.9336 +2025-06-01 00:38:40,877 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:35:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.1228, loss: 2.1228 +2025-06-01 00:39:23,726 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:35:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.0068, loss: 2.0068 +2025-06-01 00:40:06,547 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:34:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0458, loss: 2.0458 +2025-06-01 00:40:49,400 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:33:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.0392, loss: 2.0392 +2025-06-01 00:41:32,287 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:33:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 1.9896, loss: 1.9896 +2025-06-01 00:41:55,495 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-01 00:43:19,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:43:19,646 - pyskl - INFO - +top1_acc 0.8759 +top5_acc 0.9866 +2025-06-01 00:43:19,649 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.8759, top5_acc: 0.9866 +2025-06-01 00:44:22,090 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:31:59, time: 0.624, data_time: 0.197, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8453, loss: 1.8453 +2025-06-01 00:45:04,880 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:31:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 1.9980, loss: 1.9980 +2025-06-01 00:45:47,547 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:30:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.9956, loss: 1.9956 +2025-06-01 00:46:30,313 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:29:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.9247, loss: 1.9247 +2025-06-01 00:47:13,041 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:29:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.0625, loss: 2.0625 +2025-06-01 00:47:55,804 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:28:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.9460, loss: 1.9460 +2025-06-01 00:48:38,504 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:27:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.8970, loss: 1.8970 +2025-06-01 00:49:21,318 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:26:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.0027, loss: 2.0027 +2025-06-01 00:50:03,996 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:26:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.0097, loss: 2.0097 +2025-06-01 00:50:46,716 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:25:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9137, loss: 1.9137 +2025-06-01 00:51:29,513 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:24:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.0269, loss: 2.0269 +2025-06-01 00:52:12,643 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:24:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0048, loss: 2.0048 +2025-06-01 00:52:55,507 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:23:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.8583, loss: 1.8583 +2025-06-01 00:53:38,237 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:22:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.9623, loss: 1.9623 +2025-06-01 00:54:20,870 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:21:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9894, loss_cls: 1.9036, loss: 1.9036 +2025-06-01 00:55:03,541 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:21:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.9994, loss: 1.9994 +2025-06-01 00:55:46,216 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 1.9441, loss: 1.9441 +2025-06-01 00:56:29,017 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:19:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.0001, loss: 2.0001 +2025-06-01 00:57:11,705 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:19:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.0368, loss: 2.0368 +2025-06-01 00:57:54,364 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:18:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.0222, loss: 2.0222 +2025-06-01 00:58:36,932 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:17:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9192, loss: 1.9192 +2025-06-01 00:59:19,684 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:16:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.9574, loss: 1.9574 +2025-06-01 01:00:02,430 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:16:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 1.8981, loss: 1.8981 +2025-06-01 01:00:25,750 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-01 01:01:49,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:01:49,785 - pyskl - INFO - +top1_acc 0.9211 +top5_acc 0.9938 +2025-06-01 01:01:49,840 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_88.pth was removed +2025-06-01 01:01:50,898 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-01 01:01:50,898 - pyskl - INFO - Best top1_acc is 0.9211 at 92 epoch. +2025-06-01 01:01:50,901 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9211, top5_acc: 0.9938 +2025-06-01 01:02:53,826 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:15:05, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.9365, loss: 1.9365 +2025-06-01 01:03:36,472 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:14:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.9062, loss: 1.9062 +2025-06-01 01:04:19,133 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:13:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.8646, loss: 1.8646 +2025-06-01 01:05:01,793 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:12:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9018, loss: 1.9018 +2025-06-01 01:05:44,432 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:12:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.9100, loss: 1.9100 +2025-06-01 01:06:26,947 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:11:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8487, loss: 1.8487 +2025-06-01 01:07:09,477 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:10:47, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 1.9789, loss: 1.9789 +2025-06-01 01:07:52,064 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:10:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 1.9163, loss: 1.9163 +2025-06-01 01:08:34,601 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:09:21, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.8984, loss: 1.8984 +2025-06-01 01:09:17,297 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:08:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.0043, loss: 2.0043 +2025-06-01 01:10:00,042 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:07:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 1.9925, loss: 1.9925 +2025-06-01 01:10:42,949 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:07:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.9357, loss: 1.9357 +2025-06-01 01:11:25,577 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:06:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.9864, loss: 1.9864 +2025-06-01 01:12:08,238 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9149, loss: 1.9149 +2025-06-01 01:12:50,807 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:05:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.0213, loss: 2.0213 +2025-06-01 01:13:33,445 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:04:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 1.9668, loss: 1.9668 +2025-06-01 01:14:16,136 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:03:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 1.9660, loss: 1.9660 +2025-06-01 01:14:59,053 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:02:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 1.9394, loss: 1.9394 +2025-06-01 01:15:42,019 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:02:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.0677, loss: 2.0677 +2025-06-01 01:16:24,806 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:01:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.9764, loss: 1.9764 +2025-06-01 01:17:07,525 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:00:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.0014, loss: 2.0014 +2025-06-01 01:17:50,390 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:00:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.0418, loss: 2.0418 +2025-06-01 01:18:33,199 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 15:59:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9221, loss: 1.9221 +2025-06-01 01:18:56,441 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-01 01:20:20,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:20:20,594 - pyskl - INFO - +top1_acc 0.9225 +top5_acc 0.9919 +2025-06-01 01:20:20,649 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_92.pth was removed +2025-06-01 01:20:21,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-01 01:20:21,676 - pyskl - INFO - Best top1_acc is 0.9225 at 93 epoch. +2025-06-01 01:20:21,679 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9225, top5_acc: 0.9919 +2025-06-01 01:21:24,577 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 15:58:11, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.7882, loss: 1.7882 +2025-06-01 01:22:07,317 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 15:57:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.8626, loss: 1.8626 +2025-06-01 01:22:50,022 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 15:56:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8886, loss: 1.8886 +2025-06-01 01:23:32,750 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 15:56:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.8912, loss: 1.8912 +2025-06-01 01:24:15,525 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 15:55:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9566, loss: 1.9566 +2025-06-01 01:24:58,234 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 15:54:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9570, loss: 1.9570 +2025-06-01 01:25:40,942 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 15:53:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9170, loss: 1.9170 +2025-06-01 01:26:23,636 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 15:53:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8836, loss: 1.8836 +2025-06-01 01:27:06,325 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:52:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9900, loss_cls: 1.9087, loss: 1.9087 +2025-06-01 01:27:49,107 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:51:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.9539, loss: 1.9539 +2025-06-01 01:28:31,878 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:51:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7659, loss: 1.7659 +2025-06-01 01:29:14,651 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:50:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.9296, loss: 1.9296 +2025-06-01 01:29:57,360 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:49:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.9683, loss: 1.9683 +2025-06-01 01:30:40,129 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:48:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.9492, loss: 1.9492 +2025-06-01 01:31:22,917 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:48:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 1.9123, loss: 1.9123 +2025-06-01 01:32:05,740 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:47:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.0213, loss: 2.0213 +2025-06-01 01:32:48,667 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:46:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.9755, loss: 1.9755 +2025-06-01 01:33:31,238 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:46:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.9112, loss: 1.9112 +2025-06-01 01:34:14,358 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:45:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 1.8778, loss: 1.8778 +2025-06-01 01:34:57,086 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:44:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.9739, loss: 1.9739 +2025-06-01 01:35:39,893 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:43:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.0283, loss: 2.0283 +2025-06-01 01:36:22,571 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:43:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.9670, loss: 1.9670 +2025-06-01 01:37:05,348 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:42:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.0037, loss: 2.0037 +2025-06-01 01:37:28,648 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-01 01:38:52,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:38:52,931 - pyskl - INFO - +top1_acc 0.8999 +top5_acc 0.9907 +2025-06-01 01:38:52,935 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.8999, top5_acc: 0.9907 +2025-06-01 01:39:56,530 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:41:19, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 1.9084, loss: 1.9084 +2025-06-01 01:40:39,323 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:40:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 1.9952, loss: 1.9952 +2025-06-01 01:41:22,126 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:39:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.7788, loss: 1.7788 +2025-06-01 01:42:04,942 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:39:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8866, loss: 1.8866 +2025-06-01 01:42:47,695 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.9146, loss: 1.9146 +2025-06-01 01:43:30,518 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:37:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.9272, loss: 1.9272 +2025-06-01 01:44:13,296 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:37:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.8867, loss: 1.8867 +2025-06-01 01:44:56,025 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:36:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.9180, loss: 1.9180 +2025-06-01 01:45:38,816 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:35:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 1.8404, loss: 1.8404 +2025-06-01 01:46:21,804 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:34:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.0075, loss: 2.0075 +2025-06-01 01:47:04,635 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:34:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.9017, loss: 1.9017 +2025-06-01 01:47:47,579 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:33:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.9741, loss: 1.9741 +2025-06-01 01:48:30,195 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:32:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.8990, loss: 1.8990 +2025-06-01 01:49:12,892 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:32:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.9726, loss: 1.9726 +2025-06-01 01:49:55,789 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:31:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.9588, loss: 1.9588 +2025-06-01 01:50:38,549 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:30:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.9343, loss: 1.9343 +2025-06-01 01:51:21,286 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:29:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.9113, loss: 1.9113 +2025-06-01 01:52:04,313 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 1.8480, loss: 1.8480 +2025-06-01 01:52:47,195 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.9176, loss: 1.9176 +2025-06-01 01:53:30,179 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:27:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.9315, loss: 1.9315 +2025-06-01 01:54:13,087 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:27:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.9491, loss: 1.9491 +2025-06-01 01:54:55,949 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:26:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9521, loss: 1.9521 +2025-06-01 01:55:38,845 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:25:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9254, loss: 1.9254 +2025-06-01 01:56:02,167 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-01 02:05:00,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:05:00,942 - pyskl - INFO - +top1_acc 0.9278 +top5_acc 0.9923 +2025-06-01 02:05:00,994 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_93.pth was removed +2025-06-01 02:05:01,995 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-06-01 02:05:01,996 - pyskl - INFO - Best top1_acc is 0.9278 at 95 epoch. +2025-06-01 02:05:01,999 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9278, top5_acc: 0.9923 +2025-06-01 02:06:04,546 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:24:27, time: 0.625, data_time: 0.199, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8101, loss: 1.8101 +2025-06-01 02:06:47,186 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:23:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.8017, loss: 1.8017 +2025-06-01 02:07:29,910 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:23:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.8991, loss: 1.8991 +2025-06-01 02:08:12,603 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:22:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.9693, loss: 1.9693 +2025-06-01 02:08:55,324 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:21:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.9094, loss: 1.9094 +2025-06-01 02:09:37,969 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:20:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 1.9088, loss: 1.9088 +2025-06-01 02:10:20,743 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:20:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.9220, loss: 1.9220 +2025-06-01 02:11:03,583 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:19:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8660, loss: 1.8660 +2025-06-01 02:11:46,287 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:18:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.8928, loss: 1.8928 +2025-06-01 02:12:29,096 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:18:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.0081, loss: 2.0081 +2025-06-01 02:13:11,764 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:17:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 1.8235, loss: 1.8235 +2025-06-01 02:13:54,581 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:16:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 1.8770, loss: 1.8770 +2025-06-01 02:14:37,385 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:15:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 1.8177, loss: 1.8177 +2025-06-01 02:15:20,198 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:15:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.8686, loss: 1.8686 +2025-06-01 02:16:03,077 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:14:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 1.9385, loss: 1.9385 +2025-06-01 02:16:45,838 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:13:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 1.9208, loss: 1.9208 +2025-06-01 02:17:28,562 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:13:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7702, loss: 1.7702 +2025-06-01 02:18:11,258 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:12:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.8346, loss: 1.8346 +2025-06-01 02:18:54,022 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:11:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.8881, loss: 1.8881 +2025-06-01 02:19:36,842 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:10:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 1.9842, loss: 1.9842 +2025-06-01 02:20:19,582 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:10:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.8552, loss: 1.8552 +2025-06-01 02:21:02,317 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 2.0174, loss: 2.0174 +2025-06-01 02:21:44,998 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:08:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.9203, loss: 1.9203 +2025-06-01 02:22:08,279 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-01 02:23:31,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:23:32,026 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9918 +2025-06-01 02:23:32,029 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9181, top5_acc: 0.9918 +2025-06-01 02:24:35,273 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:07:35, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.8554, loss: 1.8554 +2025-06-01 02:25:18,096 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:06:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.8527, loss: 1.8527 +2025-06-01 02:26:00,943 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.8510, loss: 1.8510 +2025-06-01 02:26:43,747 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:05:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.8915, loss: 1.8915 +2025-06-01 02:27:26,544 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:04:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8843, loss: 1.8843 +2025-06-01 02:28:09,301 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:04:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.8450, loss: 1.8450 +2025-06-01 02:28:52,143 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:03:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.7860, loss: 1.7860 +2025-06-01 02:29:34,926 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:02:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.7846, loss: 1.7846 +2025-06-01 02:30:17,809 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:01:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 1.8986, loss: 1.8986 +2025-06-01 02:31:00,765 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:01:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.8301, loss: 1.8301 +2025-06-01 02:31:43,638 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:00:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.8335, loss: 1.8335 +2025-06-01 02:32:26,401 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 14:59:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8759, loss: 1.8759 +2025-06-01 02:33:09,249 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 14:59:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.9238, loss: 1.9238 +2025-06-01 02:33:51,806 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 14:58:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.9395, loss: 1.9395 +2025-06-01 02:34:34,583 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 14:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.8589, loss: 1.8589 +2025-06-01 02:35:17,352 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 14:56:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.9063, loss: 1.9063 +2025-06-01 02:36:00,053 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 14:56:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8866, loss: 1.8866 +2025-06-01 02:36:42,811 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 14:55:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.9318, loss: 1.9318 +2025-06-01 02:37:25,484 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 14:54:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.8570, loss: 1.8570 +2025-06-01 02:38:08,211 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 14:53:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.8300, loss: 1.8300 +2025-06-01 02:38:50,824 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 14:53:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.8638, loss: 1.8638 +2025-06-01 02:39:33,646 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:52:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8227, loss: 1.8227 +2025-06-01 02:40:16,569 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:51:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.9511, loss: 1.9511 +2025-06-01 02:40:39,863 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-01 02:42:03,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:42:04,039 - pyskl - INFO - +top1_acc 0.9174 +top5_acc 0.9922 +2025-06-01 02:42:04,043 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9174, top5_acc: 0.9922 +2025-06-01 02:43:07,158 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:50:43, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.7799, loss: 1.7799 +2025-06-01 02:43:49,909 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:50:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.8331, loss: 1.8331 +2025-06-01 02:44:32,619 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:49:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.8127, loss: 1.8127 +2025-06-01 02:45:15,354 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:48:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.7832, loss: 1.7832 +2025-06-01 02:45:58,186 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:47:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 1.8718, loss: 1.8718 +2025-06-01 02:46:40,905 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:47:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.9074, loss: 1.9074 +2025-06-01 02:47:23,636 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:46:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 1.8509, loss: 1.8509 +2025-06-01 02:48:06,462 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:45:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.8346, loss: 1.8346 +2025-06-01 02:48:49,180 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:44:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7617, loss: 1.7617 +2025-06-01 02:49:32,166 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:44:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.8917, loss: 1.8917 +2025-06-01 02:50:15,181 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:43:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.8367, loss: 1.8367 +2025-06-01 02:50:58,044 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:42:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.8576, loss: 1.8576 +2025-06-01 02:51:40,940 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:42:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8817, loss: 1.8817 +2025-06-01 02:52:23,724 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:41:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.8071, loss: 1.8071 +2025-06-01 02:53:06,303 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:40:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.9274, loss: 1.9274 +2025-06-01 02:53:49,109 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:39:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.8563, loss: 1.8563 +2025-06-01 02:54:31,778 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:39:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.8320, loss: 1.8320 +2025-06-01 02:55:14,457 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:38:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.8424, loss: 1.8424 +2025-06-01 02:55:57,145 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:37:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.8429, loss: 1.8429 +2025-06-01 02:56:40,000 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:37:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.8647, loss: 1.8647 +2025-06-01 02:57:22,725 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:36:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8243, loss: 1.8243 +2025-06-01 02:58:05,652 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:35:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.8483, loss: 1.8483 +2025-06-01 02:58:48,461 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:34:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.7842, loss: 1.7842 +2025-06-01 02:59:11,692 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-01 03:00:35,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:00:36,031 - pyskl - INFO - +top1_acc 0.9376 +top5_acc 0.9938 +2025-06-01 03:00:36,087 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_95.pth was removed +2025-06-01 03:00:37,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-06-01 03:00:37,146 - pyskl - INFO - Best top1_acc is 0.9376 at 98 epoch. +2025-06-01 03:00:37,149 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9376, top5_acc: 0.9938 +2025-06-01 03:01:40,135 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:33:51, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7074, loss: 1.7074 +2025-06-01 03:02:22,862 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:33:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.6814, loss: 1.6814 +2025-06-01 03:03:05,641 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:32:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.7967, loss: 1.7967 +2025-06-01 03:03:48,413 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:31:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8638, loss: 1.8638 +2025-06-01 03:04:31,050 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:30:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.7620, loss: 1.7620 +2025-06-01 03:05:13,773 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:30:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7133, loss: 1.7133 +2025-06-01 03:05:56,437 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:29:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.7913, loss: 1.7913 +2025-06-01 03:06:39,133 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:28:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8360, loss: 1.8360 +2025-06-01 03:07:21,817 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:28:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.7729, loss: 1.7729 +2025-06-01 03:08:04,590 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:27:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.8563, loss: 1.8563 +2025-06-01 03:08:47,484 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:26:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.8150, loss: 1.8150 +2025-06-01 03:09:30,218 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:25:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8581, loss: 1.8581 +2025-06-01 03:10:12,916 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.9336, loss: 1.9336 +2025-06-01 03:10:55,692 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:24:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.8014, loss: 1.8014 +2025-06-01 03:11:38,365 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:23:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.8471, loss: 1.8471 +2025-06-01 03:12:21,118 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:23:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.8426, loss: 1.8426 +2025-06-01 03:13:03,846 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:22:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.8995, loss: 1.8995 +2025-06-01 03:13:46,641 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:21:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 1.9560, loss: 1.9560 +2025-06-01 03:14:29,411 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:20:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8310, loss: 1.8310 +2025-06-01 03:15:12,201 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:20:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8929, loss: 1.8929 +2025-06-01 03:15:54,948 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:19:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 1.9323, loss: 1.9323 +2025-06-01 03:16:37,805 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:18:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.8757, loss: 1.8757 +2025-06-01 03:17:20,738 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:18:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8204, loss: 1.8204 +2025-06-01 03:17:43,945 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-01 03:19:07,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:19:07,985 - pyskl - INFO - +top1_acc 0.9335 +top5_acc 0.9935 +2025-06-01 03:19:07,988 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9335, top5_acc: 0.9935 +2025-06-01 03:20:10,656 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:16:59, time: 0.627, data_time: 0.199, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.7428, loss: 1.7428 +2025-06-01 03:20:53,430 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:16:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.8095, loss: 1.8095 +2025-06-01 03:21:36,113 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:15:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.8084, loss: 1.8084 +2025-06-01 03:22:18,948 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:14:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.7102, loss: 1.7102 +2025-06-01 03:23:01,821 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:14:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.7467, loss: 1.7467 +2025-06-01 03:23:44,748 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:13:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 1.8815, loss: 1.8815 +2025-06-01 03:24:27,554 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:12:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.8214, loss: 1.8214 +2025-06-01 03:25:10,489 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:11:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.7362, loss: 1.7362 +2025-06-01 03:25:53,359 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:11:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.8195, loss: 1.8195 +2025-06-01 03:26:36,137 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:10:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8665, loss: 1.8665 +2025-06-01 03:27:18,949 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:09:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.7725, loss: 1.7725 +2025-06-01 03:28:01,756 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7779, loss: 1.7779 +2025-06-01 03:28:44,363 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:08:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.8466, loss: 1.8466 +2025-06-01 03:29:27,040 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:07:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7838, loss: 1.7838 +2025-06-01 03:30:09,737 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:06:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.7689, loss: 1.7689 +2025-06-01 03:30:52,317 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:06:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 1.8002, loss: 1.8002 +2025-06-01 03:31:34,972 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:05:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8607, loss: 1.8607 +2025-06-01 03:32:17,979 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:04:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8007, loss: 1.8007 +2025-06-01 03:33:00,838 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:04:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 1.9380, loss: 1.9380 +2025-06-01 03:33:43,438 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:03:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.8988, loss: 1.8988 +2025-06-01 03:34:26,107 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9981, loss_cls: 1.8274, loss: 1.8274 +2025-06-01 03:35:08,746 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:01:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 1.7892, loss: 1.7892 +2025-06-01 03:35:51,527 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:01:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8240, loss: 1.8240 +2025-06-01 03:36:14,760 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-01 03:45:17,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:45:17,703 - pyskl - INFO - +top1_acc 0.9264 +top5_acc 0.9935 +2025-06-01 03:45:17,707 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9264, top5_acc: 0.9935 +2025-06-01 03:46:20,628 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:00:07, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.6821, loss: 1.6821 +2025-06-01 03:47:03,417 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 13:59:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.7062, loss: 1.7062 +2025-06-01 03:47:46,120 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 13:58:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.8281, loss: 1.8281 +2025-06-01 03:48:28,753 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 13:57:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.7252, loss: 1.7252 +2025-06-01 03:49:11,373 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 13:57:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7012, loss: 1.7012 +2025-06-01 03:49:54,064 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 13:56:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7992, loss: 1.7992 +2025-06-01 03:50:36,700 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 13:55:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.7622, loss: 1.7622 +2025-06-01 03:51:19,314 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 13:55:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7924, loss: 1.7924 +2025-06-01 03:52:01,931 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 13:54:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.7124, loss: 1.7124 +2025-06-01 03:52:44,697 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 13:53:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.7016, loss: 1.7016 +2025-06-01 03:53:27,694 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:52:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.8418, loss: 1.8418 +2025-06-01 03:54:10,486 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:52:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.7923, loss: 1.7923 +2025-06-01 03:54:53,326 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:51:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.7770, loss: 1.7770 +2025-06-01 03:55:36,254 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7416, loss: 1.7416 +2025-06-01 03:56:19,074 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:50:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 1.7619, loss: 1.7619 +2025-06-01 03:57:01,828 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:49:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.7679, loss: 1.7679 +2025-06-01 03:57:44,652 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:48:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 1.9020, loss: 1.9020 +2025-06-01 03:58:27,333 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:47:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.8390, loss: 1.8390 +2025-06-01 03:59:10,063 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:47:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.7767, loss: 1.7767 +2025-06-01 03:59:52,835 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:46:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 1.7212, loss: 1.7212 +2025-06-01 04:00:35,536 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:45:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.7883, loss: 1.7883 +2025-06-01 04:01:18,212 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:45:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.8353, loss: 1.8353 +2025-06-01 04:02:00,946 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:44:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.7798, loss: 1.7798 +2025-06-01 04:02:24,125 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-01 04:03:48,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:03:48,537 - pyskl - INFO - +top1_acc 0.9333 +top5_acc 0.9942 +2025-06-01 04:03:48,540 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9333, top5_acc: 0.9942 +2025-06-01 04:04:51,385 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:43:15, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6553, loss: 1.6553 +2025-06-01 04:05:34,154 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:42:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.6484, loss: 1.6484 +2025-06-01 04:06:16,891 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:41:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7070, loss: 1.7070 +2025-06-01 04:06:59,573 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7445, loss: 1.7445 +2025-06-01 04:07:42,242 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:40:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.7372, loss: 1.7372 +2025-06-01 04:08:24,911 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:39:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8182, loss: 1.8182 +2025-06-01 04:09:07,648 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:38:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 1.7509, loss: 1.7509 +2025-06-01 04:09:50,369 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:38:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7413, loss: 1.7413 +2025-06-01 04:10:33,084 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:37:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.7714, loss: 1.7714 +2025-06-01 04:11:15,846 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:36:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7170, loss: 1.7170 +2025-06-01 04:11:58,651 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:36:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.7757, loss: 1.7757 +2025-06-01 04:12:41,468 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:35:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 1.8488, loss: 1.8488 +2025-06-01 04:13:24,261 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:34:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.7751, loss: 1.7751 +2025-06-01 04:14:07,085 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.8074, loss: 1.8074 +2025-06-01 04:14:49,795 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:33:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8708, loss: 1.8708 +2025-06-01 04:15:32,502 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:32:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.8080, loss: 1.8080 +2025-06-01 04:16:15,221 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:31:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.6934, loss: 1.6934 +2025-06-01 04:16:57,960 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:31:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.7854, loss: 1.7854 +2025-06-01 04:17:40,664 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:30:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.7055, loss: 1.7055 +2025-06-01 04:18:23,404 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:29:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7662, loss: 1.7662 +2025-06-01 04:19:06,141 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.8079, loss: 1.8079 +2025-06-01 04:19:48,826 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:28:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.7844, loss: 1.7844 +2025-06-01 04:20:31,549 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:27:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.8304, loss: 1.8304 +2025-06-01 04:20:54,778 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-01 04:22:19,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:22:19,085 - pyskl - INFO - +top1_acc 0.9327 +top5_acc 0.9940 +2025-06-01 04:22:19,088 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9327, top5_acc: 0.9940 +2025-06-01 04:23:22,024 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:26:24, time: 0.629, data_time: 0.200, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.6772, loss: 1.6772 +2025-06-01 04:24:04,930 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:25:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.7171, loss: 1.7171 +2025-06-01 04:24:47,678 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:24:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.5993, loss: 1.5993 +2025-06-01 04:25:30,480 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:24:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.6932, loss: 1.6932 +2025-06-01 04:26:13,251 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:23:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.6607, loss: 1.6607 +2025-06-01 04:26:56,090 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.6439, loss: 1.6439 +2025-06-01 04:27:38,828 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:22:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.7414, loss: 1.7414 +2025-06-01 04:28:21,533 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:21:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.7062, loss: 1.7062 +2025-06-01 04:29:04,274 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:20:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.7483, loss: 1.7483 +2025-06-01 04:29:47,061 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:19:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 1.8035, loss: 1.8035 +2025-06-01 04:30:29,760 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:19:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.7273, loss: 1.7273 +2025-06-01 04:31:12,508 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:18:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.6980, loss: 1.6980 +2025-06-01 04:31:55,574 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:17:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.7290, loss: 1.7290 +2025-06-01 04:32:38,611 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:17:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 1.7960, loss: 1.7960 +2025-06-01 04:33:21,494 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:16:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.6899, loss: 1.6899 +2025-06-01 04:34:04,381 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:15:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7820, loss: 1.7820 +2025-06-01 04:34:47,109 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.7317, loss: 1.7317 +2025-06-01 04:35:29,885 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:14:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8175, loss: 1.8175 +2025-06-01 04:36:12,596 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:13:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.7764, loss: 1.7764 +2025-06-01 04:36:55,334 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:12:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.7670, loss: 1.7670 +2025-06-01 04:37:38,053 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:12:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.7187, loss: 1.7187 +2025-06-01 04:38:20,738 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:11:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.8452, loss: 1.8452 +2025-06-01 04:39:03,505 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:10:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9919, loss_cls: 1.8024, loss: 1.8024 +2025-06-01 04:39:26,856 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-01 04:40:51,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:40:51,082 - pyskl - INFO - +top1_acc 0.9413 +top5_acc 0.9947 +2025-06-01 04:40:51,138 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_98.pth was removed +2025-06-01 04:40:52,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-06-01 04:40:52,219 - pyskl - INFO - Best top1_acc is 0.9413 at 103 epoch. +2025-06-01 04:40:52,221 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9413, top5_acc: 0.9947 +2025-06-01 04:41:55,061 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:09:33, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.6891, loss: 1.6891 +2025-06-01 04:42:37,773 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:08:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.6523, loss: 1.6523 +2025-06-01 04:43:20,545 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:08:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.7171, loss: 1.7171 +2025-06-01 04:44:03,207 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:07:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.6588, loss: 1.6588 +2025-06-01 04:44:45,902 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:06:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6315, loss: 1.6315 +2025-06-01 04:45:28,631 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:05:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.6226, loss: 1.6226 +2025-06-01 04:46:11,297 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:05:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.6191, loss: 1.6191 +2025-06-01 04:46:54,057 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:04:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.6480, loss: 1.6480 +2025-06-01 04:47:36,765 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:03:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.6291, loss: 1.6291 +2025-06-01 04:48:19,710 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:03:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7110, loss: 1.7110 +2025-06-01 04:49:02,572 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:02:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 1.6274, loss: 1.6274 +2025-06-01 04:49:45,417 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:01:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.6877, loss: 1.6877 +2025-06-01 04:50:28,220 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:00:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.7260, loss: 1.7260 +2025-06-01 04:51:11,038 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:00:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.6570, loss: 1.6570 +2025-06-01 04:51:53,809 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 12:59:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.7303, loss: 1.7303 +2025-06-01 04:52:36,567 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 12:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.7601, loss: 1.7601 +2025-06-01 04:53:19,299 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 12:58:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7283, loss: 1.7283 +2025-06-01 04:54:02,136 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 12:57:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.7344, loss: 1.7344 +2025-06-01 04:54:44,945 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 12:56:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7072, loss: 1.7072 +2025-06-01 04:55:27,683 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 12:55:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.7817, loss: 1.7817 +2025-06-01 04:56:10,458 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 12:55:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9994, loss_cls: 1.7105, loss: 1.7105 +2025-06-01 04:56:53,157 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 12:54:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.7568, loss: 1.7568 +2025-06-01 04:57:35,968 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 12:53:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.7868, loss: 1.7868 +2025-06-01 04:57:59,207 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-01 04:59:23,802 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:59:23,876 - pyskl - INFO - +top1_acc 0.9233 +top5_acc 0.9928 +2025-06-01 04:59:23,879 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9233, top5_acc: 0.9928 +2025-06-01 05:00:26,878 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:52:42, time: 0.630, data_time: 0.200, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.6185, loss: 1.6185 +2025-06-01 05:01:09,899 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:51:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.6268, loss: 1.6268 +2025-06-01 05:01:52,985 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:51:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.5675, loss: 1.5675 +2025-06-01 05:02:35,922 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:50:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.7164, loss: 1.7164 +2025-06-01 05:03:18,866 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:49:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.6814, loss: 1.6814 +2025-06-01 05:04:01,821 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:49:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.7398, loss: 1.7398 +2025-06-01 05:04:44,709 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:48:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.6261, loss: 1.6261 +2025-06-01 05:05:27,404 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:47:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.6387, loss: 1.6387 +2025-06-01 05:06:10,141 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:46:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.7282, loss: 1.7282 +2025-06-01 05:06:52,942 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:46:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.7475, loss: 1.7475 +2025-06-01 05:07:35,890 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:45:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.7536, loss: 1.7536 +2025-06-01 05:08:18,889 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:44:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.7373, loss: 1.7373 +2025-06-01 05:09:01,897 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:44:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.6939, loss: 1.6939 +2025-06-01 05:09:44,893 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:43:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.6480, loss: 1.6480 +2025-06-01 05:10:27,930 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.6810, loss: 1.6810 +2025-06-01 05:11:11,042 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:41:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 1.7408, loss: 1.7408 +2025-06-01 05:11:53,993 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.6977, loss: 1.6977 +2025-06-01 05:12:36,885 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:40:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.7306, loss: 1.7306 +2025-06-01 05:13:19,864 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:39:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.6479, loss: 1.6479 +2025-06-01 05:14:02,850 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:39:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.6851, loss: 1.6851 +2025-06-01 05:14:45,843 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:38:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.6297, loss: 1.6297 +2025-06-01 05:15:28,860 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:37:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.6714, loss: 1.6714 +2025-06-01 05:16:11,858 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:36:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.7634, loss: 1.7634 +2025-06-01 05:16:35,043 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-01 05:25:01,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:25:01,927 - pyskl - INFO - +top1_acc 0.9051 +top5_acc 0.9896 +2025-06-01 05:25:01,930 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9051, top5_acc: 0.9896 +2025-06-01 05:26:04,501 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:35:52, time: 0.626, data_time: 0.202, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.6661, loss: 1.6661 +2025-06-01 05:26:47,076 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:35:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6019, loss: 1.6019 +2025-06-01 05:27:29,682 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:34:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.6708, loss: 1.6708 +2025-06-01 05:28:12,253 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:33:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.5527, loss: 1.5527 +2025-06-01 05:28:54,850 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:33:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.6201, loss: 1.6201 +2025-06-01 05:29:37,451 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:32:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5910, loss: 1.5910 +2025-06-01 05:30:20,280 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:31:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.6217, loss: 1.6217 +2025-06-01 05:31:03,109 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:30:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.6293, loss: 1.6293 +2025-06-01 05:31:45,933 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:30:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.7303, loss: 1.7303 +2025-06-01 05:32:28,886 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:29:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.6080, loss: 1.6080 +2025-06-01 05:33:11,793 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:28:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.6853, loss: 1.6853 +2025-06-01 05:33:54,595 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:28:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.5758, loss: 1.5758 +2025-06-01 05:34:37,328 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:27:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6599, loss: 1.6599 +2025-06-01 05:35:20,073 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:26:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.6096, loss: 1.6096 +2025-06-01 05:36:02,841 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:25:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.7133, loss: 1.7133 +2025-06-01 05:36:45,576 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:25:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.6037, loss: 1.6037 +2025-06-01 05:37:28,542 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:24:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.7266, loss: 1.7266 +2025-06-01 05:38:11,435 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:23:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.6384, loss: 1.6384 +2025-06-01 05:38:54,188 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:23:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.7626, loss: 1.7626 +2025-06-01 05:39:36,929 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:22:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.7067, loss: 1.7067 +2025-06-01 05:40:19,718 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:21:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.7637, loss: 1.7637 +2025-06-01 05:41:02,460 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:20:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.6942, loss: 1.6942 +2025-06-01 05:41:45,548 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:20:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.7483, loss: 1.7483 +2025-06-01 05:42:09,171 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-01 05:43:34,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:43:34,598 - pyskl - INFO - +top1_acc 0.9340 +top5_acc 0.9934 +2025-06-01 05:43:34,602 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9340, top5_acc: 0.9934 +2025-06-01 05:44:37,738 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:19:02, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6256, loss: 1.6256 +2025-06-01 05:45:20,405 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:18:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.6641, loss: 1.6641 +2025-06-01 05:46:03,170 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:17:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.6726, loss: 1.6726 +2025-06-01 05:46:45,900 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:16:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.6385, loss: 1.6385 +2025-06-01 05:47:28,602 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:16:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.5509, loss: 1.5509 +2025-06-01 05:48:11,416 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:15:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.6059, loss: 1.6059 +2025-06-01 05:48:54,109 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:14:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.6057, loss: 1.6057 +2025-06-01 05:49:36,788 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.7146, loss: 1.7146 +2025-06-01 05:50:19,547 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:13:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.6269, loss: 1.6269 +2025-06-01 05:51:02,249 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:12:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.6467, loss: 1.6467 +2025-06-01 05:51:44,916 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:11:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 1.6544, loss: 1.6544 +2025-06-01 05:52:27,725 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:11:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.6610, loss: 1.6610 +2025-06-01 05:53:10,493 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:10:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 1.6946, loss: 1.6946 +2025-06-01 05:53:53,201 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:09:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.6497, loss: 1.6497 +2025-06-01 05:54:35,879 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:09:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.6624, loss: 1.6624 +2025-06-01 05:55:18,553 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:08:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.7150, loss: 1.7150 +2025-06-01 05:56:01,465 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:07:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.6751, loss: 1.6751 +2025-06-01 05:56:44,227 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:06:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.7236, loss: 1.7236 +2025-06-01 05:57:27,066 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.6770, loss: 1.6770 +2025-06-01 05:58:09,772 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:05:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.7188, loss: 1.7188 +2025-06-01 05:58:52,449 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:04:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.7092, loss: 1.7092 +2025-06-01 05:59:35,138 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:04:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7158, loss: 1.7158 +2025-06-01 06:00:17,868 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:03:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.7061, loss: 1.7061 +2025-06-01 06:00:41,139 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-01 06:02:05,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:02:05,376 - pyskl - INFO - +top1_acc 0.9285 +top5_acc 0.9939 +2025-06-01 06:02:05,379 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9285, top5_acc: 0.9939 +2025-06-01 06:03:08,397 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:02:11, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.5514, loss: 1.5514 +2025-06-01 06:03:51,112 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:01:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.5906, loss: 1.5906 +2025-06-01 06:04:33,893 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:00:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.5995, loss: 1.5995 +2025-06-01 06:05:16,701 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:00:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6216, loss: 1.6216 +2025-06-01 06:05:59,372 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 11:59:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 1.6776, loss: 1.6776 +2025-06-01 06:06:42,095 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 11:58:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.5646, loss: 1.5646 +2025-06-01 06:07:24,869 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 11:57:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.5955, loss: 1.5955 +2025-06-01 06:08:07,600 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 11:57:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.6720, loss: 1.6720 +2025-06-01 06:08:50,297 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 11:56:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.6385, loss: 1.6385 +2025-06-01 06:09:33,011 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 11:55:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.6842, loss: 1.6842 +2025-06-01 06:10:15,754 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 11:55:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.5632, loss: 1.5632 +2025-06-01 06:10:58,633 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 11:54:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.6534, loss: 1.6534 +2025-06-01 06:11:41,394 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:53:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.6423, loss: 1.6423 +2025-06-01 06:12:24,354 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:52:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.5714, loss: 1.5714 +2025-06-01 06:13:07,020 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:52:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.6457, loss: 1.6457 +2025-06-01 06:13:49,761 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:51:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.6394, loss: 1.6394 +2025-06-01 06:14:32,616 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:50:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.6746, loss: 1.6746 +2025-06-01 06:15:15,382 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:50:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 1.6102, loss: 1.6102 +2025-06-01 06:15:58,036 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:49:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.6283, loss: 1.6283 +2025-06-01 06:16:40,739 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:48:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.6522, loss: 1.6522 +2025-06-01 06:17:23,282 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:47:52, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.5933, loss: 1.5933 +2025-06-01 06:18:05,917 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:47:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.6192, loss: 1.6192 +2025-06-01 06:18:48,680 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:46:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.6910, loss: 1.6910 +2025-06-01 06:19:11,963 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-01 06:20:35,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:20:35,277 - pyskl - INFO - +top1_acc 0.9194 +top5_acc 0.9917 +2025-06-01 06:20:35,280 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9194, top5_acc: 0.9917 +2025-06-01 06:21:37,200 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:45:19, time: 0.619, data_time: 0.193, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.5616, loss: 1.5616 +2025-06-01 06:22:19,871 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:44:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.5781, loss: 1.5781 +2025-06-01 06:23:02,670 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:43:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.5546, loss: 1.5546 +2025-06-01 06:23:45,559 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:43:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.5725, loss: 1.5725 +2025-06-01 06:24:28,316 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:42:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6045, loss: 1.6045 +2025-06-01 06:25:11,058 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:41:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.5606, loss: 1.5606 +2025-06-01 06:25:53,825 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:41:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4919, loss: 1.4919 +2025-06-01 06:26:36,635 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:40:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.5633, loss: 1.5633 +2025-06-01 06:27:19,398 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:39:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.5418, loss: 1.5418 +2025-06-01 06:28:02,262 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:38:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5548, loss: 1.5548 +2025-06-01 06:28:45,254 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:38:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.5830, loss: 1.5830 +2025-06-01 06:29:28,145 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:37:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6079, loss: 1.6079 +2025-06-01 06:30:10,796 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:36:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.5892, loss: 1.5892 +2025-06-01 06:30:53,516 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:36:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5803, loss: 1.5803 +2025-06-01 06:31:36,237 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:35:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.6230, loss: 1.6230 +2025-06-01 06:32:18,960 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:34:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.6084, loss: 1.6084 +2025-06-01 06:33:01,716 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:33:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.7249, loss: 1.7249 +2025-06-01 06:33:44,430 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:33:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.6188, loss: 1.6188 +2025-06-01 06:34:26,939 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:32:27, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 1.6799, loss: 1.6799 +2025-06-01 06:35:09,580 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:31:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.5994, loss: 1.5994 +2025-06-01 06:35:52,295 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:31:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6241, loss: 1.6241 +2025-06-01 06:36:34,941 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:30:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6740, loss: 1.6740 +2025-06-01 06:37:17,741 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:29:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.6912, loss: 1.6912 +2025-06-01 06:37:40,894 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-01 06:39:04,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:39:04,904 - pyskl - INFO - +top1_acc 0.9314 +top5_acc 0.9934 +2025-06-01 06:39:04,907 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9314, top5_acc: 0.9934 +2025-06-01 06:40:08,042 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:28:29, time: 0.631, data_time: 0.198, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5515, loss: 1.5515 +2025-06-01 06:40:50,899 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:27:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.5411, loss: 1.5411 +2025-06-01 06:41:33,655 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.5308, loss: 1.5308 +2025-06-01 06:42:16,442 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:26:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5107, loss: 1.5107 +2025-06-01 06:42:59,388 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:25:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.5491, loss: 1.5491 +2025-06-01 06:43:42,169 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:24:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.6058, loss: 1.6058 +2025-06-01 06:44:24,837 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:24:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.5682, loss: 1.5682 +2025-06-01 06:45:07,473 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:23:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.5647, loss: 1.5647 +2025-06-01 06:45:50,244 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:22:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.5385, loss: 1.5385 +2025-06-01 06:46:33,016 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5266, loss: 1.5266 +2025-06-01 06:47:15,778 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:21:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.6506, loss: 1.6506 +2025-06-01 06:47:58,531 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:20:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5997, loss: 1.5997 +2025-06-01 06:48:41,145 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:19:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.5601, loss: 1.5601 +2025-06-01 06:49:23,848 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:19:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6133, loss: 1.6133 +2025-06-01 06:50:06,506 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:18:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.6569, loss: 1.6569 +2025-06-01 06:50:49,248 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:17:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5052, loss: 1.5052 +2025-06-01 06:51:32,008 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:17:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4727, loss: 1.4727 +2025-06-01 06:52:14,762 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:16:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.5977, loss: 1.5977 +2025-06-01 06:52:57,464 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:15:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5427, loss: 1.5427 +2025-06-01 06:53:40,128 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:14:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.6855, loss: 1.6855 +2025-06-01 06:54:22,853 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:14:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.6654, loss: 1.6654 +2025-06-01 06:55:05,558 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:13:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6004, loss: 1.6004 +2025-06-01 06:55:48,197 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:12:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.5975, loss: 1.5975 +2025-06-01 06:56:11,319 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-01 07:05:25,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:05:25,592 - pyskl - INFO - +top1_acc 0.9427 +top5_acc 0.9941 +2025-06-01 07:05:25,651 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_103.pth was removed +2025-06-01 07:05:26,738 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-01 07:05:26,738 - pyskl - INFO - Best top1_acc is 0.9427 at 110 epoch. +2025-06-01 07:05:26,741 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9427, top5_acc: 0.9941 +2025-06-01 07:06:29,379 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:11:38, time: 0.626, data_time: 0.200, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4802, loss: 1.4802 +2025-06-01 07:07:12,065 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:10:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.4985, loss: 1.4985 +2025-06-01 07:07:54,762 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:10:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4451, loss: 1.4451 +2025-06-01 07:08:37,462 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:09:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.5183, loss: 1.5183 +2025-06-01 07:09:20,279 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:08:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5227, loss: 1.5227 +2025-06-01 07:10:03,178 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:08:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4869, loss: 1.4869 +2025-06-01 07:10:46,054 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:07:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5157, loss: 1.5157 +2025-06-01 07:11:28,825 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:06:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.5243, loss: 1.5243 +2025-06-01 07:12:11,641 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:05:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4409, loss: 1.4409 +2025-06-01 07:12:54,368 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:05:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.5592, loss: 1.5592 +2025-06-01 07:13:37,155 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:04:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.5986, loss: 1.5986 +2025-06-01 07:14:19,973 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:03:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5489, loss: 1.5489 +2025-06-01 07:15:02,726 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:03:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.6415, loss: 1.6415 +2025-06-01 07:15:45,565 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:02:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5319, loss: 1.5319 +2025-06-01 07:16:28,265 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:01:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.5181, loss: 1.5181 +2025-06-01 07:17:11,005 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:00:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.5984, loss: 1.5984 +2025-06-01 07:17:53,771 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:00:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.5136, loss: 1.5136 +2025-06-01 07:18:36,535 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 10:59:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.6101, loss: 1.6101 +2025-06-01 07:19:19,361 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 10:58:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.5656, loss: 1.5656 +2025-06-01 07:20:02,100 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 10:58:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.5846, loss: 1.5846 +2025-06-01 07:20:44,730 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 10:57:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.5358, loss: 1.5358 +2025-06-01 07:21:27,152 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 10:56:37, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.5374, loss: 1.5374 +2025-06-01 07:22:09,707 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 10:55:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.6339, loss: 1.6339 +2025-06-01 07:22:32,796 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-01 07:23:56,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:23:56,775 - pyskl - INFO - +top1_acc 0.8389 +top5_acc 0.9601 +2025-06-01 07:23:56,778 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.8389, top5_acc: 0.9601 +2025-06-01 07:24:59,515 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 10:54:48, time: 0.627, data_time: 0.203, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.5116, loss: 1.5116 +2025-06-01 07:25:42,141 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:54:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5184, loss: 1.5184 +2025-06-01 07:26:24,603 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:53:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5016, loss: 1.5016 +2025-06-01 07:27:07,232 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:52:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4677, loss: 1.4677 +2025-06-01 07:27:49,924 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:51:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5680, loss: 1.5680 +2025-06-01 07:28:32,613 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:51:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5107, loss: 1.5107 +2025-06-01 07:29:15,404 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:50:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5039, loss: 1.5039 +2025-06-01 07:29:58,082 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:49:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.4547, loss: 1.4547 +2025-06-01 07:30:40,768 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:49:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.5211, loss: 1.5211 +2025-06-01 07:31:23,524 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:48:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.5348, loss: 1.5348 +2025-06-01 07:32:06,253 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:47:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4906, loss: 1.4906 +2025-06-01 07:32:48,998 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:46:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.5707, loss: 1.5707 +2025-06-01 07:33:31,778 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:46:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.4562, loss: 1.4562 +2025-06-01 07:34:14,664 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:45:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.5397, loss: 1.5397 +2025-06-01 07:34:57,540 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:44:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.4595, loss: 1.4595 +2025-06-01 07:35:40,408 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:44:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.5980, loss: 1.5980 +2025-06-01 07:36:23,215 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:43:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4775, loss: 1.4775 +2025-06-01 07:37:05,975 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:42:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4785, loss: 1.4785 +2025-06-01 07:37:48,776 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:41:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5885, loss: 1.5885 +2025-06-01 07:38:31,726 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.5521, loss: 1.5521 +2025-06-01 07:39:14,558 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:40:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.4604, loss: 1.4604 +2025-06-01 07:39:57,400 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:39:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.5516, loss: 1.5516 +2025-06-01 07:40:40,277 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:39:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.5968, loss: 1.5968 +2025-06-01 07:41:03,554 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-01 07:42:27,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:42:27,574 - pyskl - INFO - +top1_acc 0.9278 +top5_acc 0.9934 +2025-06-01 07:42:27,577 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9278, top5_acc: 0.9934 +2025-06-01 07:43:30,550 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:37:58, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.4356, loss: 1.4356 +2025-06-01 07:44:13,277 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:37:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.4576, loss: 1.4576 +2025-06-01 07:44:56,014 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:36:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.4793, loss: 1.4793 +2025-06-01 07:45:38,824 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:35:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.4954, loss: 1.4954 +2025-06-01 07:46:21,605 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:35:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5163, loss: 1.5163 +2025-06-01 07:47:04,379 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:34:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.4841, loss: 1.4841 +2025-06-01 07:47:47,105 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:33:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.4222, loss: 1.4222 +2025-06-01 07:48:29,777 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:32:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4769, loss: 1.4769 +2025-06-01 07:49:12,494 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:32:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.4983, loss: 1.4983 +2025-06-01 07:49:55,189 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:31:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5498, loss: 1.5498 +2025-06-01 07:50:37,844 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:30:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.4927, loss: 1.4927 +2025-06-01 07:51:20,607 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:30:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.5336, loss: 1.5336 +2025-06-01 07:52:03,353 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:29:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.4751, loss: 1.4751 +2025-06-01 07:52:46,178 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:28:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.4963, loss: 1.4963 +2025-06-01 07:53:28,921 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:27:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.5779, loss: 1.5779 +2025-06-01 07:54:11,593 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:27:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.4973, loss: 1.4973 +2025-06-01 07:54:54,325 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:26:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.4674, loss: 1.4674 +2025-06-01 07:55:37,073 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:25:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.4995, loss: 1.4995 +2025-06-01 07:56:19,744 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:25:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.5395, loss: 1.5395 +2025-06-01 07:57:02,474 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:24:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4595, loss: 1.4595 +2025-06-01 07:57:45,307 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:23:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.5877, loss: 1.5877 +2025-06-01 07:58:28,104 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:22:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 1.5501, loss: 1.5501 +2025-06-01 07:59:10,749 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:22:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.5847, loss: 1.5847 +2025-06-01 07:59:33,912 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-01 08:00:57,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:00:57,612 - pyskl - INFO - +top1_acc 0.9439 +top5_acc 0.9948 +2025-06-01 08:00:57,664 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_110.pth was removed +2025-06-01 08:00:58,652 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-01 08:00:58,653 - pyskl - INFO - Best top1_acc is 0.9439 at 113 epoch. +2025-06-01 08:00:58,655 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9439, top5_acc: 0.9948 +2025-06-01 08:02:00,873 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:21:07, time: 0.622, data_time: 0.197, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.4859, loss: 1.4859 +2025-06-01 08:02:43,409 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:20:24, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4737, loss: 1.4737 +2025-06-01 08:03:26,044 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:19:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.5017, loss: 1.5017 +2025-06-01 08:04:08,838 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:18:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.5412, loss: 1.5412 +2025-06-01 08:04:51,480 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:18:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4682, loss: 1.4682 +2025-06-01 08:05:34,094 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:17:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5262, loss: 1.5262 +2025-06-01 08:06:16,753 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:16:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3833, loss: 1.3833 +2025-06-01 08:06:59,410 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:16:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.5262, loss: 1.5262 +2025-06-01 08:07:42,124 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:15:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.4746, loss: 1.4746 +2025-06-01 08:08:24,714 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:14:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4589, loss: 1.4589 +2025-06-01 08:09:07,401 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:13:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.4829, loss: 1.4829 +2025-06-01 08:09:50,102 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:13:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4656, loss: 1.4656 +2025-06-01 08:10:32,800 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:12:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.5072, loss: 1.5072 +2025-06-01 08:11:15,542 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:11:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5505, loss: 1.5505 +2025-06-01 08:11:58,385 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:11:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.4990, loss: 1.4990 +2025-06-01 08:12:41,073 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:10:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4990, loss: 1.4990 +2025-06-01 08:13:23,805 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:09:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.4567, loss: 1.4567 +2025-06-01 08:14:06,596 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:08:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4732, loss: 1.4732 +2025-06-01 08:14:49,310 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.5410, loss: 1.5410 +2025-06-01 08:15:31,985 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:07:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5040, loss: 1.5040 +2025-06-01 08:16:14,876 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:06:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.4535, loss: 1.4535 +2025-06-01 08:16:57,714 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:06:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4541, loss: 1.4541 +2025-06-01 08:17:40,654 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:05:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4765, loss: 1.4765 +2025-06-01 08:18:03,901 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-01 08:19:28,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:19:28,563 - pyskl - INFO - +top1_acc 0.9409 +top5_acc 0.9939 +2025-06-01 08:19:28,566 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9409, top5_acc: 0.9939 +2025-06-01 08:20:31,971 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:04:17, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3978, loss: 1.3978 +2025-06-01 08:21:14,613 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:03:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.3645, loss: 1.3645 +2025-06-01 08:21:57,315 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:02:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4245, loss: 1.4245 +2025-06-01 08:22:40,111 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:02:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.3919, loss: 1.3919 +2025-06-01 08:23:22,938 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:01:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.4341, loss: 1.4341 +2025-06-01 08:24:05,601 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:00:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3651, loss: 1.3651 +2025-06-01 08:24:48,477 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:00:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4098, loss: 1.4098 +2025-06-01 08:25:31,346 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 9:59:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.4231, loss: 1.4231 +2025-06-01 08:26:14,176 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 9:58:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.4096, loss: 1.4096 +2025-06-01 08:26:56,861 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 9:57:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4246, loss: 1.4246 +2025-06-01 08:27:39,489 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 9:57:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3668, loss: 1.3668 +2025-06-01 08:28:22,351 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 9:56:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.4675, loss: 1.4675 +2025-06-01 08:29:05,052 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 9:55:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4536, loss: 1.4536 +2025-06-01 08:29:47,734 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 9:55:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.4443, loss: 1.4443 +2025-06-01 08:30:30,493 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:54:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4805, loss: 1.4805 +2025-06-01 08:31:13,285 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:53:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.4870, loss: 1.4870 +2025-06-01 08:31:56,070 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:52:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4363, loss: 1.4363 +2025-06-01 08:32:38,752 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:52:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.5062, loss: 1.5062 +2025-06-01 08:33:21,403 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:51:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.5279, loss: 1.5279 +2025-06-01 08:34:04,134 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:50:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.4219, loss: 1.4219 +2025-06-01 08:34:46,864 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:49:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4393, loss: 1.4393 +2025-06-01 08:35:29,582 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4403, loss: 1.4403 +2025-06-01 08:36:12,400 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:48:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.4329, loss: 1.4329 +2025-06-01 08:36:35,551 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-01 08:45:25,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:45:26,006 - pyskl - INFO - +top1_acc 0.9304 +top5_acc 0.9950 +2025-06-01 08:45:26,010 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9304, top5_acc: 0.9950 +2025-06-01 08:46:28,977 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:47:27, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.3855, loss: 1.3855 +2025-06-01 08:47:11,757 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:46:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.3961, loss: 1.3961 +2025-06-01 08:47:54,458 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:46:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.3989, loss: 1.3989 +2025-06-01 08:48:37,129 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:45:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.3685, loss: 1.3685 +2025-06-01 08:49:19,838 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:44:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4093, loss: 1.4093 +2025-06-01 08:50:02,557 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:43:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4727, loss: 1.4727 +2025-06-01 08:50:45,357 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:43:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4809, loss: 1.4809 +2025-06-01 08:51:28,039 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:42:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4219, loss: 1.4219 +2025-06-01 08:52:10,693 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:41:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.4944, loss: 1.4944 +2025-06-01 08:52:53,269 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:41:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.3934, loss: 1.3934 +2025-06-01 08:53:35,971 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:40:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4746, loss: 1.4746 +2025-06-01 08:54:18,605 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:39:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4005, loss: 1.4005 +2025-06-01 08:55:01,444 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:38:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4226, loss: 1.4226 +2025-06-01 08:55:44,316 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:38:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4402, loss: 1.4402 +2025-06-01 08:56:27,094 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4134, loss: 1.4134 +2025-06-01 08:57:09,847 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:36:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.4475, loss: 1.4475 +2025-06-01 08:57:52,468 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:36:01, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.3263, loss: 1.3263 +2025-06-01 08:58:35,201 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:35:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4971, loss: 1.4971 +2025-06-01 08:59:18,008 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:34:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.3794, loss: 1.3794 +2025-06-01 09:00:00,875 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:33:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4057, loss: 1.4057 +2025-06-01 09:00:43,938 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:33:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.4695, loss: 1.4695 +2025-06-01 09:01:27,033 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:32:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.4471, loss: 1.4471 +2025-06-01 09:02:09,981 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:31:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.4905, loss: 1.4905 +2025-06-01 09:02:33,254 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-01 09:03:57,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:03:58,036 - pyskl - INFO - +top1_acc 0.9473 +top5_acc 0.9948 +2025-06-01 09:03:58,089 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_113.pth was removed +2025-06-01 09:03:59,098 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-01 09:03:59,099 - pyskl - INFO - Best top1_acc is 0.9473 at 116 epoch. +2025-06-01 09:03:59,102 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9473, top5_acc: 0.9948 +2025-06-01 09:05:02,311 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:30:38, time: 0.632, data_time: 0.207, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4027, loss: 1.4027 +2025-06-01 09:05:45,038 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3509, loss: 1.3509 +2025-06-01 09:06:27,818 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:29:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3931, loss: 1.3931 +2025-06-01 09:07:10,652 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:28:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4512, loss: 1.4512 +2025-06-01 09:07:53,432 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:27:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-01 09:08:36,200 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3599, loss: 1.3599 +2025-06-01 09:09:18,917 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:26:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4075, loss: 1.4075 +2025-06-01 09:10:01,616 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:25:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3834, loss: 1.3834 +2025-06-01 09:10:44,286 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:24:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4577, loss: 1.4577 +2025-06-01 09:11:26,999 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:24:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.3644, loss: 1.3644 +2025-06-01 09:12:09,626 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:23:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4113, loss: 1.4113 +2025-06-01 09:12:52,377 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:22:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3954, loss: 1.3954 +2025-06-01 09:13:35,219 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.4422, loss: 1.4422 +2025-06-01 09:14:18,071 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:21:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.3616, loss: 1.3616 +2025-06-01 09:15:01,242 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:20:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4453, loss: 1.4453 +2025-06-01 09:15:44,186 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:19:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-01 09:16:27,161 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:19:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.3944, loss: 1.3944 +2025-06-01 09:17:09,982 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:18:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.4798, loss: 1.4798 +2025-06-01 09:17:52,741 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:17:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4610, loss: 1.4610 +2025-06-01 09:18:35,430 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:17:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3569, loss: 1.3569 +2025-06-01 09:19:18,314 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:16:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4574, loss: 1.4574 +2025-06-01 09:20:01,156 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:15:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4270, loss: 1.4270 +2025-06-01 09:20:44,007 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:14:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.4742, loss: 1.4742 +2025-06-01 09:21:07,401 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-01 09:22:31,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:22:31,964 - pyskl - INFO - +top1_acc 0.9470 +top5_acc 0.9949 +2025-06-01 09:22:31,967 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9470, top5_acc: 0.9949 +2025-06-01 09:23:36,492 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:13:49, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.3911, loss: 1.3911 +2025-06-01 09:24:19,236 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:13:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4060, loss: 1.4060 +2025-06-01 09:25:02,203 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:12:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-06-01 09:25:45,184 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:11:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.2694, loss: 1.2694 +2025-06-01 09:26:28,263 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:10:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.3573, loss: 1.3573 +2025-06-01 09:27:11,354 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:10:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3988, loss: 1.3988 +2025-06-01 09:27:54,430 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:09:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4057, loss: 1.4057 +2025-06-01 09:28:37,286 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:08:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3597, loss: 1.3597 +2025-06-01 09:29:20,114 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:08:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4292, loss: 1.4292 +2025-06-01 09:30:02,794 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:07:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.4164, loss: 1.4164 +2025-06-01 09:30:45,535 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:06:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.3644, loss: 1.3644 +2025-06-01 09:31:28,329 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:05:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.3924, loss: 1.3924 +2025-06-01 09:32:11,246 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:05:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3418, loss: 1.3418 +2025-06-01 09:32:54,132 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:04:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.2873, loss: 1.2873 +2025-06-01 09:33:37,043 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:03:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-06-01 09:34:19,993 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:03:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4258, loss: 1.4258 +2025-06-01 09:35:02,933 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:02:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3821, loss: 1.3821 +2025-06-01 09:35:45,856 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:01:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3718, loss: 1.3718 +2025-06-01 09:36:28,776 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:00:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.3866, loss: 1.3866 +2025-06-01 09:37:11,564 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:00:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4134, loss: 1.4134 +2025-06-01 09:37:54,242 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 8:59:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4082, loss: 1.4082 +2025-06-01 09:38:37,056 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 8:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4023, loss: 1.4023 +2025-06-01 09:39:19,837 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 8:58:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.3820, loss: 1.3820 +2025-06-01 09:39:43,063 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-01 09:41:07,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:41:07,680 - pyskl - INFO - +top1_acc 0.9558 +top5_acc 0.9953 +2025-06-01 09:41:07,732 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_116.pth was removed +2025-06-01 09:41:08,749 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-01 09:41:08,749 - pyskl - INFO - Best top1_acc is 0.9558 at 118 epoch. +2025-06-01 09:41:08,752 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9558, top5_acc: 0.9953 +2025-06-01 09:42:11,979 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 8:57:00, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3445, loss: 1.3445 +2025-06-01 09:42:54,565 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 8:56:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.2941, loss: 1.2941 +2025-06-01 09:43:37,155 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 8:55:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2665, loss: 1.2665 +2025-06-01 09:44:19,814 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:54:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2986, loss: 1.2986 +2025-06-01 09:45:02,474 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:54:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2833, loss: 1.2833 +2025-06-01 09:45:45,208 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:53:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2784, loss: 1.2784 +2025-06-01 09:46:27,866 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:52:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3697, loss: 1.3697 +2025-06-01 09:47:10,522 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:52:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.3956, loss: 1.3956 +2025-06-01 09:47:53,169 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:51:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3559, loss: 1.3559 +2025-06-01 09:48:35,935 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:50:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3557, loss: 1.3557 +2025-06-01 09:49:18,582 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:49:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.3500, loss: 1.3500 +2025-06-01 09:50:01,286 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-01 09:50:44,334 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3520, loss: 1.3520 +2025-06-01 09:51:27,370 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:47:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4406, loss: 1.4406 +2025-06-01 09:52:10,542 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:47:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.3425, loss: 1.3425 +2025-06-01 09:52:53,538 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:46:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2988, loss: 1.2988 +2025-06-01 09:53:36,527 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:45:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-06-01 09:54:19,387 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:44:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3345, loss: 1.3345 +2025-06-01 09:55:02,228 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:44:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3808, loss: 1.3808 +2025-06-01 09:55:45,157 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:43:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3624, loss: 1.3624 +2025-06-01 09:56:28,099 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:42:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3611, loss: 1.3611 +2025-06-01 09:57:10,909 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:42:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3286, loss: 1.3286 +2025-06-01 09:57:53,664 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:41:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3550, loss: 1.3550 +2025-06-01 09:58:16,835 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-01 09:59:41,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:59:41,607 - pyskl - INFO - +top1_acc 0.9525 +top5_acc 0.9950 +2025-06-01 09:59:41,610 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9525, top5_acc: 0.9950 +2025-06-01 10:00:46,287 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:40:11, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3165, loss: 1.3165 +2025-06-01 10:01:29,381 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:39:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-01 10:02:12,236 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:38:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3013, loss: 1.3013 +2025-06-01 10:02:54,850 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:38:03, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3294, loss: 1.3294 +2025-06-01 10:03:37,883 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:37:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.3447, loss: 1.3447 +2025-06-01 10:04:20,354 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:36:37, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3290, loss: 1.3290 +2025-06-01 10:05:03,063 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:35:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2692, loss: 1.2692 +2025-06-01 10:05:45,883 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:35:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.3554, loss: 1.3554 +2025-06-01 10:06:28,511 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:34:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3121, loss: 1.3121 +2025-06-01 10:07:11,223 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:33:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3020, loss: 1.3020 +2025-06-01 10:07:54,040 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:33:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 +2025-06-01 10:08:37,072 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:32:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2483, loss: 1.2483 +2025-06-01 10:09:20,081 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:31:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3072, loss: 1.3072 +2025-06-01 10:10:03,014 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:30:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3178, loss: 1.3178 +2025-06-01 10:10:45,704 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:30:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3632, loss: 1.3632 +2025-06-01 10:11:28,461 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:29:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3331, loss: 1.3331 +2025-06-01 10:12:11,203 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:28:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2866, loss: 1.2866 +2025-06-01 10:12:53,953 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3484, loss: 1.3484 +2025-06-01 10:13:36,741 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:27:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.3488, loss: 1.3488 +2025-06-01 10:14:19,432 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:26:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.3031, loss: 1.3031 +2025-06-01 10:15:02,110 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3234, loss: 1.3234 +2025-06-01 10:15:44,893 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:25:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.3489, loss: 1.3489 +2025-06-01 10:16:27,658 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:24:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.3602, loss: 1.3602 +2025-06-01 10:16:50,897 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-01 10:26:10,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:26:10,362 - pyskl - INFO - +top1_acc 0.9455 +top5_acc 0.9947 +2025-06-01 10:26:10,366 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9455, top5_acc: 0.9947 +2025-06-01 10:27:14,377 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:23:23, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3239, loss: 1.3239 +2025-06-01 10:27:57,395 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:22:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2637, loss: 1.2637 +2025-06-01 10:28:40,455 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:21:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-06-01 10:29:23,440 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:21:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2377, loss: 1.2377 +2025-06-01 10:30:06,332 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:20:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2905, loss: 1.2905 +2025-06-01 10:30:49,009 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:19:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.2949, loss: 1.2949 +2025-06-01 10:31:31,763 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:19:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3007, loss: 1.3007 +2025-06-01 10:32:14,465 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:18:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-06-01 10:32:57,248 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:17:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2374, loss: 1.2374 +2025-06-01 10:33:39,966 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:16:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3090, loss: 1.3090 +2025-06-01 10:34:22,706 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:16:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2695, loss: 1.2695 +2025-06-01 10:35:05,445 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:15:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2711, loss: 1.2711 +2025-06-01 10:35:48,253 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:14:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2697, loss: 1.2697 +2025-06-01 10:36:30,999 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:14:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3271, loss: 1.3271 +2025-06-01 10:37:13,786 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:13:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 +2025-06-01 10:37:56,546 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:12:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2742, loss: 1.2742 +2025-06-01 10:38:39,313 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:11:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2779, loss: 1.2779 +2025-06-01 10:39:22,266 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:11:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2273, loss: 1.2273 +2025-06-01 10:40:05,061 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:10:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3376, loss: 1.3376 +2025-06-01 10:40:48,173 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:09:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3204, loss: 1.3204 +2025-06-01 10:41:31,140 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:09:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2655, loss: 1.2655 +2025-06-01 10:42:13,918 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:08:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3101, loss: 1.3101 +2025-06-01 10:42:56,552 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:07:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2659, loss: 1.2659 +2025-06-01 10:43:19,705 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-01 10:44:44,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:44:45,011 - pyskl - INFO - +top1_acc 0.9538 +top5_acc 0.9947 +2025-06-01 10:44:45,014 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9538, top5_acc: 0.9947 +2025-06-01 10:45:49,875 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:06:34, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2904, loss: 1.2904 +2025-06-01 10:46:33,041 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:05:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1691, loss: 1.1691 +2025-06-01 10:47:15,986 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:05:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2534, loss: 1.2534 +2025-06-01 10:47:59,436 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:04:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.2649, loss: 1.2649 +2025-06-01 10:48:42,876 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:03:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3192, loss: 1.3192 +2025-06-01 10:49:26,349 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:03:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2522, loss: 1.2522 +2025-06-01 10:50:09,699 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:02:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2006, loss: 1.2006 +2025-06-01 10:50:52,677 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:01:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-06-01 10:51:35,614 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:00:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-06-01 10:52:18,458 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:00:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2415, loss: 1.2415 +2025-06-01 10:53:01,302 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 7:59:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1981, loss: 1.1981 +2025-06-01 10:53:44,222 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 7:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2570, loss: 1.2570 +2025-06-01 10:54:27,152 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 7:58:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2877, loss: 1.2877 +2025-06-01 10:55:10,059 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 7:57:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1937, loss: 1.1937 +2025-06-01 10:55:52,886 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 7:56:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2613, loss: 1.2613 +2025-06-01 10:56:35,629 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:55:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2471, loss: 1.2471 +2025-06-01 10:57:18,500 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:55:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.3423, loss: 1.3423 +2025-06-01 10:58:01,365 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:54:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2313, loss: 1.2313 +2025-06-01 10:58:44,286 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:53:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2594, loss: 1.2594 +2025-06-01 10:59:27,317 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:53:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3025, loss: 1.3025 +2025-06-01 11:00:10,102 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:52:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.2729, loss: 1.2729 +2025-06-01 11:00:52,897 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:51:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3469, loss: 1.3469 +2025-06-01 11:01:35,581 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:50:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3274, loss: 1.3274 +2025-06-01 11:01:58,792 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-01 11:03:24,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:03:24,329 - pyskl - INFO - +top1_acc 0.9428 +top5_acc 0.9944 +2025-06-01 11:03:24,333 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9428, top5_acc: 0.9944 +2025-06-01 11:04:29,081 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:49:46, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2394, loss: 1.2394 +2025-06-01 11:05:12,058 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:49:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2200, loss: 1.2200 +2025-06-01 11:05:54,904 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:48:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2068, loss: 1.2068 +2025-06-01 11:06:37,637 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:47:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2287, loss: 1.2287 +2025-06-01 11:07:20,627 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:46:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2073, loss: 1.2073 +2025-06-01 11:08:03,421 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:46:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.1893, loss: 1.1893 +2025-06-01 11:08:46,341 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:45:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2450, loss: 1.2450 +2025-06-01 11:09:29,166 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2837, loss: 1.2837 +2025-06-01 11:10:12,035 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:44:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2542, loss: 1.2542 +2025-06-01 11:10:54,894 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:43:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2396, loss: 1.2396 +2025-06-01 11:11:37,812 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:42:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3353, loss: 1.3353 +2025-06-01 11:12:20,726 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:41:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2686, loss: 1.2686 +2025-06-01 11:13:03,541 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:41:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2944, loss: 1.2944 +2025-06-01 11:13:46,381 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:40:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-06-01 11:14:29,177 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:39:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2706, loss: 1.2706 +2025-06-01 11:15:11,930 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:39:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2344, loss: 1.2344 +2025-06-01 11:15:54,704 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:38:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2400, loss: 1.2400 +2025-06-01 11:16:37,487 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:37:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2123, loss: 1.2123 +2025-06-01 11:17:20,206 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:36:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-06-01 11:18:03,139 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:36:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-06-01 11:18:45,907 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:35:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2855, loss: 1.2855 +2025-06-01 11:19:28,621 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:34:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.2818, loss: 1.2818 +2025-06-01 11:20:11,273 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:34:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2778, loss: 1.2778 +2025-06-01 11:20:34,460 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-01 11:21:59,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:21:59,822 - pyskl - INFO - +top1_acc 0.9489 +top5_acc 0.9947 +2025-06-01 11:21:59,825 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9489, top5_acc: 0.9947 +2025-06-01 11:23:03,804 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:32:58, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2179, loss: 1.2179 +2025-06-01 11:23:46,757 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:32:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2076, loss: 1.2076 +2025-06-01 11:24:29,789 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:31:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2559, loss: 1.2559 +2025-06-01 11:25:12,842 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:30:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2205, loss: 1.2205 +2025-06-01 11:25:55,826 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:30:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2090, loss: 1.2090 +2025-06-01 11:26:38,549 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:29:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2259, loss: 1.2259 +2025-06-01 11:27:21,195 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:28:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2271, loss: 1.2271 +2025-06-01 11:28:03,873 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:27:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2568, loss: 1.2568 +2025-06-01 11:28:46,457 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:27:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1791, loss: 1.1791 +2025-06-01 11:29:29,113 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:26:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2110, loss: 1.2110 +2025-06-01 11:30:11,777 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:25:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-01 11:30:54,440 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-06-01 11:31:37,213 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:24:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2489, loss: 1.2489 +2025-06-01 11:32:20,271 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:23:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2222, loss: 1.2222 +2025-06-01 11:33:03,130 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:22:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2412, loss: 1.2412 +2025-06-01 11:33:46,002 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:22:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.2052, loss: 1.2052 +2025-06-01 11:34:28,627 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:21:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.1827, loss: 1.1827 +2025-06-01 11:35:11,505 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:20:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-06-01 11:35:54,225 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:20:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2439, loss: 1.2439 +2025-06-01 11:36:36,961 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:19:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2279, loss: 1.2279 +2025-06-01 11:37:19,902 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:18:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2303, loss: 1.2303 +2025-06-01 11:38:02,638 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:17:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2495, loss: 1.2495 +2025-06-01 11:38:45,315 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:17:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.2354, loss: 1.2354 +2025-06-01 11:39:08,606 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-01 11:40:33,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:40:33,920 - pyskl - INFO - +top1_acc 0.9552 +top5_acc 0.9941 +2025-06-01 11:40:33,923 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9552, top5_acc: 0.9941 +2025-06-01 11:41:38,185 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:16:09, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1639, loss: 1.1639 +2025-06-01 11:42:21,092 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:15:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1687, loss: 1.1687 +2025-06-01 11:43:04,460 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:14:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1783, loss: 1.1783 +2025-06-01 11:43:47,271 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:14:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2294, loss: 1.2294 +2025-06-01 11:44:30,118 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:13:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1711, loss: 1.1711 +2025-06-01 11:45:12,989 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:12:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2290, loss: 1.2290 +2025-06-01 11:45:55,783 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:11:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1500, loss: 1.1500 +2025-06-01 11:46:38,624 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:11:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2054, loss: 1.2054 +2025-06-01 11:47:21,483 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:10:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2159, loss: 1.2159 +2025-06-01 11:48:04,302 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:09:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1642, loss: 1.1642 +2025-06-01 11:48:47,103 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:09:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2431, loss: 1.2431 +2025-06-01 11:49:29,919 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1998, loss: 1.1998 +2025-06-01 11:50:12,808 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:07:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2183, loss: 1.2183 +2025-06-01 11:50:55,774 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:06:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1803, loss: 1.1803 +2025-06-01 11:51:38,573 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1830, loss: 1.1830 +2025-06-01 11:52:21,258 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:05:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2004, loss: 1.2004 +2025-06-01 11:53:03,994 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:04:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1582, loss: 1.1582 +2025-06-01 11:53:46,773 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:04:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2137, loss: 1.2137 +2025-06-01 11:54:29,479 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:03:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1819, loss: 1.1819 +2025-06-01 11:55:12,153 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:02:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2018, loss: 1.2018 +2025-06-01 11:55:54,845 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:01:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1938, loss: 1.1938 +2025-06-01 11:56:37,657 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:01:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2150, loss: 1.2150 +2025-06-01 11:57:20,447 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:00:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2524, loss: 1.2524 +2025-06-01 11:57:43,694 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-01 12:06:17,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:06:18,070 - pyskl - INFO - +top1_acc 0.9441 +top5_acc 0.9955 +2025-06-01 12:06:18,074 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9441, top5_acc: 0.9955 +2025-06-01 12:07:22,595 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 6:59:21, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1634, loss: 1.1634 +2025-06-01 12:08:05,949 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 6:58:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.2315, loss: 1.2315 +2025-06-01 12:08:49,155 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 6:57:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-06-01 12:09:31,995 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 6:57:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1733, loss: 1.1733 +2025-06-01 12:10:14,941 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 6:56:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1491, loss: 1.1491 +2025-06-01 12:10:57,829 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:55:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1526, loss: 1.1526 +2025-06-01 12:11:40,757 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:55:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1716, loss: 1.1716 +2025-06-01 12:12:23,512 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1862, loss: 1.1862 +2025-06-01 12:13:06,270 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:53:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2008, loss: 1.2008 +2025-06-01 12:13:48,941 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:52:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1869, loss: 1.1869 +2025-06-01 12:14:31,655 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:52:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-06-01 12:15:14,387 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:51:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1432, loss: 1.1432 +2025-06-01 12:15:57,140 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:50:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1682, loss: 1.1682 +2025-06-01 12:16:40,386 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:50:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2088, loss: 1.2088 +2025-06-01 12:17:23,873 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:49:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2136, loss: 1.2136 +2025-06-01 12:18:06,956 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:48:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1814, loss: 1.1814 +2025-06-01 12:18:50,020 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1600, loss: 1.1600 +2025-06-01 12:19:32,967 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:47:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.1294, loss: 1.1294 +2025-06-01 12:20:16,030 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:46:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1591, loss: 1.1591 +2025-06-01 12:20:58,801 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:45:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1764, loss: 1.1764 +2025-06-01 12:21:41,668 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:45:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2258, loss: 1.2258 +2025-06-01 12:22:24,559 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:44:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1819, loss: 1.1819 +2025-06-01 12:23:07,685 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:43:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1982, loss: 1.1982 +2025-06-01 12:23:31,122 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-01 12:24:56,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:24:56,769 - pyskl - INFO - +top1_acc 0.9625 +top5_acc 0.9953 +2025-06-01 12:24:56,826 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_118.pth was removed +2025-06-01 12:24:57,871 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-01 12:24:57,872 - pyskl - INFO - Best top1_acc is 0.9625 at 126 epoch. +2025-06-01 12:24:57,875 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9625, top5_acc: 0.9953 +2025-06-01 12:26:01,491 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:42:33, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1330, loss: 1.1330 +2025-06-01 12:26:44,338 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:41:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1654, loss: 1.1654 +2025-06-01 12:27:27,331 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1977, loss: 1.1977 +2025-06-01 12:28:10,220 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:40:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1535, loss: 1.1535 +2025-06-01 12:28:52,988 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:39:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1431, loss: 1.1431 +2025-06-01 12:29:35,955 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:38:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1532, loss: 1.1532 +2025-06-01 12:30:18,814 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:38:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1881, loss: 1.1881 +2025-06-01 12:31:01,650 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:37:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1151, loss: 1.1151 +2025-06-01 12:31:44,444 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:36:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-06-01 12:32:27,144 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:36:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1439, loss: 1.1439 +2025-06-01 12:33:09,958 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:35:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-06-01 12:33:52,697 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:34:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1409, loss: 1.1409 +2025-06-01 12:34:35,441 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:33:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-06-01 12:35:18,382 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:33:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1580, loss: 1.1580 +2025-06-01 12:36:01,380 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:32:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 +2025-06-01 12:36:44,302 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:31:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1517, loss: 1.1517 +2025-06-01 12:37:27,109 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:31:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1696, loss: 1.1696 +2025-06-01 12:38:09,975 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:30:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1159, loss: 1.1159 +2025-06-01 12:38:52,781 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:29:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1693, loss: 1.1693 +2025-06-01 12:39:35,596 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:28:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1448, loss: 1.1448 +2025-06-01 12:40:18,494 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:28:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1291, loss: 1.1291 +2025-06-01 12:41:01,239 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:27:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-06-01 12:41:44,026 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1406, loss: 1.1406 +2025-06-01 12:42:07,308 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-01 12:43:32,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:43:32,895 - pyskl - INFO - +top1_acc 0.9623 +top5_acc 0.9957 +2025-06-01 12:43:32,898 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9623, top5_acc: 0.9957 +2025-06-01 12:44:36,408 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:25:44, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1553, loss: 1.1553 +2025-06-01 12:45:19,216 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:25:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1183, loss: 1.1183 +2025-06-01 12:46:02,133 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:24:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1123, loss: 1.1123 +2025-06-01 12:46:44,932 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:23:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1651, loss: 1.1651 +2025-06-01 12:47:27,713 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:22:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 +2025-06-01 12:48:10,370 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:22:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-06-01 12:48:53,233 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:21:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1302, loss: 1.1302 +2025-06-01 12:49:35,965 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:20:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1292, loss: 1.1292 +2025-06-01 12:50:19,070 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:20:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1494, loss: 1.1494 +2025-06-01 12:51:02,002 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:19:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-06-01 12:51:44,739 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:18:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1421, loss: 1.1421 +2025-06-01 12:52:27,546 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:17:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1183, loss: 1.1183 +2025-06-01 12:53:10,438 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:17:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1835, loss: 1.1835 +2025-06-01 12:53:53,241 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:16:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1634, loss: 1.1634 +2025-06-01 12:54:35,960 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:15:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1353, loss: 1.1353 +2025-06-01 12:55:18,719 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:15:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 +2025-06-01 12:56:01,478 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:14:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1803, loss: 1.1803 +2025-06-01 12:56:44,204 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:13:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1430, loss: 1.1430 +2025-06-01 12:57:27,174 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:12:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1866, loss: 1.1866 +2025-06-01 12:58:10,030 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:12:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1254, loss: 1.1254 +2025-06-01 12:58:52,838 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1050, loss: 1.1050 +2025-06-01 12:59:35,566 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:10:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1424, loss: 1.1424 +2025-06-01 13:00:18,326 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:10:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1597, loss: 1.1597 +2025-06-01 13:00:41,566 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-01 13:02:06,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:02:06,740 - pyskl - INFO - +top1_acc 0.9606 +top5_acc 0.9958 +2025-06-01 13:02:06,744 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9606, top5_acc: 0.9958 +2025-06-01 13:03:10,769 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:08:55, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-06-01 13:03:53,578 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:08:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1487, loss: 1.1487 +2025-06-01 13:04:36,477 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:07:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1884, loss: 1.1884 +2025-06-01 13:05:19,342 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:06:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1291, loss: 1.1291 +2025-06-01 13:06:02,185 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:06:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1910, loss: 1.1910 +2025-06-01 13:06:45,033 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:05:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1750, loss: 1.1750 +2025-06-01 13:07:27,906 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:04:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1133, loss: 1.1133 +2025-06-01 13:08:10,665 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:03:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-06-01 13:08:53,485 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:03:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1557, loss: 1.1557 +2025-06-01 13:09:36,210 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:02:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1274, loss: 1.1274 +2025-06-01 13:10:19,028 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:01:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1337, loss: 1.1337 +2025-06-01 13:11:01,770 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:01:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1294, loss: 1.1294 +2025-06-01 13:11:44,555 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:00:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1656, loss: 1.1656 +2025-06-01 13:12:27,498 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 5:59:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1817, loss: 1.1817 +2025-06-01 13:13:10,266 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 5:58:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-06-01 13:13:53,057 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 5:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1313, loss: 1.1313 +2025-06-01 13:14:35,782 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 5:57:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1108, loss: 1.1108 +2025-06-01 13:15:18,634 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:56:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1231, loss: 1.1231 +2025-06-01 13:16:01,458 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:56:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1460, loss: 1.1460 +2025-06-01 13:16:44,325 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:55:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-06-01 13:17:26,984 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:54:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1677, loss: 1.1677 +2025-06-01 13:18:09,705 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:53:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-06-01 13:18:52,440 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:53:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1274, loss: 1.1274 +2025-06-01 13:19:15,627 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-01 13:20:40,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:20:40,425 - pyskl - INFO - +top1_acc 0.9555 +top5_acc 0.9960 +2025-06-01 13:20:40,428 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9555, top5_acc: 0.9960 +2025-06-01 13:21:44,062 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:52:07, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0893, loss: 1.0893 +2025-06-01 13:22:26,805 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:51:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1056, loss: 1.1056 +2025-06-01 13:23:09,601 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:50:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0797, loss: 1.0797 +2025-06-01 13:23:52,413 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:49:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0859, loss: 1.0859 +2025-06-01 13:24:35,268 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:49:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-06-01 13:25:18,044 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:48:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1533, loss: 1.1533 +2025-06-01 13:26:00,775 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:47:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0875, loss: 1.0875 +2025-06-01 13:26:43,405 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:47:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1130, loss: 1.1130 +2025-06-01 13:27:26,170 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:46:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1255, loss: 1.1255 +2025-06-01 13:28:08,970 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:45:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0972, loss: 1.0972 +2025-06-01 13:28:51,805 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:44:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1307, loss: 1.1307 +2025-06-01 13:29:34,508 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:44:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1333, loss: 1.1333 +2025-06-01 13:30:17,234 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:43:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1040, loss: 1.1040 +2025-06-01 13:31:00,094 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:42:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0926, loss: 1.0926 +2025-06-01 13:31:42,901 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:42:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 +2025-06-01 13:32:25,727 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:41:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1443, loss: 1.1443 +2025-06-01 13:33:08,460 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:40:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1486, loss: 1.1486 +2025-06-01 13:33:51,177 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:39:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-06-01 13:34:34,126 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:39:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1362, loss: 1.1362 +2025-06-01 13:35:16,913 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:38:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1378, loss: 1.1378 +2025-06-01 13:35:59,577 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:37:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1386, loss: 1.1386 +2025-06-01 13:36:42,211 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:37:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1370, loss: 1.1370 +2025-06-01 13:37:24,894 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:36:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-06-01 13:37:48,067 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-01 13:46:29,291 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:46:29,368 - pyskl - INFO - +top1_acc 0.9570 +top5_acc 0.9953 +2025-06-01 13:46:29,371 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9570, top5_acc: 0.9953 +2025-06-01 13:47:33,561 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:35:18, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0954, loss: 1.0954 +2025-06-01 13:48:16,973 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:34:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-06-01 13:49:00,328 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:33:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-06-01 13:49:43,598 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:33:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0795, loss: 1.0795 +2025-06-01 13:50:27,037 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:32:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-06-01 13:51:10,505 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:31:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1112, loss: 1.1112 +2025-06-01 13:51:53,897 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:31:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 +2025-06-01 13:52:37,288 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:30:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1356, loss: 1.1356 +2025-06-01 13:53:20,512 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:29:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0889, loss: 1.0889 +2025-06-01 13:54:03,627 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:28:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0705, loss: 1.0705 +2025-06-01 13:54:46,697 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:28:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0858, loss: 1.0858 +2025-06-01 13:55:29,816 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:27:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1032, loss: 1.1032 +2025-06-01 13:56:12,947 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:26:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-06-01 13:56:55,951 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:26:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1430, loss: 1.1430 +2025-06-01 13:57:39,010 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:25:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0926, loss: 1.0926 +2025-06-01 13:58:22,060 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:24:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 +2025-06-01 13:59:05,244 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:23:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0807, loss: 1.0807 +2025-06-01 13:59:48,271 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:23:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 +2025-06-01 14:00:31,296 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:22:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-06-01 14:01:14,370 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:21:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1266, loss: 1.1266 +2025-06-01 14:01:57,427 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:21:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-06-01 14:02:40,488 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:20:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1043, loss: 1.1043 +2025-06-01 14:03:23,622 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:19:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0673, loss: 1.0673 +2025-06-01 14:03:46,960 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-01 14:05:11,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:05:11,780 - pyskl - INFO - +top1_acc 0.9486 +top5_acc 0.9872 +2025-06-01 14:05:11,783 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9486, top5_acc: 0.9872 +2025-06-01 14:06:16,608 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:18:31, time: 0.648, data_time: 0.217, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-06-01 14:06:59,723 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:17:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0857, loss: 1.0857 +2025-06-01 14:07:42,816 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:17:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0471, loss: 1.0471 +2025-06-01 14:08:25,957 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:16:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1068, loss: 1.1068 +2025-06-01 14:09:09,147 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:15:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1302, loss: 1.1302 +2025-06-01 14:09:52,190 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:14:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0834, loss: 1.0834 +2025-06-01 14:10:35,212 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:14:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0620, loss: 1.0620 +2025-06-01 14:11:18,304 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:13:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-06-01 14:12:01,519 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:12:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-06-01 14:12:44,666 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:12:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-06-01 14:13:27,657 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:11:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0394, loss: 1.0394 +2025-06-01 14:14:10,916 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:10:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0823, loss: 1.0823 +2025-06-01 14:14:54,227 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:09:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-06-01 14:15:37,397 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:09:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-06-01 14:16:20,378 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:08:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0521, loss: 1.0521 +2025-06-01 14:17:03,536 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:07:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0755, loss: 1.0755 +2025-06-01 14:17:46,618 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:07:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0850, loss: 1.0850 +2025-06-01 14:18:29,649 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:06:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-06-01 14:19:12,711 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:05:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0600, loss: 1.0600 +2025-06-01 14:19:55,839 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:04:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0904, loss: 1.0904 +2025-06-01 14:20:38,899 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:04:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0956, loss: 1.0956 +2025-06-01 14:21:21,929 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:03:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0986, loss: 1.0986 +2025-06-01 14:22:04,976 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:02:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1140, loss: 1.1140 +2025-06-01 14:22:28,470 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-01 14:23:53,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:23:53,642 - pyskl - INFO - +top1_acc 0.9662 +top5_acc 0.9962 +2025-06-01 14:23:53,715 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_126.pth was removed +2025-06-01 14:23:54,703 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-01 14:23:54,704 - pyskl - INFO - Best top1_acc is 0.9662 at 132 epoch. +2025-06-01 14:23:54,707 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9662, top5_acc: 0.9962 +2025-06-01 14:24:59,632 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:01:44, time: 0.649, data_time: 0.218, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-06-01 14:25:42,787 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:01:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-06-01 14:26:25,811 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:00:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0701, loss: 1.0701 +2025-06-01 14:27:09,319 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 4:59:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0764, loss: 1.0764 +2025-06-01 14:27:52,555 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 4:58:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0701, loss: 1.0701 +2025-06-01 14:28:35,681 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 4:58:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1060, loss: 1.1060 +2025-06-01 14:29:18,770 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1048, loss: 1.1048 +2025-06-01 14:30:01,819 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:56:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0586, loss: 1.0586 +2025-06-01 14:30:44,951 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:56:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0422, loss: 1.0422 +2025-06-01 14:31:28,417 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:55:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1025, loss: 1.1025 +2025-06-01 14:32:11,574 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:54:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1041, loss: 1.1041 +2025-06-01 14:32:54,848 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:53:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-06-01 14:33:38,022 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:53:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-06-01 14:34:21,251 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:52:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-06-01 14:35:04,446 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:51:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-06-01 14:35:47,511 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:51:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0765, loss: 1.0765 +2025-06-01 14:36:30,539 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:50:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0708, loss: 1.0708 +2025-06-01 14:37:13,657 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:49:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0392, loss: 1.0392 +2025-06-01 14:37:56,752 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:48:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0702, loss: 1.0702 +2025-06-01 14:38:39,851 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:48:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-06-01 14:39:22,939 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:47:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-06-01 14:40:05,991 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:46:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0850, loss: 1.0850 +2025-06-01 14:40:48,996 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 +2025-06-01 14:41:12,438 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-01 14:42:37,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:42:37,827 - pyskl - INFO - +top1_acc 0.9656 +top5_acc 0.9958 +2025-06-01 14:42:37,831 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9656, top5_acc: 0.9958 +2025-06-01 14:43:42,721 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:44:56, time: 0.649, data_time: 0.217, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-06-01 14:44:25,881 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:44:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0342, loss: 1.0342 +2025-06-01 14:45:08,895 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:43:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0651, loss: 1.0651 +2025-06-01 14:45:51,947 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1018, loss: 1.1018 +2025-06-01 14:46:35,105 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:42:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0679, loss: 1.0679 +2025-06-01 14:47:18,274 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:41:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0714, loss: 1.0714 +2025-06-01 14:48:01,439 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:40:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0776, loss: 1.0776 +2025-06-01 14:48:44,668 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:39:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-06-01 14:49:27,822 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:39:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0939, loss: 1.0939 +2025-06-01 14:50:11,075 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:38:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0974, loss: 1.0974 +2025-06-01 14:50:54,223 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:37:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0292, loss: 1.0292 +2025-06-01 14:51:37,239 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0742, loss: 1.0742 +2025-06-01 14:52:20,277 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:36:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0842, loss: 1.0842 +2025-06-01 14:53:03,298 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:35:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1074, loss: 1.1074 +2025-06-01 14:53:46,410 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:34:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0550, loss: 1.0550 +2025-06-01 14:54:29,508 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-06-01 14:55:12,522 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:33:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-06-01 14:55:55,490 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:32:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-06-01 14:56:38,626 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:32:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0535, loss: 1.0535 +2025-06-01 14:57:21,948 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:31:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0861, loss: 1.0861 +2025-06-01 14:58:05,159 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:30:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0712, loss: 1.0712 +2025-06-01 14:58:48,361 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:29:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0583, loss: 1.0583 +2025-06-01 14:59:31,444 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:29:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-06-01 14:59:54,740 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-01 15:01:19,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:01:19,499 - pyskl - INFO - +top1_acc 0.9670 +top5_acc 0.9962 +2025-06-01 15:01:19,546 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_132.pth was removed +2025-06-01 15:01:20,597 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-01 15:01:20,598 - pyskl - INFO - Best top1_acc is 0.9670 at 134 epoch. +2025-06-01 15:01:20,601 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9670, top5_acc: 0.9962 +2025-06-01 15:02:24,879 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:28:09, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-06-01 15:03:08,019 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:27:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0587, loss: 1.0587 +2025-06-01 15:03:51,098 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:26:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0402, loss: 1.0402 +2025-06-01 15:04:34,343 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0776, loss: 1.0776 +2025-06-01 15:05:17,498 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:25:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0605, loss: 1.0605 +2025-06-01 15:06:00,621 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:24:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-06-01 15:06:43,714 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:23:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0407, loss: 1.0407 +2025-06-01 15:07:26,847 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:23:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-06-01 15:08:09,887 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:22:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0673, loss: 1.0673 +2025-06-01 15:08:52,878 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:21:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-06-01 15:09:36,046 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:21:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0943, loss: 1.0943 +2025-06-01 15:10:19,157 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:20:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-06-01 15:11:02,306 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:19:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-06-01 15:11:45,432 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0307, loss: 1.0307 +2025-06-01 15:12:28,528 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:18:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-06-01 15:13:11,654 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:17:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0708, loss: 1.0708 +2025-06-01 15:13:54,698 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:16:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0374, loss: 1.0374 +2025-06-01 15:14:37,823 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:16:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-06-01 15:15:20,956 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-06-01 15:16:04,003 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:14:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-06-01 15:16:47,038 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:13:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0305, loss: 1.0305 +2025-06-01 15:17:30,048 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:13:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0677, loss: 1.0677 +2025-06-01 15:18:13,094 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:12:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-06-01 15:18:36,520 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-01 15:27:38,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:27:38,182 - pyskl - INFO - +top1_acc 0.9687 +top5_acc 0.9966 +2025-06-01 15:27:38,233 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_134.pth was removed +2025-06-01 15:27:39,250 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-01 15:27:39,250 - pyskl - INFO - Best top1_acc is 0.9687 at 135 epoch. +2025-06-01 15:27:39,253 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9687, top5_acc: 0.9966 +2025-06-01 15:28:43,135 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:11:21, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-06-01 15:29:26,084 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:10:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0303, loss: 1.0303 +2025-06-01 15:30:09,035 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:09:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0776, loss: 1.0776 +2025-06-01 15:30:52,045 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:09:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0900, loss: 1.0900 +2025-06-01 15:31:35,198 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:08:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0430, loss: 1.0430 +2025-06-01 15:32:18,322 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:07:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0592, loss: 1.0592 +2025-06-01 15:33:01,378 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:07:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0701, loss: 1.0701 +2025-06-01 15:33:44,435 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:06:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-06-01 15:34:27,498 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:05:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0464, loss: 1.0464 +2025-06-01 15:35:10,507 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:04:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-06-01 15:35:53,584 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:04:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0577, loss: 1.0577 +2025-06-01 15:36:36,659 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:03:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-06-01 15:37:19,731 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:02:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-06-01 15:38:02,787 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:02:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-06-01 15:38:45,942 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:01:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-06-01 15:39:29,042 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:00:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0189, loss: 1.0189 +2025-06-01 15:40:12,174 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 3:59:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2025-06-01 15:40:55,307 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 3:59:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-06-01 15:41:38,384 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 3:58:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0580, loss: 1.0580 +2025-06-01 15:42:21,456 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:57:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0373, loss: 1.0373 +2025-06-01 15:43:04,523 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:57:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0267, loss: 1.0267 +2025-06-01 15:43:47,633 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:56:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-06-01 15:44:30,780 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:55:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0779, loss: 1.0779 +2025-06-01 15:44:54,173 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-01 15:46:18,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:46:18,846 - pyskl - INFO - +top1_acc 0.9703 +top5_acc 0.9964 +2025-06-01 15:46:18,900 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_135.pth was removed +2025-06-01 15:46:19,967 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-01 15:46:19,968 - pyskl - INFO - Best top1_acc is 0.9703 at 136 epoch. +2025-06-01 15:46:19,971 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9703, top5_acc: 0.9964 +2025-06-01 15:47:23,582 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:54:33, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0464, loss: 1.0464 +2025-06-01 15:48:06,402 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:53:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-06-01 15:48:49,345 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:53:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0318, loss: 1.0318 +2025-06-01 15:49:32,627 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:52:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-06-01 15:50:15,600 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:51:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0521, loss: 1.0521 +2025-06-01 15:50:58,605 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:50:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0482, loss: 1.0482 +2025-06-01 15:51:41,528 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0615, loss: 1.0615 +2025-06-01 15:52:24,482 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:49:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0527, loss: 1.0527 +2025-06-01 15:53:07,708 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:48:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0105, loss: 1.0105 +2025-06-01 15:53:50,910 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:48:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-06-01 15:54:33,914 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:47:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0435, loss: 1.0435 +2025-06-01 15:55:16,963 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:46:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-06-01 15:56:00,073 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:45:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-06-01 15:56:43,140 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:45:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0216, loss: 1.0216 +2025-06-01 15:57:26,252 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:44:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0284, loss: 1.0284 +2025-06-01 15:58:09,514 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:43:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0230, loss: 1.0230 +2025-06-01 15:58:52,627 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:43:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2025-06-01 15:59:35,747 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:42:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0301, loss: 1.0301 +2025-06-01 16:00:18,850 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:41:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-06-01 16:01:01,942 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:40:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0435, loss: 1.0435 +2025-06-01 16:01:45,227 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:40:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 +2025-06-01 16:02:28,430 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:39:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-06-01 16:03:11,660 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:38:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-06-01 16:03:35,050 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-01 16:04:59,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:04:59,596 - pyskl - INFO - +top1_acc 0.9685 +top5_acc 0.9965 +2025-06-01 16:04:59,599 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9685, top5_acc: 0.9965 +2025-06-01 16:06:03,267 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:37:45, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0278, loss: 1.0278 +2025-06-01 16:06:46,316 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:37:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0046, loss: 1.0046 +2025-06-01 16:07:29,470 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:36:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0077, loss: 1.0077 +2025-06-01 16:08:12,654 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:35:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0237, loss: 1.0237 +2025-06-01 16:08:55,726 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:34:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0149, loss: 1.0149 +2025-06-01 16:09:38,822 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:34:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-06-01 16:10:21,916 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:33:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-06-01 16:11:05,027 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:32:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-06-01 16:11:48,170 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:32:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0529, loss: 1.0529 +2025-06-01 16:12:31,261 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:31:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0114, loss: 1.0114 +2025-06-01 16:13:14,402 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:30:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0556, loss: 1.0556 +2025-06-01 16:13:57,473 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:29:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0349, loss: 1.0349 +2025-06-01 16:14:40,649 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:29:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-06-01 16:15:23,644 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:28:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0551, loss: 1.0551 +2025-06-01 16:16:06,913 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:27:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-06-01 16:16:50,037 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:27:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0312, loss: 1.0312 +2025-06-01 16:17:33,084 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:26:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-06-01 16:18:16,239 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:25:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0233, loss: 1.0233 +2025-06-01 16:18:59,380 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:24:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0563, loss: 1.0563 +2025-06-01 16:19:42,471 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:24:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-06-01 16:20:25,514 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:23:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0090, loss: 1.0090 +2025-06-01 16:21:08,592 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:22:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9959, loss: 0.9959 +2025-06-01 16:21:51,660 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:22:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-06-01 16:22:15,015 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-01 16:23:39,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:23:39,643 - pyskl - INFO - +top1_acc 0.9613 +top5_acc 0.9961 +2025-06-01 16:23:39,647 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9613, top5_acc: 0.9961 +2025-06-01 16:24:43,107 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:20:57, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0126, loss: 1.0126 +2025-06-01 16:25:26,157 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:20:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-06-01 16:26:09,272 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:19:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-06-01 16:26:52,459 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:18:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-06-01 16:27:35,631 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:18:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0644, loss: 1.0644 +2025-06-01 16:28:18,750 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:17:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0328, loss: 1.0328 +2025-06-01 16:29:01,866 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:16:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-06-01 16:29:44,996 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:15:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0314, loss: 1.0314 +2025-06-01 16:30:28,170 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:15:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-06-01 16:31:11,420 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:14:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-06-01 16:31:54,686 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:13:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0392, loss: 1.0392 +2025-06-01 16:32:37,800 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:13:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-06-01 16:33:20,966 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:12:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-06-01 16:34:04,178 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:11:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0335, loss: 1.0335 +2025-06-01 16:34:47,330 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:10:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-06-01 16:35:30,411 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:10:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-06-01 16:36:13,489 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:09:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-06-01 16:36:56,612 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:08:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-06-01 16:37:39,679 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:08:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0311, loss: 1.0311 +2025-06-01 16:38:22,718 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:07:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-06-01 16:39:05,734 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:06:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-06-01 16:39:48,838 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:05:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0656, loss: 1.0656 +2025-06-01 16:40:31,924 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:05:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-06-01 16:40:55,386 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-01 16:42:20,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:42:20,255 - pyskl - INFO - +top1_acc 0.9714 +top5_acc 0.9962 +2025-06-01 16:42:20,307 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_136.pth was removed +2025-06-01 16:42:21,333 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-01 16:42:21,333 - pyskl - INFO - Best top1_acc is 0.9714 at 139 epoch. +2025-06-01 16:42:21,336 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9714, top5_acc: 0.9962 +2025-06-01 16:43:25,345 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:04:09, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-06-01 16:44:08,458 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:03:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0356, loss: 1.0356 +2025-06-01 16:44:51,615 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:02:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-06-01 16:45:34,806 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:02:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2025-06-01 16:46:18,029 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:01:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0301, loss: 1.0301 +2025-06-01 16:47:01,079 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:00:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-06-01 16:47:44,299 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 2:59:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0502, loss: 1.0502 +2025-06-01 16:48:27,840 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 2:59:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-06-01 16:49:11,080 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:58:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0180, loss: 1.0180 +2025-06-01 16:49:54,416 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:57:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9833, loss: 0.9833 +2025-06-01 16:50:37,434 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:57:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0283, loss: 1.0283 +2025-06-01 16:51:20,531 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:56:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2025-06-01 16:52:03,714 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:55:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0460, loss: 1.0460 +2025-06-01 16:52:46,843 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:54:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-06-01 16:53:30,022 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:54:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-06-01 16:54:12,919 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:53:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0514, loss: 1.0514 +2025-06-01 16:54:55,961 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:52:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-06-01 16:55:38,858 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:52:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0104, loss: 1.0104 +2025-06-01 16:56:21,928 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:51:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-06-01 16:57:05,066 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:50:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0170, loss: 1.0170 +2025-06-01 16:57:48,175 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:49:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-06-01 16:58:31,318 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:49:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0138, loss: 1.0138 +2025-06-01 16:59:14,543 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:48:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-06-01 16:59:37,887 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-01 17:09:01,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:09:01,578 - pyskl - INFO - +top1_acc 0.9701 +top5_acc 0.9964 +2025-06-01 17:09:01,581 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9701, top5_acc: 0.9964 +2025-06-01 17:10:05,049 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:47:21, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-06-01 17:10:47,999 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:46:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-06-01 17:11:30,931 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:45:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0170, loss: 1.0170 +2025-06-01 17:12:14,216 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:45:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-06-01 17:12:57,540 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:44:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-06-01 17:13:40,760 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:43:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0078, loss: 1.0078 +2025-06-01 17:14:23,905 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:43:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0260, loss: 1.0260 +2025-06-01 17:15:06,962 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:42:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0149, loss: 1.0149 +2025-06-01 17:15:49,955 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:41:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9945, loss: 0.9945 +2025-06-01 17:16:33,004 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:40:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0210, loss: 1.0210 +2025-06-01 17:17:16,108 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:40:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9813, loss: 0.9813 +2025-06-01 17:17:59,216 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:39:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0033, loss: 1.0033 +2025-06-01 17:18:42,252 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:38:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2025-06-01 17:19:25,290 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:38:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0318, loss: 1.0318 +2025-06-01 17:20:08,504 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:37:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2025-06-01 17:20:51,624 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:36:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0174, loss: 1.0174 +2025-06-01 17:21:34,542 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:35:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-06-01 17:22:17,621 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:35:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0625, loss: 1.0625 +2025-06-01 17:23:00,628 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:34:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-06-01 17:23:43,724 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:33:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-06-01 17:24:26,798 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:33:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-06-01 17:25:09,869 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:32:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-06-01 17:25:52,861 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:31:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2025-06-01 17:26:16,269 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-01 17:27:41,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:27:41,075 - pyskl - INFO - +top1_acc 0.9619 +top5_acc 0.9967 +2025-06-01 17:27:41,079 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9619, top5_acc: 0.9967 +2025-06-01 17:28:44,436 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:30:33, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0010, loss: 1.0010 +2025-06-01 17:29:27,314 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:29:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-06-01 17:30:10,263 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:29:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0216, loss: 1.0216 +2025-06-01 17:30:53,305 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:28:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0211, loss: 1.0211 +2025-06-01 17:31:36,342 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:27:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-06-01 17:32:19,455 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:26:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0130, loss: 1.0130 +2025-06-01 17:33:02,448 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0392, loss: 1.0392 +2025-06-01 17:33:45,366 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:25:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-06-01 17:34:28,457 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:24:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0375, loss: 1.0375 +2025-06-01 17:35:11,548 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:24:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-06-01 17:35:54,606 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:23:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-06-01 17:36:37,644 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:22:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2025-06-01 17:37:20,752 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:21:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0117, loss: 1.0117 +2025-06-01 17:38:03,867 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:21:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-06-01 17:38:46,916 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:20:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0155, loss: 1.0155 +2025-06-01 17:39:30,026 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:19:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0105, loss: 1.0105 +2025-06-01 17:40:13,061 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:19:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9933, loss: 0.9933 +2025-06-01 17:40:56,134 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:18:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-06-01 17:41:39,164 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:17:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-06-01 17:42:22,179 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:16:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-06-01 17:43:05,174 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:16:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0413, loss: 1.0413 +2025-06-01 17:43:48,167 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:15:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0165, loss: 1.0165 +2025-06-01 17:44:31,178 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:14:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-06-01 17:44:54,480 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-01 17:46:19,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:46:19,298 - pyskl - INFO - +top1_acc 0.9705 +top5_acc 0.9966 +2025-06-01 17:46:19,302 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9705, top5_acc: 0.9966 +2025-06-01 17:47:23,143 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:13:44, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-06-01 17:48:06,064 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:13:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0126, loss: 1.0126 +2025-06-01 17:48:49,035 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:12:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-06-01 17:49:32,321 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:11:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0217, loss: 1.0217 +2025-06-01 17:50:15,616 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:10:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0066, loss: 1.0066 +2025-06-01 17:50:58,727 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:10:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0001, loss: 1.0001 +2025-06-01 17:51:41,787 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:09:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2025-06-01 17:52:24,938 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:08:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9830, loss: 0.9830 +2025-06-01 17:53:08,109 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:08:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-06-01 17:53:51,273 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:07:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9866, loss: 0.9866 +2025-06-01 17:54:34,275 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:06:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0175, loss: 1.0175 +2025-06-01 17:55:17,369 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:05:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-06-01 17:56:00,418 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:05:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-06-01 17:56:43,403 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:04:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-06-01 17:57:26,456 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:03:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-06-01 17:58:09,641 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:03:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0130, loss: 1.0130 +2025-06-01 17:58:52,750 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:02:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-06-01 17:59:35,801 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:01:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-06-01 18:00:18,884 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:00:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-06-01 18:01:01,845 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:00:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0025, loss: 1.0025 +2025-06-01 18:01:44,912 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:59:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0482, loss: 1.0482 +2025-06-01 18:02:27,880 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:58:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-06-01 18:03:10,904 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:58:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-06-01 18:03:34,322 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-01 18:04:58,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:04:58,664 - pyskl - INFO - +top1_acc 0.9570 +top5_acc 0.9884 +2025-06-01 18:04:58,667 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9570, top5_acc: 0.9884 +2025-06-01 18:06:01,865 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:56:56, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0537, loss: 1.0537 +2025-06-01 18:06:44,892 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:56:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-06-01 18:07:27,967 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:55:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0199, loss: 1.0199 +2025-06-01 18:08:11,083 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:54:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0335, loss: 1.0335 +2025-06-01 18:08:54,231 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:54:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-06-01 18:09:37,354 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0237, loss: 1.0237 +2025-06-01 18:10:20,451 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:52:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-06-01 18:11:03,523 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:51:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-06-01 18:11:46,863 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:51:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0155, loss: 1.0155 +2025-06-01 18:12:30,075 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:50:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0459, loss: 1.0459 +2025-06-01 18:13:13,360 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:49:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-06-01 18:13:56,390 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:49:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0167, loss: 1.0167 +2025-06-01 18:14:39,627 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:48:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0014, loss: 1.0014 +2025-06-01 18:15:22,650 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:47:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9652, loss: 0.9652 +2025-06-01 18:16:05,849 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:46:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-06-01 18:16:49,073 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:46:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-06-01 18:17:32,191 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:45:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0292, loss: 1.0292 +2025-06-01 18:18:15,209 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:44:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2025-06-01 18:18:58,251 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:44:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-06-01 18:19:41,317 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:43:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2025-06-01 18:20:24,307 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:42:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-06-01 18:21:07,380 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:41:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0078, loss: 1.0078 +2025-06-01 18:21:50,493 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:41:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0076, loss: 1.0076 +2025-06-01 18:22:13,948 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-01 18:23:38,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:23:38,437 - pyskl - INFO - +top1_acc 0.9618 +top5_acc 0.9965 +2025-06-01 18:23:38,441 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9618, top5_acc: 0.9965 +2025-06-01 18:24:42,485 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:40:08, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-06-01 18:25:25,759 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:39:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9793, loss: 0.9793 +2025-06-01 18:26:08,865 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:38:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0047, loss: 1.0047 +2025-06-01 18:26:52,252 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:37:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-06-01 18:27:35,582 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:37:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0237, loss: 1.0237 +2025-06-01 18:28:18,690 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:36:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9820, loss: 0.9820 +2025-06-01 18:29:02,201 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:35:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-06-01 18:29:45,641 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:35:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0047, loss: 1.0047 +2025-06-01 18:30:29,011 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:34:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0286, loss: 1.0286 +2025-06-01 18:31:12,247 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:33:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9865, loss: 0.9865 +2025-06-01 18:31:55,468 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:32:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0365, loss: 1.0365 +2025-06-01 18:32:38,581 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:32:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2025-06-01 18:33:21,644 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:31:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-06-01 18:34:04,710 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:30:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2025-06-01 18:34:47,718 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:30:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0251, loss: 1.0251 +2025-06-01 18:35:30,875 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:29:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0022, loss: 1.0022 +2025-06-01 18:36:14,025 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:28:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 +2025-06-01 18:36:57,132 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:27:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9830, loss: 0.9830 +2025-06-01 18:37:39,814 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:27:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-06-01 18:38:22,426 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:26:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9689, loss: 0.9689 +2025-06-01 18:39:05,312 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:25:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-06-01 18:39:48,345 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:25:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-06-01 18:40:31,328 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:24:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2025-06-01 18:40:54,556 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-01 18:49:38,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:49:38,093 - pyskl - INFO - +top1_acc 0.9724 +top5_acc 0.9965 +2025-06-01 18:49:38,153 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_139.pth was removed +2025-06-01 18:49:39,219 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-06-01 18:49:39,219 - pyskl - INFO - Best top1_acc is 0.9724 at 145 epoch. +2025-06-01 18:49:39,222 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9724, top5_acc: 0.9965 +2025-06-01 18:50:43,145 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:23:19, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2025-06-01 18:51:26,423 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:22:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2025-06-01 18:52:09,495 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:21:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-06-01 18:52:52,567 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:21:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0054, loss: 1.0054 +2025-06-01 18:53:36,004 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:20:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-06-01 18:54:19,336 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:19:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9630, loss: 0.9630 +2025-06-01 18:55:02,391 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:19:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0196, loss: 1.0196 +2025-06-01 18:55:45,532 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:18:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-06-01 18:56:28,621 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:17:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0179, loss: 1.0179 +2025-06-01 18:57:11,665 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:16:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2025-06-01 18:57:54,725 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:16:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-06-01 18:58:37,782 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:15:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0420, loss: 1.0420 +2025-06-01 18:59:20,909 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:14:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-06-01 19:00:04,076 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:14:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0017, loss: 1.0017 +2025-06-01 19:00:47,466 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:13:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2025-06-01 19:01:30,659 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:12:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9897, loss: 0.9897 +2025-06-01 19:02:13,681 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:11:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-06-01 19:02:56,819 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:11:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0256, loss: 1.0256 +2025-06-01 19:03:39,924 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:10:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-06-01 19:04:22,962 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:09:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-06-01 19:05:06,117 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:09:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2025-06-01 19:05:49,159 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:08:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0196, loss: 1.0196 +2025-06-01 19:06:32,309 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9866, loss: 0.9866 +2025-06-01 19:06:55,681 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-01 19:08:20,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:08:20,365 - pyskl - INFO - +top1_acc 0.9579 +top5_acc 0.9941 +2025-06-01 19:08:20,368 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9579, top5_acc: 0.9941 +2025-06-01 19:09:23,672 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:06:31, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0090, loss: 1.0090 +2025-06-01 19:10:06,660 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:05:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9965, loss: 0.9965 +2025-06-01 19:10:49,708 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:05:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0085, loss: 1.0085 +2025-06-01 19:11:32,708 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:04:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0093, loss: 1.0093 +2025-06-01 19:12:15,787 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:03:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9986, loss: 0.9986 +2025-06-01 19:12:58,943 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:02:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9997, loss: 0.9997 +2025-06-01 19:13:41,987 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:02:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0375, loss: 1.0375 +2025-06-01 19:14:25,095 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:01:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-06-01 19:15:08,069 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:00:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9810, loss: 0.9810 +2025-06-01 19:15:51,099 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:00:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0149, loss: 1.0149 +2025-06-01 19:16:34,237 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:59:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-06-01 19:17:17,348 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:58:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9961, loss: 0.9961 +2025-06-01 19:18:00,456 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:57:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2025-06-01 19:18:43,569 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:57:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-06-01 19:19:26,771 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:56:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9947, loss: 0.9947 +2025-06-01 19:20:09,867 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:55:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-06-01 19:20:52,834 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:55:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-06-01 19:21:35,964 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:54:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-06-01 19:22:19,164 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:53:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0039, loss: 1.0039 +2025-06-01 19:23:02,282 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:52:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0201, loss: 1.0201 +2025-06-01 19:23:45,513 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9897, loss: 0.9897 +2025-06-01 19:24:28,615 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:51:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-06-01 19:25:11,683 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:50:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-06-01 19:25:35,144 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-01 19:26:59,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:26:59,815 - pyskl - INFO - +top1_acc 0.9631 +top5_acc 0.9964 +2025-06-01 19:26:59,819 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9631, top5_acc: 0.9964 +2025-06-01 19:28:03,877 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:49:42, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0116, loss: 1.0116 +2025-06-01 19:28:46,960 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:49:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0391, loss: 1.0391 +2025-06-01 19:29:30,124 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9778, loss: 0.9778 +2025-06-01 19:30:13,321 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:47:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0287, loss: 1.0287 +2025-06-01 19:30:56,412 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:46:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9822, loss: 0.9822 +2025-06-01 19:31:39,631 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:46:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 +2025-06-01 19:32:22,586 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:45:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-06-01 19:33:05,641 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:44:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-06-01 19:33:48,663 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:43:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9978, loss: 0.9978 +2025-06-01 19:34:31,848 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9836, loss: 0.9836 +2025-06-01 19:35:14,969 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:42:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2025-06-01 19:35:58,135 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:41:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9823, loss: 0.9823 +2025-06-01 19:36:41,234 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:41:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9916, loss: 0.9916 +2025-06-01 19:37:24,362 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:40:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0129, loss: 1.0129 +2025-06-01 19:38:07,512 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:39:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0031, loss: 1.0031 +2025-06-01 19:38:50,644 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:38:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0616, loss: 1.0616 +2025-06-01 19:39:33,835 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-06-01 19:40:16,931 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:37:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9906, loss: 0.9906 +2025-06-01 19:40:59,996 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:36:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2025-06-01 19:41:43,066 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2025-06-01 19:42:26,179 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9944, loss: 0.9944 +2025-06-01 19:43:09,255 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:34:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0230, loss: 1.0230 +2025-06-01 19:43:52,391 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:33:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9924, loss: 0.9924 +2025-06-01 19:44:15,834 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-01 19:45:40,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:45:40,633 - pyskl - INFO - +top1_acc 0.9721 +top5_acc 0.9964 +2025-06-01 19:45:40,637 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9721, top5_acc: 0.9964 +2025-06-01 19:46:44,374 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:32:54, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-06-01 19:47:27,534 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-06-01 19:48:10,654 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9970, loss: 0.9970 +2025-06-01 19:48:53,799 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:30:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 +2025-06-01 19:49:36,978 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-06-01 19:50:20,155 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0007, loss: 1.0007 +2025-06-01 19:51:03,340 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2025-06-01 19:51:46,443 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:27:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-06-01 19:52:29,574 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2025-06-01 19:53:12,672 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9473, loss: 0.9473 +2025-06-01 19:53:55,784 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0196, loss: 1.0196 +2025-06-01 19:54:38,899 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-06-01 19:55:22,027 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0381, loss: 1.0381 +2025-06-01 19:56:05,186 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9888, loss: 0.9888 +2025-06-01 19:56:48,277 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:22:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0170, loss: 1.0170 +2025-06-01 19:57:31,443 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-06-01 19:58:14,535 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-06-01 19:58:57,611 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9586, loss: 0.9586 +2025-06-01 19:59:40,600 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-06-01 20:00:23,584 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9917, loss: 0.9917 +2025-06-01 20:01:06,602 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0191, loss: 1.0191 +2025-06-01 20:01:49,568 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:17:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0161, loss: 1.0161 +2025-06-01 20:02:32,514 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0385, loss: 1.0385 +2025-06-01 20:02:55,797 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-01 20:04:20,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:04:20,568 - pyskl - INFO - +top1_acc 0.9729 +top5_acc 0.9964 +2025-06-01 20:04:20,623 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_145.pth was removed +2025-06-01 20:04:21,690 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-01 20:04:21,691 - pyskl - INFO - Best top1_acc is 0.9729 at 149 epoch. +2025-06-01 20:04:21,694 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9729, top5_acc: 0.9964 +2025-06-01 20:05:25,403 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:05, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9596, loss: 0.9596 +2025-06-01 20:06:08,374 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9976, loss: 0.9976 +2025-06-01 20:06:51,308 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-06-01 20:07:34,388 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:13:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2025-06-01 20:08:17,418 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9925, loss: 0.9925 +2025-06-01 20:09:00,564 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-06-01 20:09:43,598 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-06-01 20:10:26,615 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9960, loss: 0.9960 +2025-06-01 20:11:09,662 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-06-01 20:11:52,751 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9935, loss: 0.9935 +2025-06-01 20:12:35,799 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:08:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-06-01 20:13:18,919 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0117, loss: 1.0117 +2025-06-01 20:14:02,020 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0497, loss: 1.0497 +2025-06-01 20:14:45,074 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0117, loss: 1.0117 +2025-06-01 20:15:28,123 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-06-01 20:16:11,190 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9975, loss: 0.9975 +2025-06-01 20:16:54,236 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9869, loss: 0.9869 +2025-06-01 20:17:37,352 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-06-01 20:18:20,448 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9986, loss: 0.9986 +2025-06-01 20:19:03,680 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9962, loss: 0.9962 +2025-06-01 20:19:46,763 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0333, loss: 1.0333 +2025-06-01 20:20:29,928 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2025-06-01 20:21:12,995 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2025-06-01 20:21:36,399 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-01 20:23:00,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:23:01,052 - pyskl - INFO - +top1_acc 0.9679 +top5_acc 0.9965 +2025-06-01 20:23:01,055 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9679, top5_acc: 0.9965 +2025-06-01 20:23:08,969 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-01 20:33:51,401 - pyskl - INFO - Testing results of the last checkpoint +2025-06-01 20:33:51,402 - pyskl - INFO - top1_acc: 0.9690 +2025-06-01 20:33:51,402 - pyskl - INFO - top5_acc: 0.9965 +2025-06-01 20:33:51,403 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/j_1/best_top1_acc_epoch_149.pth +2025-06-01 20:44:31,492 - pyskl - INFO - Testing results of the best checkpoint +2025-06-01 20:44:31,492 - pyskl - INFO - top1_acc: 0.9739 +2025-06-01 20:44:31,492 - pyskl - INFO - top5_acc: 0.9965 diff --git a/ntu60_xview/j_1/best_pred.pkl b/ntu60_xview/j_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..41dfb9470b69a27e733078646f31c0982220d6b9 --- /dev/null +++ b/ntu60_xview/j_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b9ded680e25788eb91b40e2e42d4247567624f4a4c3c30e586d7182725413ee9 +size 7625034 diff --git a/ntu60_xview/j_1/best_top1_acc_epoch_149.pth b/ntu60_xview/j_1/best_top1_acc_epoch_149.pth new file mode 100644 index 0000000000000000000000000000000000000000..73a8f571cee4ceba759856a3640df621103f1f40 --- /dev/null +++ b/ntu60_xview/j_1/best_top1_acc_epoch_149.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:06bae42c6b813358fbc17a9e0a501049c4bdbd30a21a651126af5510ea345ffd +size 16153947 diff --git a/ntu60_xview/j_2/20250530_181434.log b/ntu60_xview/j_2/20250530_181434.log new file mode 100644 index 0000000000000000000000000000000000000000..1fbe56a0468c03da864143c605076816f3449808 --- /dev/null +++ b/ntu60_xview/j_2/20250530_181434.log @@ -0,0 +1,4650 @@ +2025-05-30 18:14:34,390 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-30 18:14:34,710 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/j_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/j_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-30 18:14:34,711 - pyskl - INFO - Set random seed to 569269448, deterministic: False +2025-05-30 18:14:44,214 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-05-30 18:14:49,678 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-05-30 18:14:49,700 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2 +2025-05-30 18:14:49,700 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-30 18:14:49,700 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-30 18:14:49,701 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2 by HardDiskBackend. +2025-05-30 18:15:53,921 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 14:56:29, time: 0.642, data_time: 0.204, memory: 13125, top1_acc: 0.0231, top5_acc: 0.1275, loss_cls: 12.2094, loss: 12.2094 +2025-05-30 18:16:37,136 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:38:02, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0450, top5_acc: 0.1950, loss_cls: 9.7019, loss: 9.7019 +2025-05-30 18:17:20,362 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 1:11:37, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0619, top5_acc: 0.2375, loss_cls: 9.4392, loss: 9.4392 +2025-05-30 18:18:03,601 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 23:28:14, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0788, top5_acc: 0.2731, loss_cls: 9.1262, loss: 9.1262 +2025-05-30 18:18:46,824 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 22:25:44, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1031, top5_acc: 0.3387, loss_cls: 8.9011, loss: 8.9011 +2025-05-30 18:19:30,108 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:44:25, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1231, top5_acc: 0.4156, loss_cls: 8.6292, loss: 8.6292 +2025-05-30 18:20:13,371 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 21:14:32, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1388, top5_acc: 0.4194, loss_cls: 8.4704, loss: 8.4704 +2025-05-30 18:20:56,652 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:52:04, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1487, top5_acc: 0.4400, loss_cls: 8.3195, loss: 8.3195 +2025-05-30 18:21:39,877 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:34:04, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1500, top5_acc: 0.4750, loss_cls: 8.2166, loss: 8.2166 +2025-05-30 18:22:23,093 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 20:19:28, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1750, top5_acc: 0.5138, loss_cls: 7.9984, loss: 7.9984 +2025-05-30 18:23:06,289 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 20:07:18, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1812, top5_acc: 0.5162, loss_cls: 7.9151, loss: 7.9151 +2025-05-30 18:23:49,556 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:57:22, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2006, top5_acc: 0.5463, loss_cls: 7.7609, loss: 7.7609 +2025-05-30 18:24:32,779 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:48:40, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2194, top5_acc: 0.5925, loss_cls: 7.6325, loss: 7.6325 +2025-05-30 18:25:15,957 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:40:55, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2213, top5_acc: 0.6106, loss_cls: 7.5884, loss: 7.5884 +2025-05-30 18:25:59,160 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:34:12, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2394, top5_acc: 0.6262, loss_cls: 7.4235, loss: 7.4235 +2025-05-30 18:26:42,314 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:28:03, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2431, top5_acc: 0.6425, loss_cls: 7.3180, loss: 7.3180 +2025-05-30 18:27:25,551 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:22:49, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2744, top5_acc: 0.6531, loss_cls: 7.2471, loss: 7.2471 +2025-05-30 18:28:08,831 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 19:18:15, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2769, top5_acc: 0.6594, loss_cls: 7.1813, loss: 7.1813 +2025-05-30 18:28:52,044 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 19:13:52, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.3156, top5_acc: 0.6900, loss_cls: 7.0230, loss: 7.0230 +2025-05-30 18:29:35,432 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 19:10:21, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3081, top5_acc: 0.6944, loss_cls: 7.0078, loss: 7.0078 +2025-05-30 18:30:18,961 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 19:07:30, time: 0.435, data_time: 0.000, memory: 13125, top1_acc: 0.3156, top5_acc: 0.7281, loss_cls: 6.7652, loss: 6.7652 +2025-05-30 18:31:02,618 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 19:05:12, time: 0.437, data_time: 0.000, memory: 13125, top1_acc: 0.3275, top5_acc: 0.7231, loss_cls: 6.7589, loss: 6.7589 +2025-05-30 18:31:46,122 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 19:02:38, time: 0.435, data_time: 0.000, memory: 13125, top1_acc: 0.3256, top5_acc: 0.7113, loss_cls: 6.8547, loss: 6.8547 +2025-05-30 18:32:09,608 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-30 18:33:36,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:33:36,276 - pyskl - INFO - +top1_acc 0.4025 +top5_acc 0.8164 +2025-05-30 18:33:37,305 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-30 18:33:37,306 - pyskl - INFO - Best top1_acc is 0.4025 at 1 epoch. +2025-05-30 18:33:37,309 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.4025, top5_acc: 0.8164 +2025-05-30 18:34:41,087 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:52:21, time: 0.638, data_time: 0.205, memory: 13126, top1_acc: 0.3488, top5_acc: 0.7325, loss_cls: 6.7370, loss: 6.7370 +2025-05-30 18:35:24,403 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:49:59, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3762, top5_acc: 0.7625, loss_cls: 6.4996, loss: 6.4996 +2025-05-30 18:36:07,641 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:47:33, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4025, top5_acc: 0.7975, loss_cls: 6.2940, loss: 6.2940 +2025-05-30 18:36:50,925 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:45:21, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3987, top5_acc: 0.7844, loss_cls: 6.3765, loss: 6.3765 +2025-05-30 18:37:34,205 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:43:14, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.3750, top5_acc: 0.7781, loss_cls: 6.5104, loss: 6.5104 +2025-05-30 18:38:17,375 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:41:00, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4106, top5_acc: 0.7806, loss_cls: 6.3824, loss: 6.3824 +2025-05-30 18:39:00,669 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:39:06, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4269, top5_acc: 0.7844, loss_cls: 6.2808, loss: 6.2808 +2025-05-30 18:39:43,845 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:37:04, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4037, top5_acc: 0.7994, loss_cls: 6.2959, loss: 6.2959 +2025-05-30 18:40:27,148 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:35:20, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4537, top5_acc: 0.8281, loss_cls: 6.1007, loss: 6.1007 +2025-05-30 18:41:10,402 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:33:35, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4387, top5_acc: 0.8237, loss_cls: 6.0982, loss: 6.0982 +2025-05-30 18:41:53,636 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:31:51, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4475, top5_acc: 0.8275, loss_cls: 5.9494, loss: 5.9494 +2025-05-30 18:42:36,925 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:30:16, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4544, top5_acc: 0.8237, loss_cls: 5.9000, loss: 5.9000 +2025-05-30 18:43:20,262 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:28:48, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4544, top5_acc: 0.8225, loss_cls: 6.0298, loss: 6.0298 +2025-05-30 18:44:03,602 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:27:23, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4556, top5_acc: 0.8294, loss_cls: 5.9954, loss: 5.9954 +2025-05-30 18:44:46,879 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:25:55, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4669, top5_acc: 0.8500, loss_cls: 5.8129, loss: 5.8129 +2025-05-30 18:45:30,109 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:24:25, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4838, top5_acc: 0.8456, loss_cls: 5.8086, loss: 5.8086 +2025-05-30 18:46:13,350 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 18:22:58, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4656, top5_acc: 0.8281, loss_cls: 5.9183, loss: 5.9183 +2025-05-30 18:46:56,592 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 18:21:33, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4637, top5_acc: 0.8375, loss_cls: 5.7536, loss: 5.7536 +2025-05-30 18:47:39,906 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 18:20:16, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4756, top5_acc: 0.8400, loss_cls: 5.7298, loss: 5.7298 +2025-05-30 18:48:23,301 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 18:19:07, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5119, top5_acc: 0.8550, loss_cls: 5.6545, loss: 5.6545 +2025-05-30 18:49:06,609 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 18:17:52, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.5175, top5_acc: 0.8575, loss_cls: 5.5946, loss: 5.5946 +2025-05-30 18:49:50,193 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 18:17:00, time: 0.436, data_time: 0.000, memory: 13126, top1_acc: 0.5162, top5_acc: 0.8562, loss_cls: 5.6485, loss: 5.6485 +2025-05-30 18:50:33,649 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 18:15:59, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5431, top5_acc: 0.8694, loss_cls: 5.4767, loss: 5.4767 +2025-05-30 18:50:57,179 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-30 18:52:23,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 18:52:23,528 - pyskl - INFO - +top1_acc 0.5626 +top5_acc 0.8921 +2025-05-30 18:52:23,582 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_1.pth was removed +2025-05-30 18:52:24,718 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-30 18:52:24,719 - pyskl - INFO - Best top1_acc is 0.5626 at 2 epoch. +2025-05-30 18:52:24,721 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5626, top5_acc: 0.8921 +2025-05-30 18:53:28,285 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 18:10:54, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.5400, top5_acc: 0.8681, loss_cls: 5.4774, loss: 5.4774 +2025-05-30 18:54:11,534 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 18:09:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5144, top5_acc: 0.8500, loss_cls: 5.6001, loss: 5.6001 +2025-05-30 18:54:54,902 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 18:08:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5350, top5_acc: 0.8712, loss_cls: 5.4627, loss: 5.4627 +2025-05-30 18:55:38,263 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 18:07:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5594, top5_acc: 0.8844, loss_cls: 5.2996, loss: 5.2996 +2025-05-30 18:56:21,605 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 18:06:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5531, top5_acc: 0.8875, loss_cls: 5.2552, loss: 5.2552 +2025-05-30 18:57:04,910 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 18:05:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5437, top5_acc: 0.8644, loss_cls: 5.4432, loss: 5.4432 +2025-05-30 18:57:48,253 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 18:04:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5400, top5_acc: 0.8825, loss_cls: 5.3869, loss: 5.3869 +2025-05-30 18:58:31,629 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 18:03:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5456, top5_acc: 0.8788, loss_cls: 5.1963, loss: 5.1963 +2025-05-30 18:59:15,006 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 18:02:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5756, top5_acc: 0.9000, loss_cls: 5.2044, loss: 5.2044 +2025-05-30 18:59:58,319 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 18:01:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5606, top5_acc: 0.8838, loss_cls: 5.2573, loss: 5.2573 +2025-05-30 19:00:41,688 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 18:00:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5837, top5_acc: 0.8962, loss_cls: 5.1933, loss: 5.1933 +2025-05-30 19:01:24,956 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 17:59:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5719, top5_acc: 0.9012, loss_cls: 5.1020, loss: 5.1020 +2025-05-30 19:02:08,341 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 17:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5744, top5_acc: 0.9025, loss_cls: 5.1962, loss: 5.1962 +2025-05-30 19:02:51,682 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 17:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5775, top5_acc: 0.8931, loss_cls: 5.0524, loss: 5.0524 +2025-05-30 19:03:34,898 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 17:56:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6006, top5_acc: 0.8981, loss_cls: 4.9727, loss: 4.9727 +2025-05-30 19:04:18,204 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 17:56:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5750, top5_acc: 0.9031, loss_cls: 5.0393, loss: 5.0393 +2025-05-30 19:05:01,479 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 17:55:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5856, top5_acc: 0.9031, loss_cls: 4.9213, loss: 4.9213 +2025-05-30 19:05:44,737 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 17:54:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6125, top5_acc: 0.9075, loss_cls: 4.8712, loss: 4.8712 +2025-05-30 19:06:28,006 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:53:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5863, top5_acc: 0.9038, loss_cls: 5.0485, loss: 5.0485 +2025-05-30 19:07:11,330 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:52:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6119, top5_acc: 0.9137, loss_cls: 4.9795, loss: 4.9795 +2025-05-30 19:07:54,886 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:51:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9113, loss_cls: 4.9493, loss: 4.9493 +2025-05-30 19:08:38,350 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:50:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6150, top5_acc: 0.9081, loss_cls: 4.8540, loss: 4.8540 +2025-05-30 19:09:21,757 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:49:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6169, top5_acc: 0.9056, loss_cls: 4.8903, loss: 4.8903 +2025-05-30 19:09:45,282 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-30 19:11:11,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:11:12,047 - pyskl - INFO - +top1_acc 0.6288 +top5_acc 0.9244 +2025-05-30 19:11:12,100 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_2.pth was removed +2025-05-30 19:11:13,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-30 19:11:13,120 - pyskl - INFO - Best top1_acc is 0.6288 at 3 epoch. +2025-05-30 19:11:13,122 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6288, top5_acc: 0.9244 +2025-05-30 19:12:16,832 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:46:25, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.6375, top5_acc: 0.9156, loss_cls: 4.8074, loss: 4.8074 +2025-05-30 19:13:00,236 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:45:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6194, top5_acc: 0.9187, loss_cls: 4.7641, loss: 4.7641 +2025-05-30 19:13:43,565 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:44:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9125, loss_cls: 4.6942, loss: 4.6942 +2025-05-30 19:14:26,981 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:43:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6312, top5_acc: 0.9331, loss_cls: 4.7629, loss: 4.7629 +2025-05-30 19:15:10,409 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:43:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6519, top5_acc: 0.9294, loss_cls: 4.5838, loss: 4.5838 +2025-05-30 19:15:53,933 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:42:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6312, top5_acc: 0.9156, loss_cls: 4.8263, loss: 4.8263 +2025-05-30 19:16:37,426 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:41:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6419, top5_acc: 0.9175, loss_cls: 4.7157, loss: 4.7157 +2025-05-30 19:17:20,792 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:40:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6419, top5_acc: 0.9250, loss_cls: 4.6730, loss: 4.6730 +2025-05-30 19:18:04,224 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:40:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9163, loss_cls: 4.7603, loss: 4.7603 +2025-05-30 19:18:47,544 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6381, top5_acc: 0.9137, loss_cls: 4.8070, loss: 4.8070 +2025-05-30 19:19:30,844 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:38:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9294, loss_cls: 4.4970, loss: 4.4970 +2025-05-30 19:20:14,123 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:37:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9106, loss_cls: 4.6597, loss: 4.6597 +2025-05-30 19:20:57,410 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9369, loss_cls: 4.5129, loss: 4.5129 +2025-05-30 19:21:40,655 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:35:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6375, top5_acc: 0.9337, loss_cls: 4.7223, loss: 4.7223 +2025-05-30 19:22:23,847 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:35:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9194, loss_cls: 4.5553, loss: 4.5553 +2025-05-30 19:23:07,120 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:34:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9213, loss_cls: 4.6886, loss: 4.6886 +2025-05-30 19:23:50,450 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:33:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6556, top5_acc: 0.9313, loss_cls: 4.6286, loss: 4.6286 +2025-05-30 19:24:33,716 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:32:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6550, top5_acc: 0.9119, loss_cls: 4.5552, loss: 4.5552 +2025-05-30 19:25:17,039 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:31:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9269, loss_cls: 4.5593, loss: 4.5593 +2025-05-30 19:26:00,495 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:30:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9219, loss_cls: 4.4956, loss: 4.4956 +2025-05-30 19:26:44,214 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:30:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6713, top5_acc: 0.9363, loss_cls: 4.4012, loss: 4.4012 +2025-05-30 19:27:27,926 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:29:49, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6637, top5_acc: 0.9294, loss_cls: 4.6178, loss: 4.6178 +2025-05-30 19:28:11,543 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:29:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9337, loss_cls: 4.4344, loss: 4.4344 +2025-05-30 19:28:35,171 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-30 19:30:01,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:30:01,766 - pyskl - INFO - +top1_acc 0.7110 +top5_acc 0.9570 +2025-05-30 19:30:01,820 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_3.pth was removed +2025-05-30 19:30:02,885 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-30 19:30:02,885 - pyskl - INFO - Best top1_acc is 0.7110 at 4 epoch. +2025-05-30 19:30:02,888 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7110, top5_acc: 0.9570 +2025-05-30 19:31:06,655 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 17:26:26, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.6600, top5_acc: 0.9300, loss_cls: 4.4913, loss: 4.4913 +2025-05-30 19:31:50,013 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 17:25:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9381, loss_cls: 4.3918, loss: 4.3918 +2025-05-30 19:32:33,427 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 17:24:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9350, loss_cls: 4.2707, loss: 4.2707 +2025-05-30 19:33:16,631 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 17:24:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9375, loss_cls: 4.4441, loss: 4.4441 +2025-05-30 19:33:59,898 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 17:23:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6781, top5_acc: 0.9306, loss_cls: 4.4378, loss: 4.4378 +2025-05-30 19:34:43,322 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 17:22:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6606, top5_acc: 0.9287, loss_cls: 4.5467, loss: 4.5467 +2025-05-30 19:35:26,767 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 17:21:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9287, loss_cls: 4.3894, loss: 4.3894 +2025-05-30 19:36:10,160 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 17:21:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9350, loss_cls: 4.3952, loss: 4.3952 +2025-05-30 19:36:53,361 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 17:20:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 4.3509, loss: 4.3509 +2025-05-30 19:37:36,687 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 17:19:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9306, loss_cls: 4.3749, loss: 4.3749 +2025-05-30 19:38:20,112 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 17:18:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9537, loss_cls: 4.1571, loss: 4.1571 +2025-05-30 19:39:03,386 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 17:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9287, loss_cls: 4.5017, loss: 4.5017 +2025-05-30 19:39:46,735 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 17:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9287, loss_cls: 4.3299, loss: 4.3299 +2025-05-30 19:40:30,153 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 17:16:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9513, loss_cls: 4.2297, loss: 4.2297 +2025-05-30 19:41:13,471 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 17:15:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9456, loss_cls: 4.2955, loss: 4.2955 +2025-05-30 19:41:56,754 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 17:14:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9444, loss_cls: 4.2189, loss: 4.2189 +2025-05-30 19:42:40,137 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 17:14:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9419, loss_cls: 4.2740, loss: 4.2740 +2025-05-30 19:43:23,499 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 17:13:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9475, loss_cls: 4.1245, loss: 4.1245 +2025-05-30 19:44:06,933 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 17:12:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 4.2924, loss: 4.2924 +2025-05-30 19:44:50,433 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 17:11:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9369, loss_cls: 4.2158, loss: 4.2158 +2025-05-30 19:45:33,747 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 17:11:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9331, loss_cls: 4.2476, loss: 4.2476 +2025-05-30 19:46:17,095 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 17:10:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9425, loss_cls: 4.2305, loss: 4.2305 +2025-05-30 19:47:00,372 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 17:09:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 4.2596, loss: 4.2596 +2025-05-30 19:47:23,757 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-30 19:56:26,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 19:56:26,144 - pyskl - INFO - +top1_acc 0.6959 +top5_acc 0.9534 +2025-05-30 19:56:26,147 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.6959, top5_acc: 0.9534 +2025-05-30 19:57:29,726 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 17:07:05, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 4.1401, loss: 4.1401 +2025-05-30 19:58:12,878 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 17:06:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9475, loss_cls: 4.2084, loss: 4.2084 +2025-05-30 19:58:56,123 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 17:05:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9406, loss_cls: 4.2467, loss: 4.2467 +2025-05-30 19:59:39,402 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 17:04:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9487, loss_cls: 4.0440, loss: 4.0440 +2025-05-30 20:00:22,720 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 17:03:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 4.0443, loss: 4.0443 +2025-05-30 20:01:06,076 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 17:03:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9500, loss_cls: 4.1886, loss: 4.1886 +2025-05-30 20:01:49,368 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 17:02:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9519, loss_cls: 3.9624, loss: 3.9624 +2025-05-30 20:02:32,609 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 17:01:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9437, loss_cls: 4.1289, loss: 4.1289 +2025-05-30 20:03:15,777 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 17:00:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9419, loss_cls: 4.1214, loss: 4.1214 +2025-05-30 20:03:59,003 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 16:59:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9487, loss_cls: 4.0678, loss: 4.0678 +2025-05-30 20:04:42,245 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 16:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9437, loss_cls: 4.1266, loss: 4.1266 +2025-05-30 20:05:25,462 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 16:58:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 4.1259, loss: 4.1259 +2025-05-30 20:06:08,674 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 16:57:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 4.1550, loss: 4.1550 +2025-05-30 20:06:52,031 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 16:56:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 4.0867, loss: 4.0867 +2025-05-30 20:07:35,486 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 16:56:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9406, loss_cls: 4.2920, loss: 4.2920 +2025-05-30 20:08:18,703 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 16:55:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9500, loss_cls: 4.1454, loss: 4.1454 +2025-05-30 20:09:02,058 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 16:54:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 4.1401, loss: 4.1401 +2025-05-30 20:09:45,558 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 16:53:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 4.0382, loss: 4.0382 +2025-05-30 20:10:28,740 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 16:53:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9425, loss_cls: 4.0476, loss: 4.0476 +2025-05-30 20:11:11,915 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:52:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9581, loss_cls: 4.0798, loss: 4.0798 +2025-05-30 20:11:54,982 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:51:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 4.1102, loss: 4.1102 +2025-05-30 20:12:38,344 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:50:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9519, loss_cls: 4.0707, loss: 4.0707 +2025-05-30 20:13:21,773 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:50:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9469, loss_cls: 4.0270, loss: 4.0270 +2025-05-30 20:13:45,427 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-30 20:15:11,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:15:12,015 - pyskl - INFO - +top1_acc 0.7724 +top5_acc 0.9668 +2025-05-30 20:15:12,070 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_4.pth was removed +2025-05-30 20:15:13,112 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-30 20:15:13,113 - pyskl - INFO - Best top1_acc is 0.7724 at 6 epoch. +2025-05-30 20:15:13,116 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7724, top5_acc: 0.9668 +2025-05-30 20:16:17,344 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:48:07, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 3.9946, loss: 3.9946 +2025-05-30 20:17:00,685 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:47:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 4.1183, loss: 4.1183 +2025-05-30 20:17:44,015 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:46:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 3.9650, loss: 3.9650 +2025-05-30 20:18:27,316 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:45:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9519, loss_cls: 3.9738, loss: 3.9738 +2025-05-30 20:19:10,661 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:45:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 3.9913, loss: 3.9913 +2025-05-30 20:19:53,919 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:44:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 3.9791, loss: 3.9791 +2025-05-30 20:20:37,241 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:43:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9525, loss_cls: 3.9755, loss: 3.9755 +2025-05-30 20:21:20,490 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:42:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 3.8865, loss: 3.8865 +2025-05-30 20:22:03,813 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:42:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9494, loss_cls: 4.0233, loss: 4.0233 +2025-05-30 20:22:47,074 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 3.8611, loss: 3.8611 +2025-05-30 20:23:30,418 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:40:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 3.8829, loss: 3.8829 +2025-05-30 20:24:13,733 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:39:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 3.9630, loss: 3.9630 +2025-05-30 20:24:56,874 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:39:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9581, loss_cls: 3.9263, loss: 3.9263 +2025-05-30 20:25:40,105 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:38:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9569, loss_cls: 3.9198, loss: 3.9198 +2025-05-30 20:26:23,421 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:37:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 3.9973, loss: 3.9973 +2025-05-30 20:27:06,667 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:36:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 3.9661, loss: 3.9661 +2025-05-30 20:27:49,924 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:36:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 4.0182, loss: 4.0182 +2025-05-30 20:28:33,289 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:35:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 3.9452, loss: 3.9452 +2025-05-30 20:29:16,917 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:34:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 4.0265, loss: 4.0265 +2025-05-30 20:30:00,368 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:34:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 3.9768, loss: 3.9768 +2025-05-30 20:30:43,851 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:33:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 4.0246, loss: 4.0246 +2025-05-30 20:31:27,362 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:32:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 3.9219, loss: 3.9219 +2025-05-30 20:32:10,914 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:32:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9563, loss_cls: 3.8737, loss: 3.8737 +2025-05-30 20:32:34,610 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-30 20:34:01,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:34:01,283 - pyskl - INFO - +top1_acc 0.7233 +top5_acc 0.9653 +2025-05-30 20:34:01,286 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7233, top5_acc: 0.9653 +2025-05-30 20:35:04,858 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:30:01, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.7436, loss: 3.7436 +2025-05-30 20:35:48,169 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:29:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 3.8185, loss: 3.8185 +2025-05-30 20:36:31,459 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:28:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9600, loss_cls: 3.8845, loss: 3.8845 +2025-05-30 20:37:14,803 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:27:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 3.9217, loss: 3.9217 +2025-05-30 20:37:58,130 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:27:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9475, loss_cls: 4.0019, loss: 4.0019 +2025-05-30 20:38:41,418 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 16:26:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9600, loss_cls: 4.0005, loss: 4.0005 +2025-05-30 20:39:24,743 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 16:25:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 3.7762, loss: 3.7762 +2025-05-30 20:40:08,125 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 16:24:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 3.8162, loss: 3.8162 +2025-05-30 20:40:51,394 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 16:24:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 3.9003, loss: 3.9003 +2025-05-30 20:41:34,734 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 16:23:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 3.9884, loss: 3.9884 +2025-05-30 20:42:18,095 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 16:22:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 3.9172, loss: 3.9172 +2025-05-30 20:43:01,513 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 16:22:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 3.8978, loss: 3.8978 +2025-05-30 20:43:44,846 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 16:21:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 3.9492, loss: 3.9492 +2025-05-30 20:44:28,166 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 16:20:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 3.9543, loss: 3.9543 +2025-05-30 20:45:11,499 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 16:19:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9550, loss_cls: 3.8439, loss: 3.8439 +2025-05-30 20:45:54,832 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 16:19:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 3.9021, loss: 3.9021 +2025-05-30 20:46:38,088 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 16:18:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9606, loss_cls: 3.7903, loss: 3.7903 +2025-05-30 20:47:21,354 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 16:17:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 3.7999, loss: 3.7999 +2025-05-30 20:48:04,752 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 16:16:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 3.7961, loss: 3.7961 +2025-05-30 20:48:48,194 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 16:16:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9587, loss_cls: 3.8574, loss: 3.8574 +2025-05-30 20:49:31,725 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 16:15:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 3.9423, loss: 3.9423 +2025-05-30 20:50:15,274 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 16:14:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 3.7546, loss: 3.7546 +2025-05-30 20:50:58,703 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 16:14:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 3.8092, loss: 3.8092 +2025-05-30 20:51:22,262 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-30 20:52:48,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 20:52:49,037 - pyskl - INFO - +top1_acc 0.7720 +top5_acc 0.9661 +2025-05-30 20:52:49,040 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7720, top5_acc: 0.9661 +2025-05-30 20:53:52,746 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 16:12:19, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.7734, loss: 3.7734 +2025-05-30 20:54:35,930 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 16:11:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 3.7664, loss: 3.7664 +2025-05-30 20:55:19,209 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:10:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.8642, loss: 3.8642 +2025-05-30 20:56:02,431 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 16:10:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 3.6808, loss: 3.6808 +2025-05-30 20:56:45,650 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 16:09:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.8326, loss: 3.8326 +2025-05-30 20:57:28,920 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 16:08:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 3.9000, loss: 3.9000 +2025-05-30 20:58:12,091 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 16:07:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.7629, loss: 3.7629 +2025-05-30 20:58:55,426 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 16:07:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 3.5814, loss: 3.5814 +2025-05-30 20:59:38,776 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 16:06:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 3.8177, loss: 3.8177 +2025-05-30 21:00:22,003 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 16:05:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 3.7678, loss: 3.7678 +2025-05-30 21:01:05,351 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 16:04:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 3.8565, loss: 3.8565 +2025-05-30 21:01:48,685 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 16:04:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.7416, loss: 3.7416 +2025-05-30 21:02:31,976 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 16:03:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9663, loss_cls: 3.7074, loss: 3.7074 +2025-05-30 21:03:15,189 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 16:02:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.6848, loss: 3.6848 +2025-05-30 21:03:58,366 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 16:01:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 3.9045, loss: 3.9045 +2025-05-30 21:04:41,573 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 16:01:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 3.8746, loss: 3.8746 +2025-05-30 21:05:24,778 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 16:00:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 3.9933, loss: 3.9933 +2025-05-30 21:06:08,089 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 15:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8050, loss: 3.8050 +2025-05-30 21:06:51,474 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 15:58:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.7484, loss: 3.7484 +2025-05-30 21:07:34,804 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 15:58:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 3.8189, loss: 3.8189 +2025-05-30 21:08:18,503 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 15:57:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 3.7299, loss: 3.7299 +2025-05-30 21:09:01,994 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 15:56:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 3.8847, loss: 3.8847 +2025-05-30 21:09:45,418 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 15:56:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 3.7317, loss: 3.7317 +2025-05-30 21:10:08,982 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-30 21:11:35,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:11:35,730 - pyskl - INFO - +top1_acc 0.8102 +top5_acc 0.9795 +2025-05-30 21:11:35,782 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_6.pth was removed +2025-05-30 21:11:36,783 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-30 21:11:36,783 - pyskl - INFO - Best top1_acc is 0.8102 at 9 epoch. +2025-05-30 21:11:36,786 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.8102, top5_acc: 0.9795 +2025-05-30 21:12:40,797 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 15:54:34, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9631, loss_cls: 3.6453, loss: 3.6453 +2025-05-30 21:13:24,198 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 15:53:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9625, loss_cls: 3.6605, loss: 3.6605 +2025-05-30 21:14:07,653 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 15:53:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 3.7623, loss: 3.7623 +2025-05-30 21:14:50,936 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:52:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.5592, loss: 3.5592 +2025-05-30 21:15:34,391 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:51:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9644, loss_cls: 3.7801, loss: 3.7801 +2025-05-30 21:16:17,705 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:51:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.5972, loss: 3.5972 +2025-05-30 21:17:00,969 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.8603, loss: 3.8603 +2025-05-30 21:17:44,300 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:49:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.7638, loss: 3.7638 +2025-05-30 21:18:27,613 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:48:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9656, loss_cls: 3.7386, loss: 3.7386 +2025-05-30 21:19:10,886 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:48:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 3.7077, loss: 3.7077 +2025-05-30 21:19:54,159 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:47:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.7617, loss: 3.7617 +2025-05-30 21:20:37,476 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:46:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 3.7534, loss: 3.7534 +2025-05-30 21:21:20,769 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:45:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 3.7467, loss: 3.7467 +2025-05-30 21:22:03,994 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:45:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.8525, loss: 3.8525 +2025-05-30 21:22:47,250 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:44:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7238, loss: 3.7238 +2025-05-30 21:23:30,498 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:43:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 3.7557, loss: 3.7557 +2025-05-30 21:24:13,736 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:42:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9669, loss_cls: 3.6770, loss: 3.6770 +2025-05-30 21:24:57,026 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:42:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 3.7733, loss: 3.7733 +2025-05-30 21:25:40,339 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.7330, loss: 3.7330 +2025-05-30 21:26:23,698 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:40:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.6400, loss: 3.6400 +2025-05-30 21:27:07,013 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:40:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9700, loss_cls: 3.5983, loss: 3.5983 +2025-05-30 21:27:50,353 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 3.7847, loss: 3.7847 +2025-05-30 21:28:33,570 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:38:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 3.7087, loss: 3.7087 +2025-05-30 21:28:56,983 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-30 21:38:19,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:38:19,447 - pyskl - INFO - +top1_acc 0.7840 +top5_acc 0.9738 +2025-05-30 21:38:19,451 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7840, top5_acc: 0.9738 +2025-05-30 21:39:23,134 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:36:55, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 3.7907, loss: 3.7907 +2025-05-30 21:40:06,480 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:36:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.6234, loss: 3.6234 +2025-05-30 21:40:49,820 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:35:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.6194, loss: 3.6194 +2025-05-30 21:41:33,263 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:34:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 3.8038, loss: 3.8038 +2025-05-30 21:42:16,528 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.5295, loss: 3.5295 +2025-05-30 21:42:59,817 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:33:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.5554, loss: 3.5554 +2025-05-30 21:43:43,022 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:32:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 3.7140, loss: 3.7140 +2025-05-30 21:44:26,306 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:31:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.5939, loss: 3.5939 +2025-05-30 21:45:09,597 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:31:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.6685, loss: 3.6685 +2025-05-30 21:45:52,899 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:30:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 3.5832, loss: 3.5832 +2025-05-30 21:46:36,128 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:29:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.6748, loss: 3.6748 +2025-05-30 21:47:19,350 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:28:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.6204, loss: 3.6204 +2025-05-30 21:48:02,566 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:28:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.6628, loss: 3.6628 +2025-05-30 21:48:45,813 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:27:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9700, loss_cls: 3.6200, loss: 3.6200 +2025-05-30 21:49:29,101 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:26:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 3.6228, loss: 3.6228 +2025-05-30 21:50:12,308 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 15:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.5689, loss: 3.5689 +2025-05-30 21:50:55,535 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 15:25:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 3.7096, loss: 3.7096 +2025-05-30 21:51:38,883 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 15:24:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.5346, loss: 3.5346 +2025-05-30 21:52:22,405 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 15:23:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.5802, loss: 3.5802 +2025-05-30 21:53:06,046 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 15:23:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 3.6261, loss: 3.6261 +2025-05-30 21:53:49,517 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 15:22:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.5527, loss: 3.5527 +2025-05-30 21:54:32,930 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 15:21:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.5953, loss: 3.5953 +2025-05-30 21:55:16,352 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 15:21:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.5361, loss: 3.5361 +2025-05-30 21:55:39,864 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-30 21:57:06,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 21:57:06,537 - pyskl - INFO - +top1_acc 0.7858 +top5_acc 0.9736 +2025-05-30 21:57:06,541 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7858, top5_acc: 0.9736 +2025-05-30 21:58:10,501 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 15:19:33, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 3.5265, loss: 3.5265 +2025-05-30 21:58:53,808 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 15:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9688, loss_cls: 3.5350, loss: 3.5350 +2025-05-30 21:59:37,302 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 15:18:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.5610, loss: 3.5610 +2025-05-30 22:00:20,673 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 15:17:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.4857, loss: 3.4857 +2025-05-30 22:01:03,982 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 15:16:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.6562, loss: 3.6562 +2025-05-30 22:01:47,239 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 15:16:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.6309, loss: 3.6309 +2025-05-30 22:02:30,582 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 15:15:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.4635, loss: 3.4635 +2025-05-30 22:03:13,896 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 15:14:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.6096, loss: 3.6096 +2025-05-30 22:03:57,220 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 15:13:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 3.5324, loss: 3.5324 +2025-05-30 22:04:40,574 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:13:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.6372, loss: 3.6372 +2025-05-30 22:05:23,988 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:12:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 3.5004, loss: 3.5004 +2025-05-30 22:06:07,262 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:11:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.5957, loss: 3.5957 +2025-05-30 22:06:50,525 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:10:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 3.5628, loss: 3.5628 +2025-05-30 22:07:33,909 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:10:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 3.5892, loss: 3.5892 +2025-05-30 22:08:17,315 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 15:09:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.5010, loss: 3.5010 +2025-05-30 22:09:00,596 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 15:08:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.5385, loss: 3.5385 +2025-05-30 22:09:43,894 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 15:08:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.5629, loss: 3.5629 +2025-05-30 22:10:27,467 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 15:07:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.6418, loss: 3.6418 +2025-05-30 22:11:10,996 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 15:06:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.5264, loss: 3.5264 +2025-05-30 22:11:54,493 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 15:06:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.5090, loss: 3.5090 +2025-05-30 22:12:37,917 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 15:05:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.5337, loss: 3.5337 +2025-05-30 22:13:21,229 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 15:04:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.5345, loss: 3.5345 +2025-05-30 22:14:04,674 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 15:03:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.5176, loss: 3.5176 +2025-05-30 22:14:28,170 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-30 22:15:54,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:15:54,815 - pyskl - INFO - +top1_acc 0.8097 +top5_acc 0.9781 +2025-05-30 22:15:54,818 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8097, top5_acc: 0.9781 +2025-05-30 22:16:58,223 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 15:02:20, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.4132, loss: 3.4132 +2025-05-30 22:17:41,485 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 15:01:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.5489, loss: 3.5489 +2025-05-30 22:18:24,734 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 15:00:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.5278, loss: 3.5278 +2025-05-30 22:19:08,114 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 15:00:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.5049, loss: 3.5049 +2025-05-30 22:19:51,349 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 14:59:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.4223, loss: 3.4223 +2025-05-30 22:20:34,698 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 14:58:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.6434, loss: 3.6434 +2025-05-30 22:21:18,011 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 14:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.6326, loss: 3.6326 +2025-05-30 22:22:01,249 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 14:57:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.4806, loss: 3.4806 +2025-05-30 22:22:44,488 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 14:56:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 3.5576, loss: 3.5576 +2025-05-30 22:23:27,815 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 14:55:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.4706, loss: 3.4706 +2025-05-30 22:24:11,071 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 14:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.6945, loss: 3.6945 +2025-05-30 22:24:54,286 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 14:54:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.5827, loss: 3.5827 +2025-05-30 22:25:37,611 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 14:53:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 3.4707, loss: 3.4707 +2025-05-30 22:26:20,833 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:52:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.6065, loss: 3.6065 +2025-05-30 22:27:04,027 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:52:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 3.5159, loss: 3.5159 +2025-05-30 22:27:47,231 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:51:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.5667, loss: 3.5667 +2025-05-30 22:28:30,419 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.4041, loss: 3.4041 +2025-05-30 22:29:13,761 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:49:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.4356, loss: 3.4356 +2025-05-30 22:29:57,205 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:49:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 3.4608, loss: 3.4608 +2025-05-30 22:30:40,697 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:48:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.5738, loss: 3.5738 +2025-05-30 22:31:24,006 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:47:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9731, loss_cls: 3.5128, loss: 3.5128 +2025-05-30 22:32:07,214 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:47:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.5435, loss: 3.5435 +2025-05-30 22:32:50,471 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.5353, loss: 3.5353 +2025-05-30 22:33:13,892 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-30 22:34:40,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:34:40,564 - pyskl - INFO - +top1_acc 0.8415 +top5_acc 0.9832 +2025-05-30 22:34:40,619 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_9.pth was removed +2025-05-30 22:34:41,663 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-30 22:34:41,664 - pyskl - INFO - Best top1_acc is 0.8415 at 13 epoch. +2025-05-30 22:34:41,667 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8415, top5_acc: 0.9832 +2025-05-30 22:35:45,498 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:44:53, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 3.4906, loss: 3.4906 +2025-05-30 22:36:28,985 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:44:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.4366, loss: 3.4366 +2025-05-30 22:37:12,461 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:43:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.5755, loss: 3.5755 +2025-05-30 22:37:55,876 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:42:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.4786, loss: 3.4786 +2025-05-30 22:38:39,181 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:42:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.5590, loss: 3.5590 +2025-05-30 22:39:22,520 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:41:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.4567, loss: 3.4567 +2025-05-30 22:40:05,771 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:40:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.3694, loss: 3.3694 +2025-05-30 22:40:49,041 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:39:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.4863, loss: 3.4863 +2025-05-30 22:41:32,288 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:39:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.4584, loss: 3.4584 +2025-05-30 22:42:15,584 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:38:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4286, loss: 3.4286 +2025-05-30 22:42:58,865 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:37:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.4544, loss: 3.4544 +2025-05-30 22:43:42,138 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:37:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.4464, loss: 3.4464 +2025-05-30 22:44:25,361 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:36:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 3.5545, loss: 3.5545 +2025-05-30 22:45:08,616 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:35:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.4289, loss: 3.4289 +2025-05-30 22:45:51,894 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:34:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.5323, loss: 3.5323 +2025-05-30 22:46:35,184 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:34:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.4564, loss: 3.4564 +2025-05-30 22:47:18,558 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:33:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2930, loss: 3.2930 +2025-05-30 22:48:02,038 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:32:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 3.3941, loss: 3.3941 +2025-05-30 22:48:45,560 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:32:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.4849, loss: 3.4849 +2025-05-30 22:49:29,040 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:31:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.4937, loss: 3.4937 +2025-05-30 22:50:12,562 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:30:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.5471, loss: 3.5471 +2025-05-30 22:50:55,938 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:29:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.5461, loss: 3.5461 +2025-05-30 22:51:39,307 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:29:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.6584, loss: 3.6584 +2025-05-30 22:52:02,819 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-30 22:53:29,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 22:53:29,680 - pyskl - INFO - +top1_acc 0.8386 +top5_acc 0.9833 +2025-05-30 22:53:29,683 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8386, top5_acc: 0.9833 +2025-05-30 22:54:33,502 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:27:46, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5094, loss: 3.5094 +2025-05-30 22:55:16,849 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:27:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.4927, loss: 3.4927 +2025-05-30 22:56:00,314 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 14:26:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 3.3891, loss: 3.3891 +2025-05-30 22:56:43,673 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 14:25:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.3911, loss: 3.3911 +2025-05-30 22:57:27,058 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 14:24:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 3.4187, loss: 3.4187 +2025-05-30 22:58:10,419 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 14:24:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 3.4021, loss: 3.4021 +2025-05-30 22:58:53,738 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 14:23:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.4336, loss: 3.4336 +2025-05-30 22:59:37,034 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 14:22:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9775, loss_cls: 3.4782, loss: 3.4782 +2025-05-30 23:00:20,434 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 14:22:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.2853, loss: 3.2853 +2025-05-30 23:01:03,830 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 14:21:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4200, loss: 3.4200 +2025-05-30 23:01:47,121 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 14:20:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.4563, loss: 3.4563 +2025-05-30 23:02:30,406 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 14:19:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.3614, loss: 3.3614 +2025-05-30 23:03:13,709 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 14:19:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.5940, loss: 3.5940 +2025-05-30 23:03:57,049 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 14:18:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.6309, loss: 3.6309 +2025-05-30 23:04:40,306 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 14:17:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 3.4932, loss: 3.4932 +2025-05-30 23:05:23,581 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:17:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.5362, loss: 3.5362 +2025-05-30 23:06:06,928 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 14:16:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.4526, loss: 3.4526 +2025-05-30 23:06:50,349 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 14:15:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.4069, loss: 3.4069 +2025-05-30 23:07:33,694 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 14:14:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.3873, loss: 3.3873 +2025-05-30 23:08:16,957 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:14:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3330, loss: 3.3330 +2025-05-30 23:09:00,152 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:13:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5140, loss: 3.5140 +2025-05-30 23:09:43,404 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:12:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 3.2692, loss: 3.2692 +2025-05-30 23:10:26,652 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:12:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.3618, loss: 3.3618 +2025-05-30 23:10:50,086 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-30 23:19:21,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:19:21,326 - pyskl - INFO - +top1_acc 0.8419 +top5_acc 0.9810 +2025-05-30 23:19:21,378 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_13.pth was removed +2025-05-30 23:19:22,360 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-05-30 23:19:22,361 - pyskl - INFO - Best top1_acc is 0.8419 at 15 epoch. +2025-05-30 23:19:22,364 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8419, top5_acc: 0.9810 +2025-05-30 23:20:25,762 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:10:30, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.4160, loss: 3.4160 +2025-05-30 23:21:09,013 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:09:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.2643, loss: 3.2643 +2025-05-30 23:21:52,272 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 14:09:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.3662, loss: 3.3662 +2025-05-30 23:22:35,657 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 14:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 3.3939, loss: 3.3939 +2025-05-30 23:23:19,060 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 14:07:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.3478, loss: 3.3478 +2025-05-30 23:24:02,394 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 14:06:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.4158, loss: 3.4158 +2025-05-30 23:24:45,781 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 14:06:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 3.3482, loss: 3.3482 +2025-05-30 23:25:29,141 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 14:05:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.3826, loss: 3.3826 +2025-05-30 23:26:12,541 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 14:04:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.3620, loss: 3.3620 +2025-05-30 23:26:55,910 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 14:04:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.4047, loss: 3.4047 +2025-05-30 23:27:39,435 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 14:03:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3649, loss: 3.3649 +2025-05-30 23:28:22,942 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 14:02:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.3368, loss: 3.3368 +2025-05-30 23:29:06,414 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 14:02:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.4051, loss: 3.4051 +2025-05-30 23:29:49,720 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 14:01:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 3.3833, loss: 3.3833 +2025-05-30 23:30:33,074 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 14:00:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.3856, loss: 3.3856 +2025-05-30 23:31:16,426 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 13:59:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.3959, loss: 3.3959 +2025-05-30 23:31:59,897 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 13:59:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.3162, loss: 3.3162 +2025-05-30 23:32:43,380 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 13:58:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5360, loss: 3.5360 +2025-05-30 23:33:26,868 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 13:57:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.3960, loss: 3.3960 +2025-05-30 23:34:10,435 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 13:57:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.4036, loss: 3.4036 +2025-05-30 23:34:53,978 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 13:56:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.4547, loss: 3.4547 +2025-05-30 23:35:37,383 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 13:55:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.4601, loss: 3.4601 +2025-05-30 23:36:20,627 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 13:55:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.3944, loss: 3.3944 +2025-05-30 23:36:44,102 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-30 23:38:10,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:38:10,778 - pyskl - INFO - +top1_acc 0.8607 +top5_acc 0.9843 +2025-05-30 23:38:10,831 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_15.pth was removed +2025-05-30 23:38:11,983 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-05-30 23:38:11,984 - pyskl - INFO - Best top1_acc is 0.8607 at 16 epoch. +2025-05-30 23:38:11,987 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8607, top5_acc: 0.9843 +2025-05-30 23:39:15,673 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:53:34, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.3227, loss: 3.3227 +2025-05-30 23:39:59,072 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:52:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.3814, loss: 3.3814 +2025-05-30 23:40:42,498 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:52:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.5162, loss: 3.5162 +2025-05-30 23:41:25,914 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.2600, loss: 3.2600 +2025-05-30 23:42:09,378 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:50:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.3452, loss: 3.3452 +2025-05-30 23:42:52,813 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:50:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.4624, loss: 3.4624 +2025-05-30 23:43:36,386 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:49:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.3883, loss: 3.3883 +2025-05-30 23:44:20,001 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:48:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 3.3574, loss: 3.3574 +2025-05-30 23:45:03,313 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:47:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.2568, loss: 3.2568 +2025-05-30 23:45:46,695 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:47:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.5438, loss: 3.5438 +2025-05-30 23:46:30,007 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:46:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.4690, loss: 3.4690 +2025-05-30 23:47:13,078 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:45:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.4949, loss: 3.4949 +2025-05-30 23:47:56,403 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:45:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.3408, loss: 3.3408 +2025-05-30 23:48:39,807 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:44:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.3942, loss: 3.3942 +2025-05-30 23:49:23,122 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:43:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.4369, loss: 3.4369 +2025-05-30 23:50:06,540 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:42:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9719, loss_cls: 3.5361, loss: 3.5361 +2025-05-30 23:50:49,942 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:42:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.2948, loss: 3.2948 +2025-05-30 23:51:33,382 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:41:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.2569, loss: 3.2569 +2025-05-30 23:52:16,818 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:40:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.3474, loss: 3.3474 +2025-05-30 23:53:00,458 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:40:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.3410, loss: 3.3410 +2025-05-30 23:53:43,966 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:39:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.2990, loss: 3.2990 +2025-05-30 23:54:27,354 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:38:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 3.4473, loss: 3.4473 +2025-05-30 23:55:10,707 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:38:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.3591, loss: 3.3591 +2025-05-30 23:55:34,153 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-30 23:57:00,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-30 23:57:00,679 - pyskl - INFO - +top1_acc 0.8456 +top5_acc 0.9840 +2025-05-30 23:57:00,682 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8456, top5_acc: 0.9840 +2025-05-30 23:58:04,222 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:36:37, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.2166, loss: 3.2166 +2025-05-30 23:58:47,641 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:35:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.3607, loss: 3.3607 +2025-05-30 23:59:30,925 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:35:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4499, loss: 3.4499 +2025-05-31 00:00:14,269 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:34:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.2949, loss: 3.2949 +2025-05-31 00:00:57,675 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:33:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.4107, loss: 3.4107 +2025-05-31 00:01:41,203 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:33:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 3.3588, loss: 3.3588 +2025-05-31 00:02:24,546 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:32:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.3567, loss: 3.3567 +2025-05-31 00:03:07,882 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:31:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3314, loss: 3.3314 +2025-05-31 00:03:51,269 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:30:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 3.4843, loss: 3.4843 +2025-05-31 00:04:34,610 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:30:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.3102, loss: 3.3102 +2025-05-31 00:05:17,850 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:29:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.4195, loss: 3.4195 +2025-05-31 00:06:01,247 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:28:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.2871, loss: 3.2871 +2025-05-31 00:06:44,591 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:28:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.3460, loss: 3.3460 +2025-05-31 00:07:27,953 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:27:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4699, loss: 3.4699 +2025-05-31 00:08:11,248 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:26:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3119, loss: 3.3119 +2025-05-31 00:08:54,689 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 13:25:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.4846, loss: 3.4846 +2025-05-31 00:09:38,096 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 13:25:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9744, loss_cls: 3.4234, loss: 3.4234 +2025-05-31 00:10:21,692 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 13:24:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.3611, loss: 3.3611 +2025-05-31 00:11:05,227 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 13:23:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9806, loss_cls: 3.2428, loss: 3.2428 +2025-05-31 00:11:48,726 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 13:23:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.3702, loss: 3.3702 +2025-05-31 00:12:32,198 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 13:22:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2994, loss: 3.2994 +2025-05-31 00:13:15,462 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 13:21:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.4249, loss: 3.4249 +2025-05-31 00:13:58,777 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 13:21:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4100, loss: 3.4100 +2025-05-31 00:14:22,296 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-31 00:15:48,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:15:48,630 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9801 +2025-05-31 00:15:48,633 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8178, top5_acc: 0.9801 +2025-05-31 00:16:52,808 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:19:41, time: 0.642, data_time: 0.204, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.2026, loss: 3.2026 +2025-05-31 00:17:36,258 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:18:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.2068, loss: 3.2068 +2025-05-31 00:18:19,707 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:18:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.2246, loss: 3.2246 +2025-05-31 00:19:03,052 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:17:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.3294, loss: 3.3294 +2025-05-31 00:19:46,523 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:16:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.2645, loss: 3.2645 +2025-05-31 00:20:29,954 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:16:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9744, loss_cls: 3.3968, loss: 3.3968 +2025-05-31 00:21:13,418 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 13:15:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.4482, loss: 3.4482 +2025-05-31 00:21:56,758 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 13:14:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.3221, loss: 3.3221 +2025-05-31 00:22:40,081 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 13:14:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.2490, loss: 3.2490 +2025-05-31 00:23:23,495 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 13:13:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.4040, loss: 3.4040 +2025-05-31 00:24:06,908 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 13:12:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.2640, loss: 3.2640 +2025-05-31 00:24:50,233 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 13:11:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.2972, loss: 3.2972 +2025-05-31 00:25:33,539 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 13:11:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.4411, loss: 3.4411 +2025-05-31 00:26:16,841 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 13:10:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.3946, loss: 3.3946 +2025-05-31 00:27:00,021 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 13:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.2827, loss: 3.2827 +2025-05-31 00:27:43,341 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 13:09:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.3087, loss: 3.3087 +2025-05-31 00:28:26,662 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 13:08:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.2604, loss: 3.2604 +2025-05-31 00:29:10,088 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 13:07:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.3543, loss: 3.3543 +2025-05-31 00:29:53,554 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 13:06:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 3.4321, loss: 3.4321 +2025-05-31 00:30:36,942 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 13:06:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9781, loss_cls: 3.3331, loss: 3.3331 +2025-05-31 00:31:20,314 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 13:05:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.2962, loss: 3.2962 +2025-05-31 00:32:03,650 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 13:04:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.3163, loss: 3.3163 +2025-05-31 00:32:46,961 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 13:04:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 3.4188, loss: 3.4188 +2025-05-31 00:33:10,416 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-31 00:34:36,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 00:34:36,948 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9846 +2025-05-31 00:34:36,951 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8517, top5_acc: 0.9846 +2025-05-31 00:35:40,402 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 13:02:38, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.2465, loss: 3.2465 +2025-05-31 00:36:23,597 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 13:01:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.3739, loss: 3.3739 +2025-05-31 00:37:06,828 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 13:01:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.2705, loss: 3.2705 +2025-05-31 00:37:49,994 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 13:00:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1724, loss: 3.1724 +2025-05-31 00:38:33,265 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 12:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.1422, loss: 3.1422 +2025-05-31 00:39:16,562 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 12:59:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.3108, loss: 3.3108 +2025-05-31 00:39:59,881 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 12:58:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.2163, loss: 3.2163 +2025-05-31 00:40:43,064 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 12:57:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.2954, loss: 3.2954 +2025-05-31 00:41:26,252 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 12:56:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2592, loss: 3.2592 +2025-05-31 00:42:09,476 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 12:56:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.1847, loss: 3.1847 +2025-05-31 00:42:52,671 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 12:55:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.3150, loss: 3.3150 +2025-05-31 00:43:35,819 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 12:54:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.4388, loss: 3.4388 +2025-05-31 00:44:19,051 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:53:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2557, loss: 3.2557 +2025-05-31 00:45:02,199 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:53:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.3115, loss: 3.3115 +2025-05-31 00:45:45,423 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:52:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1734, loss: 3.1734 +2025-05-31 00:46:28,807 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:51:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.2779, loss: 3.2779 +2025-05-31 00:47:12,556 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:51:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.2882, loss: 3.2882 +2025-05-31 00:47:56,271 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:50:23, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.4002, loss: 3.4002 +2025-05-31 00:48:39,722 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:49:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2519, loss: 3.2519 +2025-05-31 00:49:22,930 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:48:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.3102, loss: 3.3102 +2025-05-31 00:50:06,005 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:48:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.2599, loss: 3.2599 +2025-05-31 00:50:49,012 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:47:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.2848, loss: 3.2848 +2025-05-31 00:51:32,070 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:46:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.4331, loss: 3.4331 +2025-05-31 00:51:55,413 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-31 01:00:54,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:00:54,762 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9849 +2025-05-31 01:00:54,766 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8492, top5_acc: 0.9849 +2025-05-31 01:01:58,711 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:45:22, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.2047, loss: 3.2047 +2025-05-31 01:02:41,966 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:44:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 3.1483, loss: 3.1483 +2025-05-31 01:03:25,169 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:43:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1499, loss: 3.1499 +2025-05-31 01:04:08,424 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:43:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.1995, loss: 3.1995 +2025-05-31 01:04:51,705 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:42:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.3350, loss: 3.3350 +2025-05-31 01:05:34,961 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:41:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.3978, loss: 3.3978 +2025-05-31 01:06:18,394 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:41:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.4315, loss: 3.4315 +2025-05-31 01:07:01,645 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:40:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0437, loss: 3.0437 +2025-05-31 01:07:44,878 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:39:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.3652, loss: 3.3652 +2025-05-31 01:08:28,026 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:38:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.3007, loss: 3.3007 +2025-05-31 01:09:11,213 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:38:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.3539, loss: 3.3539 +2025-05-31 01:09:54,416 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:37:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.3413, loss: 3.3413 +2025-05-31 01:10:37,657 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:36:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3089, loss: 3.3089 +2025-05-31 01:11:20,828 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:35:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.4133, loss: 3.4133 +2025-05-31 01:12:04,267 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:35:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2670, loss: 3.2670 +2025-05-31 01:12:47,770 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:34:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 3.2611, loss: 3.2611 +2025-05-31 01:13:31,113 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:33:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.2883, loss: 3.2883 +2025-05-31 01:14:14,595 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:33:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.2443, loss: 3.2443 +2025-05-31 01:14:58,125 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:32:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.3419, loss: 3.3419 +2025-05-31 01:15:41,580 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:31:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.1497, loss: 3.1497 +2025-05-31 01:16:25,040 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:31:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.1842, loss: 3.1842 +2025-05-31 01:17:08,373 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2021, loss: 3.2021 +2025-05-31 01:17:51,646 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:29:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.3640, loss: 3.3640 +2025-05-31 01:18:15,172 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-31 01:19:41,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:19:41,605 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9849 +2025-05-31 01:19:41,608 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8454, top5_acc: 0.9849 +2025-05-31 01:20:45,379 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:28:14, time: 0.638, data_time: 0.202, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.3074, loss: 3.3074 +2025-05-31 01:21:28,795 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:27:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.2222, loss: 3.2222 +2025-05-31 01:22:12,170 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.1242, loss: 3.1242 +2025-05-31 01:22:55,561 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:26:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.3253, loss: 3.3253 +2025-05-31 01:23:38,895 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 12:25:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.2618, loss: 3.2618 +2025-05-31 01:24:22,237 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 12:24:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.1765, loss: 3.1765 +2025-05-31 01:25:05,733 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 12:23:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.2059, loss: 3.2059 +2025-05-31 01:25:48,959 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 12:23:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 3.1274, loss: 3.1274 +2025-05-31 01:26:32,251 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 12:22:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.2131, loss: 3.2131 +2025-05-31 01:27:15,576 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 12:21:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.2646, loss: 3.2646 +2025-05-31 01:27:58,850 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 12:21:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.4069, loss: 3.4069 +2025-05-31 01:28:42,125 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:20:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.0956, loss: 3.0956 +2025-05-31 01:29:25,508 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:19:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.1633, loss: 3.1633 +2025-05-31 01:30:08,893 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:18:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.3306, loss: 3.3306 +2025-05-31 01:30:52,398 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:18:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.2010, loss: 3.2010 +2025-05-31 01:31:35,889 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:17:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.3223, loss: 3.3223 +2025-05-31 01:32:19,290 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:16:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1948, loss: 3.1948 +2025-05-31 01:33:02,925 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:16:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.3139, loss: 3.3139 +2025-05-31 01:33:46,389 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:15:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.2493, loss: 3.2493 +2025-05-31 01:34:29,797 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 12:14:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.3382, loss: 3.3382 +2025-05-31 01:35:13,073 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 12:14:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.1606, loss: 3.1606 +2025-05-31 01:35:56,442 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 12:13:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.2632, loss: 3.2632 +2025-05-31 01:36:39,714 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 12:12:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.2855, loss: 3.2855 +2025-05-31 01:37:03,131 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-31 01:38:29,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:38:29,565 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9862 +2025-05-31 01:38:29,568 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8573, top5_acc: 0.9862 +2025-05-31 01:39:33,402 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 12:11:16, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.2531, loss: 3.2531 +2025-05-31 01:40:16,818 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 12:10:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.1485, loss: 3.1485 +2025-05-31 01:41:00,230 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 12:09:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.2285, loss: 3.2285 +2025-05-31 01:41:43,594 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 12:09:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.1606, loss: 3.1606 +2025-05-31 01:42:27,054 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 12:08:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9825, loss_cls: 3.1829, loss: 3.1829 +2025-05-31 01:43:10,491 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 12:07:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.3185, loss: 3.3185 +2025-05-31 01:43:54,020 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 12:07:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.2247, loss: 3.2247 +2025-05-31 01:44:37,418 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 12:06:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.3650, loss: 3.3650 +2025-05-31 01:45:20,789 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 12:05:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.3106, loss: 3.3106 +2025-05-31 01:46:04,114 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 12:04:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 3.2747, loss: 3.2747 +2025-05-31 01:46:47,383 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 12:04:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1578, loss: 3.1578 +2025-05-31 01:47:30,660 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 12:03:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3308, loss: 3.3308 +2025-05-31 01:48:13,908 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 12:02:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.1649, loss: 3.1649 +2025-05-31 01:48:57,282 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 12:02:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.3909, loss: 3.3909 +2025-05-31 01:49:40,672 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 12:01:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0670, loss: 3.0670 +2025-05-31 01:50:24,101 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 12:00:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.2599, loss: 3.2599 +2025-05-31 01:51:07,670 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 11:59:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3016, loss: 3.3016 +2025-05-31 01:51:51,269 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 11:59:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.3007, loss: 3.3007 +2025-05-31 01:52:34,875 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 11:58:32, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.2988, loss: 3.2988 +2025-05-31 01:53:18,443 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 11:57:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.3363, loss: 3.3363 +2025-05-31 01:54:01,995 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 11:57:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.2306, loss: 3.2306 +2025-05-31 01:54:45,394 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 11:56:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2216, loss: 3.2216 +2025-05-31 01:55:28,723 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 11:55:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.3618, loss: 3.3618 +2025-05-31 01:55:52,239 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-31 01:57:18,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 01:57:18,685 - pyskl - INFO - +top1_acc 0.8317 +top5_acc 0.9812 +2025-05-31 01:57:18,689 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8317, top5_acc: 0.9812 +2025-05-31 01:58:21,798 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:54:20, time: 0.631, data_time: 0.200, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.1075, loss: 3.1075 +2025-05-31 01:59:04,948 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:53:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.1210, loss: 3.1210 +2025-05-31 01:59:48,159 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:52:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9819, loss_cls: 3.1567, loss: 3.1567 +2025-05-31 02:00:31,414 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:52:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2978, loss: 3.2978 +2025-05-31 02:01:14,695 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:51:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.1677, loss: 3.1677 +2025-05-31 02:01:57,871 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.1946, loss: 3.1946 +2025-05-31 02:02:41,146 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:49:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.1870, loss: 3.1870 +2025-05-31 02:03:24,346 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:49:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.1608, loss: 3.1608 +2025-05-31 02:04:07,586 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:48:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.2988, loss: 3.2988 +2025-05-31 02:04:50,831 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:47:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2139, loss: 3.2139 +2025-05-31 02:05:33,987 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:47:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.3012, loss: 3.3012 +2025-05-31 02:06:17,130 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:46:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.2360, loss: 3.2360 +2025-05-31 02:07:00,323 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:45:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.1742, loss: 3.1742 +2025-05-31 02:07:43,626 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0829, loss: 3.0829 +2025-05-31 02:08:26,977 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2325, loss: 3.2325 +2025-05-31 02:09:10,266 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:43:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.2174, loss: 3.2174 +2025-05-31 02:09:53,578 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:42:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.1416, loss: 3.1416 +2025-05-31 02:10:37,195 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:42:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.2428, loss: 3.2428 +2025-05-31 02:11:20,664 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:41:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.2448, loss: 3.2448 +2025-05-31 02:12:04,147 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:40:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 3.1045, loss: 3.1045 +2025-05-31 02:12:47,486 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:39:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2583, loss: 3.2583 +2025-05-31 02:13:30,755 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:39:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1204, loss: 3.1204 +2025-05-31 02:14:14,060 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:38:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.1974, loss: 3.1974 +2025-05-31 02:14:37,628 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-31 02:16:04,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:16:04,589 - pyskl - INFO - +top1_acc 0.8623 +top5_acc 0.9863 +2025-05-31 02:16:04,648 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_16.pth was removed +2025-05-31 02:16:05,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-31 02:16:05,709 - pyskl - INFO - Best top1_acc is 0.8623 at 24 epoch. +2025-05-31 02:16:05,712 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8623, top5_acc: 0.9863 +2025-05-31 02:17:09,582 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:37:11, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.1693, loss: 3.1693 +2025-05-31 02:17:52,923 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:36:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.1415, loss: 3.1415 +2025-05-31 02:18:36,222 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.2053, loss: 3.2053 +2025-05-31 02:19:19,530 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:35:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1144, loss: 3.1144 +2025-05-31 02:20:02,782 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:34:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 3.1236, loss: 3.1236 +2025-05-31 02:20:46,006 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:33:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 3.2758, loss: 3.2758 +2025-05-31 02:21:29,294 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:32:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1639, loss: 3.1639 +2025-05-31 02:22:12,689 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:32:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.1682, loss: 3.1682 +2025-05-31 02:22:56,061 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:31:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.2816, loss: 3.2816 +2025-05-31 02:23:39,338 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:30:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1496, loss: 3.1496 +2025-05-31 02:24:22,538 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:30:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0921, loss: 3.0921 +2025-05-31 02:25:05,782 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:29:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.2260, loss: 3.2260 +2025-05-31 02:25:48,969 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:28:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.2153, loss: 3.2153 +2025-05-31 02:26:32,236 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:27:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.1922, loss: 3.1922 +2025-05-31 02:27:15,782 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:27:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1956, loss: 3.1956 +2025-05-31 02:27:59,267 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:26:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.2376, loss: 3.2376 +2025-05-31 02:28:42,727 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:25:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.3344, loss: 3.3344 +2025-05-31 02:29:26,121 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 11:25:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.1453, loss: 3.1453 +2025-05-31 02:30:09,446 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 11:24:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.3224, loss: 3.3224 +2025-05-31 02:30:52,721 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 11:23:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.2651, loss: 3.2651 +2025-05-31 02:31:35,942 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 11:22:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2145, loss: 3.2145 +2025-05-31 02:32:19,275 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 11:22:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1279, loss: 3.1279 +2025-05-31 02:33:02,466 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:21:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.1693, loss: 3.1693 +2025-05-31 02:33:26,041 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-31 02:42:35,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 02:42:35,288 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9845 +2025-05-31 02:42:35,291 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8328, top5_acc: 0.9845 +2025-05-31 02:43:39,342 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:20:07, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 3.0786, loss: 3.0786 +2025-05-31 02:44:22,573 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:19:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 3.1871, loss: 3.1871 +2025-05-31 02:45:05,841 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:18:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.1528, loss: 3.1528 +2025-05-31 02:45:49,088 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:17:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.1705, loss: 3.1705 +2025-05-31 02:46:32,573 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:17:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2142, loss: 3.2142 +2025-05-31 02:47:15,841 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:16:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0587, loss: 3.0587 +2025-05-31 02:47:59,098 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:15:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2360, loss: 3.2360 +2025-05-31 02:48:42,302 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:15:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 3.1225, loss: 3.1225 +2025-05-31 02:49:25,533 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:14:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 3.2066, loss: 3.2066 +2025-05-31 02:50:09,027 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 11:13:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.2470, loss: 3.2470 +2025-05-31 02:50:52,310 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 11:12:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1177, loss: 3.1177 +2025-05-31 02:51:35,643 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 11:12:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.2534, loss: 3.2534 +2025-05-31 02:52:18,998 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:11:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.1301, loss: 3.1301 +2025-05-31 02:53:02,378 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:10:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.1199, loss: 3.1199 +2025-05-31 02:53:45,711 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:10:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2314, loss: 3.2314 +2025-05-31 02:54:29,036 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 11:09:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2875, loss: 3.2875 +2025-05-31 02:55:12,457 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 11:08:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.2666, loss: 3.2666 +2025-05-31 02:55:55,826 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 11:07:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.1934, loss: 3.1934 +2025-05-31 02:56:39,386 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 11:07:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.1246, loss: 3.1246 +2025-05-31 02:57:22,708 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 11:06:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.1710, loss: 3.1710 +2025-05-31 02:58:05,881 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 11:05:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.2528, loss: 3.2528 +2025-05-31 02:58:49,086 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 11:05:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.1776, loss: 3.1776 +2025-05-31 02:59:32,330 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 11:04:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.3071, loss: 3.3071 +2025-05-31 02:59:55,837 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-31 03:01:22,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:01:22,259 - pyskl - INFO - +top1_acc 0.8278 +top5_acc 0.9812 +2025-05-31 03:01:22,262 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8278, top5_acc: 0.9812 +2025-05-31 03:02:25,899 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 11:03:03, time: 0.636, data_time: 0.200, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.0701, loss: 3.0701 +2025-05-31 03:03:09,329 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 11:02:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.1310, loss: 3.1310 +2025-05-31 03:03:52,562 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 11:01:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.1488, loss: 3.1488 +2025-05-31 03:04:35,877 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 11:00:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.1957, loss: 3.1957 +2025-05-31 03:05:19,100 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 11:00:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.1666, loss: 3.1666 +2025-05-31 03:06:02,385 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 10:59:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0674, loss: 3.0674 +2025-05-31 03:06:45,574 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 10:58:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.2148, loss: 3.2148 +2025-05-31 03:07:28,869 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 10:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.0871, loss: 3.0871 +2025-05-31 03:08:12,127 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 10:57:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.1015, loss: 3.1015 +2025-05-31 03:08:55,410 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 10:56:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 3.0716, loss: 3.0716 +2025-05-31 03:09:38,676 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 10:55:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 2.9569, loss: 2.9569 +2025-05-31 03:10:21,955 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 10:55:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.1949, loss: 3.1949 +2025-05-31 03:11:05,248 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:54:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0878, loss: 3.0878 +2025-05-31 03:11:48,617 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:53:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.2207, loss: 3.2207 +2025-05-31 03:12:31,902 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:52:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.1030, loss: 3.1030 +2025-05-31 03:13:15,163 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:52:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 3.1203, loss: 3.1203 +2025-05-31 03:13:58,758 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:51:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2350, loss: 3.2350 +2025-05-31 03:14:42,287 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:50:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.2068, loss: 3.2068 +2025-05-31 03:15:25,958 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:50:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.2414, loss: 3.2414 +2025-05-31 03:16:09,408 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:49:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.0792, loss: 3.0792 +2025-05-31 03:16:52,766 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:48:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.0567, loss: 3.0567 +2025-05-31 03:17:36,012 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:48:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.1924, loss: 3.1924 +2025-05-31 03:18:19,302 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:47:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.2275, loss: 3.2275 +2025-05-31 03:18:42,787 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-31 03:20:08,949 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:20:09,025 - pyskl - INFO - +top1_acc 0.8343 +top5_acc 0.9791 +2025-05-31 03:20:09,028 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8343, top5_acc: 0.9791 +2025-05-31 03:21:12,438 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:45:59, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.1163, loss: 3.1163 +2025-05-31 03:21:55,674 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:45:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9862, loss_cls: 3.0170, loss: 3.0170 +2025-05-31 03:22:38,989 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:44:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.2420, loss: 3.2420 +2025-05-31 03:23:22,312 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:43:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9979, loss: 2.9979 +2025-05-31 03:24:05,633 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:43:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.0284, loss: 3.0284 +2025-05-31 03:24:48,931 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:42:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0782, loss: 3.0782 +2025-05-31 03:25:32,213 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:41:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.0475, loss: 3.0475 +2025-05-31 03:26:15,589 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:40:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.0872, loss: 3.0872 +2025-05-31 03:26:58,892 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:40:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.1806, loss: 3.1806 +2025-05-31 03:27:42,271 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:39:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1046, loss: 3.1046 +2025-05-31 03:28:25,581 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:38:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.1544, loss: 3.1544 +2025-05-31 03:29:08,821 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:38:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.1641, loss: 3.1641 +2025-05-31 03:29:52,104 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:37:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.1861, loss: 3.1861 +2025-05-31 03:30:35,509 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:36:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.1417, loss: 3.1417 +2025-05-31 03:31:18,823 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:35:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 3.2337, loss: 3.2337 +2025-05-31 03:32:02,194 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:35:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 3.0839, loss: 3.0839 +2025-05-31 03:32:45,910 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:34:33, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.1228, loss: 3.1228 +2025-05-31 03:33:29,702 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:33:52, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.1445, loss: 3.1445 +2025-05-31 03:34:13,297 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:33:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1674, loss: 3.1674 +2025-05-31 03:34:56,671 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:32:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.2088, loss: 3.2088 +2025-05-31 03:35:40,110 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:31:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.1557, loss: 3.1557 +2025-05-31 03:36:23,559 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:31:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.1623, loss: 3.1623 +2025-05-31 03:37:06,907 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.1304, loss: 3.1304 +2025-05-31 03:37:30,350 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-31 03:38:56,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:38:57,009 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9809 +2025-05-31 03:38:57,012 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8500, top5_acc: 0.9809 +2025-05-31 03:40:00,649 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:29:02, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.2139, loss: 3.2139 +2025-05-31 03:40:43,945 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:28:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.1423, loss: 3.1423 +2025-05-31 03:41:27,185 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:27:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.1376, loss: 3.1376 +2025-05-31 03:42:10,490 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:26:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.1900, loss: 3.1900 +2025-05-31 03:42:53,817 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:26:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0827, loss: 3.0827 +2025-05-31 03:43:37,118 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:25:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.1342, loss: 3.1342 +2025-05-31 03:44:20,310 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:24:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.0453, loss: 3.0453 +2025-05-31 03:45:03,562 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 10:24:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 3.0668, loss: 3.0668 +2025-05-31 03:45:46,906 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 10:23:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.1356, loss: 3.1356 +2025-05-31 03:46:30,260 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:22:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1903, loss: 3.1903 +2025-05-31 03:47:13,622 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:21:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1755, loss: 3.1755 +2025-05-31 03:47:57,090 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:21:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.0858, loss: 3.0858 +2025-05-31 03:48:40,639 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:20:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0723, loss: 3.0723 +2025-05-31 03:49:24,087 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:19:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.1331, loss: 3.1331 +2025-05-31 03:50:07,557 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:19:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.1288, loss: 3.1288 +2025-05-31 03:50:50,969 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:18:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.2389, loss: 3.2389 +2025-05-31 03:51:34,448 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:17:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9880, loss: 2.9880 +2025-05-31 03:52:17,967 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:16:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.0225, loss: 3.0225 +2025-05-31 03:53:01,562 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:16:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1543, loss: 3.1543 +2025-05-31 03:53:45,103 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:15:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.1402, loss: 3.1402 +2025-05-31 03:54:28,438 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:14:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.1767, loss: 3.1767 +2025-05-31 03:55:11,797 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:14:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.0702, loss: 3.0702 +2025-05-31 03:55:55,061 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:13:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.2543, loss: 3.2543 +2025-05-31 03:56:18,520 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-31 03:57:44,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 03:57:44,947 - pyskl - INFO - +top1_acc 0.8752 +top5_acc 0.9853 +2025-05-31 03:57:44,999 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_24.pth was removed +2025-05-31 03:57:45,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-31 03:57:45,981 - pyskl - INFO - Best top1_acc is 0.8752 at 29 epoch. +2025-05-31 03:57:45,983 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8752, top5_acc: 0.9853 +2025-05-31 03:58:49,465 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:12:04, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 3.0493, loss: 3.0493 +2025-05-31 03:59:32,723 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:11:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9969, loss: 2.9969 +2025-05-31 04:00:15,999 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.0931, loss: 3.0931 +2025-05-31 04:00:59,228 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:09:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 3.1102, loss: 3.1102 +2025-05-31 04:01:42,530 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 10:09:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.2267, loss: 3.2267 +2025-05-31 04:02:25,780 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 10:08:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 3.1355, loss: 3.1355 +2025-05-31 04:03:09,098 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 10:07:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.1333, loss: 3.1333 +2025-05-31 04:03:52,396 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 10:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1850, loss: 3.1850 +2025-05-31 04:04:35,739 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 10:06:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 3.0988, loss: 3.0988 +2025-05-31 04:05:19,006 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 10:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.0586, loss: 3.0586 +2025-05-31 04:06:02,337 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 10:04:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.1020, loss: 3.1020 +2025-05-31 04:06:45,698 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 10:04:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.2074, loss: 3.2074 +2025-05-31 04:07:29,063 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 10:03:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.2304, loss: 3.2304 +2025-05-31 04:08:12,663 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 10:02:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.1776, loss: 3.1776 +2025-05-31 04:08:56,220 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 10:02:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.0795, loss: 3.0795 +2025-05-31 04:09:39,715 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 10:01:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0978, loss: 3.0978 +2025-05-31 04:10:23,377 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 10:00:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.1143, loss: 3.1143 +2025-05-31 04:11:06,700 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 9:59:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2513, loss: 3.2513 +2025-05-31 04:11:49,837 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 9:59:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.0891, loss: 3.0891 +2025-05-31 04:12:33,030 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 9:58:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.1293, loss: 3.1293 +2025-05-31 04:13:16,340 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 9:57:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.0685, loss: 3.0685 +2025-05-31 04:13:59,630 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 9:57:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0144, loss: 3.0144 +2025-05-31 04:14:42,739 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 9:56:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.1499, loss: 3.1499 +2025-05-31 04:15:06,247 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-31 04:24:27,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:24:27,340 - pyskl - INFO - +top1_acc 0.8246 +top5_acc 0.9816 +2025-05-31 04:24:27,343 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8246, top5_acc: 0.9816 +2025-05-31 04:25:30,822 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:55:02, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9869, loss_cls: 3.0831, loss: 3.0831 +2025-05-31 04:26:13,918 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9725, loss_cls: 3.0084, loss: 3.0084 +2025-05-31 04:26:57,090 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.0722, loss: 3.0722 +2025-05-31 04:27:40,325 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:52:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.0254, loss: 3.0254 +2025-05-31 04:28:23,554 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:52:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1107, loss: 3.1107 +2025-05-31 04:29:07,031 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:51:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.0442, loss: 3.0442 +2025-05-31 04:29:50,431 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:50:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.1174, loss: 3.1174 +2025-05-31 04:30:33,831 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:50:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.1169, loss: 3.1169 +2025-05-31 04:31:17,164 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:49:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0988, loss: 3.0988 +2025-05-31 04:32:00,566 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:48:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1472, loss: 3.1472 +2025-05-31 04:32:43,690 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:47:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9782, loss: 2.9782 +2025-05-31 04:33:26,910 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:47:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.0914, loss: 3.0914 +2025-05-31 04:34:10,259 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:46:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9850, loss_cls: 3.0935, loss: 3.0935 +2025-05-31 04:34:53,607 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:45:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.9998, loss: 2.9998 +2025-05-31 04:35:36,934 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:44:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1111, loss: 3.1111 +2025-05-31 04:36:20,365 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:44:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 3.1101, loss: 3.1101 +2025-05-31 04:37:03,867 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:43:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.0875, loss: 3.0875 +2025-05-31 04:37:47,202 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:42:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0248, loss: 3.0248 +2025-05-31 04:38:30,499 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:42:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0149, loss: 3.0149 +2025-05-31 04:39:13,805 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.0923, loss: 3.0923 +2025-05-31 04:39:57,075 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:40:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1526, loss: 3.1526 +2025-05-31 04:40:40,293 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:39:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.1280, loss: 3.1280 +2025-05-31 04:41:23,581 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:39:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 3.2487, loss: 3.2487 +2025-05-31 04:41:47,121 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-31 04:43:13,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 04:43:13,216 - pyskl - INFO - +top1_acc 0.8818 +top5_acc 0.9881 +2025-05-31 04:43:13,270 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_29.pth was removed +2025-05-31 04:43:14,249 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-05-31 04:43:14,250 - pyskl - INFO - Best top1_acc is 0.8818 at 31 epoch. +2025-05-31 04:43:14,253 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8818, top5_acc: 0.9881 +2025-05-31 04:44:18,269 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:37:59, time: 0.640, data_time: 0.202, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.0116, loss: 3.0116 +2025-05-31 04:45:01,744 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:37:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0879, loss: 3.0879 +2025-05-31 04:45:45,191 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:36:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.1070, loss: 3.1070 +2025-05-31 04:46:28,630 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:35:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0001, loss: 3.0001 +2025-05-31 04:47:12,045 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:35:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.0365, loss: 3.0365 +2025-05-31 04:47:55,384 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:34:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.1685, loss: 3.1685 +2025-05-31 04:48:38,676 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:33:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9875, loss_cls: 3.0184, loss: 3.0184 +2025-05-31 04:49:21,922 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:33:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9554, loss: 2.9554 +2025-05-31 04:50:05,250 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:32:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.9640, loss: 2.9640 +2025-05-31 04:50:48,566 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:31:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.9270, loss: 2.9270 +2025-05-31 04:51:31,726 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:30:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0892, loss: 3.0892 +2025-05-31 04:52:15,147 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:30:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.1288, loss: 3.1288 +2025-05-31 04:52:58,460 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:29:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0672, loss: 3.0672 +2025-05-31 04:53:41,802 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:28:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.1437, loss: 3.1437 +2025-05-31 04:54:25,156 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:27:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 3.0833, loss: 3.0833 +2025-05-31 04:55:08,598 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:27:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.1612, loss: 3.1612 +2025-05-31 04:55:52,004 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:26:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.0708, loss: 3.0708 +2025-05-31 04:56:35,331 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:25:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.1160, loss: 3.1160 +2025-05-31 04:57:18,609 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:25:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1408, loss: 3.1408 +2025-05-31 04:58:01,945 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:24:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9490, loss: 2.9490 +2025-05-31 04:58:45,341 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:23:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1334, loss: 3.1334 +2025-05-31 04:59:28,598 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:22:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9784, loss: 2.9784 +2025-05-31 05:00:11,867 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:22:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1551, loss: 3.1551 +2025-05-31 05:00:35,386 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-31 05:02:01,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:02:01,860 - pyskl - INFO - +top1_acc 0.8370 +top5_acc 0.9840 +2025-05-31 05:02:01,864 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8370, top5_acc: 0.9840 +2025-05-31 05:03:05,352 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:20:59, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.9664, loss: 2.9664 +2025-05-31 05:03:48,566 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:20:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0602, loss: 3.0602 +2025-05-31 05:04:31,945 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:19:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0092, loss: 3.0092 +2025-05-31 05:05:15,282 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9601, loss: 2.9601 +2025-05-31 05:05:58,589 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:18:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0516, loss: 3.0516 +2025-05-31 05:06:41,991 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:17:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 2.9494, loss: 2.9494 +2025-05-31 05:07:25,384 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:16:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.1389, loss: 3.1389 +2025-05-31 05:08:08,711 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:15:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.0827, loss: 3.0827 +2025-05-31 05:08:52,039 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:15:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.0171, loss: 3.0171 +2025-05-31 05:09:35,414 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:14:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.0864, loss: 3.0864 +2025-05-31 05:10:18,695 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:13:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9700, loss_cls: 3.0886, loss: 3.0886 +2025-05-31 05:11:02,085 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:13:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0247, loss: 3.0247 +2025-05-31 05:11:45,328 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:12:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.0054, loss: 3.0054 +2025-05-31 05:12:28,665 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:11:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.1361, loss: 3.1361 +2025-05-31 05:13:12,077 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:10:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.1196, loss: 3.1196 +2025-05-31 05:13:55,773 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:10:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.9764, loss: 2.9764 +2025-05-31 05:14:39,302 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:09:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.0588, loss: 3.0588 +2025-05-31 05:15:22,626 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 9:08:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0942, loss: 3.0942 +2025-05-31 05:16:05,904 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 9:08:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9850, loss_cls: 3.0523, loss: 3.0523 +2025-05-31 05:16:49,281 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 9:07:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.2039, loss: 3.2039 +2025-05-31 05:17:32,605 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 9:06:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.9547, loss: 2.9547 +2025-05-31 05:18:15,935 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 9:05:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.0479, loss: 3.0479 +2025-05-31 05:18:59,037 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 9:05:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.1402, loss: 3.1402 +2025-05-31 05:19:22,477 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-31 05:20:48,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:20:48,760 - pyskl - INFO - +top1_acc 0.8787 +top5_acc 0.9894 +2025-05-31 05:20:48,763 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8787, top5_acc: 0.9894 +2025-05-31 05:21:52,636 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 9:04:00, time: 0.639, data_time: 0.203, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.0289, loss: 3.0289 +2025-05-31 05:22:36,107 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 9:03:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.1144, loss: 3.1144 +2025-05-31 05:23:19,587 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 9:02:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.9748, loss: 2.9748 +2025-05-31 05:24:03,026 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 9:01:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9856, loss_cls: 3.0565, loss: 3.0565 +2025-05-31 05:24:46,469 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 9:01:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.9432, loss: 2.9432 +2025-05-31 05:25:29,926 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 9:00:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.9860, loss: 2.9860 +2025-05-31 05:26:13,304 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 8:59:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.9658, loss: 2.9658 +2025-05-31 05:26:56,717 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 8:59:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0721, loss: 3.0721 +2025-05-31 05:27:40,028 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 8:58:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1818, loss: 3.1818 +2025-05-31 05:28:23,413 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 8:57:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0415, loss: 3.0415 +2025-05-31 05:29:06,931 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 8:56:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.0373, loss: 3.0373 +2025-05-31 05:29:50,364 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 8:56:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.0777, loss: 3.0777 +2025-05-31 05:30:33,727 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:55:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1179, loss: 3.1179 +2025-05-31 05:31:17,130 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:54:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0593, loss: 3.0593 +2025-05-31 05:32:00,745 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:54:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1092, loss: 3.1092 +2025-05-31 05:32:44,131 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:53:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0154, loss: 3.0154 +2025-05-31 05:33:27,659 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:52:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0258, loss: 3.0258 +2025-05-31 05:34:11,080 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:51:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.1320, loss: 3.1320 +2025-05-31 05:34:54,428 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:51:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1418, loss: 3.1418 +2025-05-31 05:35:37,898 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:50:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.1688, loss: 3.1688 +2025-05-31 05:36:21,383 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:49:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1552, loss: 3.1552 +2025-05-31 05:37:04,986 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:49:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.1281, loss: 3.1281 +2025-05-31 05:37:48,202 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:48:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9875, loss_cls: 2.9722, loss: 2.9722 +2025-05-31 05:38:11,731 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-31 05:39:37,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 05:39:37,564 - pyskl - INFO - +top1_acc 0.8619 +top5_acc 0.9864 +2025-05-31 05:39:37,567 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8619, top5_acc: 0.9864 +2025-05-31 05:40:41,266 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:47:07, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9820, loss: 2.9820 +2025-05-31 05:41:24,721 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:46:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.1027, loss: 3.1027 +2025-05-31 05:42:08,096 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:45:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1382, loss: 3.1382 +2025-05-31 05:42:51,554 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:44:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 2.8684, loss: 2.8684 +2025-05-31 05:43:34,894 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:44:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.0216, loss: 3.0216 +2025-05-31 05:44:18,335 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:43:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.9827, loss: 2.9827 +2025-05-31 05:45:01,745 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:42:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.0303, loss: 3.0303 +2025-05-31 05:45:45,121 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:42:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.9887, loss: 2.9887 +2025-05-31 05:46:28,497 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:41:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 3.0465, loss: 3.0465 +2025-05-31 05:47:11,906 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:40:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 3.0932, loss: 3.0932 +2025-05-31 05:47:55,402 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:40:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0906, loss: 3.0906 +2025-05-31 05:48:38,852 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:39:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 3.0344, loss: 3.0344 +2025-05-31 05:49:22,299 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:38:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.2412, loss: 3.2412 +2025-05-31 05:50:05,677 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:37:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9937, loss: 2.9937 +2025-05-31 05:50:49,108 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:37:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0249, loss: 3.0249 +2025-05-31 05:51:32,256 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:36:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.0770, loss: 3.0770 +2025-05-31 05:52:15,412 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:35:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.1357, loss: 3.1357 +2025-05-31 05:52:58,508 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:34:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0390, loss: 3.0390 +2025-05-31 05:53:41,601 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.0504, loss: 3.0504 +2025-05-31 05:54:24,758 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:33:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0208, loss: 3.0208 +2025-05-31 05:55:07,858 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:32:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.9844, loss: 2.9844 +2025-05-31 05:55:50,983 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:32:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.1357, loss: 3.1357 +2025-05-31 05:56:34,168 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:31:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0966, loss: 3.0966 +2025-05-31 05:56:57,580 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-31 06:06:09,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:06:09,273 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9850 +2025-05-31 06:06:09,276 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8522, top5_acc: 0.9850 +2025-05-31 06:07:12,877 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:30:05, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.9818, loss: 2.9818 +2025-05-31 06:07:56,073 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:29:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.9544, loss: 2.9544 +2025-05-31 06:08:39,453 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:28:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.9106, loss: 2.9106 +2025-05-31 06:09:22,988 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:27:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.0850, loss: 3.0850 +2025-05-31 06:10:06,248 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9143, loss: 2.9143 +2025-05-31 06:10:49,445 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:26:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9780, loss: 2.9780 +2025-05-31 06:11:32,641 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:25:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 3.0869, loss: 3.0869 +2025-05-31 06:12:15,857 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:25:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9593, loss: 2.9593 +2025-05-31 06:12:59,138 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:24:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9875, loss_cls: 3.0044, loss: 3.0044 +2025-05-31 06:13:42,295 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:23:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9809, loss: 2.9809 +2025-05-31 06:14:25,555 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:22:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.0122, loss: 3.0122 +2025-05-31 06:15:08,763 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:22:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 3.1183, loss: 3.1183 +2025-05-31 06:15:51,937 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:21:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0840, loss: 3.0840 +2025-05-31 06:16:35,166 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:20:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.2578, loss: 3.2578 +2025-05-31 06:17:18,753 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:20:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9531, loss: 2.9531 +2025-05-31 06:18:01,997 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:19:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.1406, loss: 3.1406 +2025-05-31 06:18:45,366 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:18:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 2.9871, loss: 2.9871 +2025-05-31 06:19:28,713 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:17:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.1305, loss: 3.1305 +2025-05-31 06:20:12,106 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:17:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0123, loss: 3.0123 +2025-05-31 06:20:55,510 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:16:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9593, loss: 2.9593 +2025-05-31 06:21:38,805 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:15:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0280, loss: 3.0280 +2025-05-31 06:22:21,732 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:14:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.0820, loss: 3.0820 +2025-05-31 06:23:04,941 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:14:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.0678, loss: 3.0678 +2025-05-31 06:23:28,385 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-31 06:24:54,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:24:54,732 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9790 +2025-05-31 06:24:54,735 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8337, top5_acc: 0.9790 +2025-05-31 06:25:58,181 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:13:00, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 3.0329, loss: 3.0329 +2025-05-31 06:26:41,320 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:12:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.0332, loss: 3.0332 +2025-05-31 06:27:24,646 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:11:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9804, loss: 2.9804 +2025-05-31 06:28:07,914 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:10:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.0709, loss: 3.0709 +2025-05-31 06:28:51,170 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:10:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.9683, loss: 2.9683 +2025-05-31 06:29:34,476 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:09:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0430, loss: 3.0430 +2025-05-31 06:30:17,702 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 8:08:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.9001, loss: 2.9001 +2025-05-31 06:31:00,998 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 8:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.8823, loss: 2.8823 +2025-05-31 06:31:44,288 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 8:07:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.0837, loss: 3.0837 +2025-05-31 06:32:27,549 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 8:06:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1579, loss: 3.1579 +2025-05-31 06:33:10,802 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 8:05:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0457, loss: 3.0457 +2025-05-31 06:33:54,112 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 8:05:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0303, loss: 3.0303 +2025-05-31 06:34:37,406 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 8:04:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9574, loss: 2.9574 +2025-05-31 06:35:20,759 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 8:03:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9789, loss: 2.9789 +2025-05-31 06:36:04,284 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 8:02:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.0196, loss: 3.0196 +2025-05-31 06:36:47,771 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 8:02:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.0836, loss: 3.0836 +2025-05-31 06:37:31,241 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 8:01:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0352, loss: 3.0352 +2025-05-31 06:38:14,638 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 8:00:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0289, loss: 3.0289 +2025-05-31 06:38:57,982 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 8:00:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9952, loss: 2.9952 +2025-05-31 06:39:41,256 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 7:59:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9596, loss: 2.9596 +2025-05-31 06:40:24,615 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 7:58:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.9282, loss: 2.9282 +2025-05-31 06:41:07,871 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 7:57:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 3.0243, loss: 3.0243 +2025-05-31 06:41:51,126 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 7:57:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.2044, loss: 3.2044 +2025-05-31 06:42:14,546 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-31 06:43:41,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 06:43:41,291 - pyskl - INFO - +top1_acc 0.8721 +top5_acc 0.9861 +2025-05-31 06:43:41,294 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8721, top5_acc: 0.9861 +2025-05-31 06:44:45,083 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 7:55:59, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9703, loss: 2.9703 +2025-05-31 06:45:28,386 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:55:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.9173, loss: 2.9173 +2025-05-31 06:46:11,713 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:54:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9833, loss: 2.9833 +2025-05-31 06:46:55,130 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:53:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 2.9966, loss: 2.9966 +2025-05-31 06:47:38,463 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:53:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 2.9616, loss: 2.9616 +2025-05-31 06:48:21,858 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:52:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.0297, loss: 3.0297 +2025-05-31 06:49:05,190 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:51:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9673, loss: 2.9673 +2025-05-31 06:49:48,525 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.0832, loss: 3.0832 +2025-05-31 06:50:31,999 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:50:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.9007, loss: 2.9007 +2025-05-31 06:51:15,292 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:49:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-05-31 06:51:58,649 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:48:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.0863, loss: 3.0863 +2025-05-31 06:52:42,039 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:48:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8138, loss: 2.8138 +2025-05-31 06:53:25,513 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:47:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9752, loss: 2.9752 +2025-05-31 06:54:09,247 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:46:42, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0231, loss: 3.0231 +2025-05-31 06:54:52,877 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:46:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9844, loss_cls: 3.0293, loss: 3.0293 +2025-05-31 06:55:36,701 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:45:18, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.0978, loss: 3.0978 +2025-05-31 06:56:20,339 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:44:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9682, loss: 2.9682 +2025-05-31 06:57:03,884 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:43:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.9819, loss: 2.9819 +2025-05-31 06:57:47,133 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:43:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.9896, loss: 2.9896 +2025-05-31 06:58:30,354 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:42:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9691, loss: 2.9691 +2025-05-31 06:59:13,366 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:41:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.0232, loss: 3.0232 +2025-05-31 06:59:56,878 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:41:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8687, loss: 2.8687 +2025-05-31 07:00:40,262 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:40:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0700, loss: 3.0700 +2025-05-31 07:01:03,808 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-31 07:02:30,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:02:30,423 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9852 +2025-05-31 07:02:30,426 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8590, top5_acc: 0.9852 +2025-05-31 07:03:34,061 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:39:04, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.9353, loss: 2.9353 +2025-05-31 07:04:17,373 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:38:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.1291, loss: 3.1291 +2025-05-31 07:05:00,623 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:37:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9057, loss: 2.9057 +2025-05-31 07:05:43,869 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:36:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9999, loss: 2.9999 +2025-05-31 07:06:27,045 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:36:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.0064, loss: 3.0064 +2025-05-31 07:07:10,228 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:35:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 3.0282, loss: 3.0282 +2025-05-31 07:07:53,472 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:34:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.9774, loss: 2.9774 +2025-05-31 07:08:36,742 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:34:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8891, loss: 2.8891 +2025-05-31 07:09:20,076 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:33:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.8999, loss: 2.8999 +2025-05-31 07:10:03,433 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:32:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.8815, loss: 2.8815 +2025-05-31 07:10:46,702 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:31:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.9792, loss: 2.9792 +2025-05-31 07:11:30,021 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:31:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 2.9669, loss: 2.9669 +2025-05-31 07:12:13,408 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:30:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9480, loss: 2.9480 +2025-05-31 07:12:56,932 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:29:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 3.0425, loss: 3.0425 +2025-05-31 07:13:40,453 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:29:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.9450, loss: 2.9450 +2025-05-31 07:14:24,071 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:28:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 3.0513, loss: 3.0513 +2025-05-31 07:15:07,502 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:27:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.0091, loss: 3.0091 +2025-05-31 07:15:50,797 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:26:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9322, loss: 2.9322 +2025-05-31 07:16:34,209 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:26:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9923, loss: 2.9923 +2025-05-31 07:17:17,618 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:25:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.9308, loss: 2.9308 +2025-05-31 07:18:00,970 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:24:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9757, loss: 2.9757 +2025-05-31 07:18:44,329 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:24:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.9800, loss: 2.9800 +2025-05-31 07:19:27,612 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:23:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9253, loss: 2.9253 +2025-05-31 07:19:51,106 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-31 07:21:17,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:21:17,353 - pyskl - INFO - +top1_acc 0.8514 +top5_acc 0.9834 +2025-05-31 07:21:17,357 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8514, top5_acc: 0.9834 +2025-05-31 07:22:20,884 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:22:05, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9750, loss: 2.9750 +2025-05-31 07:23:04,153 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:21:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9580, loss: 2.9580 +2025-05-31 07:23:47,443 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:20:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.0102, loss: 3.0102 +2025-05-31 07:24:30,822 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:19:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9558, loss: 2.9558 +2025-05-31 07:25:14,137 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:19:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.8978, loss: 2.8978 +2025-05-31 07:25:57,413 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:18:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9451, loss: 2.9451 +2025-05-31 07:26:40,770 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:17:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9556, loss: 2.9556 +2025-05-31 07:27:24,035 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:17:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.1078, loss: 3.1078 +2025-05-31 07:28:07,293 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:16:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9972, loss: 2.9972 +2025-05-31 07:28:50,584 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:15:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9108, loss: 2.9108 +2025-05-31 07:29:34,029 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:14:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9723, loss: 2.9723 +2025-05-31 07:30:17,506 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:14:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9444, loss: 2.9444 +2025-05-31 07:31:01,302 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:13:29, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.0536, loss: 3.0536 +2025-05-31 07:31:44,912 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:12:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8282, loss: 2.8282 +2025-05-31 07:32:28,511 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:12:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9252, loss: 2.9252 +2025-05-31 07:33:11,967 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:11:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9732, loss: 2.9732 +2025-05-31 07:33:55,355 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:10:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0511, loss: 3.0511 +2025-05-31 07:34:39,187 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:09:58, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8960, loss: 2.8960 +2025-05-31 07:35:22,925 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:09:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.9600, loss: 2.9600 +2025-05-31 07:36:06,637 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 7:08:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.0586, loss: 3.0586 +2025-05-31 07:36:50,210 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 7:07:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9130, loss: 2.9130 +2025-05-31 07:37:33,456 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 7:07:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0389, loss: 3.0389 +2025-05-31 07:38:16,710 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 7:06:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0655, loss: 3.0655 +2025-05-31 07:38:40,201 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-31 07:47:17,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 07:47:17,141 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9874 +2025-05-31 07:47:17,145 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8724, top5_acc: 0.9874 +2025-05-31 07:48:20,472 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 7:05:11, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.8497, loss: 2.8497 +2025-05-31 07:49:03,802 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 7:04:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.9353, loss: 2.9353 +2025-05-31 07:49:47,162 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 7:03:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7988, loss: 2.7988 +2025-05-31 07:50:30,499 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 7:03:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9900, loss_cls: 2.8842, loss: 2.8842 +2025-05-31 07:51:13,825 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 7:02:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9838, loss_cls: 3.0826, loss: 3.0826 +2025-05-31 07:51:57,134 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 7:01:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.8846, loss: 2.8846 +2025-05-31 07:52:40,454 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 7:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9463, loss: 2.9463 +2025-05-31 07:53:23,851 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 7:00:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.7598, loss: 2.7598 +2025-05-31 07:54:07,210 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 6:59:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0264, loss: 3.0264 +2025-05-31 07:54:50,580 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 6:58:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.9041, loss: 2.9041 +2025-05-31 07:55:33,843 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 6:58:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.9851, loss: 2.9851 +2025-05-31 07:56:17,089 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 6:57:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 3.0026, loss: 3.0026 +2025-05-31 07:57:00,474 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 6:56:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0504, loss: 3.0504 +2025-05-31 07:57:43,866 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.0393, loss: 3.0393 +2025-05-31 07:58:27,515 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:55:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.9610, loss: 2.9610 +2025-05-31 07:59:11,074 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:54:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.9191, loss: 2.9191 +2025-05-31 07:59:54,329 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:53:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.9515, loss: 2.9515 +2025-05-31 08:00:37,530 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:53:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0309, loss: 3.0309 +2025-05-31 08:01:20,777 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:52:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.9070, loss: 2.9070 +2025-05-31 08:02:03,942 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:51:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.1138, loss: 3.1138 +2025-05-31 08:02:47,150 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:50:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.0526, loss: 3.0526 +2025-05-31 08:03:30,442 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:50:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0480, loss: 3.0480 +2025-05-31 08:04:13,694 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:49:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.8974, loss: 2.8974 +2025-05-31 08:04:37,168 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-31 08:06:03,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:06:03,343 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9863 +2025-05-31 08:06:03,346 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8497, top5_acc: 0.9863 +2025-05-31 08:07:06,698 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:48:10, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0016, loss: 3.0016 +2025-05-31 08:07:49,939 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:47:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8757, loss: 2.8757 +2025-05-31 08:08:33,189 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:46:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.9329, loss: 2.9329 +2025-05-31 08:09:16,404 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:46:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.7650, loss: 2.7650 +2025-05-31 08:09:59,666 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:45:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9894, loss_cls: 2.9541, loss: 2.9541 +2025-05-31 08:10:42,909 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:44:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0292, loss: 3.0292 +2025-05-31 08:11:26,223 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:43:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9881, loss_cls: 2.9987, loss: 2.9987 +2025-05-31 08:12:09,683 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:43:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.9037, loss: 2.9037 +2025-05-31 08:12:53,061 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:42:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9767, loss: 2.9767 +2025-05-31 08:13:36,300 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:41:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9665, loss: 2.9665 +2025-05-31 08:14:19,553 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:40:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.9663, loss: 2.9663 +2025-05-31 08:15:02,953 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:40:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.8373, loss: 2.8373 +2025-05-31 08:15:46,482 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:39:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0905, loss: 3.0905 +2025-05-31 08:16:30,015 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:38:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0091, loss: 3.0091 +2025-05-31 08:17:13,557 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:38:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.8627, loss: 2.8627 +2025-05-31 08:17:56,927 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:37:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7750, loss: 2.7750 +2025-05-31 08:18:40,309 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:36:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.0008, loss: 3.0008 +2025-05-31 08:19:23,654 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:35:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.9791, loss: 2.9791 +2025-05-31 08:20:07,015 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:35:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8689, loss: 2.8689 +2025-05-31 08:20:50,322 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:34:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0572, loss: 3.0572 +2025-05-31 08:21:33,641 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:33:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.9573, loss: 2.9573 +2025-05-31 08:22:16,932 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:33:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.0215, loss: 3.0215 +2025-05-31 08:23:00,375 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:32:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0570, loss: 3.0570 +2025-05-31 08:23:24,114 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-31 08:24:50,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:24:50,328 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9869 +2025-05-31 08:24:50,331 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8732, top5_acc: 0.9869 +2025-05-31 08:25:54,244 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:31:12, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8116, loss: 2.8116 +2025-05-31 08:26:37,689 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:30:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.8513, loss: 2.8513 +2025-05-31 08:27:21,033 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:29:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8923, loss: 2.8923 +2025-05-31 08:28:04,363 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:29:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 2.8756, loss: 2.8756 +2025-05-31 08:28:47,686 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:28:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 3.0496, loss: 3.0496 +2025-05-31 08:29:31,079 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:27:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9131, loss: 2.9131 +2025-05-31 08:30:14,474 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:26:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9719, loss: 2.9719 +2025-05-31 08:30:57,684 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:26:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.9736, loss: 2.9736 +2025-05-31 08:31:41,035 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:25:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 3.0011, loss: 3.0011 +2025-05-31 08:32:24,377 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:24:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.9479, loss: 2.9479 +2025-05-31 08:33:07,786 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:24:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.8660, loss: 2.8660 +2025-05-31 08:33:51,160 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:23:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0101, loss: 3.0101 +2025-05-31 08:34:34,706 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:22:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9544, loss: 2.9544 +2025-05-31 08:35:18,246 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:21:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.9611, loss: 2.9611 +2025-05-31 08:36:01,666 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:21:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.0236, loss: 3.0236 +2025-05-31 08:36:45,042 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:20:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9969, loss: 2.9969 +2025-05-31 08:37:28,449 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:19:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9731, loss_cls: 3.0424, loss: 3.0424 +2025-05-31 08:38:11,863 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:19:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.9354, loss: 2.9354 +2025-05-31 08:38:55,263 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:18:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.9630, loss: 2.9630 +2025-05-31 08:39:38,702 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:17:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.9796, loss: 2.9796 +2025-05-31 08:40:21,918 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:16:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.9250, loss: 2.9250 +2025-05-31 08:41:05,360 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:16:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9227, loss: 2.9227 +2025-05-31 08:41:48,653 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:15:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.8541, loss: 2.8541 +2025-05-31 08:42:12,211 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-31 08:43:38,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 08:43:38,354 - pyskl - INFO - +top1_acc 0.8831 +top5_acc 0.9866 +2025-05-31 08:43:38,405 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_31.pth was removed +2025-05-31 08:43:39,383 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-05-31 08:43:39,384 - pyskl - INFO - Best top1_acc is 0.8831 at 43 epoch. +2025-05-31 08:43:39,387 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8831, top5_acc: 0.9866 +2025-05-31 08:44:42,891 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:14:14, time: 0.635, data_time: 0.200, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7129, loss: 2.7129 +2025-05-31 08:45:26,306 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:13:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 2.9293, loss: 2.9293 +2025-05-31 08:46:09,669 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:12:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.8235, loss: 2.8235 +2025-05-31 08:46:53,063 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:12:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 08:47:36,434 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:11:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0141, loss: 3.0141 +2025-05-31 08:48:19,804 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:10:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 08:49:03,258 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:09:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 3.0265, loss: 3.0265 +2025-05-31 08:49:46,522 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:09:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9894, loss_cls: 2.7593, loss: 2.7593 +2025-05-31 08:50:29,864 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:08:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.7893, loss: 2.7893 +2025-05-31 08:51:13,164 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 6:07:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.0886, loss: 3.0886 +2025-05-31 08:51:56,459 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 6:07:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.8925, loss: 2.8925 +2025-05-31 08:52:39,818 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 6:06:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8538, loss: 2.8538 +2025-05-31 08:53:23,185 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 6:05:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.8684, loss: 2.8684 +2025-05-31 08:54:06,834 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 6:04:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8357, loss: 2.8357 +2025-05-31 08:54:50,295 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 6:04:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 2.9795, loss: 2.9795 +2025-05-31 08:55:33,734 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 6:03:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9086, loss: 2.9086 +2025-05-31 08:56:17,167 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 6:02:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.9506, loss: 2.9506 +2025-05-31 08:57:00,408 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 6:02:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9861, loss: 2.9861 +2025-05-31 08:57:43,720 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 6:01:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.9192, loss: 2.9192 +2025-05-31 08:58:27,099 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 6:00:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.9623, loss: 2.9623 +2025-05-31 08:59:10,417 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 5:59:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.9270, loss: 2.9270 +2025-05-31 08:59:53,658 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 5:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9454, loss: 2.9454 +2025-05-31 09:00:36,841 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 5:58:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 2.9873, loss: 2.9873 +2025-05-31 09:01:00,205 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-31 09:02:26,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:02:26,832 - pyskl - INFO - +top1_acc 0.8825 +top5_acc 0.9882 +2025-05-31 09:02:26,835 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8825, top5_acc: 0.9882 +2025-05-31 09:03:30,261 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 5:57:16, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9380, loss: 2.9380 +2025-05-31 09:04:13,486 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 5:56:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 3.0522, loss: 3.0522 +2025-05-31 09:04:56,776 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:55:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8824, loss: 2.8824 +2025-05-31 09:05:40,053 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.8413, loss: 2.8413 +2025-05-31 09:06:23,267 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:54:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8829, loss: 2.8829 +2025-05-31 09:07:06,478 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:53:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8761, loss: 2.8761 +2025-05-31 09:07:49,624 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:52:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8445, loss: 2.8445 +2025-05-31 09:08:32,846 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:52:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.9160, loss: 2.9160 +2025-05-31 09:09:16,027 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:51:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8511, loss: 2.8511 +2025-05-31 09:09:59,250 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:50:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9466, loss: 2.9466 +2025-05-31 09:10:42,717 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:50:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.8374, loss: 2.8374 +2025-05-31 09:11:26,096 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.0018, loss: 3.0018 +2025-05-31 09:12:09,329 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:48:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.9710, loss: 2.9710 +2025-05-31 09:12:52,352 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:47:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.8624, loss: 2.8624 +2025-05-31 09:13:35,563 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:47:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7811, loss: 2.7811 +2025-05-31 09:14:18,775 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:46:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.8341, loss: 2.8341 +2025-05-31 09:15:01,683 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:45:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9636, loss: 2.9636 +2025-05-31 09:15:44,868 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:44:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.8589, loss: 2.8589 +2025-05-31 09:16:28,016 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:44:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.0195, loss: 3.0195 +2025-05-31 09:17:11,112 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:43:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.8080, loss: 2.8080 +2025-05-31 09:17:54,258 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.9816, loss: 2.9816 +2025-05-31 09:18:37,475 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:42:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.9433, loss: 2.9433 +2025-05-31 09:19:20,907 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:41:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9136, loss: 2.9136 +2025-05-31 09:19:44,383 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-31 09:29:09,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:29:09,345 - pyskl - INFO - +top1_acc 0.8625 +top5_acc 0.9859 +2025-05-31 09:29:09,348 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8625, top5_acc: 0.9859 +2025-05-31 09:30:12,838 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:40:09, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.9265, loss: 2.9265 +2025-05-31 09:30:56,159 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:39:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.8865, loss: 2.8865 +2025-05-31 09:31:39,428 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:38:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9621, loss: 2.9621 +2025-05-31 09:32:22,699 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:38:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.0297, loss: 3.0297 +2025-05-31 09:33:06,025 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:37:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 2.8426, loss: 2.8426 +2025-05-31 09:33:49,401 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:36:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 09:34:32,725 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:35:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9071, loss: 2.9071 +2025-05-31 09:35:16,073 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:35:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.9502, loss: 2.9502 +2025-05-31 09:35:59,284 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:34:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8964, loss: 2.8964 +2025-05-31 09:36:42,656 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:33:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.8012, loss: 2.8012 +2025-05-31 09:37:26,089 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:32:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.9080, loss: 2.9080 +2025-05-31 09:38:09,363 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:32:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.9544, loss: 2.9544 +2025-05-31 09:38:52,806 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:31:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9470, loss: 2.9470 +2025-05-31 09:39:36,153 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:30:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.9004, loss: 2.9004 +2025-05-31 09:40:19,618 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:30:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.9106, loss: 2.9106 +2025-05-31 09:41:03,004 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:29:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8870, loss: 2.8870 +2025-05-31 09:41:46,305 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.8868, loss: 2.8868 +2025-05-31 09:42:29,620 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:27:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.9639, loss: 2.9639 +2025-05-31 09:43:12,907 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9253, loss: 2.9253 +2025-05-31 09:43:56,246 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:26:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0304, loss: 3.0304 +2025-05-31 09:44:39,545 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:25:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.8795, loss: 2.8795 +2025-05-31 09:45:22,830 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:25:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.8315, loss: 2.8315 +2025-05-31 09:46:06,077 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:24:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.9310, loss: 2.9310 +2025-05-31 09:46:29,457 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-31 09:47:55,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 09:47:55,492 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9881 +2025-05-31 09:47:55,496 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8630, top5_acc: 0.9881 +2025-05-31 09:48:58,908 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:23:09, time: 0.634, data_time: 0.197, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.7663, loss: 2.7663 +2025-05-31 09:49:42,333 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:22:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8596, loss: 2.8596 +2025-05-31 09:50:25,547 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:21:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8185, loss: 2.8185 +2025-05-31 09:51:08,733 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:21:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.8164, loss: 2.8164 +2025-05-31 09:51:51,943 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:20:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8764, loss: 2.8764 +2025-05-31 09:52:35,133 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:19:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9345, loss: 2.9345 +2025-05-31 09:53:18,340 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:18:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8779, loss: 2.8779 +2025-05-31 09:54:01,572 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:18:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.8451, loss: 2.8451 +2025-05-31 09:54:44,761 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:17:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9632, loss: 2.9632 +2025-05-31 09:55:28,033 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:16:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.8756, loss: 2.8756 +2025-05-31 09:56:11,313 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:15:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 2.8015, loss: 2.8015 +2025-05-31 09:56:54,596 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:15:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0429, loss: 3.0429 +2025-05-31 09:57:37,978 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:14:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 3.0161, loss: 3.0161 +2025-05-31 09:58:21,271 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:13:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9458, loss: 2.9458 +2025-05-31 09:59:04,527 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:13:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9366, loss: 2.9366 +2025-05-31 09:59:47,750 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:12:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8252, loss: 2.8252 +2025-05-31 10:00:31,042 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:11:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 3.0744, loss: 3.0744 +2025-05-31 10:01:14,330 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:10:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8986, loss: 2.8986 +2025-05-31 10:01:57,665 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:10:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.8912, loss: 2.8912 +2025-05-31 10:02:40,974 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:09:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.9994, loss: 2.9994 +2025-05-31 10:03:24,350 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:08:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.9186, loss: 2.9186 +2025-05-31 10:04:07,629 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:08:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.7947, loss: 2.7947 +2025-05-31 10:04:50,861 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 5:07:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 2.7817, loss: 2.7817 +2025-05-31 10:05:14,316 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-31 10:06:40,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:06:40,536 - pyskl - INFO - +top1_acc 0.8799 +top5_acc 0.9870 +2025-05-31 10:06:40,539 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8799, top5_acc: 0.9870 +2025-05-31 10:07:43,967 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 5:06:07, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7837, loss: 2.7837 +2025-05-31 10:08:27,185 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 5:05:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7850, loss: 2.7850 +2025-05-31 10:09:10,240 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 5:04:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7961, loss: 2.7961 +2025-05-31 10:09:53,442 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 5:03:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.8349, loss: 2.8349 +2025-05-31 10:10:36,871 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 5:03:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.8558, loss: 2.8558 +2025-05-31 10:11:20,055 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 5:02:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.9465, loss: 2.9465 +2025-05-31 10:12:03,466 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 5:01:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9912, loss_cls: 2.9344, loss: 2.9344 +2025-05-31 10:12:46,813 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 5:01:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8469, loss: 2.8469 +2025-05-31 10:13:30,282 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 5:00:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.8002, loss: 2.8002 +2025-05-31 10:14:13,683 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 4:59:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7575, loss: 2.7575 +2025-05-31 10:14:57,185 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 4:58:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9241, loss: 2.9241 +2025-05-31 10:15:40,478 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 4:58:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8843, loss: 2.8843 +2025-05-31 10:16:23,765 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 4:57:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9174, loss: 2.9174 +2025-05-31 10:17:07,163 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 4:56:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.8908, loss: 2.8908 +2025-05-31 10:17:50,367 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:56:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9693, loss: 2.9693 +2025-05-31 10:18:33,598 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:55:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8895, loss: 2.8895 +2025-05-31 10:19:16,842 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:54:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9109, loss: 2.9109 +2025-05-31 10:20:00,157 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:53:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.9056, loss: 2.9056 +2025-05-31 10:20:43,435 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:53:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7585, loss: 2.7585 +2025-05-31 10:21:26,613 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:52:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 2.8629, loss: 2.8629 +2025-05-31 10:22:09,868 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:51:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9972, loss: 2.9972 +2025-05-31 10:22:53,106 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:51:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 2.9681, loss: 2.9681 +2025-05-31 10:23:36,373 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9434, loss: 2.9434 +2025-05-31 10:23:59,846 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-31 10:25:26,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:25:26,144 - pyskl - INFO - +top1_acc 0.8888 +top5_acc 0.9907 +2025-05-31 10:25:26,200 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_43.pth was removed +2025-05-31 10:25:27,224 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-05-31 10:25:27,225 - pyskl - INFO - Best top1_acc is 0.8888 at 48 epoch. +2025-05-31 10:25:27,228 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8888, top5_acc: 0.9907 +2025-05-31 10:26:30,722 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:49:06, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7474, loss: 2.7474 +2025-05-31 10:27:13,894 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:48:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.7431, loss: 2.7431 +2025-05-31 10:27:57,277 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:47:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0128, loss: 3.0128 +2025-05-31 10:28:40,621 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:46:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.8356, loss: 2.8356 +2025-05-31 10:29:23,870 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:46:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.8881, loss: 2.8881 +2025-05-31 10:30:07,119 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:45:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.8979, loss: 2.8979 +2025-05-31 10:30:50,421 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:44:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.8104, loss: 2.8104 +2025-05-31 10:31:33,698 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:44:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.7668, loss: 2.7668 +2025-05-31 10:32:17,024 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:43:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8742, loss: 2.8742 +2025-05-31 10:33:00,303 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:42:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9445, loss: 2.9445 +2025-05-31 10:33:43,659 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:41:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8481, loss: 2.8481 +2025-05-31 10:34:26,844 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:41:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8848, loss: 2.8848 +2025-05-31 10:35:10,396 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:40:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8718, loss: 2.8718 +2025-05-31 10:35:53,789 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:39:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.8246, loss: 2.8246 +2025-05-31 10:36:37,046 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:39:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0130, loss: 3.0130 +2025-05-31 10:37:20,284 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:38:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.8638, loss: 2.8638 +2025-05-31 10:38:03,546 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:37:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8839, loss: 2.8839 +2025-05-31 10:38:46,846 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:36:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.8511, loss: 2.8511 +2025-05-31 10:39:30,154 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:36:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7996, loss: 2.7996 +2025-05-31 10:40:13,471 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:35:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.8454, loss: 2.8454 +2025-05-31 10:40:56,782 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:34:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8482, loss: 2.8482 +2025-05-31 10:41:40,020 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:34:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8962, loss: 2.8962 +2025-05-31 10:42:23,222 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:33:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8430, loss: 2.8430 +2025-05-31 10:42:46,690 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-31 10:44:12,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 10:44:12,768 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9867 +2025-05-31 10:44:12,771 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8529, top5_acc: 0.9867 +2025-05-31 10:45:16,681 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:32:06, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6787, loss: 2.6787 +2025-05-31 10:46:00,285 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:31:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.7950, loss: 2.7950 +2025-05-31 10:46:43,594 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:30:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8162, loss: 2.8162 +2025-05-31 10:47:26,764 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:29:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9881, loss_cls: 2.8242, loss: 2.8242 +2025-05-31 10:48:09,955 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:29:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.7997, loss: 2.7997 +2025-05-31 10:48:53,124 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:28:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8898, loss: 2.8898 +2025-05-31 10:49:36,214 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:27:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8312, loss: 2.8312 +2025-05-31 10:50:19,357 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:27:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8837, loss: 2.8837 +2025-05-31 10:51:02,562 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:26:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.8403, loss: 2.8403 +2025-05-31 10:51:45,976 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:25:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9174, loss: 2.9174 +2025-05-31 10:52:29,213 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:24:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.8076, loss: 2.8076 +2025-05-31 10:53:12,542 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:24:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.8164, loss: 2.8164 +2025-05-31 10:53:55,766 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:23:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.7643, loss: 2.7643 +2025-05-31 10:54:38,933 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:22:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8506, loss: 2.8506 +2025-05-31 10:55:22,202 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:22:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.8160, loss: 2.8160 +2025-05-31 10:56:05,484 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:21:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9762, loss_cls: 2.9508, loss: 2.9508 +2025-05-31 10:56:48,667 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:20:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7947, loss: 2.7947 +2025-05-31 10:57:31,814 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:19:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8156, loss: 2.8156 +2025-05-31 10:58:15,149 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:19:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8430, loss: 2.8430 +2025-05-31 10:58:58,466 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:18:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.8556, loss: 2.8556 +2025-05-31 10:59:41,668 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:17:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7770, loss: 2.7770 +2025-05-31 11:00:25,126 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:16:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9038, loss: 2.9038 +2025-05-31 11:01:08,490 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:16:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9684, loss: 2.9684 +2025-05-31 11:01:31,998 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-31 11:10:16,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:10:16,266 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9848 +2025-05-31 11:10:16,270 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8422, top5_acc: 0.9848 +2025-05-31 11:11:20,290 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:15:05, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7621, loss: 2.7621 +2025-05-31 11:12:03,682 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:14:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.8857, loss: 2.8857 +2025-05-31 11:12:46,936 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:13:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.7827, loss: 2.7827 +2025-05-31 11:13:30,254 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:12:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7589, loss: 2.7589 +2025-05-31 11:14:13,572 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:12:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.7478, loss: 2.7478 +2025-05-31 11:14:56,893 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:11:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8059, loss: 2.8059 +2025-05-31 11:15:40,212 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:10:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9028, loss: 2.9028 +2025-05-31 11:16:23,522 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:10:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9620, loss: 2.9620 +2025-05-31 11:17:06,868 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:09:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.8749, loss: 2.8749 +2025-05-31 11:17:50,129 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:08:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.8078, loss: 2.8078 +2025-05-31 11:18:33,534 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:07:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.8054, loss: 2.8054 +2025-05-31 11:19:17,058 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 4:07:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9322, loss: 2.9322 +2025-05-31 11:20:00,712 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 4:06:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.7960, loss: 2.7960 +2025-05-31 11:20:44,147 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 4:05:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8487, loss: 2.8487 +2025-05-31 11:21:27,534 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 4:05:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.7766, loss: 2.7766 +2025-05-31 11:22:10,812 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 4:04:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.0723, loss: 3.0723 +2025-05-31 11:22:53,976 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 4:03:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8821, loss: 2.8821 +2025-05-31 11:23:37,195 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 4:02:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9031, loss: 2.9031 +2025-05-31 11:24:20,394 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 4:02:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8768, loss: 2.8768 +2025-05-31 11:25:03,990 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 4:01:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9328, loss: 2.9328 +2025-05-31 11:25:47,409 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 4:00:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.8364, loss: 2.8364 +2025-05-31 11:26:30,599 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 4:00:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8937, loss: 2.8937 +2025-05-31 11:27:13,882 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 3:59:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7387, loss: 2.7387 +2025-05-31 11:27:37,343 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-31 11:29:03,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:29:03,613 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9865 +2025-05-31 11:29:03,617 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8758, top5_acc: 0.9865 +2025-05-31 11:30:07,059 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 3:58:07, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.7246, loss: 2.7246 +2025-05-31 11:30:50,295 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 3:57:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.6499, loss: 2.6499 +2025-05-31 11:31:33,605 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 3:56:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.7730, loss: 2.7730 +2025-05-31 11:32:16,854 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:55:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9894, loss_cls: 2.8638, loss: 2.8638 +2025-05-31 11:33:00,189 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:55:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.7617, loss: 2.7617 +2025-05-31 11:33:43,453 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:54:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.7948, loss: 2.7948 +2025-05-31 11:34:26,734 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:53:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7878, loss: 2.7878 +2025-05-31 11:35:10,045 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:53:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8128, loss: 2.8128 +2025-05-31 11:35:53,333 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:52:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7831, loss: 2.7831 +2025-05-31 11:36:36,637 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:51:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.0622, loss: 3.0622 +2025-05-31 11:37:19,942 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:50:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9324, loss: 2.9324 +2025-05-31 11:38:03,592 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:50:13, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.7633, loss: 2.7633 +2025-05-31 11:38:47,094 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:49:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7673, loss: 2.7673 +2025-05-31 11:39:30,467 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:48:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8759, loss: 2.8759 +2025-05-31 11:40:13,840 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:48:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.8162, loss: 2.8162 +2025-05-31 11:40:57,142 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:47:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7999, loss: 2.7999 +2025-05-31 11:41:40,426 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:46:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8238, loss: 2.8238 +2025-05-31 11:42:23,720 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:45:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8960, loss: 2.8960 +2025-05-31 11:43:06,973 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:45:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.9017, loss: 2.9017 +2025-05-31 11:43:50,285 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:44:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8563, loss: 2.8563 +2025-05-31 11:44:33,580 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:43:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8811, loss: 2.8811 +2025-05-31 11:45:16,891 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:43:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8508, loss: 2.8508 +2025-05-31 11:46:00,129 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:42:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8013, loss: 2.8013 +2025-05-31 11:46:23,544 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-31 11:47:49,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 11:47:49,909 - pyskl - INFO - +top1_acc 0.8924 +top5_acc 0.9875 +2025-05-31 11:47:49,966 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_48.pth was removed +2025-05-31 11:47:50,993 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2025-05-31 11:47:50,994 - pyskl - INFO - Best top1_acc is 0.8924 at 52 epoch. +2025-05-31 11:47:50,997 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8924, top5_acc: 0.9875 +2025-05-31 11:48:54,774 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:41:08, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.7630, loss: 2.7630 +2025-05-31 11:49:38,014 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:40:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9912, loss_cls: 2.7595, loss: 2.7595 +2025-05-31 11:50:21,318 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:39:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.8601, loss: 2.8601 +2025-05-31 11:51:04,663 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:38:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.7514, loss: 2.7514 +2025-05-31 11:51:47,914 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:38:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.7967, loss: 2.7967 +2025-05-31 11:52:31,169 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:37:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.7202, loss: 2.7202 +2025-05-31 11:53:14,420 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8534, loss: 2.8534 +2025-05-31 11:53:57,746 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:36:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7562, loss: 2.7562 +2025-05-31 11:54:41,028 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:35:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.7853, loss: 2.7853 +2025-05-31 11:55:24,371 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:34:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7920, loss: 2.7920 +2025-05-31 11:56:07,875 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:33:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.8189, loss: 2.8189 +2025-05-31 11:56:51,394 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:33:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.8738, loss: 2.8738 +2025-05-31 11:57:34,878 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:32:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8681, loss: 2.8681 +2025-05-31 11:58:18,224 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:31:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9330, loss: 2.9330 +2025-05-31 11:59:01,553 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:31:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.8286, loss: 2.8286 +2025-05-31 11:59:44,869 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:30:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.8004, loss: 2.8004 +2025-05-31 12:00:28,158 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:29:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7761, loss: 2.7761 +2025-05-31 12:01:11,370 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:28:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8392, loss: 2.8392 +2025-05-31 12:01:54,650 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:28:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7201, loss: 2.7201 +2025-05-31 12:02:37,944 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:27:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8349, loss: 2.8349 +2025-05-31 12:03:21,090 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:26:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 2.8673, loss: 2.8673 +2025-05-31 12:04:04,350 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:26:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8105, loss: 2.8105 +2025-05-31 12:04:47,591 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:25:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7544, loss: 2.7544 +2025-05-31 12:05:11,116 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-31 12:06:37,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:06:37,623 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9871 +2025-05-31 12:06:37,626 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8723, top5_acc: 0.9871 +2025-05-31 12:07:41,633 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:24:09, time: 0.640, data_time: 0.203, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.7359, loss: 2.7359 +2025-05-31 12:08:24,857 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:23:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.8109, loss: 2.8109 +2025-05-31 12:09:08,162 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:22:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.7519, loss: 2.7519 +2025-05-31 12:09:51,413 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8693, loss: 2.8693 +2025-05-31 12:10:34,696 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:21:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.7591, loss: 2.7591 +2025-05-31 12:11:17,954 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:20:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7833, loss: 2.7833 +2025-05-31 12:12:01,237 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:19:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.7203, loss: 2.7203 +2025-05-31 12:12:44,458 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:19:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 2.8451, loss: 2.8451 +2025-05-31 12:13:27,796 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:18:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8320, loss: 2.8320 +2025-05-31 12:14:11,156 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:17:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7454, loss: 2.7454 +2025-05-31 12:14:54,569 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:16:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.7282, loss: 2.7282 +2025-05-31 12:15:37,952 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:16:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7552, loss: 2.7552 +2025-05-31 12:16:21,268 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:15:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8407, loss: 2.8407 +2025-05-31 12:17:04,577 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:14:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7403, loss: 2.7403 +2025-05-31 12:17:47,858 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:14:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.7829, loss: 2.7829 +2025-05-31 12:18:31,202 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:13:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.9132, loss: 2.9132 +2025-05-31 12:19:14,401 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.8006, loss: 2.8006 +2025-05-31 12:19:57,722 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:11:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.7444, loss: 2.7444 +2025-05-31 12:20:41,077 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:11:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.7095, loss: 2.7095 +2025-05-31 12:21:24,472 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:10:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.8195, loss: 2.8195 +2025-05-31 12:22:07,837 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:09:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7448, loss: 2.7448 +2025-05-31 12:22:51,362 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:09:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.8034, loss: 2.8034 +2025-05-31 12:23:34,752 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9199, loss: 2.9199 +2025-05-31 12:23:58,364 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-31 12:25:24,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:25:24,892 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9827 +2025-05-31 12:25:24,895 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8302, top5_acc: 0.9827 +2025-05-31 12:26:28,460 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 3:07:10, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.8143, loss: 2.8143 +2025-05-31 12:27:11,747 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 3:06:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.8254, loss: 2.8254 +2025-05-31 12:27:55,085 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 3:05:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.8252, loss: 2.8252 +2025-05-31 12:28:38,487 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 3:05:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6865, loss: 2.6865 +2025-05-31 12:29:21,874 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 3:04:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7985, loss: 2.7985 +2025-05-31 12:30:04,962 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 3:03:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7606, loss: 2.7606 +2025-05-31 12:30:48,237 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 3:02:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7597, loss: 2.7597 +2025-05-31 12:31:31,534 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 3:02:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8570, loss: 2.8570 +2025-05-31 12:32:14,891 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 3:01:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.6542, loss: 2.6542 +2025-05-31 12:32:58,159 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 3:00:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.8041, loss: 2.8041 +2025-05-31 12:33:41,442 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 2:59:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.7656, loss: 2.7656 +2025-05-31 12:34:24,822 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 2:59:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.8541, loss: 2.8541 +2025-05-31 12:35:08,099 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 2:58:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.7365, loss: 2.7365 +2025-05-31 12:35:51,395 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 2:57:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7969, loss: 2.7969 +2025-05-31 12:36:34,660 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 2:57:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.7845, loss: 2.7845 +2025-05-31 12:37:17,875 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 2:56:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7708, loss: 2.7708 +2025-05-31 12:38:01,282 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:55:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6904, loss: 2.6904 +2025-05-31 12:38:44,398 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:54:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7357, loss: 2.7357 +2025-05-31 12:39:27,598 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:54:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.8074, loss: 2.8074 +2025-05-31 12:40:10,845 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:53:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.6890, loss: 2.6890 +2025-05-31 12:40:54,269 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:52:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.8107, loss: 2.8107 +2025-05-31 12:41:37,737 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:52:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7257, loss: 2.7257 +2025-05-31 12:42:21,166 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:51:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.7903, loss: 2.7903 +2025-05-31 12:42:44,808 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-31 12:51:46,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 12:51:46,812 - pyskl - INFO - +top1_acc 0.8791 +top5_acc 0.9892 +2025-05-31 12:51:46,815 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8791, top5_acc: 0.9892 +2025-05-31 12:52:50,084 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:50:10, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6908, loss: 2.6908 +2025-05-31 12:53:33,289 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:49:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7468, loss: 2.7468 +2025-05-31 12:54:16,558 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:48:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.7515, loss: 2.7515 +2025-05-31 12:54:59,751 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:48:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.6302, loss: 2.6302 +2025-05-31 12:55:43,011 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:47:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.7059, loss: 2.7059 +2025-05-31 12:56:26,294 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:46:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.7693, loss: 2.7693 +2025-05-31 12:57:09,558 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:45:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.8125, loss: 2.8125 +2025-05-31 12:57:52,821 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:45:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.7551, loss: 2.7551 +2025-05-31 12:58:36,065 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:44:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.7459, loss: 2.7459 +2025-05-31 12:59:19,370 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:43:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.8133, loss: 2.8133 +2025-05-31 13:00:02,631 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:42:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7726, loss: 2.7726 +2025-05-31 13:00:45,852 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:42:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7617, loss: 2.7617 +2025-05-31 13:01:29,300 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:41:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.8800, loss: 2.8800 +2025-05-31 13:02:12,560 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:40:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.8381, loss: 2.8381 +2025-05-31 13:02:55,765 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:40:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7359, loss: 2.7359 +2025-05-31 13:03:39,031 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:39:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.6988, loss: 2.6988 +2025-05-31 13:04:22,216 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:38:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7491, loss: 2.7491 +2025-05-31 13:05:05,429 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:37:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.7102, loss: 2.7102 +2025-05-31 13:05:48,715 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:37:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7975, loss: 2.7975 +2025-05-31 13:06:31,953 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:36:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8083, loss: 2.8083 +2025-05-31 13:07:15,246 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:35:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7986, loss: 2.7986 +2025-05-31 13:07:58,402 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:35:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.8716, loss: 2.8716 +2025-05-31 13:08:41,576 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:34:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.7360, loss: 2.7360 +2025-05-31 13:09:05,145 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-31 13:10:31,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:10:31,199 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9865 +2025-05-31 13:10:31,202 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8648, top5_acc: 0.9865 +2025-05-31 13:11:34,924 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:33:09, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.6056, loss: 2.6056 +2025-05-31 13:12:18,182 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:32:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.8466, loss: 2.8466 +2025-05-31 13:13:01,513 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:31:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6830, loss: 2.6830 +2025-05-31 13:13:44,761 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:31:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7631, loss: 2.7631 +2025-05-31 13:14:28,073 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:30:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.8098, loss: 2.8098 +2025-05-31 13:15:11,373 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:29:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6679, loss: 2.6679 +2025-05-31 13:15:54,622 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:28:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.8302, loss: 2.8302 +2025-05-31 13:16:37,926 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:28:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.8131, loss: 2.8131 +2025-05-31 13:17:21,183 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:27:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.7112, loss: 2.7112 +2025-05-31 13:18:04,575 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:26:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.7617, loss: 2.7617 +2025-05-31 13:18:47,942 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:25:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6898, loss: 2.6898 +2025-05-31 13:19:31,256 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:25:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.7651, loss: 2.7651 +2025-05-31 13:20:14,515 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:24:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.8229, loss: 2.8229 +2025-05-31 13:20:57,997 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:23:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7377, loss: 2.7377 +2025-05-31 13:21:41,286 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:23:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.6987, loss: 2.6987 +2025-05-31 13:22:24,622 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:22:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 2.9604, loss: 2.9604 +2025-05-31 13:23:07,912 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:21:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8601, loss: 2.8601 +2025-05-31 13:23:51,240 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:20:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9996, loss: 2.9996 +2025-05-31 13:24:34,583 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:20:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.7283, loss: 2.7283 +2025-05-31 13:25:17,930 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:19:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.8275, loss: 2.8275 +2025-05-31 13:26:01,259 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:18:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.7998, loss: 2.7998 +2025-05-31 13:26:44,514 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:18:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.7753, loss: 2.7753 +2025-05-31 13:27:27,950 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:17:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.6803, loss: 2.6803 +2025-05-31 13:27:51,416 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-31 13:29:17,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:29:17,753 - pyskl - INFO - +top1_acc 0.8870 +top5_acc 0.9886 +2025-05-31 13:29:17,756 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8870, top5_acc: 0.9886 +2025-05-31 13:30:21,512 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:16:11, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.6749, loss: 2.6749 +2025-05-31 13:31:04,801 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:15:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.7420, loss: 2.7420 +2025-05-31 13:31:48,232 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:14:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.6049, loss: 2.6049 +2025-05-31 13:32:31,558 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:14:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7175, loss: 2.7175 +2025-05-31 13:33:14,874 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:13:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 2.7709, loss: 2.7709 +2025-05-31 13:33:58,356 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:12:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 2.7310, loss: 2.7310 +2025-05-31 13:34:41,745 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:11:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.8061, loss: 2.8061 +2025-05-31 13:35:25,123 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:11:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6964, loss: 2.6964 +2025-05-31 13:36:08,403 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:10:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.7389, loss: 2.7389 +2025-05-31 13:36:51,732 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:09:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 2.8182, loss: 2.8182 +2025-05-31 13:37:35,142 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:09:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7826, loss: 2.7826 +2025-05-31 13:38:18,516 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:08:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.7042, loss: 2.7042 +2025-05-31 13:39:01,824 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:07:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.7775, loss: 2.7775 +2025-05-31 13:39:45,108 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 2:06:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7636, loss: 2.7636 +2025-05-31 13:40:28,385 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 2:06:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.7248, loss: 2.7248 +2025-05-31 13:41:11,698 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 2:05:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.7346, loss: 2.7346 +2025-05-31 13:41:54,980 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 2:04:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.8742, loss: 2.8742 +2025-05-31 13:42:38,230 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 2:03:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7930, loss: 2.7930 +2025-05-31 13:43:21,572 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 2:03:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6540, loss: 2.6540 +2025-05-31 13:44:04,862 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 2:02:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7685, loss: 2.7685 +2025-05-31 13:44:48,122 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 2:01:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7573, loss: 2.7573 +2025-05-31 13:45:31,440 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 2:01:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.8410, loss: 2.8410 +2025-05-31 13:46:14,755 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 2:00:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8151, loss: 2.8151 +2025-05-31 13:46:38,264 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-31 13:48:04,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 13:48:04,565 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9889 +2025-05-31 13:48:04,568 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8809, top5_acc: 0.9889 +2025-05-31 13:49:08,303 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 1:59:13, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.5941, loss: 2.5941 +2025-05-31 13:49:51,593 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 1:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.6018, loss: 2.6018 +2025-05-31 13:50:34,886 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 1:57:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.7601, loss: 2.7601 +2025-05-31 13:51:18,144 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 1:57:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7827, loss: 2.7827 +2025-05-31 13:52:01,467 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:56:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6652, loss: 2.6652 +2025-05-31 13:52:44,796 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:55:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7385, loss: 2.7385 +2025-05-31 13:53:28,089 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:54:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.7379, loss: 2.7379 +2025-05-31 13:54:11,422 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.6544, loss: 2.6544 +2025-05-31 13:54:54,773 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:53:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.7334, loss: 2.7334 +2025-05-31 13:55:38,051 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:52:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7121, loss: 2.7121 +2025-05-31 13:56:21,418 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:52:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8538, loss: 2.8538 +2025-05-31 13:57:04,790 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:51:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.8075, loss: 2.8075 +2025-05-31 13:57:48,120 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:50:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7169, loss: 2.7169 +2025-05-31 13:58:31,442 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:49:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7190, loss: 2.7190 +2025-05-31 13:59:14,649 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:49:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.8764, loss: 2.8764 +2025-05-31 13:59:57,811 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:48:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6411, loss: 2.6411 +2025-05-31 14:00:40,993 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:47:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6677, loss: 2.6677 +2025-05-31 14:01:24,212 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:46:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.6471, loss: 2.6471 +2025-05-31 14:02:07,446 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:46:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8238, loss: 2.8238 +2025-05-31 14:02:50,584 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:45:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9350, loss: 2.9350 +2025-05-31 14:03:33,648 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:44:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7332, loss: 2.7332 +2025-05-31 14:04:16,811 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:44:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.7678, loss: 2.7678 +2025-05-31 14:04:59,996 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:43:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.7070, loss: 2.7070 +2025-05-31 14:05:23,384 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-31 14:06:49,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:06:49,482 - pyskl - INFO - +top1_acc 0.7586 +top5_acc 0.9528 +2025-05-31 14:06:49,486 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.7586, top5_acc: 0.9528 +2025-05-31 14:07:52,754 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:42:12, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.6324, loss: 2.6324 +2025-05-31 14:08:35,887 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:41:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6960, loss: 2.6960 +2025-05-31 14:09:19,061 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:40:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 2.5987, loss: 2.5987 +2025-05-31 14:10:02,274 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:40:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6349, loss: 2.6349 +2025-05-31 14:10:45,478 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:39:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.6978, loss: 2.6978 +2025-05-31 14:11:28,706 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:38:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.7158, loss: 2.7158 +2025-05-31 14:12:11,869 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:37:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.5154, loss: 2.5154 +2025-05-31 14:12:55,030 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:37:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.7485, loss: 2.7485 +2025-05-31 14:13:38,249 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:36:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.6567, loss: 2.6567 +2025-05-31 14:14:21,426 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:35:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7591, loss: 2.7591 +2025-05-31 14:15:04,847 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:34:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7779, loss: 2.7779 +2025-05-31 14:15:48,204 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:34:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.6571, loss: 2.6571 +2025-05-31 14:16:31,588 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:33:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7245, loss: 2.7245 +2025-05-31 14:17:14,872 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:32:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.7272, loss: 2.7272 +2025-05-31 14:17:58,078 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:32:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6662, loss: 2.6662 +2025-05-31 14:18:41,232 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:31:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.7524, loss: 2.7524 +2025-05-31 14:19:24,400 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:30:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7639, loss: 2.7639 +2025-05-31 14:20:07,563 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:29:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6879, loss: 2.6879 +2025-05-31 14:20:50,689 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:29:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6606, loss: 2.6606 +2025-05-31 14:21:34,001 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:28:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7177, loss: 2.7177 +2025-05-31 14:22:17,096 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:27:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.7568, loss: 2.7568 +2025-05-31 14:23:00,065 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:27:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7727, loss: 2.7727 +2025-05-31 14:23:43,455 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:26:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7477, loss: 2.7477 +2025-05-31 14:24:06,967 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-31 14:33:24,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:33:24,946 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9902 +2025-05-31 14:33:24,950 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8895, top5_acc: 0.9902 +2025-05-31 14:34:28,549 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:25:10, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.7417, loss: 2.7417 +2025-05-31 14:35:11,646 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:24:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 2.6430, loss: 2.6430 +2025-05-31 14:35:54,861 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:23:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.6486, loss: 2.6486 +2025-05-31 14:36:38,104 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:23:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.6841, loss: 2.6841 +2025-05-31 14:37:21,374 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:22:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.7054, loss: 2.7054 +2025-05-31 14:38:04,573 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:21:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8549, loss: 2.8549 +2025-05-31 14:38:47,717 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:20:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6350, loss: 2.6350 +2025-05-31 14:39:30,942 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:20:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7771, loss: 2.7771 +2025-05-31 14:40:14,433 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:19:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.6274, loss: 2.6274 +2025-05-31 14:40:57,821 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:18:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.7012, loss: 2.7012 +2025-05-31 14:41:41,270 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:17:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7062, loss: 2.7062 +2025-05-31 14:42:24,440 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:17:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.7246, loss: 2.7246 +2025-05-31 14:43:07,694 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:16:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.7754, loss: 2.7754 +2025-05-31 14:43:50,934 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:15:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.7721, loss: 2.7721 +2025-05-31 14:44:33,993 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:15:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7906, loss: 2.7906 +2025-05-31 14:45:17,093 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:14:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 2.7188, loss: 2.7188 +2025-05-31 14:46:00,215 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:13:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.6009, loss: 2.6009 +2025-05-31 14:46:43,357 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:12:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6734, loss: 2.6734 +2025-05-31 14:47:26,457 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:12:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7653, loss: 2.7653 +2025-05-31 14:48:09,541 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:11:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7162, loss: 2.7162 +2025-05-31 14:48:52,753 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:10:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 2.8480, loss: 2.8480 +2025-05-31 14:49:35,934 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:10:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.7260, loss: 2.7260 +2025-05-31 14:50:19,087 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:09:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7083, loss: 2.7083 +2025-05-31 14:50:42,443 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-31 14:52:08,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 14:52:08,713 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9890 +2025-05-31 14:52:08,716 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8919, top5_acc: 0.9890 +2025-05-31 14:53:12,584 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:08:09, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.6118, loss: 2.6118 +2025-05-31 14:53:55,909 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:07:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.7090, loss: 2.7090 +2025-05-31 14:54:39,171 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:06:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.7287, loss: 2.7287 +2025-05-31 14:55:22,334 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 1:05:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6031, loss: 2.6031 +2025-05-31 14:56:05,454 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 1:05:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6703, loss: 2.6703 +2025-05-31 14:56:48,703 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 1:04:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6607, loss: 2.6607 +2025-05-31 14:57:31,982 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 1:03:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5835, loss: 2.5835 +2025-05-31 14:58:15,265 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 1:03:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.5986, loss: 2.5986 +2025-05-31 14:58:58,585 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 1:02:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6657, loss: 2.6657 +2025-05-31 14:59:42,179 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 1:01:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.6973, loss: 2.6973 +2025-05-31 15:00:25,808 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 1:00:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.6753, loss: 2.6753 +2025-05-31 15:01:09,330 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 1:00:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.6913, loss: 2.6913 +2025-05-31 15:01:52,710 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 0:59:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 2.6192, loss: 2.6192 +2025-05-31 15:02:35,963 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 0:58:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.6472, loss: 2.6472 +2025-05-31 15:03:19,261 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 0:58:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6284, loss: 2.6284 +2025-05-31 15:04:02,531 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 0:57:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 2.9225, loss: 2.9225 +2025-05-31 15:04:45,711 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 0:56:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8061, loss: 2.8061 +2025-05-31 15:05:28,889 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:55:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.7158, loss: 2.7158 +2025-05-31 15:06:12,256 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:55:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6841, loss: 2.6841 +2025-05-31 15:06:55,573 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:54:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7463, loss: 2.7463 +2025-05-31 15:07:38,856 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6723, loss: 2.6723 +2025-05-31 15:08:22,134 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:53:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7216, loss: 2.7216 +2025-05-31 15:09:05,406 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:52:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.6758, loss: 2.6758 +2025-05-31 15:09:28,977 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-31 15:10:55,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:10:55,219 - pyskl - INFO - +top1_acc 0.8984 +top5_acc 0.9907 +2025-05-31 15:10:55,272 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_52.pth was removed +2025-05-31 15:10:56,300 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-05-31 15:10:56,301 - pyskl - INFO - Best top1_acc is 0.8984 at 62 epoch. +2025-05-31 15:10:56,304 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8984, top5_acc: 0.9907 +2025-05-31 15:11:59,785 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:51:10, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.5775, loss: 2.5775 +2025-05-31 15:12:42,984 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:50:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5206, loss: 2.5206 +2025-05-31 15:13:26,258 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:49:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.5886, loss: 2.5886 +2025-05-31 15:14:09,288 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:49:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6941, loss: 2.6941 +2025-05-31 15:14:52,567 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:48:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6426, loss: 2.6426 +2025-05-31 15:15:35,907 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:47:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6513, loss: 2.6513 +2025-05-31 15:16:19,143 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:46:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.6519, loss: 2.6519 +2025-05-31 15:17:02,290 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:46:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.5339, loss: 2.5339 +2025-05-31 15:17:45,688 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:45:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 2.7065, loss: 2.7065 +2025-05-31 15:18:29,265 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:44:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9962, loss_cls: 2.5538, loss: 2.5538 +2025-05-31 15:19:12,560 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:43:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.4967, loss: 2.4967 +2025-05-31 15:19:55,838 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:43:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6875, loss: 2.6875 +2025-05-31 15:20:39,029 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:42:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7036, loss: 2.7036 +2025-05-31 15:21:22,223 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:41:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.7421, loss: 2.7421 +2025-05-31 15:22:05,557 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:41:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7193, loss: 2.7193 +2025-05-31 15:22:48,794 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:40:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8087, loss: 2.8087 +2025-05-31 15:23:32,049 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:39:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.8345, loss: 2.8345 +2025-05-31 15:24:15,306 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:38:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5924, loss: 2.5924 +2025-05-31 15:24:58,609 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:38:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6837, loss: 2.6837 +2025-05-31 15:25:41,917 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:37:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7610, loss: 2.7610 +2025-05-31 15:26:25,234 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:36:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6589, loss: 2.6589 +2025-05-31 15:27:08,513 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:36:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.7127, loss: 2.7127 +2025-05-31 15:27:51,765 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:35:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.6670, loss: 2.6670 +2025-05-31 15:28:15,163 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-31 15:29:41,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:29:41,699 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9902 +2025-05-31 15:29:41,702 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8965, top5_acc: 0.9902 +2025-05-31 15:30:45,149 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:34:10, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.6460, loss: 2.6460 +2025-05-31 15:31:28,450 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:33:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.7133, loss: 2.7133 +2025-05-31 15:32:11,818 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:32:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.6339, loss: 2.6339 +2025-05-31 15:32:55,144 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:32:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6124, loss: 2.6124 +2025-05-31 15:33:38,574 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:31:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.5436, loss: 2.5436 +2025-05-31 15:34:21,828 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:30:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5651, loss: 2.5651 +2025-05-31 15:35:05,178 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:29:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.6240, loss: 2.6240 +2025-05-31 15:35:48,585 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:29:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.6308, loss: 2.6308 +2025-05-31 15:36:32,075 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:28:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6490, loss: 2.6490 +2025-05-31 15:37:15,573 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:27:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.7375, loss: 2.7375 +2025-05-31 15:37:59,092 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:27:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.6554, loss: 2.6554 +2025-05-31 15:38:42,474 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:26:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.6797, loss: 2.6797 +2025-05-31 15:39:25,914 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:25:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.7774, loss: 2.7774 +2025-05-31 15:40:09,397 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:24:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.7549, loss: 2.7549 +2025-05-31 15:40:52,721 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:24:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7098, loss: 2.7098 +2025-05-31 15:41:36,378 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:23:26, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.7090, loss: 2.7090 +2025-05-31 15:42:19,817 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:22:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7213, loss: 2.7213 +2025-05-31 15:43:03,106 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.6035, loss: 2.6035 +2025-05-31 15:43:46,415 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:21:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.7472, loss: 2.7472 +2025-05-31 15:44:29,798 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:20:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.7668, loss: 2.7668 +2025-05-31 15:45:13,159 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:19:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.6900, loss: 2.6900 +2025-05-31 15:45:56,584 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:19:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.6729, loss: 2.6729 +2025-05-31 15:46:39,968 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:18:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.6106, loss: 2.6106 +2025-05-31 15:47:03,389 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-31 15:48:29,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 15:48:29,858 - pyskl - INFO - +top1_acc 0.8749 +top5_acc 0.9884 +2025-05-31 15:48:29,861 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8749, top5_acc: 0.9884 +2025-05-31 15:49:33,697 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:17:15, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.5386, loss: 2.5386 +2025-05-31 15:50:17,130 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:16:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.4575, loss: 2.4575 +2025-05-31 15:51:00,442 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:15:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.7051, loss: 2.7051 +2025-05-31 15:51:43,811 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:15:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.5233, loss: 2.5233 +2025-05-31 15:52:27,037 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:14:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6717, loss: 2.6717 +2025-05-31 15:53:10,232 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:13:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.7047, loss: 2.7047 +2025-05-31 15:53:53,480 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:12:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.7099, loss: 2.7099 +2025-05-31 15:54:36,893 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:12:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7166, loss: 2.7166 +2025-05-31 15:55:20,256 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:11:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.6339, loss: 2.6339 +2025-05-31 15:56:03,503 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:10:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.6106, loss: 2.6106 +2025-05-31 15:56:46,902 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:10:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.5150, loss: 2.5150 +2025-05-31 15:57:30,069 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:09:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.7262, loss: 2.7262 +2025-05-31 15:58:13,170 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:08:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6285, loss: 2.6285 +2025-05-31 15:58:56,214 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:07:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6750, loss: 2.6750 +2025-05-31 15:59:39,208 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:07:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.5821, loss: 2.5821 +2025-05-31 16:00:22,310 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:06:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5815, loss: 2.5815 +2025-05-31 16:01:05,438 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 1 day, 0:05:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6380, loss: 2.6380 +2025-05-31 16:01:48,578 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 1 day, 0:05:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7609, loss: 2.7609 +2025-05-31 16:02:32,195 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 1 day, 0:04:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.6349, loss: 2.6349 +2025-05-31 16:03:15,910 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 1 day, 0:03:35, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.6965, loss: 2.6965 +2025-05-31 16:03:59,732 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 1 day, 0:02:52, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.7055, loss: 2.7055 +2025-05-31 16:04:43,567 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 1 day, 0:02:10, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6530, loss: 2.6530 +2025-05-31 16:05:27,318 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 1 day, 0:01:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.6932, loss: 2.6932 +2025-05-31 16:05:50,995 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-31 16:15:17,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:15:17,268 - pyskl - INFO - +top1_acc 0.8713 +top5_acc 0.9851 +2025-05-31 16:15:17,272 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8713, top5_acc: 0.9851 +2025-05-31 16:16:20,847 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 1 day, 0:00:18, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.5113, loss: 2.5113 +2025-05-31 16:17:04,226 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 23:59:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 2.6314, loss: 2.6314 +2025-05-31 16:17:47,622 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 23:58:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.5742, loss: 2.5742 +2025-05-31 16:18:30,934 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 23:58:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5694, loss: 2.5694 +2025-05-31 16:19:14,178 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 23:57:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.5996, loss: 2.5996 +2025-05-31 16:19:57,393 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 23:56:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6516, loss: 2.6516 +2025-05-31 16:20:40,831 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:55:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.6490, loss: 2.6490 +2025-05-31 16:21:24,265 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:55:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5679, loss: 2.5679 +2025-05-31 16:22:07,577 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:54:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6382, loss: 2.6382 +2025-05-31 16:22:51,129 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:53:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.6095, loss: 2.6095 +2025-05-31 16:23:34,397 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:53:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.5695, loss: 2.5695 +2025-05-31 16:24:17,630 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:52:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.5498, loss: 2.5498 +2025-05-31 16:25:00,914 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:51:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5853, loss: 2.5853 +2025-05-31 16:25:44,129 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:50:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.6495, loss: 2.6495 +2025-05-31 16:26:27,398 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:50:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5435, loss: 2.5435 +2025-05-31 16:27:10,685 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:49:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5721, loss: 2.5721 +2025-05-31 16:27:53,961 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:48:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.7383, loss: 2.7383 +2025-05-31 16:28:37,359 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:48:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.6826, loss: 2.6826 +2025-05-31 16:29:20,595 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:47:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6655, loss: 2.6655 +2025-05-31 16:30:03,848 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:46:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7716, loss: 2.7716 +2025-05-31 16:30:47,045 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:45:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.6759, loss: 2.6759 +2025-05-31 16:31:30,321 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:45:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8316, loss: 2.8316 +2025-05-31 16:32:13,613 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:44:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7089, loss: 2.7089 +2025-05-31 16:32:37,001 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-31 16:34:03,707 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:34:03,783 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9916 +2025-05-31 16:34:03,857 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_62.pth was removed +2025-05-31 16:34:04,883 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-31 16:34:04,884 - pyskl - INFO - Best top1_acc is 0.9131 at 66 epoch. +2025-05-31 16:34:04,887 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.9131, top5_acc: 0.9916 +2025-05-31 16:35:09,612 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:43:21, time: 0.647, data_time: 0.211, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5852, loss: 2.5852 +2025-05-31 16:35:53,098 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:42:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.4913, loss: 2.4913 +2025-05-31 16:36:36,535 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:41:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.5107, loss: 2.5107 +2025-05-31 16:37:19,883 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:41:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.5867, loss: 2.5867 +2025-05-31 16:38:03,278 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:40:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9838, loss_cls: 2.5301, loss: 2.5301 +2025-05-31 16:38:46,738 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:39:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.6964, loss: 2.6964 +2025-05-31 16:39:30,368 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:39:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.7155, loss: 2.7155 +2025-05-31 16:40:14,131 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:38:21, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6641, loss: 2.6641 +2025-05-31 16:40:57,502 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:37:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.7068, loss: 2.7068 +2025-05-31 16:41:41,041 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:36:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.5842, loss: 2.5842 +2025-05-31 16:42:24,442 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:36:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.6645, loss: 2.6645 +2025-05-31 16:43:07,808 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6587, loss: 2.6587 +2025-05-31 16:43:51,161 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:34:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7152, loss: 2.7152 +2025-05-31 16:44:34,500 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:34:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.4924, loss: 2.4924 +2025-05-31 16:45:18,006 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:33:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6009, loss: 2.6009 +2025-05-31 16:46:01,330 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:32:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 2.7835, loss: 2.7835 +2025-05-31 16:46:44,810 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:31:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.7159, loss: 2.7159 +2025-05-31 16:47:28,182 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:31:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7110, loss: 2.7110 +2025-05-31 16:48:11,510 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:30:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.7055, loss: 2.7055 +2025-05-31 16:48:54,789 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:29:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.6111, loss: 2.6111 +2025-05-31 16:49:38,114 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:29:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6424, loss: 2.6424 +2025-05-31 16:50:21,450 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:28:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.6176, loss: 2.6176 +2025-05-31 16:51:04,780 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:27:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.5655, loss: 2.5655 +2025-05-31 16:51:28,394 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-31 16:52:54,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 16:52:55,004 - pyskl - INFO - +top1_acc 0.8841 +top5_acc 0.9886 +2025-05-31 16:52:55,007 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8841, top5_acc: 0.9886 +2025-05-31 16:53:58,721 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:26:26, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.5785, loss: 2.5785 +2025-05-31 16:54:41,985 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:25:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.6376, loss: 2.6376 +2025-05-31 16:55:25,259 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:25:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.6170, loss: 2.6170 +2025-05-31 16:56:08,599 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:24:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.6422, loss: 2.6422 +2025-05-31 16:56:51,915 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:23:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6561, loss: 2.6561 +2025-05-31 16:57:35,298 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:22:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.5421, loss: 2.5421 +2025-05-31 16:58:18,833 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:22:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.6175, loss: 2.6175 +2025-05-31 16:59:02,395 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:21:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.5197, loss: 2.5197 +2025-05-31 16:59:45,883 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:20:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.5765, loss: 2.5765 +2025-05-31 17:00:29,249 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:19:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 2.5491, loss: 2.5491 +2025-05-31 17:01:12,628 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.6379, loss: 2.6379 +2025-05-31 17:01:55,907 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:18:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6835, loss: 2.6835 +2025-05-31 17:02:39,186 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:17:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7457, loss: 2.7457 +2025-05-31 17:03:22,466 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.6781, loss: 2.6781 +2025-05-31 17:04:05,810 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:16:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.5216, loss: 2.5216 +2025-05-31 17:04:49,142 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:15:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.7661, loss: 2.7661 +2025-05-31 17:05:32,438 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:14:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.6507, loss: 2.6507 +2025-05-31 17:06:15,746 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:14:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6758, loss: 2.6758 +2025-05-31 17:06:58,988 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:13:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6472, loss: 2.6472 +2025-05-31 17:07:42,315 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:12:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.6527, loss: 2.6527 +2025-05-31 17:08:25,584 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:12:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.6705, loss: 2.6705 +2025-05-31 17:09:08,825 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:11:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.6935, loss: 2.6935 +2025-05-31 17:09:52,085 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7529, loss: 2.7529 +2025-05-31 17:10:15,599 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-31 17:11:41,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:11:41,617 - pyskl - INFO - +top1_acc 0.8889 +top5_acc 0.9904 +2025-05-31 17:11:41,620 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8889, top5_acc: 0.9904 +2025-05-31 17:12:45,286 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:09:28, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5858, loss: 2.5858 +2025-05-31 17:13:28,641 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:08:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4870, loss: 2.4870 +2025-05-31 17:14:11,984 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:08:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5766, loss: 2.5766 +2025-05-31 17:14:55,337 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:07:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9825, loss_cls: 2.5357, loss: 2.5357 +2025-05-31 17:15:38,664 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:06:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.5082, loss: 2.5082 +2025-05-31 17:16:22,046 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 23:05:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.5097, loss: 2.5097 +2025-05-31 17:17:05,535 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 23:05:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6828, loss: 2.6828 +2025-05-31 17:17:48,981 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 23:04:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5164, loss: 2.5164 +2025-05-31 17:18:32,371 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 23:03:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.6030, loss: 2.6030 +2025-05-31 17:19:15,793 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 23:03:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.6322, loss: 2.6322 +2025-05-31 17:19:59,145 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 23:02:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.6462, loss: 2.6462 +2025-05-31 17:20:42,562 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 23:01:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6452, loss: 2.6452 +2025-05-31 17:21:25,812 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 23:00:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9925, loss_cls: 2.6244, loss: 2.6244 +2025-05-31 17:22:09,330 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 23:00:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5902, loss: 2.5902 +2025-05-31 17:22:52,663 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 22:59:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9938, loss_cls: 2.5440, loss: 2.5440 +2025-05-31 17:23:36,049 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 22:58:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5802, loss: 2.5802 +2025-05-31 17:24:19,499 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 22:58:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6606, loss: 2.6606 +2025-05-31 17:25:02,882 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 22:57:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.5583, loss: 2.5583 +2025-05-31 17:25:46,266 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:56:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5633, loss: 2.5633 +2025-05-31 17:26:29,625 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6698, loss: 2.6698 +2025-05-31 17:27:12,974 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:55:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6441, loss: 2.6441 +2025-05-31 17:27:56,330 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:54:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5974, loss: 2.5974 +2025-05-31 17:28:39,684 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:53:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 2.6846, loss: 2.6846 +2025-05-31 17:29:03,220 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-31 17:30:29,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:30:29,724 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9900 +2025-05-31 17:30:29,727 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8969, top5_acc: 0.9900 +2025-05-31 17:31:33,171 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:52:32, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.5717, loss: 2.5717 +2025-05-31 17:32:16,537 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:51:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5629, loss: 2.5629 +2025-05-31 17:32:59,889 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:51:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.5806, loss: 2.5806 +2025-05-31 17:33:43,171 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:50:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4806, loss: 2.4806 +2025-05-31 17:34:26,428 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:49:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.5259, loss: 2.5259 +2025-05-31 17:35:09,831 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:48:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.5323, loss: 2.5323 +2025-05-31 17:35:53,225 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:48:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.5779, loss: 2.5779 +2025-05-31 17:36:36,434 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.5341, loss: 2.5341 +2025-05-31 17:37:19,606 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:46:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.5321, loss: 2.5321 +2025-05-31 17:38:02,839 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:46:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.5927, loss: 2.5927 +2025-05-31 17:38:46,000 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:45:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5686, loss: 2.5686 +2025-05-31 17:39:29,222 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:44:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.6324, loss: 2.6324 +2025-05-31 17:40:12,402 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9925, loss_cls: 2.5587, loss: 2.5587 +2025-05-31 17:40:55,610 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:43:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.7275, loss: 2.7275 +2025-05-31 17:41:38,797 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:42:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5859, loss: 2.5859 +2025-05-31 17:42:22,014 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:41:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.5928, loss: 2.5928 +2025-05-31 17:43:05,446 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:41:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.6306, loss: 2.6306 +2025-05-31 17:43:49,042 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:40:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6699, loss: 2.6699 +2025-05-31 17:44:32,518 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:39:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6021, loss: 2.6021 +2025-05-31 17:45:15,828 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:38:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5836, loss: 2.5836 +2025-05-31 17:45:59,249 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:38:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.6149, loss: 2.6149 +2025-05-31 17:46:42,705 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:37:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.6541, loss: 2.6541 +2025-05-31 17:47:26,017 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:36:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.4778, loss: 2.4778 +2025-05-31 17:47:49,429 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-31 17:56:33,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 17:56:33,184 - pyskl - INFO - +top1_acc 0.9029 +top5_acc 0.9907 +2025-05-31 17:56:33,187 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9029, top5_acc: 0.9907 +2025-05-31 17:57:36,779 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:35:34, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.4420, loss: 2.4420 +2025-05-31 17:58:20,006 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:34:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.5193, loss: 2.5193 +2025-05-31 17:59:03,237 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:34:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5670, loss: 2.5670 +2025-05-31 17:59:46,510 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:33:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4360, loss: 2.4360 +2025-05-31 18:00:29,740 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:32:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.5334, loss: 2.5334 +2025-05-31 18:01:13,158 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:31:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5339, loss: 2.5339 +2025-05-31 18:01:56,538 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:31:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.5388, loss: 2.5388 +2025-05-31 18:02:39,810 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:30:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.5258, loss: 2.5258 +2025-05-31 18:03:23,087 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:29:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.4638, loss: 2.4638 +2025-05-31 18:04:06,320 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:29:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.6156, loss: 2.6156 +2025-05-31 18:04:49,458 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:28:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5895, loss: 2.5895 +2025-05-31 18:05:32,749 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:27:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9938, loss_cls: 2.5247, loss: 2.5247 +2025-05-31 18:06:15,849 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:26:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.6604, loss: 2.6604 +2025-05-31 18:06:59,048 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:26:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.5409, loss: 2.5409 +2025-05-31 18:07:42,262 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:25:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.6314, loss: 2.6314 +2025-05-31 18:08:25,390 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.7300, loss: 2.7300 +2025-05-31 18:09:08,430 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.5857, loss: 2.5857 +2025-05-31 18:09:51,706 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:23:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.5423, loss: 2.5423 +2025-05-31 18:10:34,977 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:22:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4416, loss: 2.4416 +2025-05-31 18:11:18,113 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:21:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.6461, loss: 2.6461 +2025-05-31 18:12:01,274 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:21:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5947, loss: 2.5947 +2025-05-31 18:12:44,352 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:20:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.6425, loss: 2.6425 +2025-05-31 18:13:27,533 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:19:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.6130, loss: 2.6130 +2025-05-31 18:13:51,024 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-31 18:15:17,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:15:17,318 - pyskl - INFO - +top1_acc 0.9062 +top5_acc 0.9897 +2025-05-31 18:15:17,321 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.9062, top5_acc: 0.9897 +2025-05-31 18:16:20,713 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:18:33, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5695, loss: 2.5695 +2025-05-31 18:17:03,879 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:17:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9969, loss_cls: 2.4568, loss: 2.4568 +2025-05-31 18:17:47,126 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:17:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.5009, loss: 2.5009 +2025-05-31 18:18:30,583 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:16:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.5026, loss: 2.5026 +2025-05-31 18:19:14,026 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:15:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5155, loss: 2.5155 +2025-05-31 18:19:57,398 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:14:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.6106, loss: 2.6106 +2025-05-31 18:20:40,829 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:14:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6317, loss: 2.6317 +2025-05-31 18:21:24,341 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:13:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.6256, loss: 2.6256 +2025-05-31 18:22:07,729 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:12:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.5596, loss: 2.5596 +2025-05-31 18:22:50,927 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:12:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6428, loss: 2.6428 +2025-05-31 18:23:34,370 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:11:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.5680, loss: 2.5680 +2025-05-31 18:24:17,603 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:10:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5416, loss: 2.5416 +2025-05-31 18:25:01,090 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:09:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.4473, loss: 2.4473 +2025-05-31 18:25:44,548 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:09:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.5787, loss: 2.5787 +2025-05-31 18:26:27,890 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:08:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.6100, loss: 2.6100 +2025-05-31 18:27:11,158 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:07:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.6264, loss: 2.6264 +2025-05-31 18:27:54,440 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:07:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.5081, loss: 2.5081 +2025-05-31 18:28:37,740 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:06:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6135, loss: 2.6135 +2025-05-31 18:29:21,093 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 22:05:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.4425, loss: 2.4425 +2025-05-31 18:30:04,429 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 22:04:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.6285, loss: 2.6285 +2025-05-31 18:30:47,628 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 22:04:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.5900, loss: 2.5900 +2025-05-31 18:31:30,887 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 22:03:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.6499, loss: 2.6499 +2025-05-31 18:32:14,087 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 22:02:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.4456, loss: 2.4456 +2025-05-31 18:32:37,578 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-31 18:34:03,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:34:03,906 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9916 +2025-05-31 18:34:03,909 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.9057, top5_acc: 0.9916 +2025-05-31 18:35:07,385 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 22:01:36, time: 0.635, data_time: 0.200, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4540, loss: 2.4540 +2025-05-31 18:35:50,714 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 22:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5447, loss: 2.5447 +2025-05-31 18:36:34,050 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 22:00:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5142, loss: 2.5142 +2025-05-31 18:37:17,317 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 21:59:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.4574, loss: 2.4574 +2025-05-31 18:38:00,627 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 21:58:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.5564, loss: 2.5564 +2025-05-31 18:38:44,264 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 21:58:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.5295, loss: 2.5295 +2025-05-31 18:39:27,665 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 21:57:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.4988, loss: 2.4988 +2025-05-31 18:40:11,017 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:56:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.5204, loss: 2.5204 +2025-05-31 18:40:54,378 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.4848, loss: 2.4848 +2025-05-31 18:41:37,734 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:55:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.5630, loss: 2.5630 +2025-05-31 18:42:20,975 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:54:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.5287, loss: 2.5287 +2025-05-31 18:43:04,269 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:53:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.5969, loss: 2.5969 +2025-05-31 18:43:47,605 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:52:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5129, loss: 2.5129 +2025-05-31 18:44:30,949 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:52:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.5597, loss: 2.5597 +2025-05-31 18:45:14,332 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:51:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.4468, loss: 2.4468 +2025-05-31 18:45:57,683 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:50:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.6189, loss: 2.6189 +2025-05-31 18:46:41,014 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:50:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.6125, loss: 2.6125 +2025-05-31 18:47:24,356 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:49:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6710, loss: 2.6710 +2025-05-31 18:48:07,704 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:48:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.5241, loss: 2.5241 +2025-05-31 18:48:51,041 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:47:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.6304, loss: 2.6304 +2025-05-31 18:49:34,577 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:47:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.5858, loss: 2.5858 +2025-05-31 18:50:18,006 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:46:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.5341, loss: 2.5341 +2025-05-31 18:51:01,283 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:45:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6239, loss: 2.6239 +2025-05-31 18:51:24,745 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-31 18:52:50,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 18:52:50,540 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9930 +2025-05-31 18:52:50,543 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.9113, top5_acc: 0.9930 +2025-05-31 18:53:53,870 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:44:38, time: 0.633, data_time: 0.199, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.4597, loss: 2.4597 +2025-05-31 18:54:37,255 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:43:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.4035, loss: 2.4035 +2025-05-31 18:55:20,646 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:43:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.4268, loss: 2.4268 +2025-05-31 18:56:03,953 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:42:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5366, loss: 2.5366 +2025-05-31 18:56:47,255 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:41:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4785, loss: 2.4785 +2025-05-31 18:57:30,660 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:41:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.5752, loss: 2.5752 +2025-05-31 18:58:14,117 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:40:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3498, loss: 2.3498 +2025-05-31 18:58:57,717 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:39:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.5192, loss: 2.5192 +2025-05-31 18:59:41,250 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:38:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.4339, loss: 2.4339 +2025-05-31 19:00:24,664 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:38:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.5377, loss: 2.5377 +2025-05-31 19:01:07,947 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:37:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.4576, loss: 2.4576 +2025-05-31 19:01:51,277 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:36:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.5283, loss: 2.5283 +2025-05-31 19:02:34,632 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:36:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.4774, loss: 2.4774 +2025-05-31 19:03:17,966 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:35:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.5504, loss: 2.5504 +2025-05-31 19:04:01,381 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:34:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.4738, loss: 2.4738 +2025-05-31 19:04:45,030 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:33:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.6367, loss: 2.6367 +2025-05-31 19:05:28,724 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:33:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5857, loss: 2.5857 +2025-05-31 19:06:12,058 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:32:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.5580, loss: 2.5580 +2025-05-31 19:06:55,447 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:31:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5433, loss: 2.5433 +2025-05-31 19:07:38,727 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:31:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.5167, loss: 2.5167 +2025-05-31 19:08:22,026 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:30:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6625, loss: 2.6625 +2025-05-31 19:09:05,274 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:29:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.5756, loss: 2.5756 +2025-05-31 19:09:48,544 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:28:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4828, loss: 2.4828 +2025-05-31 19:10:12,118 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-31 19:11:38,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:11:38,683 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9923 +2025-05-31 19:11:38,686 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.9057, top5_acc: 0.9923 +2025-05-31 19:12:42,386 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:27:43, time: 0.637, data_time: 0.201, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.4420, loss: 2.4420 +2025-05-31 19:13:25,662 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:26:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.5249, loss: 2.5249 +2025-05-31 19:14:08,884 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:26:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.3214, loss: 2.3214 +2025-05-31 19:14:52,117 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:25:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3883, loss: 2.3883 +2025-05-31 19:15:35,452 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:24:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.5285, loss: 2.5285 +2025-05-31 19:16:18,782 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:24:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4683, loss: 2.4683 +2025-05-31 19:17:02,114 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:23:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5979, loss: 2.5979 +2025-05-31 19:17:45,360 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:22:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.3719, loss: 2.3719 +2025-05-31 19:18:28,538 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:21:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4283, loss: 2.4283 +2025-05-31 19:19:11,910 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:21:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.5095, loss: 2.5095 +2025-05-31 19:19:55,064 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:20:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.5460, loss: 2.5460 +2025-05-31 19:20:38,205 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:19:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 2.5545, loss: 2.5545 +2025-05-31 19:21:21,438 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:19:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5400, loss: 2.5400 +2025-05-31 19:22:04,634 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:18:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3980, loss: 2.3980 +2025-05-31 19:22:47,825 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:17:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.4354, loss: 2.4354 +2025-05-31 19:23:31,078 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:16:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.5702, loss: 2.5702 +2025-05-31 19:24:14,396 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:16:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5505, loss: 2.5505 +2025-05-31 19:24:57,757 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:15:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5255, loss: 2.5255 +2025-05-31 19:25:40,915 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:14:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.5321, loss: 2.5321 +2025-05-31 19:26:24,114 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:14:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.6019, loss: 2.6019 +2025-05-31 19:27:07,436 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:13:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5770, loss: 2.5770 +2025-05-31 19:27:50,711 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:12:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4344, loss: 2.4344 +2025-05-31 19:28:33,873 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:11:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4976, loss: 2.4976 +2025-05-31 19:28:57,351 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-31 19:38:07,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:38:07,803 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9890 +2025-05-31 19:38:07,807 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8911, top5_acc: 0.9890 +2025-05-31 19:39:11,329 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:10:43, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.4506, loss: 2.4506 +2025-05-31 19:39:54,571 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:10:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.4213, loss: 2.4213 +2025-05-31 19:40:37,857 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:09:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.3925, loss: 2.3925 +2025-05-31 19:41:21,115 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:08:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4930, loss: 2.4930 +2025-05-31 19:42:04,674 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:07:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.3347, loss: 2.3347 +2025-05-31 19:42:48,067 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:07:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.4209, loss: 2.4209 +2025-05-31 19:43:31,473 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:06:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.4237, loss: 2.4237 +2025-05-31 19:44:14,836 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:05:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.5188, loss: 2.5188 +2025-05-31 19:44:58,046 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 21:04:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5207, loss: 2.5207 +2025-05-31 19:45:41,360 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 21:04:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.5121, loss: 2.5121 +2025-05-31 19:46:24,658 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 21:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5479, loss: 2.5479 +2025-05-31 19:47:07,858 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 21:02:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9956, loss_cls: 2.4465, loss: 2.4465 +2025-05-31 19:47:51,029 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 21:02:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.4745, loss: 2.4745 +2025-05-31 19:48:34,244 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 21:01:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4904, loss: 2.4904 +2025-05-31 19:49:17,459 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 21:00:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.5692, loss: 2.5692 +2025-05-31 19:50:00,666 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:59:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4692, loss: 2.4692 +2025-05-31 19:50:43,910 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5501, loss: 2.5501 +2025-05-31 19:51:27,028 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:58:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.5760, loss: 2.5760 +2025-05-31 19:52:10,264 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:57:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.4771, loss: 2.4771 +2025-05-31 19:52:53,431 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:57:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4251, loss: 2.4251 +2025-05-31 19:53:36,662 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:56:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5925, loss: 2.5925 +2025-05-31 19:54:20,081 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:55:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.5116, loss: 2.5116 +2025-05-31 19:55:03,378 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:54:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.4670, loss: 2.4670 +2025-05-31 19:55:26,725 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-31 19:56:53,392 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 19:56:53,465 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9796 +2025-05-31 19:56:53,468 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8302, top5_acc: 0.9796 +2025-05-31 19:57:56,883 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:53:44, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.5153, loss: 2.5153 +2025-05-31 19:58:40,145 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:53:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3949, loss: 2.3949 +2025-05-31 19:59:23,406 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.4786, loss: 2.4786 +2025-05-31 20:00:06,684 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:51:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.3193, loss: 2.3193 +2025-05-31 20:00:50,132 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:50:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.4003, loss: 2.4003 +2025-05-31 20:01:33,506 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:50:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.5161, loss: 2.5161 +2025-05-31 20:02:16,861 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:49:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.4253, loss: 2.4253 +2025-05-31 20:03:00,179 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:48:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9944, loss_cls: 2.4918, loss: 2.4918 +2025-05-31 20:03:43,683 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:47:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4580, loss: 2.4580 +2025-05-31 20:04:27,068 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:47:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6459, loss: 2.6459 +2025-05-31 20:05:10,770 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:46:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4132, loss: 2.4132 +2025-05-31 20:05:54,074 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.4229, loss: 2.4229 +2025-05-31 20:06:37,437 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:45:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.4929, loss: 2.4929 +2025-05-31 20:07:20,717 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:44:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.4709, loss: 2.4709 +2025-05-31 20:08:03,910 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:43:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3063, loss: 2.3063 +2025-05-31 20:08:47,173 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:42:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.5169, loss: 2.5169 +2025-05-31 20:09:30,481 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:42:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.4385, loss: 2.4385 +2025-05-31 20:10:13,737 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:41:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.4862, loss: 2.4862 +2025-05-31 20:10:57,001 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:40:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.4739, loss: 2.4739 +2025-05-31 20:11:40,219 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:40:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.5195, loss: 2.5195 +2025-05-31 20:12:23,565 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:39:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.4739, loss: 2.4739 +2025-05-31 20:13:06,884 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:38:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4698, loss: 2.4698 +2025-05-31 20:13:50,153 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:37:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.3983, loss: 2.3983 +2025-05-31 20:14:13,677 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-31 20:15:40,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:15:40,228 - pyskl - INFO - +top1_acc 0.9122 +top5_acc 0.9923 +2025-05-31 20:15:40,231 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.9122, top5_acc: 0.9923 +2025-05-31 20:16:43,925 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:36:47, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.3841, loss: 2.3841 +2025-05-31 20:17:27,169 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:36:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.4203, loss: 2.4203 +2025-05-31 20:18:10,407 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:35:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.3077, loss: 2.3077 +2025-05-31 20:18:53,676 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:34:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.4062, loss: 2.4062 +2025-05-31 20:19:37,054 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:33:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.4173, loss: 2.4173 +2025-05-31 20:20:20,490 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:33:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.4294, loss: 2.4294 +2025-05-31 20:21:03,694 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.5020, loss: 2.5020 +2025-05-31 20:21:46,966 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:31:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.3525, loss: 2.3525 +2025-05-31 20:22:30,137 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:31:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.5078, loss: 2.5078 +2025-05-31 20:23:13,394 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:30:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4045, loss: 2.4045 +2025-05-31 20:23:56,792 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:29:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3974, loss: 2.3974 +2025-05-31 20:24:40,126 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:28:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.4555, loss: 2.4555 +2025-05-31 20:25:23,425 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:28:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5047, loss: 2.5047 +2025-05-31 20:26:06,779 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:27:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5134, loss: 2.5134 +2025-05-31 20:26:50,118 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:26:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.5780, loss: 2.5780 +2025-05-31 20:27:33,561 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:26:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.6082, loss: 2.6082 +2025-05-31 20:28:16,895 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:25:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.5573, loss: 2.5573 +2025-05-31 20:29:00,181 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:24:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.4270, loss: 2.4270 +2025-05-31 20:29:43,512 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:23:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.5440, loss: 2.5440 +2025-05-31 20:30:26,762 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:23:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.4473, loss: 2.4473 +2025-05-31 20:31:10,099 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:22:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.5196, loss: 2.5196 +2025-05-31 20:31:53,407 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:21:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4000, loss: 2.4000 +2025-05-31 20:32:36,697 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:20:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4439, loss: 2.4439 +2025-05-31 20:33:00,184 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-31 20:34:26,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:34:26,283 - pyskl - INFO - +top1_acc 0.8880 +top5_acc 0.9881 +2025-05-31 20:34:26,286 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8880, top5_acc: 0.9881 +2025-05-31 20:35:29,729 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:19:49, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3494, loss: 2.3494 +2025-05-31 20:36:12,926 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:19:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3415, loss: 2.3415 +2025-05-31 20:36:56,051 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:18:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3902, loss: 2.3902 +2025-05-31 20:37:39,396 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:17:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3967, loss: 2.3967 +2025-05-31 20:38:22,721 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:16:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.4572, loss: 2.4572 +2025-05-31 20:39:06,093 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:16:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.3274, loss: 2.3274 +2025-05-31 20:39:49,621 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:15:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4501, loss: 2.4501 +2025-05-31 20:40:32,992 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:14:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.5405, loss: 2.5405 +2025-05-31 20:41:16,210 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:14:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 2.4268, loss: 2.4268 +2025-05-31 20:41:59,335 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:13:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4794, loss: 2.4794 +2025-05-31 20:42:42,687 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:12:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4643, loss: 2.4643 +2025-05-31 20:43:25,987 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.4432, loss: 2.4432 +2025-05-31 20:44:09,254 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:11:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9950, loss_cls: 2.4188, loss: 2.4188 +2025-05-31 20:44:52,542 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:10:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3699, loss: 2.3699 +2025-05-31 20:45:35,765 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4740, loss: 2.4740 +2025-05-31 20:46:19,057 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:09:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.4558, loss: 2.4558 +2025-05-31 20:47:02,294 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:08:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.3468, loss: 2.3468 +2025-05-31 20:47:45,678 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:07:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4436, loss: 2.4436 +2025-05-31 20:48:28,956 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:06:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.3780, loss: 2.3780 +2025-05-31 20:49:12,240 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:06:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4733, loss: 2.4733 +2025-05-31 20:49:55,522 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:05:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.4883, loss: 2.4883 +2025-05-31 20:50:38,733 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 20:04:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9981, loss_cls: 2.4197, loss: 2.4197 +2025-05-31 20:51:21,945 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 20:03:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.4286, loss: 2.4286 +2025-05-31 20:51:45,465 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-31 20:53:11,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 20:53:12,063 - pyskl - INFO - +top1_acc 0.8795 +top5_acc 0.9906 +2025-05-31 20:53:12,067 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8795, top5_acc: 0.9906 +2025-05-31 20:54:15,816 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 20:02:51, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3944, loss: 2.3944 +2025-05-31 20:54:59,114 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 20:02:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.4203, loss: 2.4203 +2025-05-31 20:55:42,330 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 20:01:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.4726, loss: 2.4726 +2025-05-31 20:56:25,793 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 20:00:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9950, loss_cls: 2.4441, loss: 2.4441 +2025-05-31 20:57:09,209 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:59:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.3365, loss: 2.3365 +2025-05-31 20:57:52,408 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:59:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.3774, loss: 2.3774 +2025-05-31 20:58:35,518 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:58:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4100, loss: 2.4100 +2025-05-31 20:59:18,662 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:57:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3550, loss: 2.3550 +2025-05-31 21:00:01,983 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:57:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.3904, loss: 2.3904 +2025-05-31 21:00:45,217 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:56:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 2.4169, loss: 2.4169 +2025-05-31 21:01:28,480 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:55:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.4029, loss: 2.4029 +2025-05-31 21:02:11,672 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:54:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3833, loss: 2.3833 +2025-05-31 21:02:54,667 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:54:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.4344, loss: 2.4344 +2025-05-31 21:03:37,891 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:53:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3590, loss: 2.3590 +2025-05-31 21:04:21,342 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:52:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5092, loss: 2.5092 +2025-05-31 21:05:04,781 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:52:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.4383, loss: 2.4383 +2025-05-31 21:05:47,984 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:51:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.4242, loss: 2.4242 +2025-05-31 21:06:31,239 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:50:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5643, loss: 2.5643 +2025-05-31 21:07:14,514 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:49:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4023, loss: 2.4023 +2025-05-31 21:07:57,683 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:49:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5041, loss: 2.5041 +2025-05-31 21:08:40,859 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:48:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4367, loss: 2.4367 +2025-05-31 21:09:24,094 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:47:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3562, loss: 2.3562 +2025-05-31 21:10:07,258 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:47:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4305, loss: 2.4305 +2025-05-31 21:10:30,686 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-31 21:19:21,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:19:21,598 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9902 +2025-05-31 21:19:21,601 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8949, top5_acc: 0.9902 +2025-05-31 21:20:25,270 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:45:52, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3446, loss: 2.3446 +2025-05-31 21:21:08,515 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:45:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3771, loss: 2.3771 +2025-05-31 21:21:51,658 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:44:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2955, loss: 2.2955 +2025-05-31 21:22:35,084 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:43:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.3606, loss: 2.3606 +2025-05-31 21:23:18,619 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:42:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.3533, loss: 2.3533 +2025-05-31 21:24:02,067 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:42:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3925, loss: 2.3925 +2025-05-31 21:24:45,403 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:41:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.3642, loss: 2.3642 +2025-05-31 21:25:28,550 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:40:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3113, loss: 2.3113 +2025-05-31 21:26:11,847 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:40:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.3463, loss: 2.3463 +2025-05-31 21:26:55,166 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:39:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.4462, loss: 2.4462 +2025-05-31 21:27:38,400 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:38:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4698, loss: 2.4698 +2025-05-31 21:28:21,603 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:37:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.4218, loss: 2.4218 +2025-05-31 21:29:04,921 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:37:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3948, loss: 2.3948 +2025-05-31 21:29:48,223 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:36:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5096, loss: 2.5096 +2025-05-31 21:30:31,510 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:35:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.4831, loss: 2.4831 +2025-05-31 21:31:14,835 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:35:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.4911, loss: 2.4911 +2025-05-31 21:31:58,171 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:34:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.3829, loss: 2.3829 +2025-05-31 21:32:41,455 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:33:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.4330, loss: 2.4330 +2025-05-31 21:33:24,849 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:32:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.4948, loss: 2.4948 +2025-05-31 21:34:08,161 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:32:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.3574, loss: 2.3574 +2025-05-31 21:34:51,422 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:31:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.4770, loss: 2.4770 +2025-05-31 21:35:34,728 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:30:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.5134, loss: 2.5134 +2025-05-31 21:36:18,051 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:30:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5254, loss: 2.5254 +2025-05-31 21:36:41,558 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-31 21:38:07,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:38:08,054 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9904 +2025-05-31 21:38:08,057 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9027, top5_acc: 0.9904 +2025-05-31 21:39:11,658 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:28:54, time: 0.636, data_time: 0.200, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.3530, loss: 2.3530 +2025-05-31 21:39:54,945 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:28:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.3314, loss: 2.3314 +2025-05-31 21:40:38,218 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:27:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.3283, loss: 2.3283 +2025-05-31 21:41:21,642 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:26:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4126, loss: 2.4126 +2025-05-31 21:42:05,056 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:26:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.4184, loss: 2.4184 +2025-05-31 21:42:48,370 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:25:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.4309, loss: 2.4309 +2025-05-31 21:43:31,537 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:24:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.4030, loss: 2.4030 +2025-05-31 21:44:14,742 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:23:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.5072, loss: 2.5072 +2025-05-31 21:44:57,927 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:23:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.3400, loss: 2.3400 +2025-05-31 21:45:41,284 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:22:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.5260, loss: 2.5260 +2025-05-31 21:46:24,545 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:21:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 2.4555, loss: 2.4555 +2025-05-31 21:47:07,938 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:21:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 2.3938, loss: 2.3938 +2025-05-31 21:47:51,241 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:20:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.4834, loss: 2.4834 +2025-05-31 21:48:34,597 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:19:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.4726, loss: 2.4726 +2025-05-31 21:49:17,869 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.4447, loss: 2.4447 +2025-05-31 21:50:01,176 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:18:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.4207, loss: 2.4207 +2025-05-31 21:50:44,581 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:17:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4978, loss: 2.4978 +2025-05-31 21:51:27,864 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:16:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3443, loss: 2.3443 +2025-05-31 21:52:11,270 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:15:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.4045, loss: 2.4045 +2025-05-31 21:52:54,512 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:15:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.3586, loss: 2.3586 +2025-05-31 21:53:37,775 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:14:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.4372, loss: 2.4372 +2025-05-31 21:54:21,369 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:13:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5032, loss: 2.5032 +2025-05-31 21:55:04,582 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:13:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.5408, loss: 2.5408 +2025-05-31 21:55:28,021 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-31 21:56:54,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 21:56:54,296 - pyskl - INFO - +top1_acc 0.9129 +top5_acc 0.9917 +2025-05-31 21:56:54,300 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.9129, top5_acc: 0.9917 +2025-05-31 21:57:57,618 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:11:57, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.4189, loss: 2.4189 +2025-05-31 21:58:40,887 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:11:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2813, loss: 2.2813 +2025-05-31 21:59:24,162 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:10:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.2345, loss: 2.2345 +2025-05-31 22:00:07,758 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:09:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2596, loss: 2.2596 +2025-05-31 22:00:51,121 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:09:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.4143, loss: 2.4143 +2025-05-31 22:01:34,528 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.2597, loss: 2.2597 +2025-05-31 22:02:17,814 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:07:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3976, loss: 2.3976 +2025-05-31 22:03:01,015 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:06:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.4287, loss: 2.4287 +2025-05-31 22:03:44,253 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:06:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.3842, loss: 2.3842 +2025-05-31 22:04:27,666 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:05:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.3655, loss: 2.3655 +2025-05-31 22:05:10,953 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:04:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.4914, loss: 2.4914 +2025-05-31 22:05:54,249 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 19:04:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.3944, loss: 2.3944 +2025-05-31 22:06:37,762 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 19:03:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.5573, loss: 2.5573 +2025-05-31 22:07:21,350 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 19:02:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.4044, loss: 2.4044 +2025-05-31 22:08:04,699 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 19:01:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.3777, loss: 2.3777 +2025-05-31 22:08:47,994 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 19:01:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.3896, loss: 2.3896 +2025-05-31 22:09:31,453 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 19:00:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.4713, loss: 2.4713 +2025-05-31 22:10:14,911 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:59:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.3537, loss: 2.3537 +2025-05-31 22:10:58,238 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:59:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4073, loss: 2.4073 +2025-05-31 22:11:41,666 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:58:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.4192, loss: 2.4192 +2025-05-31 22:12:24,936 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:57:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4525, loss: 2.4525 +2025-05-31 22:13:08,208 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:56:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.4127, loss: 2.4127 +2025-05-31 22:13:51,527 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:56:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3955, loss: 2.3955 +2025-05-31 22:14:15,036 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-31 22:15:40,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:15:41,073 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9907 +2025-05-31 22:15:41,076 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8882, top5_acc: 0.9907 +2025-05-31 22:16:45,004 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:55:00, time: 0.639, data_time: 0.203, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.2924, loss: 2.2924 +2025-05-31 22:17:28,568 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:54:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.3316, loss: 2.3316 +2025-05-31 22:18:12,032 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:53:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.2799, loss: 2.2799 +2025-05-31 22:18:55,406 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:52:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 2.2935, loss: 2.2935 +2025-05-31 22:19:38,746 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:52:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.3374, loss: 2.3374 +2025-05-31 22:20:22,202 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:51:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.3111, loss: 2.3111 +2025-05-31 22:21:05,432 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.3704, loss: 2.3704 +2025-05-31 22:21:48,629 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:49:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.4472, loss: 2.4472 +2025-05-31 22:22:31,820 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:49:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.4239, loss: 2.4239 +2025-05-31 22:23:15,052 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:48:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3521, loss: 2.3521 +2025-05-31 22:23:58,316 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:47:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3640, loss: 2.3640 +2025-05-31 22:24:41,771 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:47:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.3364, loss: 2.3364 +2025-05-31 22:25:25,143 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:46:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2610, loss: 2.2610 +2025-05-31 22:26:08,482 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:45:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 2.4397, loss: 2.4397 +2025-05-31 22:26:51,790 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:44:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3794, loss: 2.3794 +2025-05-31 22:27:35,064 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:44:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.4661, loss: 2.4661 +2025-05-31 22:28:18,338 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:43:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2900, loss: 2.2900 +2025-05-31 22:29:01,622 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:42:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.4026, loss: 2.4026 +2025-05-31 22:29:44,875 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:42:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3164, loss: 2.3164 +2025-05-31 22:30:28,104 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:41:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 2.3792, loss: 2.3792 +2025-05-31 22:31:11,367 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:40:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.4513, loss: 2.4513 +2025-05-31 22:31:54,630 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:39:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.2374, loss: 2.2374 +2025-05-31 22:32:37,894 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3746, loss: 2.3746 +2025-05-31 22:33:01,350 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-31 22:34:27,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 22:34:27,389 - pyskl - INFO - +top1_acc 0.8385 +top5_acc 0.9815 +2025-05-31 22:34:27,392 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8385, top5_acc: 0.9815 +2025-05-31 22:35:31,217 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:38:03, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.2936, loss: 2.2936 +2025-05-31 22:36:14,554 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:37:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.3005, loss: 2.3005 +2025-05-31 22:36:57,962 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:36:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.3024, loss: 2.3024 +2025-05-31 22:37:41,630 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:35:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.2743, loss: 2.2743 +2025-05-31 22:38:24,862 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:35:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.2593, loss: 2.2593 +2025-05-31 22:39:08,015 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:34:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3432, loss: 2.3432 +2025-05-31 22:39:51,139 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:33:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.3958, loss: 2.3958 +2025-05-31 22:40:34,283 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:33:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.3405, loss: 2.3405 +2025-05-31 22:41:17,463 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:32:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.3744, loss: 2.3744 +2025-05-31 22:42:00,548 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:31:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.3816, loss: 2.3816 +2025-05-31 22:42:43,710 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:30:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3629, loss: 2.3629 +2025-05-31 22:43:26,921 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:30:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9962, loss_cls: 2.4379, loss: 2.4379 +2025-05-31 22:44:10,209 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:29:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.3896, loss: 2.3896 +2025-05-31 22:44:53,698 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:28:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3810, loss: 2.3810 +2025-05-31 22:45:37,169 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:27:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3677, loss: 2.3677 +2025-05-31 22:46:20,491 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.4461, loss: 2.4461 +2025-05-31 22:47:03,926 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:26:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3546, loss: 2.3546 +2025-05-31 22:47:47,171 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:25:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.3381, loss: 2.3381 +2025-05-31 22:48:30,398 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:25:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.2267, loss: 2.2267 +2025-05-31 22:49:13,677 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:24:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2806, loss: 2.2806 +2025-05-31 22:49:56,957 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:23:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.4298, loss: 2.4298 +2025-05-31 22:50:40,251 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:22:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3933, loss: 2.3933 +2025-05-31 22:51:23,574 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:22:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.4282, loss: 2.4282 +2025-05-31 22:51:47,088 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-31 23:00:17,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:00:17,548 - pyskl - INFO - +top1_acc 0.8856 +top5_acc 0.9852 +2025-05-31 23:00:17,551 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8856, top5_acc: 0.9852 +2025-05-31 23:01:20,682 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:21:04, time: 0.631, data_time: 0.199, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.2546, loss: 2.2546 +2025-05-31 23:02:03,810 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:20:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.2576, loss: 2.2576 +2025-05-31 23:02:47,100 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:19:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.3004, loss: 2.3004 +2025-05-31 23:03:30,465 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:18:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.3508, loss: 2.3508 +2025-05-31 23:04:13,851 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:18:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1895, loss: 2.1895 +2025-05-31 23:04:57,186 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:17:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.2757, loss: 2.2757 +2025-05-31 23:05:40,319 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:16:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2947, loss: 2.2947 +2025-05-31 23:06:23,499 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:16:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3484, loss: 2.3484 +2025-05-31 23:07:06,704 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:15:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9962, loss_cls: 2.3553, loss: 2.3553 +2025-05-31 23:07:49,950 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:14:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.4240, loss: 2.4240 +2025-05-31 23:08:33,206 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:13:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4541, loss: 2.4541 +2025-05-31 23:09:16,472 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:13:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.3852, loss: 2.3852 +2025-05-31 23:09:59,672 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:12:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.2696, loss: 2.2696 +2025-05-31 23:10:43,173 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:11:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3716, loss: 2.3716 +2025-05-31 23:11:26,399 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:11:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4112, loss: 2.4112 +2025-05-31 23:12:09,625 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:10:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.3265, loss: 2.3265 +2025-05-31 23:12:52,904 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:09:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.3213, loss: 2.3213 +2025-05-31 23:13:36,234 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:08:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2394, loss: 2.2394 +2025-05-31 23:14:19,499 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:08:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.3277, loss: 2.3277 +2025-05-31 23:15:02,754 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:07:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4319, loss: 2.4319 +2025-05-31 23:15:45,962 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 18:06:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2858, loss: 2.2858 +2025-05-31 23:16:29,148 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 18:05:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.3903, loss: 2.3903 +2025-05-31 23:17:12,341 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 18:05:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.3561, loss: 2.3561 +2025-05-31 23:17:35,711 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-31 23:19:01,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:19:01,805 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9931 +2025-05-31 23:19:01,865 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_66.pth was removed +2025-05-31 23:19:02,859 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-05-31 23:19:02,859 - pyskl - INFO - Best top1_acc is 0.9168 at 86 epoch. +2025-05-31 23:19:02,862 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9168, top5_acc: 0.9931 +2025-05-31 23:20:06,107 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 18:04:06, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.2944, loss: 2.2944 +2025-05-31 23:20:49,313 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 18:03:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.2076, loss: 2.2076 +2025-05-31 23:21:32,730 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 18:02:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.2305, loss: 2.2305 +2025-05-31 23:22:16,167 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 18:01:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.2818, loss: 2.2818 +2025-05-31 23:22:59,586 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 18:01:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.2401, loss: 2.2401 +2025-05-31 23:23:42,746 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 18:00:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.2877, loss: 2.2877 +2025-05-31 23:24:25,855 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:59:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.3250, loss: 2.3250 +2025-05-31 23:25:08,992 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:59:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.2039, loss: 2.2039 +2025-05-31 23:25:52,084 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:58:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3689, loss: 2.3689 +2025-05-31 23:26:35,148 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.3236, loss: 2.3236 +2025-05-31 23:27:18,304 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:56:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.2845, loss: 2.2845 +2025-05-31 23:28:01,422 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:56:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.2186, loss: 2.2186 +2025-05-31 23:28:44,590 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:55:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3497, loss: 2.3497 +2025-05-31 23:29:27,727 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:54:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3681, loss: 2.3681 +2025-05-31 23:30:10,914 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:54:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.2871, loss: 2.2871 +2025-05-31 23:30:54,090 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:53:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3631, loss: 2.3631 +2025-05-31 23:31:37,421 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:52:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.3632, loss: 2.3632 +2025-05-31 23:32:20,698 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:51:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.4105, loss: 2.4105 +2025-05-31 23:33:03,874 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:51:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2346, loss: 2.2346 +2025-05-31 23:33:46,964 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:50:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.4300, loss: 2.4300 +2025-05-31 23:34:30,266 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:49:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3524, loss: 2.3524 +2025-05-31 23:35:13,529 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:48:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2590, loss: 2.2590 +2025-05-31 23:35:56,787 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:48:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.3287, loss: 2.3287 +2025-05-31 23:36:20,260 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-31 23:37:46,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:37:46,474 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9930 +2025-05-31 23:37:46,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_86.pth was removed +2025-05-31 23:37:47,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2025-05-31 23:37:47,488 - pyskl - INFO - Best top1_acc is 0.9187 at 87 epoch. +2025-05-31 23:37:47,491 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9187, top5_acc: 0.9930 +2025-05-31 23:38:50,652 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:47:06, time: 0.632, data_time: 0.198, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1225, loss: 2.1225 +2025-05-31 23:39:33,954 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:46:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.2327, loss: 2.2327 +2025-05-31 23:40:17,405 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:45:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.3092, loss: 2.3092 +2025-05-31 23:41:00,798 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:44:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.3439, loss: 2.3439 +2025-05-31 23:41:44,162 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:44:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2390, loss: 2.2390 +2025-05-31 23:42:27,379 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:43:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.2693, loss: 2.2693 +2025-05-31 23:43:10,663 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:42:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2481, loss: 2.2481 +2025-05-31 23:43:54,178 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:42:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2191, loss: 2.2191 +2025-05-31 23:44:37,464 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:41:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2695, loss: 2.2695 +2025-05-31 23:45:20,755 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:40:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.4070, loss: 2.4070 +2025-05-31 23:46:04,026 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:39:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.4084, loss: 2.4084 +2025-05-31 23:46:47,241 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:39:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2333, loss: 2.2333 +2025-05-31 23:47:30,526 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:38:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.2644, loss: 2.2644 +2025-05-31 23:48:13,779 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:37:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2941, loss: 2.2941 +2025-05-31 23:48:57,186 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:37:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.2139, loss: 2.2139 +2025-05-31 23:49:40,562 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:36:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.3108, loss: 2.3108 +2025-05-31 23:50:23,897 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:35:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.3577, loss: 2.3577 +2025-05-31 23:51:07,307 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:34:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.2294, loss: 2.2294 +2025-05-31 23:51:50,597 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:34:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.2689, loss: 2.2689 +2025-05-31 23:52:33,878 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:33:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3305, loss: 2.3305 +2025-05-31 23:53:17,185 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:32:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.2705, loss: 2.2705 +2025-05-31 23:54:00,431 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:32:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.3434, loss: 2.3434 +2025-05-31 23:54:43,838 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:31:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2934, loss: 2.2934 +2025-05-31 23:55:07,257 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-31 23:56:33,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-31 23:56:33,641 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9923 +2025-05-31 23:56:33,644 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8954, top5_acc: 0.9923 +2025-05-31 23:57:37,178 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:30:09, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0836, loss: 2.0836 +2025-05-31 23:58:20,542 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1950, loss: 2.1950 +2025-05-31 23:59:04,026 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:28:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2093, loss: 2.2093 +2025-05-31 23:59:47,304 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:28:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.2325, loss: 2.2325 +2025-06-01 00:00:30,834 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:27:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1900, loss: 2.1900 +2025-06-01 00:01:14,407 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:26:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.2685, loss: 2.2685 +2025-06-01 00:01:57,853 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:25:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.2456, loss: 2.2456 +2025-06-01 00:02:41,323 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:25:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3134, loss: 2.3134 +2025-06-01 00:03:24,780 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:24:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.2285, loss: 2.2285 +2025-06-01 00:04:08,294 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:23:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.2976, loss: 2.2976 +2025-06-01 00:04:51,817 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:22:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.2499, loss: 2.2499 +2025-06-01 00:05:35,097 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:22:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.3050, loss: 2.3050 +2025-06-01 00:06:18,498 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:21:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.3319, loss: 2.3319 +2025-06-01 00:07:01,866 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:20:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.2789, loss: 2.2789 +2025-06-01 00:07:45,230 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:20:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2967, loss: 2.2967 +2025-06-01 00:08:28,774 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:19:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.4161, loss: 2.4161 +2025-06-01 00:09:12,231 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:18:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2968, loss: 2.2968 +2025-06-01 00:09:55,585 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:17:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1996, loss: 2.1996 +2025-06-01 00:10:38,855 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:17:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.3198, loss: 2.3198 +2025-06-01 00:11:22,088 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:16:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.2541, loss: 2.2541 +2025-06-01 00:12:05,354 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:15:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.3998, loss: 2.3998 +2025-06-01 00:12:48,586 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:15:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.3003, loss: 2.3003 +2025-06-01 00:13:31,899 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:14:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.3024, loss: 2.3024 +2025-06-01 00:13:55,356 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-01 00:15:21,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:15:21,899 - pyskl - INFO - +top1_acc 0.9221 +top5_acc 0.9932 +2025-06-01 00:15:21,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_87.pth was removed +2025-06-01 00:15:22,898 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-01 00:15:22,899 - pyskl - INFO - Best top1_acc is 0.9221 at 89 epoch. +2025-06-01 00:15:22,901 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9221, top5_acc: 0.9932 +2025-06-01 00:16:26,366 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:13:13, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1633, loss: 2.1633 +2025-06-01 00:17:09,945 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:12:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.2230, loss: 2.2230 +2025-06-01 00:17:53,387 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:11:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1782, loss: 2.1782 +2025-06-01 00:18:36,686 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:11:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.2432, loss: 2.2432 +2025-06-01 00:19:19,930 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:10:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1341, loss: 2.1341 +2025-06-01 00:20:03,105 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:09:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2812, loss: 2.2812 +2025-06-01 00:20:46,337 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:08:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.0590, loss: 2.0590 +2025-06-01 00:21:29,695 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:08:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.2738, loss: 2.2738 +2025-06-01 00:22:12,933 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:07:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.1934, loss: 2.1934 +2025-06-01 00:22:56,201 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 17:06:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2213, loss: 2.2213 +2025-06-01 00:23:39,479 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 17:06:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.1609, loss: 2.1609 +2025-06-01 00:24:22,797 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 17:05:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.2009, loss: 2.2009 +2025-06-01 00:25:06,154 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 17:04:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.3101, loss: 2.3101 +2025-06-01 00:25:49,594 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 17:03:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1856, loss: 2.1856 +2025-06-01 00:26:32,994 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 17:03:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2982, loss: 2.2982 +2025-06-01 00:27:16,428 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 17:02:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2832, loss: 2.2832 +2025-06-01 00:27:59,845 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 17:01:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.2099, loss: 2.2099 +2025-06-01 00:28:43,294 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 17:01:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.2910, loss: 2.2910 +2025-06-01 00:29:26,571 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 17:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.3071, loss: 2.3071 +2025-06-01 00:30:09,817 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:59:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.2335, loss: 2.2335 +2025-06-01 00:30:53,127 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:58:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.3219, loss: 2.3219 +2025-06-01 00:31:36,493 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:58:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.3327, loss: 2.3327 +2025-06-01 00:32:19,861 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:57:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2089, loss: 2.2089 +2025-06-01 00:32:43,383 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-01 00:41:15,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 00:41:15,747 - pyskl - INFO - +top1_acc 0.9193 +top5_acc 0.9938 +2025-06-01 00:41:15,750 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9193, top5_acc: 0.9938 +2025-06-01 00:42:18,954 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:56:16, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1473, loss: 2.1473 +2025-06-01 00:43:02,100 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:55:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.2518, loss: 2.2518 +2025-06-01 00:43:45,475 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:54:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.2086, loss: 2.2086 +2025-06-01 00:44:28,710 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:54:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1380, loss: 2.1380 +2025-06-01 00:45:12,013 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:53:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2165, loss: 2.2165 +2025-06-01 00:45:55,353 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:52:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2214, loss: 2.2214 +2025-06-01 00:46:38,849 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:51:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1714, loss: 2.1714 +2025-06-01 00:47:22,294 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:51:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.3162, loss: 2.3162 +2025-06-01 00:48:05,515 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:50:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2631, loss: 2.2631 +2025-06-01 00:48:48,778 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:49:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3007, loss: 2.3007 +2025-06-01 00:49:32,047 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:49:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.2384, loss: 2.2384 +2025-06-01 00:50:15,263 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:48:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.1897, loss: 2.1897 +2025-06-01 00:50:58,427 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:47:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.2531, loss: 2.2531 +2025-06-01 00:51:41,688 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:46:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1280, loss: 2.1280 +2025-06-01 00:52:24,922 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:46:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.2397, loss: 2.2397 +2025-06-01 00:53:08,203 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:45:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2186, loss: 2.2186 +2025-06-01 00:53:51,422 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:44:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.2313, loss: 2.2313 +2025-06-01 00:54:34,650 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:44:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9994, loss_cls: 2.2419, loss: 2.2419 +2025-06-01 00:55:18,010 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:43:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2842, loss: 2.2842 +2025-06-01 00:56:01,135 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:42:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2308, loss: 2.2308 +2025-06-01 00:56:44,408 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:41:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2706, loss: 2.2706 +2025-06-01 00:57:27,645 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:41:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.2741, loss: 2.2741 +2025-06-01 00:58:10,908 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:40:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.3520, loss: 2.3520 +2025-06-01 00:58:34,403 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-01 01:00:00,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:00:00,439 - pyskl - INFO - +top1_acc 0.9126 +top5_acc 0.9923 +2025-06-01 01:00:00,442 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9126, top5_acc: 0.9923 +2025-06-01 01:01:04,215 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:39:18, time: 0.638, data_time: 0.202, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0631, loss: 2.0631 +2025-06-01 01:01:47,555 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:38:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.1096, loss: 2.1096 +2025-06-01 01:02:31,007 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:37:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.2252, loss: 2.2252 +2025-06-01 01:03:14,413 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:37:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1129, loss: 2.1129 +2025-06-01 01:03:57,888 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:36:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1018, loss: 2.1018 +2025-06-01 01:04:41,150 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:35:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1666, loss: 2.1666 +2025-06-01 01:05:24,452 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:34:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1987, loss: 2.1987 +2025-06-01 01:06:07,783 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:34:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.2377, loss: 2.2377 +2025-06-01 01:06:51,087 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:33:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1773, loss: 2.1773 +2025-06-01 01:07:34,257 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:32:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.2258, loss: 2.2258 +2025-06-01 01:08:17,711 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:32:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.2346, loss: 2.2346 +2025-06-01 01:09:01,126 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:31:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.2312, loss: 2.2312 +2025-06-01 01:09:44,422 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:30:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1503, loss: 2.1503 +2025-06-01 01:10:27,685 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:29:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.1799, loss: 2.1799 +2025-06-01 01:11:10,974 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:29:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.2185, loss: 2.2185 +2025-06-01 01:11:54,334 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:28:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2857, loss: 2.2857 +2025-06-01 01:12:37,617 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:27:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1903, loss: 2.1903 +2025-06-01 01:13:21,229 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:27:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.2205, loss: 2.2205 +2025-06-01 01:14:04,597 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:26:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1879, loss: 2.1879 +2025-06-01 01:14:48,030 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:25:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2455, loss: 2.2455 +2025-06-01 01:15:31,373 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:24:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.2386, loss: 2.2386 +2025-06-01 01:16:14,620 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:24:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.2545, loss: 2.2545 +2025-06-01 01:16:57,938 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:23:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.3000, loss: 2.3000 +2025-06-01 01:17:21,324 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-01 01:18:47,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:18:47,744 - pyskl - INFO - +top1_acc 0.9215 +top5_acc 0.9927 +2025-06-01 01:18:47,747 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9215, top5_acc: 0.9927 +2025-06-01 01:19:51,314 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:22:21, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1086, loss: 2.1086 +2025-06-01 01:20:34,815 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:21:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 2.0873, loss: 2.0873 +2025-06-01 01:21:18,495 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:20:55, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.0746, loss: 2.0746 +2025-06-01 01:22:01,928 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:20:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.1435, loss: 2.1435 +2025-06-01 01:22:45,408 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:19:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1602, loss: 2.1602 +2025-06-01 01:23:28,730 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:18:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1566, loss: 2.1566 +2025-06-01 01:24:12,058 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:18:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.2231, loss: 2.2231 +2025-06-01 01:24:55,394 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:17:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.2148, loss: 2.2148 +2025-06-01 01:25:38,701 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:16:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.1730, loss: 2.1730 +2025-06-01 01:26:21,976 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:15:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0788, loss: 2.0788 +2025-06-01 01:27:05,286 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:15:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1927, loss: 2.1927 +2025-06-01 01:27:48,657 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:14:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.2625, loss: 2.2625 +2025-06-01 01:28:31,997 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:13:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1823, loss: 2.1823 +2025-06-01 01:29:15,378 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:13:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.1406, loss: 2.1406 +2025-06-01 01:29:58,688 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:12:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1378, loss: 2.1378 +2025-06-01 01:30:42,100 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:11:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.2233, loss: 2.2233 +2025-06-01 01:31:25,427 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:10:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.2248, loss: 2.2248 +2025-06-01 01:32:08,751 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:10:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9988, loss_cls: 2.2816, loss: 2.2816 +2025-06-01 01:32:51,953 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:09:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2603, loss: 2.2603 +2025-06-01 01:33:35,246 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:08:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.2598, loss: 2.2598 +2025-06-01 01:34:18,515 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:07:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2011, loss: 2.2011 +2025-06-01 01:35:01,739 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:07:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.2064, loss: 2.2064 +2025-06-01 01:35:44,935 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:06:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1954, loss: 2.1954 +2025-06-01 01:36:08,416 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-01 01:37:34,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:37:34,429 - pyskl - INFO - +top1_acc 0.9250 +top5_acc 0.9940 +2025-06-01 01:37:34,480 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_89.pth was removed +2025-06-01 01:37:35,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-01 01:37:35,497 - pyskl - INFO - Best top1_acc is 0.9250 at 93 epoch. +2025-06-01 01:37:35,500 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9250, top5_acc: 0.9940 +2025-06-01 01:38:38,943 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 16:05:24, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0412, loss: 2.0412 +2025-06-01 01:39:22,322 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 16:04:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.1621, loss: 2.1621 +2025-06-01 01:40:05,694 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 16:03:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1073, loss: 2.1073 +2025-06-01 01:40:49,038 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 16:03:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 2.0621, loss: 2.0621 +2025-06-01 01:41:32,247 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 16:02:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1751, loss: 2.1751 +2025-06-01 01:42:15,506 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 16:01:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.1668, loss: 2.1668 +2025-06-01 01:42:58,765 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 16:01:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.2313, loss: 2.2313 +2025-06-01 01:43:42,029 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 16:00:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0887, loss: 2.0887 +2025-06-01 01:44:25,362 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:59:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0776, loss: 2.0776 +2025-06-01 01:45:08,754 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0779, loss: 2.0779 +2025-06-01 01:45:52,075 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:58:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.1530, loss: 2.1530 +2025-06-01 01:46:35,458 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:57:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.2454, loss: 2.2454 +2025-06-01 01:47:18,777 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:56:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.1591, loss: 2.1591 +2025-06-01 01:48:02,070 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:56:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1259, loss: 2.1259 +2025-06-01 01:48:45,354 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:55:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1756, loss: 2.1756 +2025-06-01 01:49:28,902 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:54:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.1975, loss: 2.1975 +2025-06-01 01:50:12,253 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:53:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.2829, loss: 2.2829 +2025-06-01 01:50:55,576 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:53:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 2.1556, loss: 2.1556 +2025-06-01 01:51:38,805 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:52:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1823, loss: 2.1823 +2025-06-01 01:52:22,116 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:51:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.2206, loss: 2.2206 +2025-06-01 01:53:05,428 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:51:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.1206, loss: 2.1206 +2025-06-01 01:53:48,694 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.1904, loss: 2.1904 +2025-06-01 01:54:31,938 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:49:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.2564, loss: 2.2564 +2025-06-01 01:54:55,357 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-01 01:56:21,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 01:56:21,496 - pyskl - INFO - +top1_acc 0.9306 +top5_acc 0.9934 +2025-06-01 01:56:21,547 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_93.pth was removed +2025-06-01 01:56:22,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-06-01 01:56:22,552 - pyskl - INFO - Best top1_acc is 0.9306 at 94 epoch. +2025-06-01 01:56:22,554 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9306, top5_acc: 0.9934 +2025-06-01 01:57:26,361 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:48:27, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.1055, loss: 2.1055 +2025-06-01 01:58:09,701 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:47:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.0373, loss: 2.0373 +2025-06-01 01:58:53,017 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:47:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9858, loss: 1.9858 +2025-06-01 01:59:36,254 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:46:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1087, loss: 2.1087 +2025-06-01 02:00:19,578 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:45:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0243, loss: 2.0243 +2025-06-01 02:01:02,763 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:44:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.0763, loss: 2.0763 +2025-06-01 02:01:45,971 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:44:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 2.0065, loss: 2.0065 +2025-06-01 02:02:29,181 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:43:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0923, loss: 2.0923 +2025-06-01 02:03:12,426 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:42:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.1176, loss: 2.1176 +2025-06-01 02:03:55,665 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:41:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.1929, loss: 2.1929 +2025-06-01 02:04:38,944 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:41:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0856, loss: 2.0856 +2025-06-01 02:05:22,257 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:40:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1103, loss: 2.1103 +2025-06-01 02:06:05,594 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:39:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.1984, loss: 2.1984 +2025-06-01 02:06:48,953 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:39:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0769, loss: 2.0769 +2025-06-01 02:07:32,353 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:38:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1510, loss: 2.1510 +2025-06-01 02:08:15,810 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:37:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.2045, loss: 2.2045 +2025-06-01 02:08:59,169 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:36:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 2.2030, loss: 2.2030 +2025-06-01 02:09:42,569 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:36:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.2283, loss: 2.2283 +2025-06-01 02:10:25,883 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:35:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1350, loss: 2.1350 +2025-06-01 02:11:09,198 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:34:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.2364, loss: 2.2364 +2025-06-01 02:11:52,457 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.2390, loss: 2.2390 +2025-06-01 02:12:35,833 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:33:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1620, loss: 2.1620 +2025-06-01 02:13:19,099 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:32:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.2140, loss: 2.2140 +2025-06-01 02:13:42,525 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-01 02:23:05,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:23:06,069 - pyskl - INFO - +top1_acc 0.9274 +top5_acc 0.9925 +2025-06-01 02:23:06,072 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9274, top5_acc: 0.9925 +2025-06-01 02:24:09,405 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:31:30, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1182, loss: 2.1182 +2025-06-01 02:24:52,699 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:30:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 1.0000, loss_cls: 2.0059, loss: 2.0059 +2025-06-01 02:25:35,866 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:30:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.2126, loss: 2.2126 +2025-06-01 02:26:19,267 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:29:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9891, loss: 1.9891 +2025-06-01 02:27:02,574 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:28:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1492, loss: 2.1492 +2025-06-01 02:27:45,844 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:27:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0659, loss: 2.0659 +2025-06-01 02:28:29,150 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0891, loss: 2.0891 +2025-06-01 02:29:12,535 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:26:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1200, loss: 2.1200 +2025-06-01 02:29:55,850 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:25:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.0992, loss: 2.0992 +2025-06-01 02:30:39,081 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:25:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1279, loss: 2.1279 +2025-06-01 02:31:22,347 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:24:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.0488, loss: 2.0488 +2025-06-01 02:32:05,504 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:23:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0991, loss: 2.0991 +2025-06-01 02:32:48,558 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:22:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.2144, loss: 2.2144 +2025-06-01 02:33:31,869 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:22:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1602, loss: 2.1602 +2025-06-01 02:34:15,146 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:21:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1776, loss: 2.1776 +2025-06-01 02:34:58,467 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:20:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.1930, loss: 2.1930 +2025-06-01 02:35:41,673 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:19:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1806, loss: 2.1806 +2025-06-01 02:36:24,810 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:19:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.1412, loss: 2.1412 +2025-06-01 02:37:08,025 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:18:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.1438, loss: 2.1438 +2025-06-01 02:37:51,198 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:17:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1426, loss: 2.1426 +2025-06-01 02:38:34,388 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:17:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.2068, loss: 2.2068 +2025-06-01 02:39:17,550 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:16:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.1247, loss: 2.1247 +2025-06-01 02:40:00,640 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:15:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.2747, loss: 2.2747 +2025-06-01 02:40:24,004 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-01 02:41:50,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 02:41:50,307 - pyskl - INFO - +top1_acc 0.9228 +top5_acc 0.9941 +2025-06-01 02:41:50,310 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9228, top5_acc: 0.9941 +2025-06-01 02:42:54,171 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:14:32, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0752, loss: 2.0752 +2025-06-01 02:43:37,363 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:13:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0604, loss: 2.0604 +2025-06-01 02:44:20,657 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:13:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.1562, loss: 2.1562 +2025-06-01 02:45:04,062 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:12:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.9944, loss: 1.9944 +2025-06-01 02:45:47,446 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:11:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0578, loss: 2.0578 +2025-06-01 02:46:30,858 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:10:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0407, loss: 2.0407 +2025-06-01 02:47:14,175 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:10:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.1204, loss: 2.1204 +2025-06-01 02:47:57,413 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:09:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.1286, loss: 2.1286 +2025-06-01 02:48:40,658 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:08:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1122, loss: 2.1122 +2025-06-01 02:49:24,143 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:08:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.1398, loss: 2.1398 +2025-06-01 02:50:07,347 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:07:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1207, loss: 2.1207 +2025-06-01 02:50:50,731 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:06:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0944, loss: 2.0944 +2025-06-01 02:51:34,039 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 15:05:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1350, loss: 2.1350 +2025-06-01 02:52:17,510 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 15:05:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.1274, loss: 2.1274 +2025-06-01 02:53:01,107 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 15:04:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.0867, loss: 2.0867 +2025-06-01 02:53:44,642 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 15:03:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.1045, loss: 2.1045 +2025-06-01 02:54:27,929 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 15:03:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1820, loss: 2.1820 +2025-06-01 02:55:11,290 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 15:02:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.0914, loss: 2.0914 +2025-06-01 02:55:54,642 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 15:01:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.1187, loss: 2.1187 +2025-06-01 02:56:38,002 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 15:00:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1776, loss: 2.1776 +2025-06-01 02:57:21,362 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 15:00:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.1454, loss: 2.1454 +2025-06-01 02:58:04,726 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:59:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.1730, loss: 2.1730 +2025-06-01 02:58:48,084 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:58:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.2124, loss: 2.2124 +2025-06-01 02:59:11,655 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-01 03:00:37,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:00:38,007 - pyskl - INFO - +top1_acc 0.9366 +top5_acc 0.9949 +2025-06-01 03:00:38,061 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_94.pth was removed +2025-06-01 03:00:39,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-01 03:00:39,085 - pyskl - INFO - Best top1_acc is 0.9366 at 97 epoch. +2025-06-01 03:00:39,088 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9366, top5_acc: 0.9949 +2025-06-01 03:01:42,581 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:57:35, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.0331, loss: 2.0331 +2025-06-01 03:02:25,866 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:56:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9650, loss: 1.9650 +2025-06-01 03:03:09,257 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:56:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 2.0296, loss: 2.0296 +2025-06-01 03:03:52,672 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:55:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0218, loss: 2.0218 +2025-06-01 03:04:35,965 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:54:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.1902, loss: 2.1902 +2025-06-01 03:05:19,223 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:53:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0118, loss: 2.0118 +2025-06-01 03:06:02,471 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:53:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.0446, loss: 2.0446 +2025-06-01 03:06:45,735 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:52:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0365, loss: 2.0365 +2025-06-01 03:07:28,996 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:51:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1492, loss: 2.1492 +2025-06-01 03:08:12,303 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:51:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.0756, loss: 2.0756 +2025-06-01 03:08:55,506 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:50:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1129, loss: 2.1129 +2025-06-01 03:09:38,782 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:49:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.0560, loss: 2.0560 +2025-06-01 03:10:21,984 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:48:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.1182, loss: 2.1182 +2025-06-01 03:11:05,214 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:48:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0440, loss: 2.0440 +2025-06-01 03:11:48,430 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0389, loss: 2.0389 +2025-06-01 03:12:31,781 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:46:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 2.0417, loss: 2.0417 +2025-06-01 03:13:15,261 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:46:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.0222, loss: 2.0222 +2025-06-01 03:13:58,499 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:45:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.1732, loss: 2.1732 +2025-06-01 03:14:41,754 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:44:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.1588, loss: 2.1588 +2025-06-01 03:15:25,006 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:43:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.0947, loss: 2.0947 +2025-06-01 03:16:08,259 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:43:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 2.1081, loss: 2.1081 +2025-06-01 03:16:51,278 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:42:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1479, loss: 2.1479 +2025-06-01 03:17:34,472 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:41:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.2110, loss: 2.2110 +2025-06-01 03:17:57,922 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-01 03:19:24,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:19:24,317 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9918 +2025-06-01 03:19:24,321 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.8980, top5_acc: 0.9918 +2025-06-01 03:20:28,146 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:40:37, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.9762, loss: 1.9762 +2025-06-01 03:21:11,507 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:39:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.9340, loss: 1.9340 +2025-06-01 03:21:54,792 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0028, loss: 2.0028 +2025-06-01 03:22:38,088 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:38:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9612, loss: 1.9612 +2025-06-01 03:23:21,461 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:37:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.0296, loss: 2.0296 +2025-06-01 03:24:04,836 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:37:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.9715, loss: 1.9715 +2025-06-01 03:24:48,179 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:36:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.1184, loss: 2.1184 +2025-06-01 03:25:31,369 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:35:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 2.1308, loss: 2.1308 +2025-06-01 03:26:14,683 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:34:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0495, loss: 2.0495 +2025-06-01 03:26:57,968 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:34:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 03:27:41,321 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:33:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0942, loss: 2.0942 +2025-06-01 03:28:24,675 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:32:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 1.0000, loss_cls: 2.0630, loss: 2.0630 +2025-06-01 03:29:08,030 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:31:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0629, loss: 2.0629 +2025-06-01 03:29:51,430 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:31:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1312, loss: 2.1312 +2025-06-01 03:30:34,665 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:30:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1298, loss: 2.1298 +2025-06-01 03:31:17,920 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:29:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 2.0877, loss: 2.0877 +2025-06-01 03:32:01,234 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:29:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0603, loss: 2.0603 +2025-06-01 03:32:44,629 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:28:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.0745, loss: 2.0745 +2025-06-01 03:33:28,056 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:27:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.1302, loss: 2.1302 +2025-06-01 03:34:11,481 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:26:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1217, loss: 2.1217 +2025-06-01 03:34:54,768 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:26:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1332, loss: 2.1332 +2025-06-01 03:35:38,022 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:25:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.0888, loss: 2.0888 +2025-06-01 03:36:21,270 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:24:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1642, loss: 2.1642 +2025-06-01 03:36:44,750 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-01 03:38:11,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 03:38:11,172 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9908 +2025-06-01 03:38:11,178 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9118, top5_acc: 0.9908 +2025-06-01 03:39:15,551 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:23:41, time: 0.644, data_time: 0.207, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.9761, loss: 1.9761 +2025-06-01 03:39:58,806 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:22:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0139, loss: 2.0139 +2025-06-01 03:40:41,911 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:22:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0510, loss: 2.0510 +2025-06-01 03:41:25,002 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:21:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 2.0013, loss: 2.0013 +2025-06-01 03:42:08,098 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:20:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9915, loss: 1.9915 +2025-06-01 03:42:51,225 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:20:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0121, loss: 2.0121 +2025-06-01 03:43:34,289 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:19:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0738, loss: 2.0738 +2025-06-01 03:44:17,380 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:18:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.9701, loss: 1.9701 +2025-06-01 03:45:00,568 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:17:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9944, loss: 1.9944 +2025-06-01 03:45:43,754 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:17:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0001, loss: 2.0001 +2025-06-01 03:46:26,961 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:16:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0313, loss: 2.0313 +2025-06-01 03:47:10,250 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:15:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0672, loss: 2.0672 +2025-06-01 03:47:53,522 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:15:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9662, loss: 1.9662 +2025-06-01 03:48:36,790 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:14:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9727, loss: 1.9727 +2025-06-01 03:49:19,931 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:13:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.9903, loss: 1.9903 +2025-06-01 03:50:03,161 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:12:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 2.0527, loss: 2.0527 +2025-06-01 03:50:46,370 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:12:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 2.0655, loss: 2.0655 +2025-06-01 03:51:29,541 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:11:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0252, loss: 2.0252 +2025-06-01 03:52:12,714 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:10:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1125, loss: 2.1125 +2025-06-01 03:52:55,903 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:09:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0355, loss: 2.0355 +2025-06-01 03:53:39,130 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:09:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1443, loss: 2.1443 +2025-06-01 03:54:22,328 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:08:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 2.0553, loss: 2.0553 +2025-06-01 03:55:05,577 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:07:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0782, loss: 2.0782 +2025-06-01 03:55:29,011 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-01 04:04:53,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:04:53,145 - pyskl - INFO - +top1_acc 0.9347 +top5_acc 0.9946 +2025-06-01 04:04:53,148 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9347, top5_acc: 0.9946 +2025-06-01 04:05:56,669 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:06:42, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.9384, loss: 1.9384 +2025-06-01 04:06:39,989 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:05:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9984, loss: 1.9984 +2025-06-01 04:07:23,320 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:05:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0320, loss: 2.0320 +2025-06-01 04:08:06,576 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 14:04:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9998, loss: 1.9998 +2025-06-01 04:08:49,689 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 14:03:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.0296, loss: 2.0296 +2025-06-01 04:09:32,942 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 14:03:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9442, loss: 1.9442 +2025-06-01 04:10:16,244 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 14:02:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.9815, loss: 1.9815 +2025-06-01 04:10:59,535 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 14:01:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0018, loss: 2.0018 +2025-06-01 04:11:42,934 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 14:00:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9633, loss: 1.9633 +2025-06-01 04:12:26,342 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 14:00:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0820, loss: 2.0820 +2025-06-01 04:13:09,769 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:59:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0193, loss: 2.0193 +2025-06-01 04:13:53,147 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:58:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.9889, loss: 1.9889 +2025-06-01 04:14:36,455 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:58:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1256, loss: 2.1256 +2025-06-01 04:15:20,049 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:57:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1330, loss: 2.1330 +2025-06-01 04:16:03,465 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:56:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0086, loss: 2.0086 +2025-06-01 04:16:46,973 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:55:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9693, loss: 1.9693 +2025-06-01 04:17:30,228 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:55:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1010, loss: 2.1010 +2025-06-01 04:18:13,621 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:54:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.0665, loss: 2.0665 +2025-06-01 04:18:56,896 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:53:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0287, loss: 2.0287 +2025-06-01 04:19:40,155 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:53:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0611, loss: 2.0611 +2025-06-01 04:20:23,433 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:52:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0519, loss: 2.0519 +2025-06-01 04:21:06,668 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:51:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0011, loss: 2.0011 +2025-06-01 04:21:49,953 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:50:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0624, loss: 2.0624 +2025-06-01 04:22:13,478 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-01 04:23:39,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:23:39,780 - pyskl - INFO - +top1_acc 0.9029 +top5_acc 0.9898 +2025-06-01 04:23:39,783 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9029, top5_acc: 0.9898 +2025-06-01 04:24:43,614 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:49:45, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0005, loss: 2.0005 +2025-06-01 04:25:26,992 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:49:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.9648, loss: 1.9648 +2025-06-01 04:26:10,275 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:48:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.0085, loss: 2.0085 +2025-06-01 04:26:53,603 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:47:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.9872, loss: 1.9872 +2025-06-01 04:27:36,928 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:46:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.9495, loss: 1.9495 +2025-06-01 04:28:20,394 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:46:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.9656, loss: 1.9656 +2025-06-01 04:29:03,622 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:45:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.9424, loss: 1.9424 +2025-06-01 04:29:46,807 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:44:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.9778, loss: 1.9778 +2025-06-01 04:30:30,161 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:44:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.9726, loss: 1.9726 +2025-06-01 04:31:13,552 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:43:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.9661, loss: 1.9661 +2025-06-01 04:31:56,815 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:42:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0400, loss: 2.0400 +2025-06-01 04:32:40,060 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:41:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9787, loss: 1.9787 +2025-06-01 04:33:23,346 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:41:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 04:34:06,867 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:40:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.9903, loss: 1.9903 +2025-06-01 04:34:50,493 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:39:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9675, loss: 1.9675 +2025-06-01 04:35:34,010 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:38:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.9905, loss: 1.9905 +2025-06-01 04:36:17,427 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:38:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0653, loss: 2.0653 +2025-06-01 04:37:00,827 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:37:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9843, loss: 1.9843 +2025-06-01 04:37:44,103 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:36:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.9654, loss: 1.9654 +2025-06-01 04:38:27,080 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:36:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9720, loss: 1.9720 +2025-06-01 04:39:10,277 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:35:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0474, loss: 2.0474 +2025-06-01 04:39:53,493 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:34:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0096, loss: 2.0096 +2025-06-01 04:40:36,767 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:33:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0373, loss: 2.0373 +2025-06-01 04:41:00,073 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-01 04:42:26,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 04:42:26,296 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9919 +2025-06-01 04:42:26,299 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9091, top5_acc: 0.9919 +2025-06-01 04:43:29,939 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:32:48, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9039, loss: 1.9039 +2025-06-01 04:44:13,264 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:32:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9344, loss: 1.9344 +2025-06-01 04:44:56,574 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:31:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.8454, loss: 1.8454 +2025-06-01 04:45:39,869 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:30:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9892, loss: 1.9892 +2025-06-01 04:46:23,089 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:29:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0116, loss: 2.0116 +2025-06-01 04:47:06,303 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:29:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0394, loss: 2.0394 +2025-06-01 04:47:49,636 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:28:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.9407, loss: 1.9407 +2025-06-01 04:48:32,981 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:27:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.9446, loss: 1.9446 +2025-06-01 04:49:16,312 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:27:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 2.0085, loss: 2.0085 +2025-06-01 04:49:59,557 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:26:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.9395, loss: 1.9395 +2025-06-01 04:50:42,709 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9394, loss: 1.9394 +2025-06-01 04:51:25,928 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:24:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 2.0144, loss: 2.0144 +2025-06-01 04:52:09,187 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:24:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.9832, loss: 1.9832 +2025-06-01 04:52:52,406 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:23:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9325, loss: 1.9325 +2025-06-01 04:53:35,653 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:22:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9707, loss: 1.9707 +2025-06-01 04:54:18,846 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:22:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0239, loss: 2.0239 +2025-06-01 04:55:01,964 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:21:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8826, loss: 1.8826 +2025-06-01 04:55:45,258 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:20:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9994, loss_cls: 2.0417, loss: 2.0417 +2025-06-01 04:56:28,550 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:19:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 1.0000, loss_cls: 2.0449, loss: 2.0449 +2025-06-01 04:57:11,793 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:19:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.0834, loss: 2.0834 +2025-06-01 04:57:55,146 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:18:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0447, loss: 2.0447 +2025-06-01 04:58:38,481 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:17:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0351, loss: 2.0351 +2025-06-01 04:59:21,809 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:16:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9533, loss: 1.9533 +2025-06-01 04:59:45,272 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-01 05:01:11,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:01:11,714 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9945 +2025-06-01 05:01:11,718 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9187, top5_acc: 0.9945 +2025-06-01 05:02:15,407 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:15:51, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.9363, loss: 1.9363 +2025-06-01 05:02:58,753 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:15:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.9612, loss: 1.9612 +2025-06-01 05:03:42,042 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:14:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.8786, loss: 1.8786 +2025-06-01 05:04:25,362 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:13:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8841, loss: 1.8841 +2025-06-01 05:05:08,655 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:12:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.9767, loss: 1.9767 +2025-06-01 05:05:51,922 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:12:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9274, loss: 1.9274 +2025-06-01 05:06:35,250 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:11:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.9688, loss: 1.9688 +2025-06-01 05:07:18,638 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:10:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8901, loss: 1.8901 +2025-06-01 05:08:01,908 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:10:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9872, loss: 1.9872 +2025-06-01 05:08:45,174 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:09:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9353, loss: 1.9353 +2025-06-01 05:09:28,421 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:08:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.9008, loss: 1.9008 +2025-06-01 05:10:11,746 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:07:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 2.0235, loss: 2.0235 +2025-06-01 05:10:55,022 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:07:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9537, loss: 1.9537 +2025-06-01 05:11:38,242 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:06:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.0334, loss: 2.0334 +2025-06-01 05:12:21,450 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:05:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.9500, loss: 1.9500 +2025-06-01 05:13:04,620 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:05:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.0273, loss: 2.0273 +2025-06-01 05:13:47,874 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:04:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9811, loss: 1.9811 +2025-06-01 05:14:31,103 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:03:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 2.0164, loss: 2.0164 +2025-06-01 05:15:14,314 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:02:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.9687, loss: 1.9687 +2025-06-01 05:15:57,503 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 13:02:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 2.0130, loss: 2.0130 +2025-06-01 05:16:40,636 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 13:01:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8980, loss: 1.8980 +2025-06-01 05:17:23,878 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 13:00:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.0222, loss: 2.0222 +2025-06-01 05:18:07,053 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 13:00:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9916, loss: 1.9916 +2025-06-01 05:18:30,550 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-01 05:19:57,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:19:57,084 - pyskl - INFO - +top1_acc 0.8613 +top5_acc 0.9818 +2025-06-01 05:19:57,088 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.8613, top5_acc: 0.9818 +2025-06-01 05:21:01,242 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:58:53, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.9220, loss: 1.9220 +2025-06-01 05:21:44,417 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:58:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8654, loss: 1.8654 +2025-06-01 05:22:27,583 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:57:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8447, loss: 1.8447 +2025-06-01 05:23:10,813 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:56:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8728, loss: 1.8728 +2025-06-01 05:23:53,988 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:56:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.9191, loss: 1.9191 +2025-06-01 05:24:37,166 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:55:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9045, loss: 1.9045 +2025-06-01 05:25:20,364 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9444, loss: 1.9444 +2025-06-01 05:26:03,586 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:53:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.9422, loss: 1.9422 +2025-06-01 05:26:46,769 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:53:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.9039, loss: 1.9039 +2025-06-01 05:27:30,045 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:52:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.8768, loss: 1.8768 +2025-06-01 05:28:13,365 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:51:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.9104, loss: 1.9104 +2025-06-01 05:28:56,689 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.9883, loss: 1.9883 +2025-06-01 05:29:39,937 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:50:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.9248, loss: 1.9248 +2025-06-01 05:30:23,129 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:49:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.9372, loss: 1.9372 +2025-06-01 05:31:06,583 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:48:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9846, loss: 1.9846 +2025-06-01 05:31:49,966 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:48:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9797, loss: 1.9797 +2025-06-01 05:32:33,510 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:47:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 2.0491, loss: 2.0491 +2025-06-01 05:33:17,022 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:46:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.9609, loss: 1.9609 +2025-06-01 05:34:00,388 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:45:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.9365, loss: 1.9365 +2025-06-01 05:34:43,603 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:45:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.9912, loss: 1.9912 +2025-06-01 05:35:26,818 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:44:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.9070, loss: 1.9070 +2025-06-01 05:36:10,106 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:43:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0410, loss: 2.0410 +2025-06-01 05:36:53,443 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:43:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8905, loss: 1.8905 +2025-06-01 05:37:16,739 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-01 05:46:07,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 05:46:07,301 - pyskl - INFO - +top1_acc 0.9364 +top5_acc 0.9947 +2025-06-01 05:46:07,304 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9364, top5_acc: 0.9947 +2025-06-01 05:47:11,021 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:41:56, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8655, loss: 1.8655 +2025-06-01 05:47:54,211 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:41:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8242, loss: 1.8242 +2025-06-01 05:48:37,407 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:40:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9582, loss: 1.9582 +2025-06-01 05:49:20,701 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:39:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8651, loss: 1.8651 +2025-06-01 05:50:03,921 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:39:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.9704, loss: 1.9704 +2025-06-01 05:50:47,034 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:38:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.9089, loss: 1.9089 +2025-06-01 05:51:30,264 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:37:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8333, loss: 1.8333 +2025-06-01 05:52:13,546 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:36:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.9368, loss: 1.9368 +2025-06-01 05:52:56,800 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:36:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.8469, loss: 1.8469 +2025-06-01 05:53:40,106 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:35:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.9349, loss: 1.9349 +2025-06-01 05:54:23,314 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:34:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.9068, loss: 1.9068 +2025-06-01 05:55:06,567 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:34:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8773, loss: 1.8773 +2025-06-01 05:55:50,016 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:33:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8835, loss: 1.8835 +2025-06-01 05:56:33,466 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:32:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.9941, loss: 1.9941 +2025-06-01 05:57:16,798 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:31:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.8870, loss: 1.8870 +2025-06-01 05:58:00,144 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:31:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0014, loss: 2.0014 +2025-06-01 05:58:43,491 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:30:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.9015, loss: 1.9015 +2025-06-01 05:59:26,737 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:29:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8973, loss: 1.8973 +2025-06-01 06:00:10,019 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:28:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9475, loss: 1.9475 +2025-06-01 06:00:53,406 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:28:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0124, loss: 2.0124 +2025-06-01 06:01:36,705 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:27:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.9164, loss: 1.9164 +2025-06-01 06:02:19,926 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:26:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 2.0090, loss: 2.0090 +2025-06-01 06:03:03,143 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:26:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.9679, loss: 1.9679 +2025-06-01 06:03:26,588 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-01 06:04:52,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:04:52,775 - pyskl - INFO - +top1_acc 0.9361 +top5_acc 0.9945 +2025-06-01 06:04:52,780 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9361, top5_acc: 0.9945 +2025-06-01 06:05:57,259 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:24:59, time: 0.645, data_time: 0.208, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8480, loss: 1.8480 +2025-06-01 06:06:40,665 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:24:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7579, loss: 1.7579 +2025-06-01 06:07:24,078 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:23:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9137, loss: 1.9137 +2025-06-01 06:08:07,470 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:22:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8756, loss: 1.8756 +2025-06-01 06:08:50,740 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:22:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8813, loss: 1.8813 +2025-06-01 06:09:33,866 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:21:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.8289, loss: 1.8289 +2025-06-01 06:10:17,071 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:20:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.8188, loss: 1.8188 +2025-06-01 06:11:00,332 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:19:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7962, loss: 1.7962 +2025-06-01 06:11:43,530 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:19:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.9017, loss: 1.9017 +2025-06-01 06:12:26,652 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:18:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8813, loss: 1.8813 +2025-06-01 06:13:09,821 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:17:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8813, loss: 1.8813 +2025-06-01 06:13:53,070 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:17:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.8727, loss: 1.8727 +2025-06-01 06:14:36,363 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:16:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8914, loss: 1.8914 +2025-06-01 06:15:19,580 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.8419, loss: 1.8419 +2025-06-01 06:16:02,898 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:14:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 1.9470, loss: 1.9470 +2025-06-01 06:16:46,230 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:14:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.8963, loss: 1.8963 +2025-06-01 06:17:29,462 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:13:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9398, loss: 1.9398 +2025-06-01 06:18:12,678 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:12:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8799, loss: 1.8799 +2025-06-01 06:18:55,933 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:12:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8957, loss: 1.8957 +2025-06-01 06:19:39,194 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:11:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.8799, loss: 1.8799 +2025-06-01 06:20:22,437 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:10:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9469, loss: 1.9469 +2025-06-01 06:21:05,723 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:09:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9871, loss: 1.9871 +2025-06-01 06:21:48,954 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:09:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.9246, loss: 1.9246 +2025-06-01 06:22:12,453 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-01 06:23:38,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:23:38,961 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9863 +2025-06-01 06:23:38,964 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.8980, top5_acc: 0.9863 +2025-06-01 06:24:42,149 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:08:01, time: 0.632, data_time: 0.199, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8917, loss: 1.8917 +2025-06-01 06:25:25,454 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:07:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8304, loss: 1.8304 +2025-06-01 06:26:08,725 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:06:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7715, loss: 1.7715 +2025-06-01 06:26:52,009 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:05:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8150, loss: 1.8150 +2025-06-01 06:27:35,245 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:05:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8007, loss: 1.8007 +2025-06-01 06:28:18,461 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:04:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.9208, loss: 1.9208 +2025-06-01 06:29:01,757 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:03:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.8464, loss: 1.8464 +2025-06-01 06:29:45,012 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:02:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.8272, loss: 1.8272 +2025-06-01 06:30:28,363 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 12:02:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7893, loss: 1.7893 +2025-06-01 06:31:11,693 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 12:01:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8294, loss: 1.8294 +2025-06-01 06:31:54,964 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 12:00:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8524, loss: 1.8524 +2025-06-01 06:32:38,214 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 12:00:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8864, loss: 1.8864 +2025-06-01 06:33:21,681 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:59:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8446, loss: 1.8446 +2025-06-01 06:34:05,224 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:58:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.8297, loss: 1.8297 +2025-06-01 06:34:48,590 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:57:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.8384, loss: 1.8384 +2025-06-01 06:35:31,861 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:57:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9111, loss: 1.9111 +2025-06-01 06:36:15,157 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:56:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.9030, loss: 1.9030 +2025-06-01 06:36:58,400 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:55:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7939, loss: 1.7939 +2025-06-01 06:37:41,710 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:55:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8838, loss: 1.8838 +2025-06-01 06:38:25,097 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:54:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8244, loss: 1.8244 +2025-06-01 06:39:08,420 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:53:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8809, loss: 1.8809 +2025-06-01 06:39:51,709 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:52:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9033, loss: 1.9033 +2025-06-01 06:40:34,973 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:52:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.8960, loss: 1.8960 +2025-06-01 06:40:58,371 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-01 06:42:24,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 06:42:24,920 - pyskl - INFO - +top1_acc 0.9305 +top5_acc 0.9939 +2025-06-01 06:42:24,923 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9305, top5_acc: 0.9939 +2025-06-01 06:43:28,678 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:51:04, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7926, loss: 1.7926 +2025-06-01 06:44:12,001 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:50:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8138, loss: 1.8138 +2025-06-01 06:44:55,252 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:49:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.8162, loss: 1.8162 +2025-06-01 06:45:38,553 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:48:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7753, loss: 1.7753 +2025-06-01 06:46:21,904 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:48:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8595, loss: 1.8595 +2025-06-01 06:47:05,144 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:47:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.9122, loss: 1.9122 +2025-06-01 06:47:48,468 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:46:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8178, loss: 1.8178 +2025-06-01 06:48:31,871 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:46:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.8113, loss: 1.8113 +2025-06-01 06:49:15,472 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:45:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.8209, loss: 1.8209 +2025-06-01 06:49:59,005 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:44:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8085, loss: 1.8085 +2025-06-01 06:50:42,532 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:43:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8706, loss: 1.8706 +2025-06-01 06:51:25,867 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:43:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.8103, loss: 1.8103 +2025-06-01 06:52:09,182 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:42:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.9541, loss: 1.9541 +2025-06-01 06:52:52,427 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:41:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8196, loss: 1.8196 +2025-06-01 06:53:35,722 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:41:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.8834, loss: 1.8834 +2025-06-01 06:54:18,946 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:40:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.8435, loss: 1.8435 +2025-06-01 06:55:02,230 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:39:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8000, loss: 1.8000 +2025-06-01 06:55:45,495 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:38:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8789, loss: 1.8789 +2025-06-01 06:56:28,799 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:38:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.8326, loss: 1.8326 +2025-06-01 06:57:12,004 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:37:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8699, loss: 1.8699 +2025-06-01 06:57:55,307 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:36:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7873, loss: 1.7873 +2025-06-01 06:58:38,443 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:35:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9047, loss: 1.9047 +2025-06-01 06:59:21,742 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:35:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.9221, loss: 1.9221 +2025-06-01 06:59:45,419 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-01 07:01:11,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:01:11,969 - pyskl - INFO - +top1_acc 0.9434 +top5_acc 0.9952 +2025-06-01 07:01:12,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_97.pth was removed +2025-06-01 07:01:13,062 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2025-06-01 07:01:13,062 - pyskl - INFO - Best top1_acc is 0.9434 at 109 epoch. +2025-06-01 07:01:13,066 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9434, top5_acc: 0.9952 +2025-06-01 07:02:16,801 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:34:07, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.8081, loss: 1.8081 +2025-06-01 07:03:00,010 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:33:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7930, loss: 1.7930 +2025-06-01 07:03:43,250 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:32:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.8695, loss: 1.8695 +2025-06-01 07:04:26,498 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:31:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8334, loss: 1.8334 +2025-06-01 07:05:09,814 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:31:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.7397, loss: 1.7397 +2025-06-01 07:05:53,108 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:30:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7769, loss: 1.7769 +2025-06-01 07:06:36,318 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:29:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7698, loss: 1.7698 +2025-06-01 07:07:19,595 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:29:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7381, loss: 1.7381 +2025-06-01 07:08:02,950 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:28:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.8142, loss: 1.8142 +2025-06-01 07:08:46,301 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:27:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.8144, loss: 1.8144 +2025-06-01 07:09:29,673 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:26:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8659, loss: 1.8659 +2025-06-01 07:10:13,043 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:26:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8993, loss: 1.8993 +2025-06-01 07:10:56,364 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:25:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8100, loss: 1.8100 +2025-06-01 07:11:39,705 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:24:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.9134, loss: 1.9134 +2025-06-01 07:12:23,027 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:24:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.9230, loss: 1.9230 +2025-06-01 07:13:06,307 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:23:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8187, loss: 1.8187 +2025-06-01 07:13:49,547 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:22:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.9133, loss: 1.9133 +2025-06-01 07:14:32,822 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:21:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8624, loss: 1.8624 +2025-06-01 07:15:16,104 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.8106, loss: 1.8106 +2025-06-01 07:15:59,158 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:20:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8376, loss: 1.8376 +2025-06-01 07:16:42,380 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:19:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9288, loss: 1.9288 +2025-06-01 07:17:25,599 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:19:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8033, loss: 1.8033 +2025-06-01 07:18:08,828 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:18:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8599, loss: 1.8599 +2025-06-01 07:18:32,365 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-01 07:27:41,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:27:41,234 - pyskl - INFO - +top1_acc 0.9375 +top5_acc 0.9939 +2025-06-01 07:27:41,238 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9375, top5_acc: 0.9939 +2025-06-01 07:28:44,898 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:17:10, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7326, loss: 1.7326 +2025-06-01 07:29:28,195 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:16:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7590, loss: 1.7590 +2025-06-01 07:30:11,597 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:15:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7186, loss: 1.7186 +2025-06-01 07:30:54,857 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:15:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7456, loss: 1.7456 +2025-06-01 07:31:38,229 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:14:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8151, loss: 1.8151 +2025-06-01 07:32:21,657 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:13:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.8933, loss: 1.8933 +2025-06-01 07:33:05,038 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:12:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.8158, loss: 1.8158 +2025-06-01 07:33:48,337 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:12:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7828, loss: 1.7828 +2025-06-01 07:34:31,636 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:11:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7923, loss: 1.7923 +2025-06-01 07:35:14,828 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:10:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.8301, loss: 1.8301 +2025-06-01 07:35:58,012 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:09:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7266, loss: 1.7266 +2025-06-01 07:36:41,330 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:09:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7879, loss: 1.7879 +2025-06-01 07:37:24,697 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:08:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8090, loss: 1.8090 +2025-06-01 07:38:08,144 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:07:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8432, loss: 1.8432 +2025-06-01 07:38:51,568 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:07:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8872, loss: 1.8872 +2025-06-01 07:39:34,898 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:06:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8452, loss: 1.8452 +2025-06-01 07:40:18,202 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:05:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.8344, loss: 1.8344 +2025-06-01 07:41:01,524 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:04:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.8013, loss: 1.8013 +2025-06-01 07:41:44,874 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:04:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7325, loss: 1.7325 +2025-06-01 07:42:28,178 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:03:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7981, loss: 1.7981 +2025-06-01 07:43:11,518 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:02:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.8129, loss: 1.8129 +2025-06-01 07:43:54,785 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 11:02:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7933, loss: 1.7933 +2025-06-01 07:44:38,167 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 11:01:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7970, loss: 1.7970 +2025-06-01 07:45:01,681 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-01 07:46:27,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 07:46:27,909 - pyskl - INFO - +top1_acc 0.9499 +top5_acc 0.9951 +2025-06-01 07:46:27,966 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_109.pth was removed +2025-06-01 07:46:29,010 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-06-01 07:46:29,010 - pyskl - INFO - Best top1_acc is 0.9499 at 111 epoch. +2025-06-01 07:46:29,013 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9499, top5_acc: 0.9951 +2025-06-01 07:47:32,866 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 11:00:13, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7881, loss: 1.7881 +2025-06-01 07:48:16,203 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:59:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7449, loss: 1.7449 +2025-06-01 07:48:59,521 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:58:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7093, loss: 1.7093 +2025-06-01 07:49:42,786 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:58:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7603, loss: 1.7603 +2025-06-01 07:50:26,067 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:57:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7801, loss: 1.7801 +2025-06-01 07:51:09,322 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:56:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7923, loss: 1.7923 +2025-06-01 07:51:52,553 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:55:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7724, loss: 1.7724 +2025-06-01 07:52:35,849 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:55:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7265, loss: 1.7265 +2025-06-01 07:53:19,092 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:54:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7181, loss: 1.7181 +2025-06-01 07:54:02,293 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:53:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7647, loss: 1.7647 +2025-06-01 07:54:45,550 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:53:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.8467, loss: 1.8467 +2025-06-01 07:55:28,982 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:52:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6932, loss: 1.6932 +2025-06-01 07:56:12,242 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:51:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8505, loss: 1.8505 +2025-06-01 07:56:55,543 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:50:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7660, loss: 1.7660 +2025-06-01 07:57:38,890 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:50:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8072, loss: 1.8072 +2025-06-01 07:58:22,243 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:49:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7963, loss: 1.7963 +2025-06-01 07:59:05,527 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:48:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6920, loss: 1.6920 +2025-06-01 07:59:48,812 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:47:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7565, loss: 1.7565 +2025-06-01 08:00:32,033 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:47:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7848, loss: 1.7848 +2025-06-01 08:01:15,291 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:46:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.7419, loss: 1.7419 +2025-06-01 08:01:58,535 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:45:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.8190, loss: 1.8190 +2025-06-01 08:02:41,692 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:45:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7860, loss: 1.7860 +2025-06-01 08:03:24,923 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:44:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8480, loss: 1.8480 +2025-06-01 08:03:48,423 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-01 08:05:14,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:05:14,430 - pyskl - INFO - +top1_acc 0.9451 +top5_acc 0.9958 +2025-06-01 08:05:14,434 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9451, top5_acc: 0.9958 +2025-06-01 08:06:18,647 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:43:16, time: 0.642, data_time: 0.205, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7100, loss: 1.7100 +2025-06-01 08:07:02,064 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:42:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7159, loss: 1.7159 +2025-06-01 08:07:45,294 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:41:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6279, loss: 1.6279 +2025-06-01 08:08:28,434 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:41:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7507, loss: 1.7507 +2025-06-01 08:09:11,606 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:40:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7662, loss: 1.7662 +2025-06-01 08:09:54,837 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:39:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.8098, loss: 1.8098 +2025-06-01 08:10:38,152 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:38:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7615, loss: 1.7615 +2025-06-01 08:11:21,446 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:38:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7722, loss: 1.7722 +2025-06-01 08:12:04,745 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:37:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7693, loss: 1.7693 +2025-06-01 08:12:47,980 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:36:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6825, loss: 1.6825 +2025-06-01 08:13:31,206 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:36:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7607, loss: 1.7607 +2025-06-01 08:14:14,490 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:35:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7277, loss: 1.7277 +2025-06-01 08:14:57,710 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:34:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7465, loss: 1.7465 +2025-06-01 08:15:41,101 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:33:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8296, loss: 1.8296 +2025-06-01 08:16:24,346 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:33:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7816, loss: 1.7816 +2025-06-01 08:17:07,515 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.8310, loss: 1.8310 +2025-06-01 08:17:50,720 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:31:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7969, loss: 1.7969 +2025-06-01 08:18:33,922 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:31:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7655, loss: 1.7655 +2025-06-01 08:19:17,200 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7466, loss: 1.7466 +2025-06-01 08:20:00,502 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:29:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.8213, loss: 1.8213 +2025-06-01 08:20:43,730 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:28:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7754, loss: 1.7754 +2025-06-01 08:21:26,933 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:28:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7642, loss: 1.7642 +2025-06-01 08:22:10,386 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:27:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.8201, loss: 1.8201 +2025-06-01 08:22:33,965 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-01 08:24:00,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:24:00,350 - pyskl - INFO - +top1_acc 0.9235 +top5_acc 0.9908 +2025-06-01 08:24:00,353 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9235, top5_acc: 0.9908 +2025-06-01 08:25:04,089 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:26:19, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6586, loss: 1.6586 +2025-06-01 08:25:47,287 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7460, loss: 1.7460 +2025-06-01 08:26:30,569 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:24:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6896, loss: 1.6896 +2025-06-01 08:27:13,808 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:24:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7232, loss: 1.7232 +2025-06-01 08:27:57,248 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:23:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7774, loss: 1.7774 +2025-06-01 08:28:40,541 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:22:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7032, loss: 1.7032 +2025-06-01 08:29:23,894 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:22:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7616, loss: 1.7616 +2025-06-01 08:30:07,246 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:21:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7653, loss: 1.7653 +2025-06-01 08:30:50,585 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:20:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2025-06-01 08:31:33,858 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:19:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7416, loss: 1.7416 +2025-06-01 08:32:17,162 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:19:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6670, loss: 1.6670 +2025-06-01 08:33:00,361 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:18:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7219, loss: 1.7219 +2025-06-01 08:33:43,569 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:17:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6738, loss: 1.6738 +2025-06-01 08:34:26,766 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:16:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7011, loss: 1.7011 +2025-06-01 08:35:09,914 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:16:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6933, loss: 1.6933 +2025-06-01 08:35:53,119 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:15:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7581, loss: 1.7581 +2025-06-01 08:36:36,234 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7096, loss: 1.7096 +2025-06-01 08:37:19,402 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:14:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7561, loss: 1.7561 +2025-06-01 08:38:02,569 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:13:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.7755, loss: 1.7755 +2025-06-01 08:38:45,713 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:12:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7835, loss: 1.7835 +2025-06-01 08:39:28,786 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:11:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7912, loss: 1.7912 +2025-06-01 08:40:11,956 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:11:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7395, loss: 1.7395 +2025-06-01 08:40:55,283 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:10:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7264, loss: 1.7264 +2025-06-01 08:41:18,611 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-01 08:42:45,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 08:42:45,182 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9911 +2025-06-01 08:42:45,185 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9175, top5_acc: 0.9911 +2025-06-01 08:43:49,111 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:09:22, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6978, loss: 1.6978 +2025-06-01 08:44:32,401 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:08:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7457, loss: 1.7457 +2025-06-01 08:45:15,630 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:07:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6752, loss: 1.6752 +2025-06-01 08:45:58,866 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:07:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7252, loss: 1.7252 +2025-06-01 08:46:42,118 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:06:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6751, loss: 1.6751 +2025-06-01 08:47:25,406 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:05:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7211, loss: 1.7211 +2025-06-01 08:48:08,715 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:05:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6961, loss: 1.6961 +2025-06-01 08:48:52,030 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:04:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7690, loss: 1.7690 +2025-06-01 08:49:35,495 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:03:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7403, loss: 1.7403 +2025-06-01 08:50:19,003 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:02:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6899, loss: 1.6899 +2025-06-01 08:51:02,358 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:02:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.7213, loss: 1.7213 +2025-06-01 08:51:45,703 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 10:01:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7323, loss: 1.7323 +2025-06-01 08:52:29,028 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 10:00:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7483, loss: 1.7483 +2025-06-01 08:53:12,240 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 10:00:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7551, loss: 1.7551 +2025-06-01 08:53:55,186 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:59:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7273, loss: 1.7273 +2025-06-01 08:54:38,411 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:58:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7403, loss: 1.7403 +2025-06-01 08:55:21,663 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:57:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7199, loss: 1.7199 +2025-06-01 08:56:04,851 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:57:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7398, loss: 1.7398 +2025-06-01 08:56:48,000 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:56:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6738, loss: 1.6738 +2025-06-01 08:57:31,156 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:55:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6728, loss: 1.6728 +2025-06-01 08:58:14,383 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:54:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6968, loss: 1.6968 +2025-06-01 08:58:57,662 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:54:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7470, loss: 1.7470 +2025-06-01 08:59:40,920 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:53:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7646, loss: 1.7646 +2025-06-01 09:00:04,398 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-01 09:08:50,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:08:50,520 - pyskl - INFO - +top1_acc 0.9482 +top5_acc 0.9950 +2025-06-01 09:08:50,523 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9482, top5_acc: 0.9950 +2025-06-01 09:09:53,616 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:52:24, time: 0.631, data_time: 0.201, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7142, loss: 1.7142 +2025-06-01 09:10:36,773 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:51:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-01 09:11:19,934 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:50:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6753, loss: 1.6753 +2025-06-01 09:12:03,087 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:50:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7385, loss: 1.7385 +2025-06-01 09:12:46,419 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:49:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7071, loss: 1.7071 +2025-06-01 09:13:29,686 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:48:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6778, loss: 1.6778 +2025-06-01 09:14:12,751 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:48:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7064, loss: 1.7064 +2025-06-01 09:14:55,942 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:47:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6559, loss: 1.6559 +2025-06-01 09:15:39,043 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:46:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6926, loss: 1.6926 +2025-06-01 09:16:22,171 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:45:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7079, loss: 1.7079 +2025-06-01 09:17:05,262 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:45:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7319, loss: 1.7319 +2025-06-01 09:17:48,401 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:44:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6325, loss: 1.6325 +2025-06-01 09:18:31,238 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:43:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7420, loss: 1.7420 +2025-06-01 09:19:14,441 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:43:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6723, loss: 1.6723 +2025-06-01 09:19:57,553 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:42:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7259, loss: 1.7259 +2025-06-01 09:20:40,537 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:41:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-01 09:21:23,642 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:40:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6793, loss: 1.6793 +2025-06-01 09:22:06,834 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:40:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-01 09:22:50,045 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:39:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7688, loss: 1.7688 +2025-06-01 09:23:33,312 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:38:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6566, loss: 1.6566 +2025-06-01 09:24:16,453 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:38:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6668, loss: 1.6668 +2025-06-01 09:24:59,625 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:37:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 +2025-06-01 09:25:42,837 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:36:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6647, loss: 1.6647 +2025-06-01 09:26:06,218 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-01 09:27:32,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:27:32,618 - pyskl - INFO - +top1_acc 0.9356 +top5_acc 0.9940 +2025-06-01 09:27:32,621 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9356, top5_acc: 0.9940 +2025-06-01 09:28:35,797 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:35:26, time: 0.632, data_time: 0.200, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6766, loss: 1.6766 +2025-06-01 09:29:18,958 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:34:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6697, loss: 1.6697 +2025-06-01 09:30:02,149 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:34:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6053, loss: 1.6053 +2025-06-01 09:30:45,329 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:33:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6318, loss: 1.6318 +2025-06-01 09:31:28,498 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:32:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6733, loss: 1.6733 +2025-06-01 09:32:11,755 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:31:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6179, loss: 1.6179 +2025-06-01 09:32:55,054 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:31:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5805, loss: 1.5805 +2025-06-01 09:33:38,237 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:30:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2025-06-01 09:34:21,399 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:29:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6420, loss: 1.6420 +2025-06-01 09:35:04,455 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:28:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-01 09:35:47,394 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:28:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2025-06-01 09:36:30,545 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:27:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2025-06-01 09:37:13,766 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:26:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6466, loss: 1.6466 +2025-06-01 09:37:56,946 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:26:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6773, loss: 1.6773 +2025-06-01 09:38:40,111 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:25:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6622, loss: 1.6622 +2025-06-01 09:39:23,322 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:24:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7061, loss: 1.7061 +2025-06-01 09:40:06,608 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:23:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.7221, loss: 1.7221 +2025-06-01 09:40:49,854 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:23:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6770, loss: 1.6770 +2025-06-01 09:41:33,095 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:22:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6997, loss: 1.6997 +2025-06-01 09:42:16,534 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:21:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6960, loss: 1.6960 +2025-06-01 09:42:59,825 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:21:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6601, loss: 1.6601 +2025-06-01 09:43:43,050 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:20:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7462, loss: 1.7462 +2025-06-01 09:44:26,277 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:19:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7175, loss: 1.7175 +2025-06-01 09:44:49,793 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-01 09:46:16,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 09:46:16,149 - pyskl - INFO - +top1_acc 0.9349 +top5_acc 0.9938 +2025-06-01 09:46:16,152 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9349, top5_acc: 0.9938 +2025-06-01 09:47:19,625 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:18:29, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6398, loss: 1.6398 +2025-06-01 09:48:03,006 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:17:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5722, loss: 1.5722 +2025-06-01 09:48:46,345 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:17:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2025-06-01 09:49:29,589 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:16:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6363, loss: 1.6363 +2025-06-01 09:50:12,813 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:15:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6628, loss: 1.6628 +2025-06-01 09:50:56,053 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:14:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6584, loss: 1.6584 +2025-06-01 09:51:39,260 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:14:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6308, loss: 1.6308 +2025-06-01 09:52:22,453 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:13:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6288, loss: 1.6288 +2025-06-01 09:53:05,787 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:12:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2025-06-01 09:53:49,118 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:12:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-01 09:54:32,369 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:11:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6670, loss: 1.6670 +2025-06-01 09:55:15,604 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:10:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5765, loss: 1.5765 +2025-06-01 09:55:58,806 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:09:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6969, loss: 1.6969 +2025-06-01 09:56:42,062 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:09:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 +2025-06-01 09:57:25,242 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:08:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6649, loss: 1.6649 +2025-06-01 09:58:08,504 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:07:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6027, loss: 1.6027 +2025-06-01 09:58:51,913 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:06:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6251, loss: 1.6251 +2025-06-01 09:59:35,004 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:06:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6586, loss: 1.6586 +2025-06-01 10:00:18,337 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:05:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6593, loss: 1.6593 +2025-06-01 10:01:01,680 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:04:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6633, loss: 1.6633 +2025-06-01 10:01:44,933 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:04:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6756, loss: 1.6756 +2025-06-01 10:02:28,159 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:03:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6152, loss: 1.6152 +2025-06-01 10:03:11,787 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:02:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6073, loss: 1.6073 +2025-06-01 10:03:35,394 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-01 10:05:01,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:05:01,756 - pyskl - INFO - +top1_acc 0.9417 +top5_acc 0.9951 +2025-06-01 10:05:01,759 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9417, top5_acc: 0.9951 +2025-06-01 10:06:05,411 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 9:01:32, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6203, loss: 1.6203 +2025-06-01 10:06:48,682 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 9:00:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6392, loss: 1.6392 +2025-06-01 10:07:31,909 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 9:00:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6310, loss: 1.6310 +2025-06-01 10:08:15,149 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:59:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 +2025-06-01 10:08:58,398 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:58:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5523, loss: 1.5523 +2025-06-01 10:09:41,771 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:57:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5293, loss: 1.5293 +2025-06-01 10:10:25,040 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:57:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5581, loss: 1.5581 +2025-06-01 10:11:08,486 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:56:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6402, loss: 1.6402 +2025-06-01 10:11:51,823 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:55:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5826, loss: 1.5826 +2025-06-01 10:12:35,115 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:55:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5862, loss: 1.5862 +2025-06-01 10:13:18,421 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:54:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6442, loss: 1.6442 +2025-06-01 10:14:01,690 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:53:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6530, loss: 1.6530 +2025-06-01 10:14:45,008 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:52:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-01 10:15:28,313 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:52:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6210, loss: 1.6210 +2025-06-01 10:16:11,629 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:51:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6307, loss: 1.6307 +2025-06-01 10:16:54,991 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:50:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6201, loss: 1.6201 +2025-06-01 10:17:38,226 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:50:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5964, loss: 1.5964 +2025-06-01 10:18:21,458 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:49:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5915, loss: 1.5915 +2025-06-01 10:19:04,747 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:48:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5605, loss: 1.5605 +2025-06-01 10:19:47,945 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:47:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6569, loss: 1.6569 +2025-06-01 10:20:31,105 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:47:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.7109, loss: 1.7109 +2025-06-01 10:21:14,411 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6246, loss: 1.6246 +2025-06-01 10:21:57,594 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:45:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6276, loss: 1.6276 +2025-06-01 10:22:20,957 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-01 10:23:46,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:23:47,001 - pyskl - INFO - +top1_acc 0.9571 +top5_acc 0.9960 +2025-06-01 10:23:47,057 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_111.pth was removed +2025-06-01 10:23:48,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-01 10:23:48,076 - pyskl - INFO - Best top1_acc is 0.9571 at 119 epoch. +2025-06-01 10:23:48,079 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9571, top5_acc: 0.9960 +2025-06-01 10:24:51,798 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:44:35, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6232, loss: 1.6232 +2025-06-01 10:25:34,997 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:43:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6362, loss: 1.6362 +2025-06-01 10:26:18,289 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:43:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-01 10:27:01,650 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:42:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5914, loss: 1.5914 +2025-06-01 10:27:44,854 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:41:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6410, loss: 1.6410 +2025-06-01 10:28:28,130 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:40:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-06-01 10:29:11,456 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:40:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5344, loss: 1.5344 +2025-06-01 10:29:54,726 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:39:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5745, loss: 1.5745 +2025-06-01 10:30:38,037 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:38:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5985, loss: 1.5985 +2025-06-01 10:31:21,202 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:38:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6224, loss: 1.6224 +2025-06-01 10:32:04,350 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:37:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6458, loss: 1.6458 +2025-06-01 10:32:47,502 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:36:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6156, loss: 1.6156 +2025-06-01 10:33:30,882 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:35:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5788, loss: 1.5788 +2025-06-01 10:34:14,165 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:35:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5110, loss: 1.5110 +2025-06-01 10:34:57,450 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:34:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-01 10:35:40,737 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:33:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5947, loss: 1.5947 +2025-06-01 10:36:23,982 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:33:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6105, loss: 1.6105 +2025-06-01 10:37:07,300 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:32:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5898, loss: 1.5898 +2025-06-01 10:37:50,546 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:31:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6263, loss: 1.6263 +2025-06-01 10:38:33,643 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6259, loss: 1.6259 +2025-06-01 10:39:16,976 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:30:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5724, loss: 1.5724 +2025-06-01 10:40:00,358 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:29:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2025-06-01 10:40:43,695 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:28:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5968, loss: 1.5968 +2025-06-01 10:41:07,173 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-01 10:49:39,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 10:49:39,459 - pyskl - INFO - +top1_acc 0.9528 +top5_acc 0.9953 +2025-06-01 10:49:39,463 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9528, top5_acc: 0.9953 +2025-06-01 10:50:42,855 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:27:38, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5697, loss: 1.5697 +2025-06-01 10:51:25,988 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:26:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-06-01 10:52:09,177 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:26:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-06-01 10:52:52,379 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:25:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5549, loss: 1.5549 +2025-06-01 10:53:35,650 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:24:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6034, loss: 1.6034 +2025-06-01 10:54:18,921 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:24:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5529, loss: 1.5529 +2025-06-01 10:55:02,183 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:23:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5553, loss: 1.5553 +2025-06-01 10:55:45,439 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:22:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6117, loss: 1.6117 +2025-06-01 10:56:28,617 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:21:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.6353, loss: 1.6353 +2025-06-01 10:57:11,820 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:21:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6028, loss: 1.6028 +2025-06-01 10:57:55,147 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:20:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5393, loss: 1.5393 +2025-06-01 10:58:38,505 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:19:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5361, loss: 1.5361 +2025-06-01 10:59:21,866 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:18:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6127, loss: 1.6127 +2025-06-01 11:00:05,235 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:18:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-06-01 11:00:48,502 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:17:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5841, loss: 1.5841 +2025-06-01 11:01:31,785 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:16:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6134, loss: 1.6134 +2025-06-01 11:02:15,170 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:16:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5486, loss: 1.5486 +2025-06-01 11:02:58,490 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:15:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5937, loss: 1.5937 +2025-06-01 11:03:41,831 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:14:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6078, loss: 1.6078 +2025-06-01 11:04:25,124 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:13:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5423, loss: 1.5423 +2025-06-01 11:05:08,455 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:13:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5580, loss: 1.5580 +2025-06-01 11:05:51,871 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:12:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.6139, loss: 1.6139 +2025-06-01 11:06:35,218 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:11:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6337, loss: 1.6337 +2025-06-01 11:06:58,853 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-01 11:08:24,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:08:24,867 - pyskl - INFO - +top1_acc 0.9355 +top5_acc 0.9935 +2025-06-01 11:08:24,870 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9355, top5_acc: 0.9935 +2025-06-01 11:09:28,716 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:10:41, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6139, loss: 1.6139 +2025-06-01 11:10:12,034 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:09:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5879, loss: 1.5879 +2025-06-01 11:10:55,268 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:09:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5156, loss: 1.5156 +2025-06-01 11:11:38,511 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:08:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-06-01 11:12:21,802 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:07:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5108, loss: 1.5108 +2025-06-01 11:13:05,119 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:07:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-06-01 11:13:48,500 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:06:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5615, loss: 1.5615 +2025-06-01 11:14:31,854 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:05:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5215, loss: 1.5215 +2025-06-01 11:15:15,151 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6155, loss: 1.6155 +2025-06-01 11:15:58,425 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:04:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5237, loss: 1.5237 +2025-06-01 11:16:41,752 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:03:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.5894, loss: 1.5894 +2025-06-01 11:17:25,063 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:02:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.5698, loss: 1.5698 +2025-06-01 11:18:08,510 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:02:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5807, loss: 1.5807 +2025-06-01 11:18:51,751 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 8:01:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5300, loss: 1.5300 +2025-06-01 11:19:35,021 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 8:00:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-06-01 11:20:18,281 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:59:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5883, loss: 1.5883 +2025-06-01 11:21:01,550 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:59:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6226, loss: 1.6226 +2025-06-01 11:21:44,900 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:58:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5794, loss: 1.5794 +2025-06-01 11:22:28,244 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:57:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5641, loss: 1.5641 +2025-06-01 11:23:11,519 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:57:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5512, loss: 1.5512 +2025-06-01 11:23:54,716 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:56:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5879, loss: 1.5879 +2025-06-01 11:24:38,199 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:55:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-06-01 11:25:21,614 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:54:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5748, loss: 1.5748 +2025-06-01 11:25:45,136 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-01 11:27:11,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:27:11,355 - pyskl - INFO - +top1_acc 0.9559 +top5_acc 0.9956 +2025-06-01 11:27:11,358 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9559, top5_acc: 0.9956 +2025-06-01 11:28:14,802 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:53:44, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5355, loss: 1.5355 +2025-06-01 11:28:58,010 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:53:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.5278, loss: 1.5278 +2025-06-01 11:29:41,330 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-06-01 11:30:24,670 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:51:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-06-01 11:31:07,970 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:50:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4952, loss: 1.4952 +2025-06-01 11:31:51,374 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:50:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4780, loss: 1.4780 +2025-06-01 11:32:34,830 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:49:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5342, loss: 1.5342 +2025-06-01 11:33:18,055 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:48:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5239, loss: 1.5239 +2025-06-01 11:34:01,312 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:47:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4989, loss: 1.4989 +2025-06-01 11:34:44,452 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:47:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5646, loss: 1.5646 +2025-06-01 11:35:27,683 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:46:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4924, loss: 1.4924 +2025-06-01 11:36:11,026 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:45:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4875, loss: 1.4875 +2025-06-01 11:36:54,053 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:45:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5391, loss: 1.5391 +2025-06-01 11:37:37,137 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:44:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5715, loss: 1.5715 +2025-06-01 11:38:20,294 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:43:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.5456, loss: 1.5456 +2025-06-01 11:39:03,434 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:42:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5624, loss: 1.5624 +2025-06-01 11:39:46,562 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:42:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-06-01 11:40:29,705 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:41:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5013, loss: 1.5013 +2025-06-01 11:41:13,226 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:40:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5476, loss: 1.5476 +2025-06-01 11:41:56,809 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:40:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-06-01 11:42:40,102 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:39:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5253, loss: 1.5253 +2025-06-01 11:43:23,438 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:38:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5912, loss: 1.5912 +2025-06-01 11:44:06,805 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:37:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5435, loss: 1.5435 +2025-06-01 11:44:30,371 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-01 11:45:56,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 11:45:56,540 - pyskl - INFO - +top1_acc 0.9494 +top5_acc 0.9949 +2025-06-01 11:45:56,543 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9494, top5_acc: 0.9949 +2025-06-01 11:47:00,057 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:36:47, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4978, loss: 1.4978 +2025-06-01 11:47:43,326 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:36:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5516, loss: 1.5516 +2025-06-01 11:48:26,565 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:35:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.5550, loss: 1.5550 +2025-06-01 11:49:09,822 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:34:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4409, loss: 1.4409 +2025-06-01 11:49:53,113 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:33:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5374, loss: 1.5374 +2025-06-01 11:50:36,445 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:33:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-06-01 11:51:19,798 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:32:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5499, loss: 1.5499 +2025-06-01 11:52:03,005 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:31:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5385, loss: 1.5385 +2025-06-01 11:52:46,205 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:31:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5518, loss: 1.5518 +2025-06-01 11:53:29,382 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:30:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5528, loss: 1.5528 +2025-06-01 11:54:12,526 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:29:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4711, loss: 1.4711 +2025-06-01 11:54:55,754 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:28:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.5280, loss: 1.5280 +2025-06-01 11:55:38,980 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:28:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5366, loss: 1.5366 +2025-06-01 11:56:22,145 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:27:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5320, loss: 1.5320 +2025-06-01 11:57:05,283 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:26:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5285, loss: 1.5285 +2025-06-01 11:57:48,469 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:25:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5143, loss: 1.5143 +2025-06-01 11:58:31,780 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:25:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5324, loss: 1.5324 +2025-06-01 11:59:15,023 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:24:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5012, loss: 1.5012 +2025-06-01 11:59:58,252 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:23:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5041, loss: 1.5041 +2025-06-01 12:00:41,426 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:23:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5237, loss: 1.5237 +2025-06-01 12:01:24,591 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:22:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4845, loss: 1.4845 +2025-06-01 12:02:07,841 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:21:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4844, loss: 1.4844 +2025-06-01 12:02:51,015 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:20:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.5184, loss: 1.5184 +2025-06-01 12:03:14,397 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-01 12:04:40,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:04:40,460 - pyskl - INFO - +top1_acc 0.9585 +top5_acc 0.9959 +2025-06-01 12:04:40,516 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_119.pth was removed +2025-06-01 12:04:41,503 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-01 12:04:41,504 - pyskl - INFO - Best top1_acc is 0.9585 at 124 epoch. +2025-06-01 12:04:41,506 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9585, top5_acc: 0.9959 +2025-06-01 12:05:44,853 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:19:50, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4842, loss: 1.4842 +2025-06-01 12:06:28,078 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:19:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4506, loss: 1.4506 +2025-06-01 12:07:11,525 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:18:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4548, loss: 1.4548 +2025-06-01 12:07:54,831 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:17:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4332, loss: 1.4332 +2025-06-01 12:08:38,028 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:16:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4915, loss: 1.4915 +2025-06-01 12:09:21,317 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:16:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5401, loss: 1.5401 +2025-06-01 12:10:04,630 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:15:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4280, loss: 1.4280 +2025-06-01 12:10:47,876 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:14:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4618, loss: 1.4618 +2025-06-01 12:11:30,993 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4750, loss: 1.4750 +2025-06-01 12:12:14,174 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:13:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5229, loss: 1.5229 +2025-06-01 12:12:57,355 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:12:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4703, loss: 1.4703 +2025-06-01 12:13:40,593 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:11:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4468, loss: 1.4468 +2025-06-01 12:14:23,717 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:11:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4903, loss: 1.4903 +2025-06-01 12:15:06,700 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:10:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-06-01 12:15:49,949 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5071, loss: 1.5071 +2025-06-01 12:16:33,222 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:09:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5341, loss: 1.5341 +2025-06-01 12:17:16,456 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:08:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4769, loss: 1.4769 +2025-06-01 12:17:59,905 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:07:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5130, loss: 1.5130 +2025-06-01 12:18:43,261 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:06:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5448, loss: 1.5448 +2025-06-01 12:19:26,486 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:06:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-06-01 12:20:09,753 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:05:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4790, loss: 1.4790 +2025-06-01 12:20:52,994 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:04:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.5751, loss: 1.5751 +2025-06-01 12:21:36,266 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:03:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4556, loss: 1.4556 +2025-06-01 12:21:59,709 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-01 12:30:42,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:30:42,193 - pyskl - INFO - +top1_acc 0.9617 +top5_acc 0.9965 +2025-06-01 12:30:42,243 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_124.pth was removed +2025-06-01 12:30:43,224 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-01 12:30:43,225 - pyskl - INFO - Best top1_acc is 0.9617 at 125 epoch. +2025-06-01 12:30:43,227 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9617, top5_acc: 0.9965 +2025-06-01 12:31:46,913 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:02:53, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5056, loss: 1.5056 +2025-06-01 12:32:30,101 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:02:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4692, loss: 1.4692 +2025-06-01 12:33:13,305 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:01:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-06-01 12:33:56,581 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 7:00:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.5112, loss: 1.5112 +2025-06-01 12:34:39,873 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 7:00:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4198, loss: 1.4198 +2025-06-01 12:35:23,127 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:59:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4807, loss: 1.4807 +2025-06-01 12:36:06,315 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:58:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4501, loss: 1.4501 +2025-06-01 12:36:49,675 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:57:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4990, loss: 1.4990 +2025-06-01 12:37:32,898 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:57:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-01 12:38:16,163 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4447, loss: 1.4447 +2025-06-01 12:38:59,397 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:55:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4834, loss: 1.4834 +2025-06-01 12:39:42,586 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:54:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-01 12:40:25,917 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:54:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5240, loss: 1.5240 +2025-06-01 12:41:09,112 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:53:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-01 12:41:52,345 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:52:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4642, loss: 1.4642 +2025-06-01 12:42:35,646 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:52:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4432, loss: 1.4432 +2025-06-01 12:43:18,875 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:51:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.5086, loss: 1.5086 +2025-06-01 12:44:02,147 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:50:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4690, loss: 1.4690 +2025-06-01 12:44:45,398 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:49:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-06-01 12:45:28,534 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:49:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4466, loss: 1.4466 +2025-06-01 12:46:11,807 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:48:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4462, loss: 1.4462 +2025-06-01 12:46:55,069 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:47:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4899, loss: 1.4899 +2025-06-01 12:47:38,377 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:47:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-06-01 12:48:01,809 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-01 12:49:27,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 12:49:28,021 - pyskl - INFO - +top1_acc 0.9520 +top5_acc 0.9960 +2025-06-01 12:49:28,024 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9520, top5_acc: 0.9960 +2025-06-01 12:50:32,361 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:45:56, time: 0.643, data_time: 0.207, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4339, loss: 1.4339 +2025-06-01 12:51:15,731 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:45:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4533, loss: 1.4533 +2025-06-01 12:51:58,992 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:44:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4269, loss: 1.4269 +2025-06-01 12:52:42,220 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:43:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4528, loss: 1.4528 +2025-06-01 12:53:25,638 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:43:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5020, loss: 1.5020 +2025-06-01 12:54:08,939 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:42:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4563, loss: 1.4563 +2025-06-01 12:54:52,185 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:41:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4735, loss: 1.4735 +2025-06-01 12:55:35,510 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:40:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4972, loss: 1.4972 +2025-06-01 12:56:18,808 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:40:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4675, loss: 1.4675 +2025-06-01 12:57:02,038 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:39:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4566, loss: 1.4566 +2025-06-01 12:57:45,341 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:38:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-06-01 12:58:28,793 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:38:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4777, loss: 1.4777 +2025-06-01 12:59:12,211 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:37:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4958, loss: 1.4958 +2025-06-01 12:59:55,391 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:36:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4623, loss: 1.4623 +2025-06-01 13:00:38,659 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:35:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4881, loss: 1.4881 +2025-06-01 13:01:21,947 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:35:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4782, loss: 1.4782 +2025-06-01 13:02:05,207 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:34:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.5127, loss: 1.5127 +2025-06-01 13:02:48,441 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:33:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4559, loss: 1.4559 +2025-06-01 13:03:31,701 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:32:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-06-01 13:04:14,936 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:32:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5115, loss: 1.5115 +2025-06-01 13:04:58,296 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:31:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4450, loss: 1.4450 +2025-06-01 13:05:41,605 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:30:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4081, loss: 1.4081 +2025-06-01 13:06:25,217 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:30:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4896, loss: 1.4896 +2025-06-01 13:06:48,791 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-01 13:08:14,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:08:14,490 - pyskl - INFO - +top1_acc 0.9624 +top5_acc 0.9962 +2025-06-01 13:08:14,540 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_125.pth was removed +2025-06-01 13:08:15,527 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-01 13:08:15,527 - pyskl - INFO - Best top1_acc is 0.9624 at 127 epoch. +2025-06-01 13:08:15,530 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9624, top5_acc: 0.9962 +2025-06-01 13:09:18,417 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:28:59, time: 0.629, data_time: 0.197, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4725, loss: 1.4725 +2025-06-01 13:10:01,558 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:28:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-01 13:10:45,133 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:27:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3904, loss: 1.3904 +2025-06-01 13:11:28,434 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:26:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3583, loss: 1.3583 +2025-06-01 13:12:11,662 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:26:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4139, loss: 1.4139 +2025-06-01 13:12:54,995 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:25:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4389, loss: 1.4389 +2025-06-01 13:13:38,257 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:24:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-06-01 13:14:21,485 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:23:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4234, loss: 1.4234 +2025-06-01 13:15:04,702 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:23:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4192, loss: 1.4192 +2025-06-01 13:15:47,933 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:22:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4291, loss: 1.4291 +2025-06-01 13:16:31,259 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:21:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3885, loss: 1.3885 +2025-06-01 13:17:14,317 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:21:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3721, loss: 1.3721 +2025-06-01 13:17:57,471 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:20:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4499, loss: 1.4499 +2025-06-01 13:18:40,798 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:19:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3970, loss: 1.3970 +2025-06-01 13:19:24,158 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:18:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-01 13:20:07,377 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:18:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4303, loss: 1.4303 +2025-06-01 13:20:50,527 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:17:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.5048, loss: 1.5048 +2025-06-01 13:21:33,694 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:16:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-06-01 13:22:16,808 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:16:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-06-01 13:23:00,000 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:15:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4378, loss: 1.4378 +2025-06-01 13:23:43,471 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:14:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4093, loss: 1.4093 +2025-06-01 13:24:26,749 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:13:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-01 13:25:10,086 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:13:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4586, loss: 1.4586 +2025-06-01 13:25:33,505 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-01 13:26:59,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:26:59,619 - pyskl - INFO - +top1_acc 0.9635 +top5_acc 0.9964 +2025-06-01 13:26:59,677 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_127.pth was removed +2025-06-01 13:27:00,692 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-01 13:27:00,693 - pyskl - INFO - Best top1_acc is 0.9635 at 128 epoch. +2025-06-01 13:27:00,696 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9635, top5_acc: 0.9964 +2025-06-01 13:28:04,483 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:12:02, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-06-01 13:28:47,790 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:11:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4334, loss: 1.4334 +2025-06-01 13:29:30,982 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:10:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4277, loss: 1.4277 +2025-06-01 13:30:14,132 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:09:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4006, loss: 1.4006 +2025-06-01 13:30:57,425 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:09:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3713, loss: 1.3713 +2025-06-01 13:31:40,749 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:08:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4270, loss: 1.4270 +2025-06-01 13:32:24,124 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:07:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4259, loss: 1.4259 +2025-06-01 13:33:07,504 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:07:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4071, loss: 1.4071 +2025-06-01 13:33:50,834 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:06:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4160, loss: 1.4160 +2025-06-01 13:34:34,105 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:05:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4257, loss: 1.4257 +2025-06-01 13:35:17,378 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:04:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4501, loss: 1.4501 +2025-06-01 13:36:00,594 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:04:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4109, loss: 1.4109 +2025-06-01 13:36:43,773 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:03:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3532, loss: 1.3532 +2025-06-01 13:37:27,106 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:02:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3598, loss: 1.3598 +2025-06-01 13:38:10,380 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:01:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-01 13:38:53,521 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:01:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4668, loss: 1.4668 +2025-06-01 13:39:36,796 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 6:00:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4038, loss: 1.4038 +2025-06-01 13:40:20,052 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:59:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4337, loss: 1.4337 +2025-06-01 13:41:03,281 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:59:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4628, loss: 1.4628 +2025-06-01 13:41:46,610 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:58:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4485, loss: 1.4485 +2025-06-01 13:42:29,970 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:57:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-06-01 13:43:13,298 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:56:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4312, loss: 1.4312 +2025-06-01 13:43:56,607 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:56:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3930, loss: 1.3930 +2025-06-01 13:44:19,985 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-01 13:45:46,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 13:45:46,244 - pyskl - INFO - +top1_acc 0.9667 +top5_acc 0.9960 +2025-06-01 13:45:46,303 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_128.pth was removed +2025-06-01 13:45:47,325 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-01 13:45:47,326 - pyskl - INFO - Best top1_acc is 0.9667 at 129 epoch. +2025-06-01 13:45:47,329 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9667, top5_acc: 0.9960 +2025-06-01 13:46:51,081 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:55:06, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-06-01 13:47:34,320 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:54:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3864, loss: 1.3864 +2025-06-01 13:48:17,473 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:53:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3511, loss: 1.3511 +2025-06-01 13:49:00,713 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:52:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-06-01 13:49:44,083 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:52:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-06-01 13:50:27,540 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:51:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-06-01 13:51:10,960 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:50:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4274, loss: 1.4274 +2025-06-01 13:51:54,281 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:50:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-06-01 13:52:37,653 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-06-01 13:53:20,933 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:48:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3747, loss: 1.3747 +2025-06-01 13:54:04,197 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:47:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-06-01 13:54:47,378 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:47:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-06-01 13:55:30,584 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:46:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3435, loss: 1.3435 +2025-06-01 13:56:13,826 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:45:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-06-01 13:56:56,992 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:45:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3847, loss: 1.3847 +2025-06-01 13:57:40,206 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:44:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3480, loss: 1.3480 +2025-06-01 13:58:23,452 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:43:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-01 13:59:06,842 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:42:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4210, loss: 1.4210 +2025-06-01 13:59:50,152 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:42:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-01 14:00:33,601 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:41:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3689, loss: 1.3689 +2025-06-01 14:01:16,913 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:40:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-06-01 14:02:00,230 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:39:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.4176, loss: 1.4176 +2025-06-01 14:02:43,374 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:39:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4168, loss: 1.4168 +2025-06-01 14:03:06,869 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-01 14:11:40,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:11:40,660 - pyskl - INFO - +top1_acc 0.9666 +top5_acc 0.9966 +2025-06-01 14:11:40,663 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9666, top5_acc: 0.9966 +2025-06-01 14:12:44,336 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:38:09, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3710, loss: 1.3710 +2025-06-01 14:13:27,559 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:37:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4006, loss: 1.4006 +2025-06-01 14:14:10,915 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:36:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4041, loss: 1.4041 +2025-06-01 14:14:54,122 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:35:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3720, loss: 1.3720 +2025-06-01 14:15:37,369 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:35:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3956, loss: 1.3956 +2025-06-01 14:16:20,689 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:34:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-06-01 14:17:04,077 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:33:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3530, loss: 1.3530 +2025-06-01 14:17:47,523 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:33:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-06-01 14:18:30,870 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-01 14:19:14,154 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:31:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4158, loss: 1.4158 +2025-06-01 14:19:57,400 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:30:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-06-01 14:20:40,549 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:30:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3472, loss: 1.3472 +2025-06-01 14:21:23,793 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:29:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4203, loss: 1.4203 +2025-06-01 14:22:06,975 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:28:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4184, loss: 1.4184 +2025-06-01 14:22:50,192 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:28:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3411, loss: 1.3411 +2025-06-01 14:23:33,695 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:27:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3888, loss: 1.3888 +2025-06-01 14:24:17,088 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:26:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3715, loss: 1.3715 +2025-06-01 14:25:00,625 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:25:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3820, loss: 1.3820 +2025-06-01 14:25:43,917 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:25:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4085, loss: 1.4085 +2025-06-01 14:26:27,153 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:24:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-01 14:27:10,550 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:23:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3642, loss: 1.3642 +2025-06-01 14:27:53,870 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:23:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-01 14:28:37,186 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:22:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4346, loss: 1.4346 +2025-06-01 14:29:00,608 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-01 14:30:27,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:30:27,088 - pyskl - INFO - +top1_acc 0.9623 +top5_acc 0.9964 +2025-06-01 14:30:27,091 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9623, top5_acc: 0.9964 +2025-06-01 14:31:31,183 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:21:12, time: 0.641, data_time: 0.206, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3844, loss: 1.3844 +2025-06-01 14:32:14,229 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:20:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3306, loss: 1.3306 +2025-06-01 14:32:57,514 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:19:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3632, loss: 1.3632 +2025-06-01 14:33:40,794 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:19:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3683, loss: 1.3683 +2025-06-01 14:34:24,050 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:18:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3691, loss: 1.3691 +2025-06-01 14:35:07,257 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:17:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3637, loss: 1.3637 +2025-06-01 14:35:50,382 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:16:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3768, loss: 1.3768 +2025-06-01 14:36:33,507 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:16:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3547, loss: 1.3547 +2025-06-01 14:37:16,780 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:15:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3623, loss: 1.3623 +2025-06-01 14:37:59,999 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:14:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3310, loss: 1.3310 +2025-06-01 14:38:43,225 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:14:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3662, loss: 1.3662 +2025-06-01 14:39:26,445 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:13:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3546, loss: 1.3546 +2025-06-01 14:40:09,708 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:12:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3520, loss: 1.3520 +2025-06-01 14:40:53,228 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:11:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3613, loss: 1.3613 +2025-06-01 14:41:36,603 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:11:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3667, loss: 1.3667 +2025-06-01 14:42:19,864 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:10:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3645, loss: 1.3645 +2025-06-01 14:43:03,370 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:09:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3915, loss: 1.3915 +2025-06-01 14:43:46,874 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:08:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3982, loss: 1.3982 +2025-06-01 14:44:30,282 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:08:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3811, loss: 1.3811 +2025-06-01 14:45:13,617 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:07:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4165, loss: 1.4165 +2025-06-01 14:45:56,923 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:06:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3467, loss: 1.3467 +2025-06-01 14:46:40,169 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:06:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.4096, loss: 1.4096 +2025-06-01 14:47:23,523 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:05:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3203, loss: 1.3203 +2025-06-01 14:47:47,105 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-01 14:49:13,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 14:49:13,206 - pyskl - INFO - +top1_acc 0.9651 +top5_acc 0.9960 +2025-06-01 14:49:13,209 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9651, top5_acc: 0.9960 +2025-06-01 14:50:17,070 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:04:16, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-06-01 14:51:00,329 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-06-01 14:51:43,494 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:02:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-06-01 14:52:26,710 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:02:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3245, loss: 1.3245 +2025-06-01 14:53:10,058 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:01:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3453, loss: 1.3453 +2025-06-01 14:53:53,276 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 5:00:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-06-01 14:54:36,598 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:59:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.4023, loss: 1.4023 +2025-06-01 14:55:20,214 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:59:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-06-01 14:56:03,517 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3420, loss: 1.3420 +2025-06-01 14:56:46,995 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:57:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-01 14:57:30,225 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:57:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3394, loss: 1.3394 +2025-06-01 14:58:13,446 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:56:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3270, loss: 1.3270 +2025-06-01 14:58:56,620 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:55:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-06-01 14:59:39,868 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:54:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3394, loss: 1.3394 +2025-06-01 15:00:23,410 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:54:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3341, loss: 1.3341 +2025-06-01 15:01:06,874 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:53:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3903, loss: 1.3903 +2025-06-01 15:01:50,306 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:52:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-06-01 15:02:33,653 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:52:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3635, loss: 1.3635 +2025-06-01 15:03:16,815 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:51:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4010, loss: 1.4010 +2025-06-01 15:04:00,000 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:50:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3876, loss: 1.3876 +2025-06-01 15:04:43,397 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:49:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3484, loss: 1.3484 +2025-06-01 15:05:26,787 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:49:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3366, loss: 1.3366 +2025-06-01 15:06:10,154 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:48:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3790, loss: 1.3790 +2025-06-01 15:06:33,837 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-01 15:08:00,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:08:00,160 - pyskl - INFO - +top1_acc 0.9660 +top5_acc 0.9969 +2025-06-01 15:08:00,164 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9660, top5_acc: 0.9969 +2025-06-01 15:09:04,173 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:47:19, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-06-01 15:09:47,426 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:46:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3322, loss: 1.3322 +2025-06-01 15:10:30,693 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:45:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3668, loss: 1.3668 +2025-06-01 15:11:14,022 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:45:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-06-01 15:11:57,350 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:44:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3206, loss: 1.3206 +2025-06-01 15:12:40,698 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:43:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-01 15:13:24,234 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:43:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3523, loss: 1.3523 +2025-06-01 15:14:07,657 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:42:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-06-01 15:14:50,914 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:41:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-06-01 15:15:34,210 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:40:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2995, loss: 1.2995 +2025-06-01 15:16:17,534 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:40:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3936, loss: 1.3936 +2025-06-01 15:17:00,824 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:39:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3704, loss: 1.3704 +2025-06-01 15:17:44,151 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:38:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3074, loss: 1.3074 +2025-06-01 15:18:27,490 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:37:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-06-01 15:19:11,140 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:37:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3626, loss: 1.3626 +2025-06-01 15:19:54,550 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:36:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3150, loss: 1.3150 +2025-06-01 15:20:37,829 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:35:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3326, loss: 1.3326 +2025-06-01 15:21:21,147 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:35:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3150, loss: 1.3150 +2025-06-01 15:22:04,337 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:34:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2931, loss: 1.2931 +2025-06-01 15:22:47,663 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:33:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3549, loss: 1.3549 +2025-06-01 15:23:30,969 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:32:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2879, loss: 1.2879 +2025-06-01 15:24:14,152 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:32:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3194, loss: 1.3194 +2025-06-01 15:24:57,299 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3079, loss: 1.3079 +2025-06-01 15:25:20,733 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-01 15:26:46,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:26:46,924 - pyskl - INFO - +top1_acc 0.9691 +top5_acc 0.9964 +2025-06-01 15:26:46,981 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_129.pth was removed +2025-06-01 15:26:48,013 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-01 15:26:48,014 - pyskl - INFO - Best top1_acc is 0.9691 at 134 epoch. +2025-06-01 15:26:48,017 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9691, top5_acc: 0.9964 +2025-06-01 15:27:51,798 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:30:22, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-01 15:28:34,857 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:29:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2723, loss: 1.2723 +2025-06-01 15:29:18,158 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:28:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3928, loss: 1.3928 +2025-06-01 15:30:01,448 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:28:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-01 15:30:44,688 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:27:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3210, loss: 1.3210 +2025-06-01 15:31:28,264 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:26:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3479, loss: 1.3479 +2025-06-01 15:32:11,590 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:26:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-01 15:32:54,825 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:25:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 +2025-06-01 15:33:38,059 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:24:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3421, loss: 1.3421 +2025-06-01 15:34:21,343 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:23:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3385, loss: 1.3385 +2025-06-01 15:35:04,609 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:23:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3618, loss: 1.3618 +2025-06-01 15:35:47,774 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:22:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3409, loss: 1.3409 +2025-06-01 15:36:31,118 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:21:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-06-01 15:37:14,489 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:21:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3086, loss: 1.3086 +2025-06-01 15:37:57,859 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:20:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.4012, loss: 1.4012 +2025-06-01 15:38:41,179 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:19:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-06-01 15:39:24,485 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:18:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-06-01 15:40:07,767 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:18:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3284, loss: 1.3284 +2025-06-01 15:40:51,174 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:17:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-06-01 15:41:34,408 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:16:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3129, loss: 1.3129 +2025-06-01 15:42:17,665 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:15:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3127, loss: 1.3127 +2025-06-01 15:43:00,995 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:15:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3028, loss: 1.3028 +2025-06-01 15:43:44,270 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:14:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2952, loss: 1.2952 +2025-06-01 15:44:07,647 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-01 15:53:31,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 15:53:31,309 - pyskl - INFO - +top1_acc 0.9684 +top5_acc 0.9967 +2025-06-01 15:53:31,312 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9684, top5_acc: 0.9967 +2025-06-01 15:54:35,454 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:13:26, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-06-01 15:55:18,772 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:12:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2997, loss: 1.2997 +2025-06-01 15:56:02,254 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:11:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-06-01 15:56:45,696 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:11:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-01 15:57:29,149 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:10:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-01 15:58:12,528 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:09:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3222, loss: 1.3222 +2025-06-01 15:58:55,778 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:09:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2844, loss: 1.2844 +2025-06-01 15:59:39,137 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:08:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3238, loss: 1.3238 +2025-06-01 16:00:22,452 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:07:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3091, loss: 1.3091 +2025-06-01 16:01:05,743 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:06:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2704, loss: 1.2704 +2025-06-01 16:01:49,077 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:06:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2520, loss: 1.2520 +2025-06-01 16:02:32,295 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:05:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3438, loss: 1.3438 +2025-06-01 16:03:15,618 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:04:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3465, loss: 1.3465 +2025-06-01 16:03:59,038 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:04:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-06-01 16:04:42,387 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:03:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-01 16:05:25,732 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:02:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-06-01 16:06:08,910 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:01:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3174, loss: 1.3174 +2025-06-01 16:06:52,150 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:01:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3183, loss: 1.3183 +2025-06-01 16:07:35,506 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 4:00:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-06-01 16:08:18,863 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:59:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-01 16:09:02,319 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:59:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3699, loss: 1.3699 +2025-06-01 16:09:45,593 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:58:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-06-01 16:10:28,896 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:57:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3155, loss: 1.3155 +2025-06-01 16:10:52,447 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-01 16:12:18,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:12:18,691 - pyskl - INFO - +top1_acc 0.9665 +top5_acc 0.9965 +2025-06-01 16:12:18,694 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9665, top5_acc: 0.9965 +2025-06-01 16:13:22,648 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:56:29, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3069, loss: 1.3069 +2025-06-01 16:14:05,938 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:55:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3149, loss: 1.3149 +2025-06-01 16:14:49,327 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:55:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2796, loss: 1.2796 +2025-06-01 16:15:32,667 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:54:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2495, loss: 1.2495 +2025-06-01 16:16:16,040 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:53:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-06-01 16:16:59,306 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:52:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-06-01 16:17:42,778 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:52:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-01 16:18:26,165 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-06-01 16:19:09,664 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:50:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3067, loss: 1.3067 +2025-06-01 16:19:53,154 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:50:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2590, loss: 1.2590 +2025-06-01 16:20:36,458 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:49:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-06-01 16:21:19,694 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:48:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-01 16:22:02,966 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:47:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-06-01 16:22:46,285 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:47:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3317, loss: 1.3317 +2025-06-01 16:23:29,569 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2910, loss: 1.2910 +2025-06-01 16:24:12,926 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:45:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2989, loss: 1.2989 +2025-06-01 16:24:56,293 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:44:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2529, loss: 1.2529 +2025-06-01 16:25:39,636 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:44:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-06-01 16:26:23,012 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:43:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3207, loss: 1.3207 +2025-06-01 16:27:06,395 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:42:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2540, loss: 1.2540 +2025-06-01 16:27:49,686 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:42:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2852, loss: 1.2852 +2025-06-01 16:28:33,206 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:41:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2897, loss: 1.2897 +2025-06-01 16:29:16,574 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:40:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2683, loss: 1.2683 +2025-06-01 16:29:40,054 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-01 16:31:06,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:31:06,116 - pyskl - INFO - +top1_acc 0.9681 +top5_acc 0.9965 +2025-06-01 16:31:06,119 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9681, top5_acc: 0.9965 +2025-06-01 16:32:09,822 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:39:33, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2627, loss: 1.2627 +2025-06-01 16:32:53,103 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:38:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3263, loss: 1.3263 +2025-06-01 16:33:36,489 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:38:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2810, loss: 1.2810 +2025-06-01 16:34:19,825 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:37:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3272, loss: 1.3272 +2025-06-01 16:35:03,317 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:36:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2928, loss: 1.2928 +2025-06-01 16:35:46,682 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:35:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2806, loss: 1.2806 +2025-06-01 16:36:29,956 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:35:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2872, loss: 1.2872 +2025-06-01 16:37:13,314 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:34:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2929, loss: 1.2929 +2025-06-01 16:37:56,653 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:33:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-01 16:38:39,994 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:33:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2427, loss: 1.2427 +2025-06-01 16:39:23,411 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:32:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2856, loss: 1.2856 +2025-06-01 16:40:06,696 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:31:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2492, loss: 1.2492 +2025-06-01 16:40:50,075 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:30:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2865, loss: 1.2865 +2025-06-01 16:41:33,457 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:30:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-06-01 16:42:16,890 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:29:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2952, loss: 1.2952 +2025-06-01 16:43:00,221 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:28:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2779, loss: 1.2779 +2025-06-01 16:43:43,525 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:28:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-06-01 16:44:26,764 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:27:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-06-01 16:45:10,236 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:26:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3060, loss: 1.3060 +2025-06-01 16:45:53,601 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:25:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3395, loss: 1.3395 +2025-06-01 16:46:36,979 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:25:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3138, loss: 1.3138 +2025-06-01 16:47:20,329 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:24:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-06-01 16:48:03,606 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:23:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2972, loss: 1.2972 +2025-06-01 16:48:27,124 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-01 16:49:53,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 16:49:53,400 - pyskl - INFO - +top1_acc 0.9672 +top5_acc 0.9964 +2025-06-01 16:49:53,403 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9672, top5_acc: 0.9964 +2025-06-01 16:50:56,753 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:22:36, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2821, loss: 1.2821 +2025-06-01 16:51:40,089 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:21:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-01 16:52:23,394 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 +2025-06-01 16:53:06,516 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:20:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2808, loss: 1.2808 +2025-06-01 16:53:49,962 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:19:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2475, loss: 1.2475 +2025-06-01 16:54:33,310 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:19:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2885, loss: 1.2885 +2025-06-01 16:55:16,647 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:18:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2697, loss: 1.2697 +2025-06-01 16:55:59,942 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:17:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2950, loss: 1.2950 +2025-06-01 16:56:43,295 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:16:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2407, loss: 1.2407 +2025-06-01 16:57:26,722 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:16:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-01 16:58:10,100 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:15:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-06-01 16:58:53,517 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:14:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3000, loss: 1.3000 +2025-06-01 16:59:36,876 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:13:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2780, loss: 1.2780 +2025-06-01 17:00:20,236 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:13:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2705, loss: 1.2705 +2025-06-01 17:01:03,458 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-01 17:01:46,735 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:11:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-06-01 17:02:29,942 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:11:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2605, loss: 1.2605 +2025-06-01 17:03:13,177 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:10:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-06-01 17:03:56,441 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:09:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2530, loss: 1.2530 +2025-06-01 17:04:39,753 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:08:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2685, loss: 1.2685 +2025-06-01 17:05:22,935 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:08:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-06-01 17:06:06,130 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:07:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2519, loss: 1.2519 +2025-06-01 17:06:49,389 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:06:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-06-01 17:07:12,823 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-01 17:08:39,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:08:39,330 - pyskl - INFO - +top1_acc 0.9704 +top5_acc 0.9965 +2025-06-01 17:08:39,386 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_134.pth was removed +2025-06-01 17:08:40,427 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-01 17:08:40,428 - pyskl - INFO - Best top1_acc is 0.9704 at 139 epoch. +2025-06-01 17:08:40,431 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9704, top5_acc: 0.9965 +2025-06-01 17:09:44,439 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:05:39, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-01 17:10:27,599 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:04:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2742, loss: 1.2742 +2025-06-01 17:11:10,915 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:04:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2522, loss: 1.2522 +2025-06-01 17:11:54,208 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:03:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2133, loss: 1.2133 +2025-06-01 17:12:37,654 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:02:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-01 17:13:21,040 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:02:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2659, loss: 1.2659 +2025-06-01 17:14:04,265 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:01:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2518, loss: 1.2518 +2025-06-01 17:14:47,507 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:00:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2728, loss: 1.2728 +2025-06-01 17:15:30,729 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:59:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2635, loss: 1.2635 +2025-06-01 17:16:13,794 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:59:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-06-01 17:16:57,028 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:58:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2727, loss: 1.2727 +2025-06-01 17:17:40,241 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:57:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2651, loss: 1.2651 +2025-06-01 17:18:23,415 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:57:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-06-01 17:19:06,616 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:56:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-01 17:19:49,891 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:55:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2820, loss: 1.2820 +2025-06-01 17:20:33,222 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:54:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3213, loss: 1.3213 +2025-06-01 17:21:16,332 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:54:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2824, loss: 1.2824 +2025-06-01 17:21:59,621 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:53:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2840, loss: 1.2840 +2025-06-01 17:22:42,948 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:52:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-06-01 17:23:26,273 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:51:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2360, loss: 1.2360 +2025-06-01 17:24:09,494 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:51:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2201, loss: 1.2201 +2025-06-01 17:24:52,700 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:50:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2402, loss: 1.2402 +2025-06-01 17:25:35,954 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:49:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2297, loss: 1.2297 +2025-06-01 17:25:59,391 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-01 17:34:55,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:34:55,969 - pyskl - INFO - +top1_acc 0.9689 +top5_acc 0.9956 +2025-06-01 17:34:55,972 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9689, top5_acc: 0.9956 +2025-06-01 17:36:00,047 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:48:43, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2543, loss: 1.2543 +2025-06-01 17:36:43,373 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:47:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-06-01 17:37:26,750 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:47:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2331, loss: 1.2331 +2025-06-01 17:38:10,122 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:46:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-01 17:38:53,465 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2100, loss: 1.2100 +2025-06-01 17:39:36,768 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:45:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2824, loss: 1.2824 +2025-06-01 17:40:20,270 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:44:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-06-01 17:41:03,550 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:43:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2816, loss: 1.2816 +2025-06-01 17:41:46,867 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:42:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2852, loss: 1.2852 +2025-06-01 17:42:30,097 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:42:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2673, loss: 1.2673 +2025-06-01 17:43:13,390 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:41:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-06-01 17:43:56,687 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:40:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3405, loss: 1.3405 +2025-06-01 17:44:39,959 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:40:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2661, loss: 1.2661 +2025-06-01 17:45:23,364 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:39:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3184, loss: 1.3184 +2025-06-01 17:46:06,731 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:38:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2743, loss: 1.2743 +2025-06-01 17:46:50,039 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:37:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2911, loss: 1.2911 +2025-06-01 17:47:33,340 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:37:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-06-01 17:48:16,521 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:36:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1999, loss: 1.1999 +2025-06-01 17:48:59,861 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2401, loss: 1.2401 +2025-06-01 17:49:43,277 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:35:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-06-01 17:50:26,597 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:34:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2987, loss: 1.2987 +2025-06-01 17:51:09,942 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:33:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-01 17:51:53,110 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:32:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-06-01 17:52:16,577 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-01 17:53:43,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 17:53:43,123 - pyskl - INFO - +top1_acc 0.9704 +top5_acc 0.9969 +2025-06-01 17:53:43,127 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9704, top5_acc: 0.9969 +2025-06-01 17:54:46,781 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:31:46, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2714, loss: 1.2714 +2025-06-01 17:55:30,091 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:31:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2723, loss: 1.2723 +2025-06-01 17:56:13,476 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:30:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2592, loss: 1.2592 +2025-06-01 17:56:56,822 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:29:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2236, loss: 1.2236 +2025-06-01 17:57:40,282 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:28:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-01 17:58:23,739 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:28:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-06-01 17:59:07,181 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:27:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2721, loss: 1.2721 +2025-06-01 17:59:50,623 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:26:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2715, loss: 1.2715 +2025-06-01 18:00:33,898 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:26:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2494, loss: 1.2494 +2025-06-01 18:01:17,235 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:25:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2548, loss: 1.2548 +2025-06-01 18:02:00,512 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:24:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2712, loss: 1.2712 +2025-06-01 18:02:43,810 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:23:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-06-01 18:03:27,109 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:23:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-01 18:04:10,417 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:22:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2718, loss: 1.2718 +2025-06-01 18:04:53,773 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:21:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2266, loss: 1.2266 +2025-06-01 18:05:37,182 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:20:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-01 18:06:20,717 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:20:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-06-01 18:07:04,003 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2140, loss: 1.2140 +2025-06-01 18:07:47,370 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:18:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2955, loss: 1.2955 +2025-06-01 18:08:30,736 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:18:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2122, loss: 1.2122 +2025-06-01 18:09:14,251 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:17:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-06-01 18:09:57,595 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:16:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2292, loss: 1.2292 +2025-06-01 18:10:40,917 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:15:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2594, loss: 1.2594 +2025-06-01 18:11:04,478 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-01 18:12:30,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:12:30,767 - pyskl - INFO - +top1_acc 0.9703 +top5_acc 0.9967 +2025-06-01 18:12:30,770 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9703, top5_acc: 0.9967 +2025-06-01 18:13:34,469 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:14:49, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2284, loss: 1.2284 +2025-06-01 18:14:17,685 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:14:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2254, loss: 1.2254 +2025-06-01 18:15:00,970 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:13:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-06-01 18:15:44,385 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:12:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-01 18:16:27,713 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:11:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2375, loss: 1.2375 +2025-06-01 18:17:11,035 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:11:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2547, loss: 1.2547 +2025-06-01 18:17:54,458 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:10:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2027, loss: 1.2027 +2025-06-01 18:18:37,766 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:09:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-06-01 18:19:21,099 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:09:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2926, loss: 1.2926 +2025-06-01 18:20:04,472 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:08:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2411, loss: 1.2411 +2025-06-01 18:20:47,630 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:07:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2404, loss: 1.2404 +2025-06-01 18:21:30,894 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:06:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2566, loss: 1.2566 +2025-06-01 18:22:14,111 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:06:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2489, loss: 1.2489 +2025-06-01 18:22:57,455 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:05:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-06-01 18:23:40,797 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:04:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-01 18:24:24,191 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:04:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2722, loss: 1.2722 +2025-06-01 18:25:07,560 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:03:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-01 18:25:50,824 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:02:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1929, loss: 1.1929 +2025-06-01 18:26:34,182 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:01:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2404, loss: 1.2404 +2025-06-01 18:27:17,462 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:01:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2433, loss: 1.2433 +2025-06-01 18:28:00,805 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:00:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2235, loss: 1.2235 +2025-06-01 18:28:44,137 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2715, loss: 1.2715 +2025-06-01 18:29:27,453 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2304, loss: 1.2304 +2025-06-01 18:29:50,918 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-01 18:31:17,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:31:17,425 - pyskl - INFO - +top1_acc 0.9678 +top5_acc 0.9955 +2025-06-01 18:31:17,429 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9678, top5_acc: 0.9955 +2025-06-01 18:32:21,079 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:57:53, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-06-01 18:33:04,345 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:57:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2754, loss: 1.2754 +2025-06-01 18:33:47,646 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:56:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2099, loss: 1.2099 +2025-06-01 18:34:30,959 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:55:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.3039, loss: 1.3039 +2025-06-01 18:35:14,233 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:55:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2321, loss: 1.2321 +2025-06-01 18:35:57,489 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:54:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 +2025-06-01 18:36:40,808 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:53:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2568, loss: 1.2568 +2025-06-01 18:37:24,066 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:52:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2016, loss: 1.2016 +2025-06-01 18:38:07,315 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:52:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-01 18:38:50,606 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:51:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2829, loss: 1.2829 +2025-06-01 18:39:33,811 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:50:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-06-01 18:40:17,020 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:49:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2651, loss: 1.2651 +2025-06-01 18:41:00,269 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:49:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2346, loss: 1.2346 +2025-06-01 18:41:43,595 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:48:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2231, loss: 1.2231 +2025-06-01 18:42:26,875 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:47:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-06-01 18:43:10,127 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:47:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2637, loss: 1.2637 +2025-06-01 18:43:53,341 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:46:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2538, loss: 1.2538 +2025-06-01 18:44:36,639 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:45:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-01 18:45:19,846 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:44:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-06-01 18:46:02,928 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:44:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2646, loss: 1.2646 +2025-06-01 18:46:46,127 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:43:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2660, loss: 1.2660 +2025-06-01 18:47:29,297 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:42:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2451, loss: 1.2451 +2025-06-01 18:48:12,466 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:42:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2434, loss: 1.2434 +2025-06-01 18:48:35,826 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-01 18:50:01,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 18:50:01,835 - pyskl - INFO - +top1_acc 0.9682 +top5_acc 0.9965 +2025-06-01 18:50:01,838 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9682, top5_acc: 0.9965 +2025-06-01 18:51:05,294 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:40:56, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-01 18:51:48,451 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:40:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1990, loss: 1.1990 +2025-06-01 18:52:31,597 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:39:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-06-01 18:53:15,083 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:38:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2340, loss: 1.2340 +2025-06-01 18:53:58,613 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:38:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2484, loss: 1.2484 +2025-06-01 18:54:42,316 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:37:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-06-01 18:55:25,767 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:36:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2535, loss: 1.2535 +2025-06-01 18:56:09,101 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:35:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1976, loss: 1.1976 +2025-06-01 18:56:52,464 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:35:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2477, loss: 1.2477 +2025-06-01 18:57:35,702 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:34:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2705, loss: 1.2705 +2025-06-01 18:58:19,045 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:33:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2691, loss: 1.2691 +2025-06-01 18:59:02,310 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:33:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2562, loss: 1.2562 +2025-06-01 18:59:45,549 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:32:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2344, loss: 1.2344 +2025-06-01 19:00:28,803 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:31:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-01 19:01:12,038 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:30:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-06-01 19:01:55,337 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:30:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2200, loss: 1.2200 +2025-06-01 19:02:38,559 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:29:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2548, loss: 1.2548 +2025-06-01 19:03:21,828 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:28:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2342, loss: 1.2342 +2025-06-01 19:04:04,886 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:27:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-06-01 19:04:48,136 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2147, loss: 1.2147 +2025-06-01 19:05:31,370 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:26:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2160, loss: 1.2160 +2025-06-01 19:06:14,582 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:25:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 +2025-06-01 19:06:57,750 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:25:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-06-01 19:07:21,344 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-01 19:16:32,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:16:32,318 - pyskl - INFO - +top1_acc 0.9713 +top5_acc 0.9967 +2025-06-01 19:16:32,370 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_139.pth was removed +2025-06-01 19:16:33,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-06-01 19:16:33,371 - pyskl - INFO - Best top1_acc is 0.9713 at 145 epoch. +2025-06-01 19:16:33,373 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9713, top5_acc: 0.9967 +2025-06-01 19:17:37,141 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:23:59, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2877, loss: 1.2877 +2025-06-01 19:18:20,319 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:23:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2082, loss: 1.2082 +2025-06-01 19:19:03,517 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:22:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2090, loss: 1.2090 +2025-06-01 19:19:46,743 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:21:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1970, loss: 1.1970 +2025-06-01 19:20:29,953 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:21:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1877, loss: 1.1877 +2025-06-01 19:21:13,177 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:20:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-01 19:21:56,315 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:19:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2491, loss: 1.2491 +2025-06-01 19:22:39,470 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:18:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2502, loss: 1.2502 +2025-06-01 19:23:22,734 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:18:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2302, loss: 1.2302 +2025-06-01 19:24:05,966 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:17:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2128, loss: 1.2128 +2025-06-01 19:24:49,217 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:16:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2159, loss: 1.2159 +2025-06-01 19:25:32,424 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:16:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2395, loss: 1.2395 +2025-06-01 19:26:15,686 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:15:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1879, loss: 1.1879 +2025-06-01 19:26:58,970 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:14:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2282, loss: 1.2282 +2025-06-01 19:27:42,209 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:13:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2397, loss: 1.2397 +2025-06-01 19:28:25,422 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:13:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2530, loss: 1.2530 +2025-06-01 19:29:08,583 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:12:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1930, loss: 1.1930 +2025-06-01 19:29:51,692 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:11:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2345, loss: 1.2345 +2025-06-01 19:30:35,141 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:11:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-01 19:31:18,479 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:10:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2267, loss: 1.2267 +2025-06-01 19:32:01,910 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:09:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2120, loss: 1.2120 +2025-06-01 19:32:45,188 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:08:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2791, loss: 1.2791 +2025-06-01 19:33:28,486 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:08:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2510, loss: 1.2510 +2025-06-01 19:33:52,011 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-01 19:35:17,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:35:17,947 - pyskl - INFO - +top1_acc 0.9707 +top5_acc 0.9967 +2025-06-01 19:35:17,950 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9707, top5_acc: 0.9967 +2025-06-01 19:36:21,325 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:07:03, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-06-01 19:37:04,588 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:06:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1938, loss: 1.1938 +2025-06-01 19:37:47,854 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2339, loss: 1.2339 +2025-06-01 19:38:31,063 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:04:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2324, loss: 1.2324 +2025-06-01 19:39:14,273 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:04:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2006, loss: 1.2006 +2025-06-01 19:39:57,506 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:03:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2515, loss: 1.2515 +2025-06-01 19:40:40,786 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:02:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1884, loss: 1.1884 +2025-06-01 19:41:23,981 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:02:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2290, loss: 1.2290 +2025-06-01 19:42:07,249 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:01:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-01 19:42:50,470 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:00:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2486, loss: 1.2486 +2025-06-01 19:43:33,669 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:59:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-06-01 19:44:16,921 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:59:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 +2025-06-01 19:45:00,191 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:58:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2154, loss: 1.2154 +2025-06-01 19:45:43,434 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:57:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2710, loss: 1.2710 +2025-06-01 19:46:26,636 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:56:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2397, loss: 1.2397 +2025-06-01 19:47:09,853 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:56:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2768, loss: 1.2768 +2025-06-01 19:47:53,046 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:55:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2550, loss: 1.2550 +2025-06-01 19:48:36,224 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:54:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2663, loss: 1.2663 +2025-06-01 19:49:19,463 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:54:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1965, loss: 1.1965 +2025-06-01 19:50:02,746 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:53:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-01 19:50:46,145 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-01 19:51:29,482 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:51:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2066, loss: 1.2066 +2025-06-01 19:52:12,644 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:51:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-01 19:52:36,189 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-01 19:54:02,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 19:54:02,270 - pyskl - INFO - +top1_acc 0.9711 +top5_acc 0.9965 +2025-06-01 19:54:02,273 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9711, top5_acc: 0.9965 +2025-06-01 19:55:06,458 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:50:06, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2470, loss: 1.2470 +2025-06-01 19:55:49,825 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:49:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2409, loss: 1.2409 +2025-06-01 19:56:33,152 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2296, loss: 1.2296 +2025-06-01 19:57:16,535 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:47:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2054, loss: 1.2054 +2025-06-01 19:57:59,892 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:47:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2300, loss: 1.2300 +2025-06-01 19:58:43,182 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:46:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2725, loss: 1.2725 +2025-06-01 19:59:26,435 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:45:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2439, loss: 1.2439 +2025-06-01 20:00:09,699 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:45:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-06-01 20:00:52,905 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:44:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2224, loss: 1.2224 +2025-06-01 20:01:36,093 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-01 20:02:19,271 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:42:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2623, loss: 1.2623 +2025-06-01 20:03:02,486 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:42:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-01 20:03:45,869 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:41:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2244, loss: 1.2244 +2025-06-01 20:04:29,104 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:40:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-01 20:05:12,269 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:40:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2403, loss: 1.2403 +2025-06-01 20:05:55,414 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:39:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1902, loss: 1.1902 +2025-06-01 20:06:38,509 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2553, loss: 1.2553 +2025-06-01 20:07:21,642 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:37:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2176, loss: 1.2176 +2025-06-01 20:08:04,797 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-06-01 20:08:47,980 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-01 20:09:31,318 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2026, loss: 1.2026 +2025-06-01 20:10:14,537 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:34:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2579, loss: 1.2579 +2025-06-01 20:10:57,761 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2319, loss: 1.2319 +2025-06-01 20:11:21,189 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-01 20:12:47,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:12:47,102 - pyskl - INFO - +top1_acc 0.9712 +top5_acc 0.9966 +2025-06-01 20:12:47,105 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9712, top5_acc: 0.9966 +2025-06-01 20:13:50,771 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:09, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2157, loss: 1.2157 +2025-06-01 20:14:33,990 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2792, loss: 1.2792 +2025-06-01 20:15:17,181 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1630, loss: 1.1630 +2025-06-01 20:16:00,481 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:31:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1771, loss: 1.1771 +2025-06-01 20:16:43,843 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2254, loss: 1.2254 +2025-06-01 20:17:27,094 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2266, loss: 1.2266 +2025-06-01 20:18:10,422 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1634, loss: 1.1634 +2025-06-01 20:18:53,712 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2565, loss: 1.2565 +2025-06-01 20:19:37,108 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-06-01 20:20:20,427 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-06-01 20:21:03,686 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-01 20:21:47,068 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2136, loss: 1.2136 +2025-06-01 20:22:30,399 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2801, loss: 1.2801 +2025-06-01 20:23:13,750 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-01 20:23:56,806 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2418, loss: 1.2418 +2025-06-01 20:24:40,005 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1911, loss: 1.1911 +2025-06-01 20:25:23,244 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2323, loss: 1.2323 +2025-06-01 20:26:06,548 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-06-01 20:26:49,838 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2262, loss: 1.2262 +2025-06-01 20:27:33,079 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2129, loss: 1.2129 +2025-06-01 20:28:16,354 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-01 20:28:59,658 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:18:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2480, loss: 1.2480 +2025-06-01 20:29:42,974 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2115, loss: 1.2115 +2025-06-01 20:30:06,435 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-01 20:31:32,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:31:32,747 - pyskl - INFO - +top1_acc 0.9706 +top5_acc 0.9969 +2025-06-01 20:31:32,751 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9706, top5_acc: 0.9969 +2025-06-01 20:32:36,894 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:13, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-01 20:33:20,204 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2214, loss: 1.2214 +2025-06-01 20:34:03,530 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2677, loss: 1.2677 +2025-06-01 20:34:46,878 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-06-01 20:35:30,154 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2605, loss: 1.2605 +2025-06-01 20:36:13,472 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1943, loss: 1.1943 +2025-06-01 20:36:56,726 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2108, loss: 1.2108 +2025-06-01 20:37:40,038 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2089, loss: 1.2089 +2025-06-01 20:38:23,333 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2104, loss: 1.2104 +2025-06-01 20:39:06,664 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1994, loss: 1.1994 +2025-06-01 20:39:49,853 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:09:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2158, loss: 1.2158 +2025-06-01 20:40:33,153 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2221, loss: 1.2221 +2025-06-01 20:41:16,457 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2256, loss: 1.2256 +2025-06-01 20:41:59,781 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1991, loss: 1.1991 +2025-06-01 20:42:42,986 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2345, loss: 1.2345 +2025-06-01 20:43:26,268 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-01 20:44:09,653 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-06-01 20:44:52,925 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1655, loss: 1.1655 +2025-06-01 20:45:36,229 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2753, loss: 1.2753 +2025-06-01 20:46:19,437 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-06-01 20:47:02,645 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2341, loss: 1.2341 +2025-06-01 20:47:45,902 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2667, loss: 1.2667 +2025-06-01 20:48:29,056 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2290, loss: 1.2290 +2025-06-01 20:48:52,467 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-01 20:50:19,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-01 20:50:19,494 - pyskl - INFO - +top1_acc 0.9708 +top5_acc 0.9964 +2025-06-01 20:50:19,497 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9708, top5_acc: 0.9964 +2025-06-01 20:50:27,343 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-01 21:01:15,242 - pyskl - INFO - Testing results of the last checkpoint +2025-06-01 21:01:15,243 - pyskl - INFO - top1_acc: 0.9713 +2025-06-01 21:01:15,243 - pyskl - INFO - top5_acc: 0.9965 +2025-06-01 21:01:15,243 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/j_2/best_top1_acc_epoch_145.pth +2025-06-01 21:12:07,680 - pyskl - INFO - Testing results of the best checkpoint +2025-06-01 21:12:07,680 - pyskl - INFO - top1_acc: 0.9714 +2025-06-01 21:12:07,681 - pyskl - INFO - top5_acc: 0.9966 diff --git a/ntu60_xview/j_2/best_pred.pkl b/ntu60_xview/j_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..7284ea3081519afa766f866bd98dd69dd7e77130 --- /dev/null +++ b/ntu60_xview/j_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2bd037b7f5caeb386ebcfbdc6d3ed5992c03fca466292589c5aa388ecd5cc561 +size 7621715 diff --git a/ntu60_xview/j_2/best_top1_acc_epoch_145.pth b/ntu60_xview/j_2/best_top1_acc_epoch_145.pth new file mode 100644 index 0000000000000000000000000000000000000000..fe7f4f8b4df6ccc38d9e18291a68c15716483cef --- /dev/null +++ b/ntu60_xview/j_2/best_top1_acc_epoch_145.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:03c6dc5dfd396994641d20275b60687ce33a79a1e9b832f3e67ccd8154a5cd49 +size 16153947 diff --git a/ntu60_xview/jm/20250430_164928.log b/ntu60_xview/jm/20250430_164928.log new file mode 100644 index 0000000000000000000000000000000000000000..54e62ca72727b3b34a5e31867ba9d16857f79bc4 --- /dev/null +++ b/ntu60_xview/jm/20250430_164928.log @@ -0,0 +1,4661 @@ +2025-04-30 16:49:28,226 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-04-30 16:49:28,558 - pyskl - INFO - Config: modality = 'jm' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/jm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/jm', + interval_epoch=10, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['jm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-04-30 16:49:28,558 - pyskl - INFO - Set random seed to 46383442, deterministic: False +2025-04-30 16:49:38,089 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-04-30 16:49:43,760 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-04-30 16:49:43,783 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm +2025-04-30 16:49:43,783 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-04-30 16:49:43,783 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-04-30 16:49:43,783 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm by HardDiskBackend. +2025-04-30 16:50:49,307 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 16:13:06, time: 0.655, data_time: 0.208, memory: 13125, top1_acc: 0.0262, top5_acc: 0.1256, loss_cls: 11.4083, loss: 11.4083 +2025-04-30 16:51:33,190 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 5:35:58, time: 0.439, data_time: 0.000, memory: 13125, top1_acc: 0.0437, top5_acc: 0.1787, loss_cls: 9.9955, loss: 9.9955 +2025-04-30 16:52:17,423 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 2:09:56, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.0512, top5_acc: 0.1881, loss_cls: 9.8213, loss: 9.8213 +2025-04-30 16:53:01,601 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 2 days, 0:25:45, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.0531, top5_acc: 0.1994, loss_cls: 9.6625, loss: 9.6625 +2025-04-30 16:53:45,633 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 23:21:15, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.0575, top5_acc: 0.2338, loss_cls: 9.5264, loss: 9.5264 +2025-04-30 16:54:29,785 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 22:39:09, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.0800, top5_acc: 0.2869, loss_cls: 9.2835, loss: 9.2835 +2025-04-30 16:55:13,624 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 22:06:16, time: 0.438, data_time: 0.000, memory: 13125, top1_acc: 0.0925, top5_acc: 0.3094, loss_cls: 9.0809, loss: 9.0809 +2025-04-30 16:55:57,859 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 21:44:19, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.0963, top5_acc: 0.3525, loss_cls: 8.8933, loss: 8.8933 +2025-04-30 16:56:41,999 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 21:26:28, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.1125, top5_acc: 0.3613, loss_cls: 8.7867, loss: 8.7867 +2025-04-30 16:57:25,985 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 21:11:08, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.1150, top5_acc: 0.3800, loss_cls: 8.6737, loss: 8.6737 +2025-04-30 16:58:10,003 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 20:58:37, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.1225, top5_acc: 0.4306, loss_cls: 8.4763, loss: 8.4763 +2025-04-30 16:58:54,045 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 20:48:12, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.1313, top5_acc: 0.4412, loss_cls: 8.4520, loss: 8.4520 +2025-04-30 16:59:38,039 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 20:39:03, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.1506, top5_acc: 0.4475, loss_cls: 8.3453, loss: 8.3453 +2025-04-30 17:00:22,094 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 20:31:21, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.1519, top5_acc: 0.4669, loss_cls: 8.2323, loss: 8.2323 +2025-04-30 17:01:06,039 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 20:24:09, time: 0.439, data_time: 0.000, memory: 13125, top1_acc: 0.1663, top5_acc: 0.4794, loss_cls: 8.0862, loss: 8.0862 +2025-04-30 17:01:50,035 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 20:17:57, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.1975, top5_acc: 0.5238, loss_cls: 7.9862, loss: 7.9862 +2025-04-30 17:02:34,062 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 20:12:30, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.2213, top5_acc: 0.5469, loss_cls: 7.8367, loss: 7.8367 +2025-04-30 17:03:18,164 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 20:07:49, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.2369, top5_acc: 0.6000, loss_cls: 7.5557, loss: 7.5557 +2025-04-30 17:04:02,199 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 20:03:20, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.2362, top5_acc: 0.5906, loss_cls: 7.6568, loss: 7.6568 +2025-04-30 17:04:46,270 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 19:59:21, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.2669, top5_acc: 0.6344, loss_cls: 7.3494, loss: 7.3494 +2025-04-30 17:05:30,277 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 19:55:29, time: 0.440, data_time: 0.000, memory: 13125, top1_acc: 0.2794, top5_acc: 0.6656, loss_cls: 7.1281, loss: 7.1281 +2025-04-30 17:06:14,405 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 19:52:14, time: 0.441, data_time: 0.000, memory: 13125, top1_acc: 0.2931, top5_acc: 0.6644, loss_cls: 7.1402, loss: 7.1402 +2025-04-30 17:06:58,619 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 19:49:24, time: 0.442, data_time: 0.000, memory: 13125, top1_acc: 0.3200, top5_acc: 0.6981, loss_cls: 6.8644, loss: 6.8644 +2025-04-30 17:07:22,739 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-04-30 17:08:52,764 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 17:08:52,839 - pyskl - INFO - +top1_acc 0.2122 +top5_acc 0.5837 +2025-04-30 17:08:53,939 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-04-30 17:08:53,940 - pyskl - INFO - Best top1_acc is 0.2122 at 1 epoch. +2025-04-30 17:08:53,943 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.2122, top5_acc: 0.5837 +2025-04-30 17:09:59,166 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 19:39:38, time: 0.652, data_time: 0.212, memory: 13126, top1_acc: 0.3206, top5_acc: 0.7219, loss_cls: 6.8499, loss: 6.8499 +2025-04-30 17:10:43,126 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 19:36:52, time: 0.440, data_time: 0.000, memory: 13126, top1_acc: 0.3638, top5_acc: 0.7456, loss_cls: 6.6540, loss: 6.6540 +2025-04-30 17:11:27,142 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 19:34:22, time: 0.440, data_time: 0.000, memory: 13126, top1_acc: 0.3619, top5_acc: 0.7519, loss_cls: 6.6368, loss: 6.6368 +2025-04-30 17:12:11,187 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 19:32:04, time: 0.440, data_time: 0.000, memory: 13126, top1_acc: 0.3944, top5_acc: 0.7694, loss_cls: 6.3487, loss: 6.3487 +2025-04-30 17:12:55,150 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 19:29:42, time: 0.440, data_time: 0.000, memory: 13126, top1_acc: 0.4019, top5_acc: 0.7575, loss_cls: 6.4601, loss: 6.4601 +2025-04-30 17:13:39,147 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 19:27:31, time: 0.440, data_time: 0.000, memory: 13126, top1_acc: 0.3856, top5_acc: 0.7600, loss_cls: 6.4060, loss: 6.4060 +2025-04-30 17:14:23,281 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 19:25:41, time: 0.441, data_time: 0.000, memory: 13126, top1_acc: 0.4050, top5_acc: 0.7769, loss_cls: 6.3097, loss: 6.3097 +2025-04-30 17:15:07,537 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 19:24:09, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.4425, top5_acc: 0.7850, loss_cls: 6.1809, loss: 6.1809 +2025-04-30 17:15:51,674 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 19:22:27, time: 0.441, data_time: 0.000, memory: 13126, top1_acc: 0.4338, top5_acc: 0.7756, loss_cls: 6.2019, loss: 6.2019 +2025-04-30 17:16:35,815 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 19:20:49, time: 0.441, data_time: 0.000, memory: 13126, top1_acc: 0.4594, top5_acc: 0.8144, loss_cls: 5.9912, loss: 5.9912 +2025-04-30 17:17:19,975 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 19:19:16, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.4462, top5_acc: 0.8169, loss_cls: 5.9558, loss: 5.9558 +2025-04-30 17:18:04,167 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 19:17:49, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.4919, top5_acc: 0.8219, loss_cls: 5.8916, loss: 5.8916 +2025-04-30 17:18:48,414 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 19:16:30, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.4913, top5_acc: 0.8350, loss_cls: 5.8011, loss: 5.8011 +2025-04-30 17:19:32,621 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 19:15:09, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.4813, top5_acc: 0.8413, loss_cls: 5.7956, loss: 5.7956 +2025-04-30 17:20:16,770 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 19:13:44, time: 0.441, data_time: 0.000, memory: 13126, top1_acc: 0.4888, top5_acc: 0.8319, loss_cls: 5.7875, loss: 5.7875 +2025-04-30 17:21:00,851 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 19:12:15, time: 0.441, data_time: 0.000, memory: 13126, top1_acc: 0.5169, top5_acc: 0.8538, loss_cls: 5.5312, loss: 5.5312 +2025-04-30 17:21:44,987 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 19:10:54, time: 0.441, data_time: 0.000, memory: 13126, top1_acc: 0.5131, top5_acc: 0.8600, loss_cls: 5.5832, loss: 5.5832 +2025-04-30 17:22:29,161 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 19:09:37, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.5325, top5_acc: 0.8675, loss_cls: 5.4923, loss: 5.4923 +2025-04-30 17:23:13,425 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 19:08:29, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.5356, top5_acc: 0.8625, loss_cls: 5.4836, loss: 5.4836 +2025-04-30 17:23:57,636 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 19:07:18, time: 0.442, data_time: 0.000, memory: 13126, top1_acc: 0.5281, top5_acc: 0.8681, loss_cls: 5.3970, loss: 5.3970 +2025-04-30 17:24:41,959 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 19:06:17, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.5288, top5_acc: 0.8681, loss_cls: 5.3980, loss: 5.3980 +2025-04-30 17:25:26,219 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 19:05:12, time: 0.443, data_time: 0.000, memory: 13126, top1_acc: 0.5575, top5_acc: 0.8762, loss_cls: 5.3412, loss: 5.3412 +2025-04-30 17:26:10,592 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 19:04:17, time: 0.444, data_time: 0.000, memory: 13126, top1_acc: 0.5350, top5_acc: 0.8769, loss_cls: 5.3937, loss: 5.3937 +2025-04-30 17:26:34,665 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-04-30 17:28:05,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 17:28:05,190 - pyskl - INFO - +top1_acc 0.4582 +top5_acc 0.8482 +2025-04-30 17:28:05,253 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_1.pth was removed +2025-04-30 17:28:06,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-04-30 17:28:06,358 - pyskl - INFO - Best top1_acc is 0.4582 at 2 epoch. +2025-04-30 17:28:06,361 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.4582, top5_acc: 0.8482 +2025-04-30 17:29:11,988 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 19:00:08, time: 0.656, data_time: 0.213, memory: 13127, top1_acc: 0.5706, top5_acc: 0.8894, loss_cls: 5.2134, loss: 5.2134 +2025-04-30 17:29:56,344 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 18:59:16, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.5700, top5_acc: 0.8862, loss_cls: 5.2823, loss: 5.2823 +2025-04-30 17:30:40,686 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 18:58:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5694, top5_acc: 0.8781, loss_cls: 5.1721, loss: 5.1721 +2025-04-30 17:31:24,987 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 18:57:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5694, top5_acc: 0.8900, loss_cls: 5.1753, loss: 5.1753 +2025-04-30 17:32:09,373 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 18:56:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6075, top5_acc: 0.8938, loss_cls: 5.0392, loss: 5.0392 +2025-04-30 17:32:53,702 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 18:55:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5813, top5_acc: 0.8938, loss_cls: 5.0821, loss: 5.0821 +2025-04-30 17:33:37,907 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 18:54:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.5787, top5_acc: 0.8856, loss_cls: 5.1547, loss: 5.1547 +2025-04-30 17:34:22,183 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 18:53:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5900, top5_acc: 0.8900, loss_cls: 5.1387, loss: 5.1387 +2025-04-30 17:35:06,471 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 18:52:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9131, loss_cls: 4.8123, loss: 4.8123 +2025-04-30 17:35:50,817 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 18:52:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.5831, top5_acc: 0.8712, loss_cls: 5.1714, loss: 5.1714 +2025-04-30 17:36:35,015 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 18:51:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6019, top5_acc: 0.8962, loss_cls: 4.8394, loss: 4.8394 +2025-04-30 17:37:19,264 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 18:50:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6012, top5_acc: 0.9000, loss_cls: 4.9040, loss: 4.9040 +2025-04-30 17:38:03,507 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 18:49:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6062, top5_acc: 0.9019, loss_cls: 4.8463, loss: 4.8463 +2025-04-30 17:38:47,692 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 18:48:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6150, top5_acc: 0.9094, loss_cls: 4.8088, loss: 4.8088 +2025-04-30 17:39:31,980 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 18:47:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6288, top5_acc: 0.9019, loss_cls: 4.8250, loss: 4.8250 +2025-04-30 17:40:16,116 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 18:46:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6081, top5_acc: 0.9094, loss_cls: 4.7928, loss: 4.7928 +2025-04-30 17:41:00,305 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 18:45:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9169, loss_cls: 4.6959, loss: 4.6959 +2025-04-30 17:41:44,504 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 18:44:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6475, top5_acc: 0.9169, loss_cls: 4.6727, loss: 4.6727 +2025-04-30 17:42:28,798 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 18:43:39, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9144, loss_cls: 4.7164, loss: 4.7164 +2025-04-30 17:43:13,050 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 18:42:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6469, top5_acc: 0.9069, loss_cls: 4.7872, loss: 4.7872 +2025-04-30 17:43:57,245 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 18:41:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.5988, top5_acc: 0.9050, loss_cls: 4.8923, loss: 4.8923 +2025-04-30 17:44:41,603 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 18:41:04, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6131, top5_acc: 0.9000, loss_cls: 4.9211, loss: 4.9211 +2025-04-30 17:45:25,871 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 18:40:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9113, loss_cls: 4.8756, loss: 4.8756 +2025-04-30 17:45:50,068 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-04-30 17:47:19,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 17:47:19,892 - pyskl - INFO - +top1_acc 0.5784 +top5_acc 0.9030 +2025-04-30 17:47:19,947 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_2.pth was removed +2025-04-30 17:47:21,033 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-04-30 17:47:21,033 - pyskl - INFO - Best top1_acc is 0.5784 at 3 epoch. +2025-04-30 17:47:21,036 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.5784, top5_acc: 0.9030 +2025-04-30 17:48:26,287 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 18:36:55, time: 0.652, data_time: 0.211, memory: 13127, top1_acc: 0.6194, top5_acc: 0.9075, loss_cls: 4.7755, loss: 4.7755 +2025-04-30 17:49:10,395 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 18:35:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6362, top5_acc: 0.9294, loss_cls: 4.6571, loss: 4.6571 +2025-04-30 17:49:54,588 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 18:35:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6281, top5_acc: 0.9250, loss_cls: 4.5777, loss: 4.5777 +2025-04-30 17:50:38,742 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 18:34:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6438, top5_acc: 0.9175, loss_cls: 4.6849, loss: 4.6849 +2025-04-30 17:51:22,931 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 18:33:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9150, loss_cls: 4.6165, loss: 4.6165 +2025-04-30 17:52:07,059 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 18:32:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6769, top5_acc: 0.9269, loss_cls: 4.4920, loss: 4.4920 +2025-04-30 17:52:51,291 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 18:31:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6613, top5_acc: 0.9231, loss_cls: 4.5579, loss: 4.5579 +2025-04-30 17:53:35,603 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 18:30:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6637, top5_acc: 0.9213, loss_cls: 4.5927, loss: 4.5927 +2025-04-30 17:54:19,758 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 18:29:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6600, top5_acc: 0.9331, loss_cls: 4.5347, loss: 4.5347 +2025-04-30 17:55:03,902 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 18:29:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9181, loss_cls: 4.5985, loss: 4.5985 +2025-04-30 17:55:48,178 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 18:28:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9363, loss_cls: 4.4462, loss: 4.4462 +2025-04-30 17:56:32,478 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 18:27:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6550, top5_acc: 0.9294, loss_cls: 4.5638, loss: 4.5638 +2025-04-30 17:57:16,867 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 18:26:47, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9244, loss_cls: 4.4477, loss: 4.4477 +2025-04-30 17:58:01,172 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 18:26:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9456, loss_cls: 4.2847, loss: 4.2847 +2025-04-30 17:58:45,434 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 18:25:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9381, loss_cls: 4.3240, loss: 4.3240 +2025-04-30 17:59:29,752 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 18:24:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6444, top5_acc: 0.9113, loss_cls: 4.6280, loss: 4.6280 +2025-04-30 18:00:13,988 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 18:23:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6613, top5_acc: 0.9281, loss_cls: 4.4594, loss: 4.4594 +2025-04-30 18:00:58,225 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 18:22:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6744, top5_acc: 0.9300, loss_cls: 4.4110, loss: 4.4110 +2025-04-30 18:01:42,409 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 18:22:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9306, loss_cls: 4.4251, loss: 4.4251 +2025-04-30 18:02:26,631 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 18:21:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.6613, top5_acc: 0.9244, loss_cls: 4.5224, loss: 4.5224 +2025-04-30 18:03:11,002 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 18:20:29, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 4.4412, loss: 4.4412 +2025-04-30 18:03:55,398 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 18:19:47, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9319, loss_cls: 4.4550, loss: 4.4550 +2025-04-30 18:04:39,818 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 18:19:05, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9431, loss_cls: 4.3761, loss: 4.3761 +2025-04-30 18:05:04,081 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-04-30 18:06:34,133 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 18:06:34,210 - pyskl - INFO - +top1_acc 0.5662 +top5_acc 0.8949 +2025-04-30 18:06:34,214 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.5662, top5_acc: 0.8949 +2025-04-30 18:07:39,774 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 18:16:35, time: 0.656, data_time: 0.215, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9369, loss_cls: 4.3277, loss: 4.3277 +2025-04-30 18:08:23,747 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 18:15:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9363, loss_cls: 4.3314, loss: 4.3314 +2025-04-30 18:09:07,787 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 18:14:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9356, loss_cls: 4.3271, loss: 4.3271 +2025-04-30 18:09:51,843 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 18:13:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9506, loss_cls: 4.1432, loss: 4.1432 +2025-04-30 18:10:35,835 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 18:12:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9337, loss_cls: 4.2907, loss: 4.2907 +2025-04-30 18:11:19,758 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 18:11:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9313, loss_cls: 4.3355, loss: 4.3355 +2025-04-30 18:12:03,707 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 18:11:03, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 4.0761, loss: 4.0761 +2025-04-30 18:12:47,738 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 18:10:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.3216, loss: 4.3216 +2025-04-30 18:13:31,791 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 18:09:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 4.2443, loss: 4.2443 +2025-04-30 18:14:15,800 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 18:08:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9400, loss_cls: 4.2576, loss: 4.2576 +2025-04-30 18:14:59,842 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 18:07:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9469, loss_cls: 4.1389, loss: 4.1389 +2025-04-30 18:15:43,850 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 18:06:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9350, loss_cls: 4.2924, loss: 4.2924 +2025-04-30 18:16:27,930 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 18:05:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7106, top5_acc: 0.9400, loss_cls: 4.1803, loss: 4.1803 +2025-04-30 18:17:11,946 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 18:04:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9469, loss_cls: 4.2202, loss: 4.2202 +2025-04-30 18:17:55,975 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 18:04:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9250, loss_cls: 4.3028, loss: 4.3028 +2025-04-30 18:18:39,931 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 18:03:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 4.2951, loss: 4.2951 +2025-04-30 18:19:23,979 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 18:02:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.3365, loss: 4.3365 +2025-04-30 18:20:08,008 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 18:01:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9413, loss_cls: 4.2350, loss: 4.2350 +2025-04-30 18:20:52,082 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 18:00:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 4.0919, loss: 4.0919 +2025-04-30 18:21:36,399 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 17:59:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9381, loss_cls: 4.2522, loss: 4.2522 +2025-04-30 18:22:20,467 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 17:59:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9356, loss_cls: 4.2399, loss: 4.2399 +2025-04-30 18:23:04,615 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 17:58:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9363, loss_cls: 4.2016, loss: 4.2016 +2025-04-30 18:23:48,714 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 17:57:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 4.1557, loss: 4.1557 +2025-04-30 18:24:12,679 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-04-30 18:25:42,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 18:25:42,768 - pyskl - INFO - +top1_acc 0.7140 +top5_acc 0.9518 +2025-04-30 18:25:42,833 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_3.pth was removed +2025-04-30 18:25:44,001 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-04-30 18:25:44,002 - pyskl - INFO - Best top1_acc is 0.7140 at 5 epoch. +2025-04-30 18:25:44,005 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7140, top5_acc: 0.9518 +2025-04-30 18:26:49,150 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 17:55:03, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9356, loss_cls: 4.1331, loss: 4.1331 +2025-04-30 18:27:33,129 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 17:54:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 4.1197, loss: 4.1197 +2025-04-30 18:28:17,218 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 17:53:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 4.1663, loss: 4.1663 +2025-04-30 18:29:01,282 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 17:52:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9481, loss_cls: 4.1038, loss: 4.1038 +2025-04-30 18:29:45,366 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 17:51:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9356, loss_cls: 4.2582, loss: 4.2582 +2025-04-30 18:30:29,488 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 17:50:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9437, loss_cls: 4.0993, loss: 4.0993 +2025-04-30 18:31:13,517 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 17:50:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9469, loss_cls: 4.0963, loss: 4.0963 +2025-04-30 18:31:57,806 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 17:49:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9363, loss_cls: 4.2109, loss: 4.2109 +2025-04-30 18:32:41,973 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 17:48:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 4.1036, loss: 4.1036 +2025-04-30 18:33:26,046 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 17:47:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9537, loss_cls: 4.0684, loss: 4.0684 +2025-04-30 18:34:10,050 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 17:47:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 4.0828, loss: 4.0828 +2025-04-30 18:34:54,049 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 17:46:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 4.1864, loss: 4.1864 +2025-04-30 18:35:38,081 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 17:45:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 4.0724, loss: 4.0724 +2025-04-30 18:36:22,118 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 17:44:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 4.1640, loss: 4.1640 +2025-04-30 18:37:06,215 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 17:43:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 4.0690, loss: 4.0690 +2025-04-30 18:37:50,274 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 17:42:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9400, loss_cls: 4.1453, loss: 4.1453 +2025-04-30 18:38:34,371 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 17:42:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9513, loss_cls: 4.0663, loss: 4.0663 +2025-04-30 18:39:18,504 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 17:41:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 4.0016, loss: 4.0016 +2025-04-30 18:40:02,743 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 17:40:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9513, loss_cls: 4.0372, loss: 4.0372 +2025-04-30 18:40:46,833 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 17:39:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9450, loss_cls: 4.0403, loss: 4.0403 +2025-04-30 18:41:30,887 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 17:39:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9369, loss_cls: 4.2574, loss: 4.2574 +2025-04-30 18:42:14,926 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 17:38:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9563, loss_cls: 4.0001, loss: 4.0001 +2025-04-30 18:42:58,855 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 17:37:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9563, loss_cls: 4.0934, loss: 4.0934 +2025-04-30 18:43:22,799 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-04-30 18:44:52,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 18:44:52,735 - pyskl - INFO - +top1_acc 0.7353 +top5_acc 0.9558 +2025-04-30 18:44:52,796 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_5.pth was removed +2025-04-30 18:44:53,939 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-04-30 18:44:53,939 - pyskl - INFO - Best top1_acc is 0.7353 at 6 epoch. +2025-04-30 18:44:53,943 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7353, top5_acc: 0.9558 +2025-04-30 18:45:58,740 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 17:35:06, time: 0.648, data_time: 0.209, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9475, loss_cls: 4.0739, loss: 4.0739 +2025-04-30 18:46:42,831 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 17:34:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 4.0654, loss: 4.0654 +2025-04-30 18:47:26,900 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 17:33:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 3.9749, loss: 3.9749 +2025-04-30 18:48:11,011 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 17:32:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 4.0982, loss: 4.0982 +2025-04-30 18:48:55,069 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 17:31:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9463, loss_cls: 4.0664, loss: 4.0664 +2025-04-30 18:49:39,167 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 17:31:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 3.9668, loss: 3.9668 +2025-04-30 18:50:23,248 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 17:30:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9569, loss_cls: 3.9381, loss: 3.9381 +2025-04-30 18:51:07,417 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 17:29:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 3.8866, loss: 3.8866 +2025-04-30 18:51:51,668 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 17:28:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9569, loss_cls: 4.0010, loss: 4.0010 +2025-04-30 18:52:35,850 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 17:28:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 3.9162, loss: 3.9162 +2025-04-30 18:53:19,967 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 17:27:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9550, loss_cls: 4.0175, loss: 4.0175 +2025-04-30 18:54:04,058 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 17:26:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9400, loss_cls: 3.8923, loss: 3.8923 +2025-04-30 18:54:48,230 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 17:25:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9587, loss_cls: 4.0346, loss: 4.0346 +2025-04-30 18:55:32,337 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 17:25:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9500, loss_cls: 4.0939, loss: 4.0939 +2025-04-30 18:56:16,407 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 17:24:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9494, loss_cls: 4.0518, loss: 4.0518 +2025-04-30 18:57:00,526 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 17:23:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9456, loss_cls: 4.1201, loss: 4.1201 +2025-04-30 18:57:44,789 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 17:22:56, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 4.1058, loss: 4.1058 +2025-04-30 18:58:29,062 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 17:22:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 3.9266, loss: 3.9266 +2025-04-30 18:59:13,338 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 17:21:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 3.9317, loss: 3.9317 +2025-04-30 18:59:57,531 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 17:20:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 3.9146, loss: 3.9146 +2025-04-30 19:00:41,694 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 17:20:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9550, loss_cls: 3.9472, loss: 3.9472 +2025-04-30 19:01:25,867 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 17:19:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 3.8657, loss: 3.8657 +2025-04-30 19:02:09,982 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 17:18:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9506, loss_cls: 3.9976, loss: 3.9976 +2025-04-30 19:02:34,094 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-04-30 19:04:03,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 19:04:03,995 - pyskl - INFO - +top1_acc 0.7767 +top5_acc 0.9709 +2025-04-30 19:04:04,053 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_6.pth was removed +2025-04-30 19:04:05,192 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-04-30 19:04:05,193 - pyskl - INFO - Best top1_acc is 0.7767 at 7 epoch. +2025-04-30 19:04:05,196 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7767, top5_acc: 0.9709 +2025-04-30 19:05:10,590 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 17:16:39, time: 0.654, data_time: 0.213, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 3.8615, loss: 3.8615 +2025-04-30 19:05:54,749 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 17:15:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 3.9151, loss: 3.9151 +2025-04-30 19:06:39,043 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 17:15:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 3.6866, loss: 3.6866 +2025-04-30 19:07:23,098 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 17:14:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 3.9516, loss: 3.9516 +2025-04-30 19:08:07,180 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 17:13:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 3.8235, loss: 3.8235 +2025-04-30 19:08:51,324 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 17:12:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 3.7933, loss: 3.7933 +2025-04-30 19:09:35,463 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 17:12:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9531, loss_cls: 4.0026, loss: 4.0026 +2025-04-30 19:10:19,651 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 17:11:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 3.8534, loss: 3.8534 +2025-04-30 19:11:03,736 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 17:10:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 3.8569, loss: 3.8569 +2025-04-30 19:11:47,875 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 17:09:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.8240, loss: 3.8240 +2025-04-30 19:12:32,014 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 17:09:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 3.8427, loss: 3.8427 +2025-04-30 19:13:16,209 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 17:08:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9544, loss_cls: 3.9662, loss: 3.9662 +2025-04-30 19:14:00,498 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 17:07:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 3.9180, loss: 3.9180 +2025-04-30 19:14:44,642 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 17:07:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 3.7942, loss: 3.7942 +2025-04-30 19:15:28,715 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 17:06:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9606, loss_cls: 3.9317, loss: 3.9317 +2025-04-30 19:16:12,983 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 17:05:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 3.8101, loss: 3.8101 +2025-04-30 19:16:57,240 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 17:04:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 3.8984, loss: 3.8984 +2025-04-30 19:17:41,496 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 17:04:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 3.9434, loss: 3.9434 +2025-04-30 19:18:25,719 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 17:03:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 3.9737, loss: 3.9737 +2025-04-30 19:19:10,127 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 17:02:43, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.8974, loss: 3.8974 +2025-04-30 19:19:54,224 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 17:01:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 3.9570, loss: 3.9570 +2025-04-30 19:20:38,262 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 17:01:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 3.8761, loss: 3.8761 +2025-04-30 19:21:22,279 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 17:00:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 3.9705, loss: 3.9705 +2025-04-30 19:21:46,311 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-04-30 19:23:16,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 19:23:16,448 - pyskl - INFO - +top1_acc 0.7187 +top5_acc 0.9505 +2025-04-30 19:23:16,452 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7187, top5_acc: 0.9505 +2025-04-30 19:24:21,786 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 16:58:36, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 3.8402, loss: 3.8402 +2025-04-30 19:25:05,710 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 16:57:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 3.8389, loss: 3.8389 +2025-04-30 19:25:49,602 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:56:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 3.8395, loss: 3.8395 +2025-04-30 19:26:33,661 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 16:56:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.7836, loss: 3.7836 +2025-04-30 19:27:17,707 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 16:55:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.6997, loss: 3.6997 +2025-04-30 19:28:01,788 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 16:54:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9606, loss_cls: 3.8504, loss: 3.8504 +2025-04-30 19:28:45,938 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 16:53:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 3.9342, loss: 3.9342 +2025-04-30 19:29:30,057 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 16:53:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 3.7122, loss: 3.7122 +2025-04-30 19:30:14,179 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 16:52:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 3.9276, loss: 3.9276 +2025-04-30 19:30:58,182 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 16:51:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 3.8175, loss: 3.8175 +2025-04-30 19:31:42,223 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 16:50:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.7076, loss: 3.7076 +2025-04-30 19:32:26,342 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 16:50:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5981, loss: 3.5981 +2025-04-30 19:33:10,356 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 16:49:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 3.7897, loss: 3.7897 +2025-04-30 19:33:54,414 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 16:48:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.8644, loss: 3.8644 +2025-04-30 19:34:38,564 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 16:47:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 3.7383, loss: 3.7383 +2025-04-30 19:35:22,603 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 16:47:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 3.8743, loss: 3.8743 +2025-04-30 19:36:06,951 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 16:46:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9631, loss_cls: 3.7745, loss: 3.7745 +2025-04-30 19:36:50,865 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 16:45:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 3.7253, loss: 3.7253 +2025-04-30 19:37:34,943 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 16:44:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 3.8693, loss: 3.8693 +2025-04-30 19:38:19,055 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 16:44:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 3.9000, loss: 3.9000 +2025-04-30 19:39:03,140 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 16:43:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 3.7345, loss: 3.7345 +2025-04-30 19:39:47,163 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 16:42:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 3.6748, loss: 3.6748 +2025-04-30 19:40:31,240 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 16:41:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 3.8085, loss: 3.8085 +2025-04-30 19:40:55,334 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-04-30 19:42:25,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 19:42:25,547 - pyskl - INFO - +top1_acc 0.7939 +top5_acc 0.9716 +2025-04-30 19:42:25,609 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_7.pth was removed +2025-04-30 19:42:26,744 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-04-30 19:42:26,744 - pyskl - INFO - Best top1_acc is 0.7939 at 9 epoch. +2025-04-30 19:42:26,748 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7939, top5_acc: 0.9716 +2025-04-30 19:43:31,926 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 16:40:06, time: 0.652, data_time: 0.210, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 3.7054, loss: 3.7054 +2025-04-30 19:44:16,137 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 16:39:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 3.7719, loss: 3.7719 +2025-04-30 19:45:00,298 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 16:38:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 3.8235, loss: 3.8235 +2025-04-30 19:45:44,432 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 16:37:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9581, loss_cls: 3.7216, loss: 3.7216 +2025-04-30 19:46:28,560 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 16:37:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.7273, loss: 3.7273 +2025-04-30 19:47:12,674 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 16:36:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9656, loss_cls: 3.6451, loss: 3.6451 +2025-04-30 19:47:56,731 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 16:35:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.7193, loss: 3.7193 +2025-04-30 19:48:40,818 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 16:34:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.7951, loss: 3.7951 +2025-04-30 19:49:24,927 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 16:34:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 3.7737, loss: 3.7737 +2025-04-30 19:50:09,041 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 16:33:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 3.7054, loss: 3.7054 +2025-04-30 19:50:53,116 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 16:32:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.7402, loss: 3.7402 +2025-04-30 19:51:37,171 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 16:31:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 3.7708, loss: 3.7708 +2025-04-30 19:52:21,176 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 16:31:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.6652, loss: 3.6652 +2025-04-30 19:53:05,304 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 16:30:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.7727, loss: 3.7727 +2025-04-30 19:53:49,394 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 16:29:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.7211, loss: 3.7211 +2025-04-30 19:54:33,645 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 16:28:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 3.6255, loss: 3.6255 +2025-04-30 19:55:17,749 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 16:28:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.6940, loss: 3.6940 +2025-04-30 19:56:01,890 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 16:27:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.7391, loss: 3.7391 +2025-04-30 19:56:46,040 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 16:26:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.6835, loss: 3.6835 +2025-04-30 19:57:30,146 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 16:26:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 3.6316, loss: 3.6316 +2025-04-30 19:58:14,329 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 16:25:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9613, loss_cls: 3.7255, loss: 3.7255 +2025-04-30 19:58:58,446 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 16:24:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.7229, loss: 3.7229 +2025-04-30 19:59:42,598 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 16:23:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 3.7654, loss: 3.7654 +2025-04-30 20:00:06,670 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-04-30 20:01:36,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 20:01:36,657 - pyskl - INFO - +top1_acc 0.7775 +top5_acc 0.9686 +2025-04-30 20:01:36,660 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7775, top5_acc: 0.9686 +2025-04-30 20:02:41,247 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 16:22:00, time: 0.646, data_time: 0.206, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.6482, loss: 3.6482 +2025-04-30 20:03:25,228 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 16:21:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 3.7056, loss: 3.7056 +2025-04-30 20:04:09,174 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 16:20:27, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 3.6897, loss: 3.6897 +2025-04-30 20:04:53,117 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 16:19:40, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.6975, loss: 3.6975 +2025-04-30 20:05:37,081 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 16:18:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.7349, loss: 3.7349 +2025-04-30 20:06:21,051 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 16:18:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 3.7373, loss: 3.7373 +2025-04-30 20:07:05,154 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 16:17:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 3.7510, loss: 3.7510 +2025-04-30 20:07:49,181 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 16:16:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.5582, loss: 3.5582 +2025-04-30 20:08:33,312 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 16:15:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.6666, loss: 3.6666 +2025-04-30 20:09:17,359 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 16:15:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.6899, loss: 3.6899 +2025-04-30 20:10:01,369 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 16:14:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.8042, loss: 3.8042 +2025-04-30 20:10:45,331 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 16:13:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5575, loss: 3.5575 +2025-04-30 20:11:29,468 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 16:12:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9650, loss_cls: 3.6923, loss: 3.6923 +2025-04-30 20:12:13,654 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 16:12:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.5125, loss: 3.5125 +2025-04-30 20:12:57,785 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 16:11:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 3.6968, loss: 3.6968 +2025-04-30 20:13:41,901 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 16:10:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 3.6083, loss: 3.6083 +2025-04-30 20:14:26,024 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 16:09:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.6259, loss: 3.6259 +2025-04-30 20:15:09,994 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 16:09:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 3.6852, loss: 3.6852 +2025-04-30 20:15:53,930 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 16:08:25, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.6103, loss: 3.6103 +2025-04-30 20:16:37,856 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 16:07:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9669, loss_cls: 3.6235, loss: 3.6235 +2025-04-30 20:17:21,927 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 16:06:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.6050, loss: 3.6050 +2025-04-30 20:18:06,011 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 16:06:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.5897, loss: 3.5897 +2025-04-30 20:18:50,215 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 16:05:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.5301, loss: 3.5301 +2025-04-30 20:19:14,276 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-04-30 20:20:43,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 20:20:44,021 - pyskl - INFO - +top1_acc 0.8000 +top5_acc 0.9791 +2025-04-30 20:20:44,081 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_9.pth was removed +2025-04-30 20:20:45,205 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-04-30 20:20:45,205 - pyskl - INFO - Best top1_acc is 0.8000 at 11 epoch. +2025-04-30 20:20:45,209 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.8000, top5_acc: 0.9791 +2025-04-30 20:21:50,058 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 16:03:45, time: 0.648, data_time: 0.209, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.4932, loss: 3.4932 +2025-04-30 20:22:34,009 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 16:02:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 3.4725, loss: 3.4725 +2025-04-30 20:23:18,074 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 16:02:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 3.5934, loss: 3.5934 +2025-04-30 20:24:02,122 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 16:01:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.6440, loss: 3.6440 +2025-04-30 20:24:46,174 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 16:00:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.6366, loss: 3.6366 +2025-04-30 20:25:30,161 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 15:59:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.4604, loss: 3.4604 +2025-04-30 20:26:14,228 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 15:59:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9550, loss_cls: 3.6096, loss: 3.6096 +2025-04-30 20:26:58,328 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 15:58:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.6510, loss: 3.6510 +2025-04-30 20:27:42,485 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 15:57:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 3.4676, loss: 3.4676 +2025-04-30 20:28:26,445 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:57:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9481, loss_cls: 3.7233, loss: 3.7233 +2025-04-30 20:29:10,171 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:56:12, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.6379, loss: 3.6379 +2025-04-30 20:29:54,055 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:55:25, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.5934, loss: 3.5934 +2025-04-30 20:30:38,063 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:54:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.5749, loss: 3.5749 +2025-04-30 20:31:22,351 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:53:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.4655, loss: 3.4655 +2025-04-30 20:32:06,669 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 15:53:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.6109, loss: 3.6109 +2025-04-30 20:32:50,919 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 15:52:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 3.6196, loss: 3.6196 +2025-04-30 20:33:35,012 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 15:51:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 3.6168, loss: 3.6168 +2025-04-30 20:34:19,079 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 15:51:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.6018, loss: 3.6018 +2025-04-30 20:35:03,150 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 15:50:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.5915, loss: 3.5915 +2025-04-30 20:35:47,107 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 15:49:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 3.6235, loss: 3.6235 +2025-04-30 20:36:31,142 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 15:48:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 3.6714, loss: 3.6714 +2025-04-30 20:37:15,052 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 15:48:03, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 3.7116, loss: 3.7116 +2025-04-30 20:37:59,126 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 15:47:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.4873, loss: 3.4873 +2025-04-30 20:38:23,179 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-04-30 20:39:53,053 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 20:39:53,130 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9765 +2025-04-30 20:39:53,184 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_11.pth was removed +2025-04-30 20:39:54,281 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-04-30 20:39:54,282 - pyskl - INFO - Best top1_acc is 0.8248 at 12 epoch. +2025-04-30 20:39:54,286 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8248, top5_acc: 0.9765 +2025-04-30 20:40:59,483 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 15:45:45, time: 0.652, data_time: 0.212, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.3954, loss: 3.3954 +2025-04-30 20:41:43,587 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 15:45:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.4987, loss: 3.4987 +2025-04-30 20:42:27,754 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 15:44:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.4471, loss: 3.4471 +2025-04-30 20:43:11,898 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 15:43:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.5156, loss: 3.5156 +2025-04-30 20:43:56,031 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 15:42:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 3.6091, loss: 3.6091 +2025-04-30 20:44:40,339 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 15:42:09, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.5020, loss: 3.5020 +2025-04-30 20:45:24,467 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 15:41:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.4803, loss: 3.4803 +2025-04-30 20:46:08,621 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 15:40:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.6218, loss: 3.6218 +2025-04-30 20:46:52,714 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 15:39:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.5406, loss: 3.5406 +2025-04-30 20:47:36,789 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 15:39:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.5524, loss: 3.5524 +2025-04-30 20:48:21,007 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 15:38:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.4467, loss: 3.4467 +2025-04-30 20:49:05,083 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 15:37:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.6228, loss: 3.6228 +2025-04-30 20:49:49,236 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 15:37:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.4589, loss: 3.4589 +2025-04-30 20:50:33,367 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 15:36:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.4881, loss: 3.4881 +2025-04-30 20:51:17,524 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 15:35:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.5726, loss: 3.5726 +2025-04-30 20:52:01,527 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 15:34:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 3.6410, loss: 3.6410 +2025-04-30 20:52:45,462 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 15:34:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.4563, loss: 3.4563 +2025-04-30 20:53:29,407 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 15:33:18, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.5705, loss: 3.5705 +2025-04-30 20:54:13,405 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 15:32:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5029, loss: 3.5029 +2025-04-30 20:54:57,334 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 15:31:47, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.6806, loss: 3.6806 +2025-04-30 20:55:41,253 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 15:31:01, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 3.5741, loss: 3.5741 +2025-04-30 20:56:25,244 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 15:30:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.4090, loss: 3.4090 +2025-04-30 20:57:09,199 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 15:29:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.6159, loss: 3.6159 +2025-04-30 20:57:33,216 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-04-30 20:59:03,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 20:59:03,104 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9698 +2025-04-30 20:59:03,107 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.7865, top5_acc: 0.9698 +2025-04-30 21:00:08,034 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 15:27:56, time: 0.649, data_time: 0.210, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 3.3657, loss: 3.3657 +2025-04-30 21:00:52,050 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 15:27:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.3569, loss: 3.3569 +2025-04-30 21:01:36,093 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 15:26:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.5680, loss: 3.5680 +2025-04-30 21:02:20,091 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 15:25:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 3.6421, loss: 3.6421 +2025-04-30 21:03:04,097 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 15:24:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.4404, loss: 3.4404 +2025-04-30 21:03:48,135 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 15:24:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.3943, loss: 3.3943 +2025-04-30 21:04:32,177 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 15:23:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.4711, loss: 3.4711 +2025-04-30 21:05:16,358 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 15:22:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.5148, loss: 3.5148 +2025-04-30 21:06:00,340 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 15:21:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5606, loss: 3.5606 +2025-04-30 21:06:44,475 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 15:21:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.4640, loss: 3.4640 +2025-04-30 21:07:28,625 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 15:20:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.5212, loss: 3.5212 +2025-04-30 21:08:12,755 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 15:19:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4118, loss: 3.4118 +2025-04-30 21:08:56,882 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 15:19:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.4934, loss: 3.4934 +2025-04-30 21:09:40,990 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 15:18:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.4089, loss: 3.4089 +2025-04-30 21:10:25,186 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 15:17:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.5747, loss: 3.5747 +2025-04-30 21:11:09,298 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 15:16:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.4638, loss: 3.4638 +2025-04-30 21:11:53,340 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 15:16:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.5456, loss: 3.5456 +2025-04-30 21:12:37,470 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 15:15:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.5851, loss: 3.5851 +2025-04-30 21:13:21,639 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 15:14:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 3.5777, loss: 3.5777 +2025-04-30 21:14:06,080 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 15:14:02, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 3.6136, loss: 3.6136 +2025-04-30 21:14:50,450 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 15:13:21, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 3.4338, loss: 3.4338 +2025-04-30 21:15:34,556 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 15:12:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 3.4409, loss: 3.4409 +2025-04-30 21:16:18,498 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 15:11:51, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.2949, loss: 3.2949 +2025-04-30 21:16:42,520 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-04-30 21:18:12,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 21:18:12,343 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9780 +2025-04-30 21:18:12,347 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8201, top5_acc: 0.9780 +2025-04-30 21:19:18,021 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 15:10:26, time: 0.657, data_time: 0.215, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.3585, loss: 3.3585 +2025-04-30 21:20:01,940 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 15:09:41, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.3549, loss: 3.3549 +2025-04-30 21:20:45,961 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 15:08:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.2923, loss: 3.2923 +2025-04-30 21:21:29,984 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 15:08:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.3962, loss: 3.3962 +2025-04-30 21:22:14,020 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 15:07:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.4390, loss: 3.4390 +2025-04-30 21:22:58,006 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 15:06:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.4669, loss: 3.4669 +2025-04-30 21:23:42,114 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 15:05:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.4760, loss: 3.4760 +2025-04-30 21:24:26,355 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 15:05:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 3.4317, loss: 3.4317 +2025-04-30 21:25:10,493 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 15:04:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.5263, loss: 3.5263 +2025-04-30 21:25:54,706 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 15:03:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.4858, loss: 3.4858 +2025-04-30 21:26:38,750 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 15:03:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9738, loss_cls: 3.3591, loss: 3.3591 +2025-04-30 21:27:22,948 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 15:02:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4298, loss: 3.4298 +2025-04-30 21:28:06,972 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 15:01:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 3.3061, loss: 3.3061 +2025-04-30 21:28:51,109 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 15:00:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.4199, loss: 3.4199 +2025-04-30 21:29:35,338 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 15:00:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.4377, loss: 3.4377 +2025-04-30 21:30:19,413 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:59:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.4462, loss: 3.4462 +2025-04-30 21:31:03,458 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 14:58:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.4331, loss: 3.4331 +2025-04-30 21:31:47,383 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 14:57:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.6452, loss: 3.6452 +2025-04-30 21:32:31,115 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 14:57:09, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.4186, loss: 3.4186 +2025-04-30 21:33:15,194 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:56:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.5746, loss: 3.5746 +2025-04-30 21:33:59,239 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:55:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 3.4271, loss: 3.4271 +2025-04-30 21:34:43,270 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:54:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.5674, loss: 3.5674 +2025-04-30 21:35:27,347 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:54:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 3.4922, loss: 3.4922 +2025-04-30 21:35:51,305 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-04-30 21:37:21,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 21:37:21,564 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9732 +2025-04-30 21:37:21,567 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8024, top5_acc: 0.9732 +2025-04-30 21:38:26,760 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:52:44, time: 0.652, data_time: 0.213, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.3678, loss: 3.3678 +2025-04-30 21:39:10,748 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:51:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.3378, loss: 3.3378 +2025-04-30 21:39:54,695 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 14:51:14, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.4331, loss: 3.4331 +2025-04-30 21:40:38,717 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 14:50:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.3879, loss: 3.3879 +2025-04-30 21:41:22,831 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 14:49:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9775, loss_cls: 3.3429, loss: 3.3429 +2025-04-30 21:42:06,865 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 14:49:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.4601, loss: 3.4601 +2025-04-30 21:42:50,942 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 14:48:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.4989, loss: 3.4989 +2025-04-30 21:43:35,019 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 14:47:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.3480, loss: 3.3480 +2025-04-30 21:44:19,147 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 14:46:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 3.3394, loss: 3.3394 +2025-04-30 21:45:03,262 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 14:46:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 3.4356, loss: 3.4356 +2025-04-30 21:45:47,415 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 14:45:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9544, loss_cls: 3.4925, loss: 3.4925 +2025-04-30 21:46:31,595 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 14:44:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.4733, loss: 3.4733 +2025-04-30 21:47:15,718 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 14:43:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.4977, loss: 3.4977 +2025-04-30 21:47:59,739 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 14:43:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.3486, loss: 3.3486 +2025-04-30 21:48:43,626 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 14:42:25, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.3782, loss: 3.3782 +2025-04-30 21:49:27,823 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 14:41:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.3486, loss: 3.3486 +2025-04-30 21:50:11,823 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 14:40:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.3903, loss: 3.3903 +2025-04-30 21:50:55,802 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 14:40:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.3811, loss: 3.3811 +2025-04-30 21:51:39,806 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 14:39:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.4443, loss: 3.4443 +2025-04-30 21:52:23,802 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 14:38:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.2750, loss: 3.2750 +2025-04-30 21:53:07,775 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 14:37:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.4699, loss: 3.4699 +2025-04-30 21:53:51,746 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 14:37:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.4602, loss: 3.4602 +2025-04-30 21:54:35,763 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 14:36:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9806, loss_cls: 3.3423, loss: 3.3423 +2025-04-30 21:54:59,743 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-04-30 21:56:29,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 21:56:29,734 - pyskl - INFO - +top1_acc 0.7817 +top5_acc 0.9580 +2025-04-30 21:56:29,738 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.7817, top5_acc: 0.9580 +2025-04-30 21:57:35,198 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 14:35:05, time: 0.655, data_time: 0.213, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.4256, loss: 3.4256 +2025-04-30 21:58:19,139 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 14:34:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.2740, loss: 3.2740 +2025-04-30 21:59:03,177 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 14:33:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.4635, loss: 3.4635 +2025-04-30 21:59:47,348 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 14:32:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.5207, loss: 3.5207 +2025-04-30 22:00:31,600 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 14:32:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 3.3859, loss: 3.3859 +2025-04-30 22:01:15,763 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 14:31:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 3.3524, loss: 3.3524 +2025-04-30 22:01:59,758 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 14:30:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.4762, loss: 3.4762 +2025-04-30 22:02:44,111 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 14:30:00, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.3952, loss: 3.3952 +2025-04-30 22:03:28,300 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 14:29:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.4062, loss: 3.4062 +2025-04-30 22:04:12,462 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 14:28:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.3467, loss: 3.3467 +2025-04-30 22:04:56,575 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 14:27:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.4193, loss: 3.4193 +2025-04-30 22:05:40,731 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 14:27:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 3.5340, loss: 3.5340 +2025-04-30 22:06:24,754 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 14:26:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 3.4886, loss: 3.4886 +2025-04-30 22:07:08,721 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 14:25:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.2626, loss: 3.2626 +2025-04-30 22:07:52,685 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 14:24:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.5436, loss: 3.5436 +2025-04-30 22:08:36,638 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 14:24:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 3.4584, loss: 3.4584 +2025-04-30 22:09:20,585 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 14:23:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.2457, loss: 3.2457 +2025-04-30 22:10:04,588 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 14:22:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.4656, loss: 3.4656 +2025-04-30 22:10:48,466 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 14:21:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 3.3121, loss: 3.3121 +2025-04-30 22:11:32,336 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 14:21:06, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 3.4147, loss: 3.4147 +2025-04-30 22:12:16,217 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 14:20:21, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.5826, loss: 3.5826 +2025-04-30 22:13:00,111 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 14:19:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.3380, loss: 3.3380 +2025-04-30 22:13:43,979 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 14:18:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 3.2406, loss: 3.2406 +2025-04-30 22:14:07,939 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-04-30 22:15:39,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 22:15:39,084 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9741 +2025-04-30 22:15:39,087 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8181, top5_acc: 0.9741 +2025-04-30 22:16:44,187 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 14:17:24, time: 0.651, data_time: 0.213, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.2715, loss: 3.2715 +2025-04-30 22:17:28,213 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 14:16:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.4750, loss: 3.4750 +2025-04-30 22:18:12,181 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 14:15:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.4215, loss: 3.4215 +2025-04-30 22:18:56,282 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 14:15:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.3947, loss: 3.3947 +2025-04-30 22:19:40,374 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 14:14:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.4245, loss: 3.4245 +2025-04-30 22:20:24,473 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 14:13:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.3636, loss: 3.3636 +2025-04-30 22:21:08,633 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 14:13:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.3928, loss: 3.3928 +2025-04-30 22:21:52,728 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 14:12:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.4095, loss: 3.4095 +2025-04-30 22:22:36,868 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 14:11:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.3129, loss: 3.3129 +2025-04-30 22:23:21,136 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 14:10:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.3670, loss: 3.3670 +2025-04-30 22:24:05,338 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 14:10:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.3520, loss: 3.3520 +2025-04-30 22:24:49,665 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 14:09:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3065, loss: 3.3065 +2025-04-30 22:25:33,837 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 14:08:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.4517, loss: 3.4517 +2025-04-30 22:26:17,889 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 14:07:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.3422, loss: 3.3422 +2025-04-30 22:27:02,110 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 14:07:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.2195, loss: 3.2195 +2025-04-30 22:27:46,160 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 14:06:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.4011, loss: 3.4011 +2025-04-30 22:28:30,328 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 14:05:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.3734, loss: 3.3734 +2025-04-30 22:29:14,470 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 14:05:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3159, loss: 3.3159 +2025-04-30 22:29:58,557 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 14:04:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.3997, loss: 3.3997 +2025-04-30 22:30:42,498 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 14:03:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.3826, loss: 3.3826 +2025-04-30 22:31:26,491 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 14:02:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.3424, loss: 3.3424 +2025-04-30 22:32:10,499 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 14:02:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.4413, loss: 3.4413 +2025-04-30 22:32:54,708 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 14:01:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.3902, loss: 3.3902 +2025-04-30 22:33:18,781 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-04-30 22:34:48,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 22:34:48,908 - pyskl - INFO - +top1_acc 0.8430 +top5_acc 0.9844 +2025-04-30 22:34:48,965 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_12.pth was removed +2025-04-30 22:34:50,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-04-30 22:34:50,077 - pyskl - INFO - Best top1_acc is 0.8430 at 18 epoch. +2025-04-30 22:34:50,080 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8430, top5_acc: 0.9844 +2025-04-30 22:35:55,177 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:59:59, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.1833, loss: 3.1833 +2025-04-30 22:36:39,231 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:59:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.3442, loss: 3.3442 +2025-04-30 22:37:23,244 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:58:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.3758, loss: 3.3758 +2025-04-30 22:38:07,311 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:57:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.3153, loss: 3.3153 +2025-04-30 22:38:51,393 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:57:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.2647, loss: 3.2647 +2025-04-30 22:39:35,505 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:56:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 3.4093, loss: 3.4093 +2025-04-30 22:40:19,710 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 13:55:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.3865, loss: 3.3865 +2025-04-30 22:41:03,906 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 13:54:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.2956, loss: 3.2956 +2025-04-30 22:41:48,050 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 13:54:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.3240, loss: 3.3240 +2025-04-30 22:42:32,155 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 13:53:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.3025, loss: 3.3025 +2025-04-30 22:43:16,308 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 13:52:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.4186, loss: 3.4186 +2025-04-30 22:44:00,476 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 13:51:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.2462, loss: 3.2462 +2025-04-30 22:44:44,518 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 13:51:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.2753, loss: 3.2753 +2025-04-30 22:45:28,554 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 13:50:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.3023, loss: 3.3023 +2025-04-30 22:46:12,620 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 13:49:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.4406, loss: 3.4406 +2025-04-30 22:46:56,627 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 13:49:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.3551, loss: 3.3551 +2025-04-30 22:47:40,655 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 13:48:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9819, loss_cls: 3.3404, loss: 3.3404 +2025-04-30 22:48:24,691 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 13:47:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.2900, loss: 3.2900 +2025-04-30 22:49:09,005 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 13:46:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.2741, loss: 3.2741 +2025-04-30 22:49:53,202 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 13:46:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.3943, loss: 3.3943 +2025-04-30 22:50:37,351 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 13:45:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.3339, loss: 3.3339 +2025-04-30 22:51:21,462 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 13:44:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 3.3459, loss: 3.3459 +2025-04-30 22:52:05,543 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 13:43:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.4415, loss: 3.4415 +2025-04-30 22:52:29,558 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-04-30 22:53:59,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 22:53:59,418 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9808 +2025-04-30 22:53:59,422 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8253, top5_acc: 0.9808 +2025-04-30 22:55:04,465 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 13:42:33, time: 0.650, data_time: 0.211, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.2821, loss: 3.2821 +2025-04-30 22:55:48,583 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 13:41:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.3993, loss: 3.3993 +2025-04-30 22:56:32,796 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 13:41:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.2882, loss: 3.2882 +2025-04-30 22:57:16,882 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 13:40:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.3674, loss: 3.3674 +2025-04-30 22:58:01,095 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 13:39:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.3398, loss: 3.3398 +2025-04-30 22:58:45,249 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 13:38:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.2257, loss: 3.2257 +2025-04-30 22:59:29,379 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 13:38:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.2778, loss: 3.2778 +2025-04-30 23:00:13,758 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 13:37:31, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.2057, loss: 3.2057 +2025-04-30 23:00:58,003 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 13:36:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.3145, loss: 3.3145 +2025-04-30 23:01:42,243 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 13:36:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.2513, loss: 3.2513 +2025-04-30 23:02:26,610 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 13:35:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.4176, loss: 3.4176 +2025-04-30 23:03:10,773 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 13:34:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.2267, loss: 3.2267 +2025-04-30 23:03:54,783 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 13:33:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.3008, loss: 3.3008 +2025-04-30 23:04:38,915 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 13:33:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.3789, loss: 3.3789 +2025-04-30 23:05:22,931 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 13:32:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9631, loss_cls: 3.3906, loss: 3.3906 +2025-04-30 23:06:06,975 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 13:31:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.2235, loss: 3.2235 +2025-04-30 23:06:51,088 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 13:31:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.3001, loss: 3.3001 +2025-04-30 23:07:35,095 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 13:30:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.3280, loss: 3.3280 +2025-04-30 23:08:19,089 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 13:29:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.2282, loss: 3.2282 +2025-04-30 23:09:03,226 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 13:28:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3288, loss: 3.3288 +2025-04-30 23:09:47,223 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 13:28:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.2729, loss: 3.2729 +2025-04-30 23:10:31,238 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 13:27:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.2984, loss: 3.2984 +2025-04-30 23:11:15,295 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 13:26:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9581, loss_cls: 3.3086, loss: 3.3086 +2025-04-30 23:11:39,341 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-04-30 23:13:09,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 23:13:09,748 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9732 +2025-04-30 23:13:09,752 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8045, top5_acc: 0.9732 +2025-04-30 23:14:14,867 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 13:25:12, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1436, loss: 3.1436 +2025-04-30 23:14:58,841 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 13:24:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.2475, loss: 3.2475 +2025-04-30 23:15:42,793 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 13:23:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.3297, loss: 3.3297 +2025-04-30 23:16:26,948 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 13:22:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.1716, loss: 3.1716 +2025-04-30 23:17:11,019 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 13:22:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3361, loss: 3.3361 +2025-04-30 23:17:55,154 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 13:21:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.2723, loss: 3.2723 +2025-04-30 23:18:39,404 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 13:20:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2407, loss: 3.2407 +2025-04-30 23:19:23,643 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 13:20:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.3185, loss: 3.3185 +2025-04-30 23:20:07,679 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 13:19:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.2312, loss: 3.2312 +2025-04-30 23:20:51,724 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 13:18:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.2772, loss: 3.2772 +2025-04-30 23:21:35,651 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 13:17:53, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 3.3682, loss: 3.3682 +2025-04-30 23:22:19,639 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 13:17:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.3426, loss: 3.3426 +2025-04-30 23:23:03,709 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 13:16:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.3090, loss: 3.3090 +2025-04-30 23:23:47,848 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 13:15:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.3313, loss: 3.3313 +2025-04-30 23:24:32,005 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 13:14:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9756, loss_cls: 3.3829, loss: 3.3829 +2025-04-30 23:25:15,978 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 13:14:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.2166, loss: 3.2166 +2025-04-30 23:26:00,172 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 13:13:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.2635, loss: 3.2635 +2025-04-30 23:26:44,187 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 13:12:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.2644, loss: 3.2644 +2025-04-30 23:27:28,282 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 13:12:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.3555, loss: 3.3555 +2025-04-30 23:28:12,286 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 13:11:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.3564, loss: 3.3564 +2025-04-30 23:28:56,441 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 13:10:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.3577, loss: 3.3577 +2025-04-30 23:29:40,396 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 13:09:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.2430, loss: 3.2430 +2025-04-30 23:30:24,613 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 13:09:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.1931, loss: 3.1931 +2025-04-30 23:30:48,611 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-04-30 23:32:18,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 23:32:18,761 - pyskl - INFO - +top1_acc 0.8624 +top5_acc 0.9862 +2025-04-30 23:32:18,819 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_18.pth was removed +2025-04-30 23:32:19,904 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-04-30 23:32:19,905 - pyskl - INFO - Best top1_acc is 0.8624 at 21 epoch. +2025-04-30 23:32:19,908 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8624, top5_acc: 0.9862 +2025-04-30 23:33:24,971 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 13:07:44, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.1406, loss: 3.1406 +2025-04-30 23:34:09,014 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 13:07:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.2869, loss: 3.2869 +2025-04-30 23:34:53,072 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 13:06:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2842, loss: 3.2842 +2025-04-30 23:35:37,191 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 13:05:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.3083, loss: 3.3083 +2025-04-30 23:36:21,527 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 13:04:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.2050, loss: 3.2050 +2025-04-30 23:37:05,669 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 13:04:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.3772, loss: 3.3772 +2025-04-30 23:37:49,830 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 13:03:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.1848, loss: 3.1848 +2025-04-30 23:38:33,910 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 13:02:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 3.2355, loss: 3.2355 +2025-04-30 23:39:17,991 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 13:01:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.2908, loss: 3.2908 +2025-04-30 23:40:01,990 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 13:01:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1973, loss: 3.1973 +2025-04-30 23:40:46,000 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 13:00:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9838, loss_cls: 3.2187, loss: 3.2187 +2025-04-30 23:41:29,973 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:59:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 3.3453, loss: 3.3453 +2025-04-30 23:42:13,940 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:58:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.3423, loss: 3.3423 +2025-04-30 23:42:57,918 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:58:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.2386, loss: 3.2386 +2025-04-30 23:43:41,963 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:57:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.1378, loss: 3.1378 +2025-04-30 23:44:26,129 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:56:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.3407, loss: 3.3407 +2025-04-30 23:45:10,110 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:56:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.3463, loss: 3.3463 +2025-04-30 23:45:54,211 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:55:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.1467, loss: 3.1467 +2025-04-30 23:46:38,186 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:54:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.3387, loss: 3.3387 +2025-04-30 23:47:22,341 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 12:53:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 3.2096, loss: 3.2096 +2025-04-30 23:48:06,446 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 12:53:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.2820, loss: 3.2820 +2025-04-30 23:48:50,586 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 12:52:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 3.3044, loss: 3.3044 +2025-04-30 23:49:34,710 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 12:51:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.3654, loss: 3.3654 +2025-04-30 23:49:58,693 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-04-30 23:51:29,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-04-30 23:51:29,097 - pyskl - INFO - +top1_acc 0.8210 +top5_acc 0.9752 +2025-04-30 23:51:29,101 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8210, top5_acc: 0.9752 +2025-04-30 23:52:34,410 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 12:50:19, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.2208, loss: 3.2208 +2025-04-30 23:53:18,534 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 12:49:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 3.0628, loss: 3.0628 +2025-04-30 23:54:02,403 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 12:48:51, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.2268, loss: 3.2268 +2025-04-30 23:54:46,378 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 12:48:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4657, loss: 3.4657 +2025-04-30 23:55:30,376 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 12:47:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.2236, loss: 3.2236 +2025-04-30 23:56:14,424 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 12:46:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.2505, loss: 3.2505 +2025-04-30 23:56:58,499 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 12:45:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.2312, loss: 3.2312 +2025-04-30 23:57:42,711 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 12:45:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.2037, loss: 3.2037 +2025-04-30 23:58:26,813 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 12:44:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.3838, loss: 3.3838 +2025-04-30 23:59:10,819 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 12:43:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.2297, loss: 3.2297 +2025-04-30 23:59:54,727 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 12:42:58, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2002, loss: 3.2002 +2025-05-01 00:00:38,753 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 12:42:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.2894, loss: 3.2894 +2025-05-01 00:01:22,791 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 12:41:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.1634, loss: 3.1634 +2025-05-01 00:02:07,055 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 12:40:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.2406, loss: 3.2406 +2025-05-01 00:02:51,215 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 12:40:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 3.2718, loss: 3.2718 +2025-05-01 00:03:35,339 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 12:39:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.2689, loss: 3.2689 +2025-05-01 00:04:19,425 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 12:38:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.2329, loss: 3.2329 +2025-05-01 00:05:03,544 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 12:37:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9844, loss_cls: 3.1791, loss: 3.1791 +2025-05-01 00:05:47,646 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 12:37:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.2573, loss: 3.2573 +2025-05-01 00:06:31,709 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 12:36:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.2249, loss: 3.2249 +2025-05-01 00:07:15,787 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 12:35:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.2296, loss: 3.2296 +2025-05-01 00:07:59,729 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 12:34:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.2780, loss: 3.2780 +2025-05-01 00:08:43,757 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 12:34:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.2327, loss: 3.2327 +2025-05-01 00:09:07,701 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-01 00:10:37,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 00:10:37,993 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9808 +2025-05-01 00:10:37,996 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8517, top5_acc: 0.9808 +2025-05-01 00:11:43,097 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 12:32:52, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0920, loss: 3.0920 +2025-05-01 00:12:27,080 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 12:32:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.1918, loss: 3.1918 +2025-05-01 00:13:11,144 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 12:31:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.3183, loss: 3.3183 +2025-05-01 00:13:55,231 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 12:30:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.0854, loss: 3.0854 +2025-05-01 00:14:39,515 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 12:29:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2268, loss: 3.2268 +2025-05-01 00:15:23,586 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 12:29:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.3040, loss: 3.3040 +2025-05-01 00:16:07,919 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 12:28:31, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.4144, loss: 3.4144 +2025-05-01 00:16:52,154 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 12:27:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1339, loss: 3.1339 +2025-05-01 00:17:36,366 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 12:27:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.2461, loss: 3.2461 +2025-05-01 00:18:20,586 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 12:26:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.2569, loss: 3.2569 +2025-05-01 00:19:04,695 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 12:25:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 3.2817, loss: 3.2817 +2025-05-01 00:19:48,849 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 12:24:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 3.3564, loss: 3.3564 +2025-05-01 00:20:32,919 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 12:24:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.2120, loss: 3.2120 +2025-05-01 00:21:16,905 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 12:23:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.2968, loss: 3.2968 +2025-05-01 00:22:00,932 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 12:22:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9663, loss_cls: 3.2083, loss: 3.2083 +2025-05-01 00:22:44,985 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 12:21:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.2955, loss: 3.2955 +2025-05-01 00:23:29,107 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 12:21:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9806, loss_cls: 3.1979, loss: 3.1979 +2025-05-01 00:24:13,351 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 12:20:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 3.1749, loss: 3.1749 +2025-05-01 00:24:56,967 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 12:19:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.4173, loss: 3.4173 +2025-05-01 00:25:40,593 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 12:18:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.2043, loss: 3.2043 +2025-05-01 00:26:24,584 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 12:18:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.2035, loss: 3.2035 +2025-05-01 00:27:08,559 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 12:17:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.2320, loss: 3.2320 +2025-05-01 00:27:52,593 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 12:16:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.2643, loss: 3.2643 +2025-05-01 00:28:16,596 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-01 00:29:46,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 00:29:46,955 - pyskl - INFO - +top1_acc 0.8183 +top5_acc 0.9740 +2025-05-01 00:29:46,958 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8183, top5_acc: 0.9740 +2025-05-01 00:30:52,329 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 12:15:28, time: 0.654, data_time: 0.212, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2512, loss: 3.2512 +2025-05-01 00:31:36,523 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 12:14:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.2475, loss: 3.2475 +2025-05-01 00:32:20,583 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 12:14:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.1911, loss: 3.1911 +2025-05-01 00:33:04,760 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 12:13:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.1784, loss: 3.1784 +2025-05-01 00:33:48,965 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 12:12:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1010, loss: 3.1010 +2025-05-01 00:34:33,166 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 12:11:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.3881, loss: 3.3881 +2025-05-01 00:35:17,155 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 12:11:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.2170, loss: 3.2170 +2025-05-01 00:36:01,154 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 12:10:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 3.1469, loss: 3.1469 +2025-05-01 00:36:45,116 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 12:09:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.2567, loss: 3.2567 +2025-05-01 00:37:29,106 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 12:08:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.3132, loss: 3.3132 +2025-05-01 00:38:13,073 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 12:08:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 3.2567, loss: 3.2567 +2025-05-01 00:38:57,030 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 12:07:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.1682, loss: 3.1682 +2025-05-01 00:39:40,954 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 12:06:40, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.2316, loss: 3.2316 +2025-05-01 00:40:24,911 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 12:05:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.0874, loss: 3.0874 +2025-05-01 00:41:08,835 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 12:05:11, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.1358, loss: 3.1358 +2025-05-01 00:41:52,823 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 12:04:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.1711, loss: 3.1711 +2025-05-01 00:42:36,829 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 12:03:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.2221, loss: 3.2221 +2025-05-01 00:43:20,850 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 12:02:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1928, loss: 3.1928 +2025-05-01 00:44:04,826 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 12:02:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.2212, loss: 3.2212 +2025-05-01 00:44:48,822 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 12:01:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 3.2335, loss: 3.2335 +2025-05-01 00:45:32,807 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 12:00:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 3.3120, loss: 3.3120 +2025-05-01 00:46:16,718 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 12:00:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.2560, loss: 3.2560 +2025-05-01 00:47:00,768 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:59:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.3044, loss: 3.3044 +2025-05-01 00:47:24,736 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-01 00:48:54,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 00:48:54,634 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9819 +2025-05-01 00:48:54,637 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8398, top5_acc: 0.9819 +2025-05-01 00:50:00,164 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:58:00, time: 0.655, data_time: 0.211, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 3.0237, loss: 3.0237 +2025-05-01 00:50:44,246 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:57:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1462, loss: 3.1462 +2025-05-01 00:51:28,464 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:56:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.2763, loss: 3.2763 +2025-05-01 00:52:12,452 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:55:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9825, loss_cls: 3.1507, loss: 3.1507 +2025-05-01 00:52:56,646 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:55:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.2308, loss: 3.2308 +2025-05-01 00:53:41,012 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:54:23, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.2519, loss: 3.2519 +2025-05-01 00:54:25,221 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:53:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0634, loss: 3.0634 +2025-05-01 00:55:09,550 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:52:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0424, loss: 3.0424 +2025-05-01 00:55:53,606 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:52:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.2420, loss: 3.2420 +2025-05-01 00:56:37,580 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 11:51:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.1455, loss: 3.1455 +2025-05-01 00:57:21,592 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 11:50:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.1011, loss: 3.1011 +2025-05-01 00:58:05,651 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 11:50:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 3.0545, loss: 3.0545 +2025-05-01 00:58:49,655 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:49:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.1498, loss: 3.1498 +2025-05-01 00:59:33,649 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:48:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.1167, loss: 3.1167 +2025-05-01 01:00:17,758 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:47:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.2674, loss: 3.2674 +2025-05-01 01:01:01,788 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 11:47:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.2198, loss: 3.2198 +2025-05-01 01:01:45,834 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 11:46:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.2013, loss: 3.2013 +2025-05-01 01:02:29,925 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 11:45:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1312, loss: 3.1312 +2025-05-01 01:03:13,909 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 11:44:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.2165, loss: 3.2165 +2025-05-01 01:03:57,950 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 11:44:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.2485, loss: 3.2485 +2025-05-01 01:04:41,970 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 11:43:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.1476, loss: 3.1476 +2025-05-01 01:05:25,982 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 11:42:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.2347, loss: 3.2347 +2025-05-01 01:06:09,995 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 11:41:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2214, loss: 3.2214 +2025-05-01 01:06:34,049 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-01 01:08:04,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 01:08:04,291 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9748 +2025-05-01 01:08:04,295 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8196, top5_acc: 0.9748 +2025-05-01 01:09:09,935 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 11:40:40, time: 0.656, data_time: 0.216, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.2058, loss: 3.2058 +2025-05-01 01:09:54,018 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 11:39:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1585, loss: 3.1585 +2025-05-01 01:10:38,050 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 11:39:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.2655, loss: 3.2655 +2025-05-01 01:11:22,067 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 11:38:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.2145, loss: 3.2145 +2025-05-01 01:12:06,225 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 11:37:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.1325, loss: 3.1325 +2025-05-01 01:12:50,435 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 11:37:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.1753, loss: 3.1753 +2025-05-01 01:13:34,603 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 11:36:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.0625, loss: 3.0625 +2025-05-01 01:14:18,678 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 11:35:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.2871, loss: 3.2871 +2025-05-01 01:15:02,777 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 11:34:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.1689, loss: 3.1689 +2025-05-01 01:15:46,927 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 11:34:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.1732, loss: 3.1732 +2025-05-01 01:16:31,015 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 11:33:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.2932, loss: 3.2932 +2025-05-01 01:17:15,085 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 11:32:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.1015, loss: 3.1015 +2025-05-01 01:17:59,189 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 11:31:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.1659, loss: 3.1659 +2025-05-01 01:18:43,362 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 11:31:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.2719, loss: 3.2719 +2025-05-01 01:19:27,406 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 11:30:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.1705, loss: 3.1705 +2025-05-01 01:20:11,443 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 11:29:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.1919, loss: 3.1919 +2025-05-01 01:20:55,455 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 11:29:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.0832, loss: 3.0832 +2025-05-01 01:21:39,485 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 11:28:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.2087, loss: 3.2087 +2025-05-01 01:22:23,594 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 11:27:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.1610, loss: 3.1610 +2025-05-01 01:23:07,664 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 11:26:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.1846, loss: 3.1846 +2025-05-01 01:23:51,727 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 11:26:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.1685, loss: 3.1685 +2025-05-01 01:24:35,837 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 11:25:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0630, loss: 3.0630 +2025-05-01 01:25:20,070 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 11:24:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.1763, loss: 3.1763 +2025-05-01 01:25:44,141 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-01 01:27:14,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 01:27:14,440 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9842 +2025-05-01 01:27:14,443 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8510, top5_acc: 0.9842 +2025-05-01 01:28:20,229 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 11:23:23, time: 0.658, data_time: 0.215, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1700, loss: 3.1700 +2025-05-01 01:29:04,358 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 11:22:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 3.0020, loss: 3.0020 +2025-05-01 01:29:48,342 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 11:21:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1517, loss: 3.1517 +2025-05-01 01:30:32,316 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 11:21:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.1133, loss: 3.1133 +2025-05-01 01:31:16,216 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 11:20:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9831, loss_cls: 3.2171, loss: 3.2171 +2025-05-01 01:32:00,050 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 11:19:41, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 3.0099, loss: 3.0099 +2025-05-01 01:32:43,994 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 11:18:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0801, loss: 3.0801 +2025-05-01 01:33:28,122 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 11:18:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 3.1063, loss: 3.1063 +2025-05-01 01:34:12,173 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 11:17:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1581, loss: 3.1581 +2025-05-01 01:34:56,255 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 11:16:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.2507, loss: 3.2507 +2025-05-01 01:35:40,321 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 11:16:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2716, loss: 3.2716 +2025-05-01 01:36:24,464 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 11:15:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.0681, loss: 3.0681 +2025-05-01 01:37:08,552 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 11:14:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.0901, loss: 3.0901 +2025-05-01 01:37:52,642 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 11:13:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.0495, loss: 3.0495 +2025-05-01 01:38:36,743 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 11:13:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0492, loss: 3.0492 +2025-05-01 01:39:20,825 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 11:12:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 3.2303, loss: 3.2303 +2025-05-01 01:40:04,958 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 11:11:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.3188, loss: 3.3188 +2025-05-01 01:40:49,091 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 11:10:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.1792, loss: 3.1792 +2025-05-01 01:41:33,162 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 11:10:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.0631, loss: 3.0631 +2025-05-01 01:42:17,311 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 11:09:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 3.1111, loss: 3.1111 +2025-05-01 01:43:01,288 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 11:08:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.1350, loss: 3.1350 +2025-05-01 01:43:45,326 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 11:07:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.1751, loss: 3.1751 +2025-05-01 01:44:29,433 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 11:07:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1068, loss: 3.1068 +2025-05-01 01:44:53,461 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-01 01:46:23,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 01:46:23,585 - pyskl - INFO - +top1_acc 0.8615 +top5_acc 0.9851 +2025-05-01 01:46:23,588 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8615, top5_acc: 0.9851 +2025-05-01 01:47:29,039 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 11:06:00, time: 0.654, data_time: 0.213, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0466, loss: 3.0466 +2025-05-01 01:48:13,072 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 11:05:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1517, loss: 3.1517 +2025-05-01 01:48:57,214 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 11:04:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 3.0651, loss: 3.0651 +2025-05-01 01:49:41,404 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 11:03:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.1031, loss: 3.1031 +2025-05-01 01:50:25,654 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 11:03:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0408, loss: 3.0408 +2025-05-01 01:51:09,926 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 11:02:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0601, loss: 3.0601 +2025-05-01 01:51:53,929 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 11:01:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.1376, loss: 3.1376 +2025-05-01 01:52:37,994 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 11:00:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.0767, loss: 3.0767 +2025-05-01 01:53:21,972 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 11:00:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 3.0852, loss: 3.0852 +2025-05-01 01:54:05,883 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:59:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.1239, loss: 3.1239 +2025-05-01 01:54:49,859 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:58:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.1398, loss: 3.1398 +2025-05-01 01:55:33,906 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:57:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.1330, loss: 3.1330 +2025-05-01 01:56:17,912 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:57:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2166, loss: 3.2166 +2025-05-01 01:57:01,967 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:56:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1370, loss: 3.1370 +2025-05-01 01:57:45,991 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:55:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.1615, loss: 3.1615 +2025-05-01 01:58:29,866 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:55:01, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.2504, loss: 3.2504 +2025-05-01 01:59:14,087 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:54:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.1919, loss: 3.1919 +2025-05-01 01:59:58,072 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:53:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.1021, loss: 3.1021 +2025-05-01 02:00:42,086 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:52:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.1752, loss: 3.1752 +2025-05-01 02:01:26,034 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:52:05, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.0772, loss: 3.0772 +2025-05-01 02:02:10,175 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:51:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1661, loss: 3.1661 +2025-05-01 02:02:54,278 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:50:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.2213, loss: 3.2213 +2025-05-01 02:03:38,501 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:49:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.2965, loss: 3.2965 +2025-05-01 02:04:02,559 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-01 02:05:32,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 02:05:32,673 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9819 +2025-05-01 02:05:32,677 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8454, top5_acc: 0.9819 +2025-05-01 02:06:37,802 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:48:37, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 2.9964, loss: 2.9964 +2025-05-01 02:07:21,859 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:47:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.1419, loss: 3.1419 +2025-05-01 02:08:05,902 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:47:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.0243, loss: 3.0243 +2025-05-01 02:08:49,956 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:46:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 2.9919, loss: 2.9919 +2025-05-01 02:09:34,036 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 10:45:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.0550, loss: 3.0550 +2025-05-01 02:10:18,076 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 10:44:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9831, loss_cls: 3.1454, loss: 3.1454 +2025-05-01 02:11:02,036 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 10:44:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1755, loss: 3.1755 +2025-05-01 02:11:45,929 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 10:43:29, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.2236, loss: 3.2236 +2025-05-01 02:12:29,946 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 10:42:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.0673, loss: 3.0673 +2025-05-01 02:13:13,992 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 10:42:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.1942, loss: 3.1942 +2025-05-01 02:13:58,087 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 10:41:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.1336, loss: 3.1336 +2025-05-01 02:14:42,043 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 10:40:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.0831, loss: 3.0831 +2025-05-01 02:15:26,063 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 10:39:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1764, loss: 3.1764 +2025-05-01 02:16:09,987 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 10:39:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.0931, loss: 3.0931 +2025-05-01 02:16:54,090 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 10:38:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.1813, loss: 3.1813 +2025-05-01 02:17:38,216 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 10:37:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.1813, loss: 3.1813 +2025-05-01 02:18:22,218 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 10:36:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0556, loss: 3.0556 +2025-05-01 02:19:06,315 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 10:36:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0248, loss: 3.0248 +2025-05-01 02:19:50,359 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 10:35:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.0940, loss: 3.0940 +2025-05-01 02:20:34,367 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 10:34:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.1826, loss: 3.1826 +2025-05-01 02:21:18,459 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 10:33:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 3.0516, loss: 3.0516 +2025-05-01 02:22:02,603 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 10:33:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.0679, loss: 3.0679 +2025-05-01 02:22:46,757 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 10:32:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 3.0740, loss: 3.0740 +2025-05-01 02:23:10,884 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-01 02:24:40,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 02:24:40,915 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9795 +2025-05-01 02:24:40,919 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8387, top5_acc: 0.9795 +2025-05-01 02:25:45,890 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 10:31:13, time: 0.650, data_time: 0.210, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.0650, loss: 3.0650 +2025-05-01 02:26:29,963 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 10:30:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1960, loss: 3.1960 +2025-05-01 02:27:14,107 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 10:29:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.0365, loss: 3.0365 +2025-05-01 02:27:58,178 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 10:29:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.9728, loss: 2.9728 +2025-05-01 02:28:42,294 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 10:28:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.0097, loss: 3.0097 +2025-05-01 02:29:26,503 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 10:27:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9910, loss: 2.9910 +2025-05-01 02:30:10,508 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 10:26:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.2445, loss: 3.2445 +2025-05-01 02:30:54,556 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 10:26:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.1190, loss: 3.1190 +2025-05-01 02:31:38,650 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 10:25:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1947, loss: 3.1947 +2025-05-01 02:32:22,706 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 10:24:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.1131, loss: 3.1131 +2025-05-01 02:33:06,656 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 10:23:54, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2186, loss: 3.2186 +2025-05-01 02:33:50,703 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 10:23:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.1268, loss: 3.1268 +2025-05-01 02:34:34,679 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 10:22:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 3.1111, loss: 3.1111 +2025-05-01 02:35:18,623 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 10:21:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.2693, loss: 3.2693 +2025-05-01 02:36:02,619 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 10:20:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.2681, loss: 3.2681 +2025-05-01 02:36:46,715 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 10:20:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1362, loss: 3.1362 +2025-05-01 02:37:30,688 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 10:19:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1179, loss: 3.1179 +2025-05-01 02:38:14,634 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 10:18:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.2455, loss: 3.2455 +2025-05-01 02:38:58,779 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 10:18:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0800, loss: 3.0800 +2025-05-01 02:39:42,952 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 10:17:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0820, loss: 3.0820 +2025-05-01 02:40:27,131 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 10:16:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.0577, loss: 3.0577 +2025-05-01 02:41:11,257 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 10:15:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.1721, loss: 3.1721 +2025-05-01 02:41:55,417 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 10:15:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.2137, loss: 3.2137 +2025-05-01 02:42:19,517 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-01 02:43:49,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 02:43:49,273 - pyskl - INFO - +top1_acc 0.8389 +top5_acc 0.9846 +2025-05-01 02:43:49,277 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8389, top5_acc: 0.9846 +2025-05-01 02:44:54,726 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 10:13:53, time: 0.654, data_time: 0.214, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9967, loss: 2.9967 +2025-05-01 02:45:38,734 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 10:13:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 3.0269, loss: 3.0269 +2025-05-01 02:46:22,945 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 10:12:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 3.1172, loss: 3.1172 +2025-05-01 02:47:07,111 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 10:11:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.9331, loss: 2.9331 +2025-05-01 02:47:51,159 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 10:10:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.0731, loss: 3.0731 +2025-05-01 02:48:35,243 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 10:10:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1133, loss: 3.1133 +2025-05-01 02:49:19,218 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 10:09:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.1311, loss: 3.1311 +2025-05-01 02:50:03,251 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 10:08:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.1773, loss: 3.1773 +2025-05-01 02:50:47,274 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 10:08:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0719, loss: 3.0719 +2025-05-01 02:51:31,365 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 10:07:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 2.9919, loss: 2.9919 +2025-05-01 02:52:15,330 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 10:06:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 3.1389, loss: 3.1389 +2025-05-01 02:52:59,359 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 10:05:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1041, loss: 3.1041 +2025-05-01 02:53:43,407 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 10:05:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1420, loss: 3.1420 +2025-05-01 02:54:27,439 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 10:04:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.1681, loss: 3.1681 +2025-05-01 02:55:11,406 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 10:03:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.0364, loss: 3.0364 +2025-05-01 02:55:55,407 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 10:02:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.1896, loss: 3.1896 +2025-05-01 02:56:39,395 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 10:02:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.0683, loss: 3.0683 +2025-05-01 02:57:23,402 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 10:01:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.1272, loss: 3.1272 +2025-05-01 02:58:07,371 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 10:00:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.0857, loss: 3.0857 +2025-05-01 02:58:51,475 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:59:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9825, loss_cls: 3.1628, loss: 3.1628 +2025-05-01 02:59:35,535 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:59:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.0529, loss: 3.0529 +2025-05-01 03:00:19,741 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:58:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.1517, loss: 3.1517 +2025-05-01 03:01:03,857 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:57:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0074, loss: 3.0074 +2025-05-01 03:01:27,941 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-01 03:02:58,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 03:02:58,365 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9734 +2025-05-01 03:02:58,369 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8328, top5_acc: 0.9734 +2025-05-01 03:04:03,523 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:56:31, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9509, loss: 2.9509 +2025-05-01 03:04:47,567 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:55:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.0167, loss: 3.0167 +2025-05-01 03:05:31,503 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:55:03, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.0588, loss: 3.0588 +2025-05-01 03:06:15,389 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:54:18, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.0221, loss: 3.0221 +2025-05-01 03:06:59,228 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:53:33, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 3.0755, loss: 3.0755 +2025-05-01 03:07:43,076 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:52:49, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.0675, loss: 3.0675 +2025-05-01 03:08:26,935 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:52:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 2.9808, loss: 2.9808 +2025-05-01 03:09:10,855 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:51:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.0773, loss: 3.0773 +2025-05-01 03:09:54,963 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:50:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9819, loss_cls: 3.1163, loss: 3.1163 +2025-05-01 03:10:38,898 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:49:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.0297, loss: 3.0297 +2025-05-01 03:11:23,011 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:49:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.9662, loss: 2.9662 +2025-05-01 03:12:07,111 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:48:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0694, loss: 3.0694 +2025-05-01 03:12:51,195 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:47:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.1124, loss: 3.1124 +2025-05-01 03:13:35,154 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:46:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1683, loss: 3.1683 +2025-05-01 03:14:19,046 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:46:12, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.1137, loss: 3.1137 +2025-05-01 03:15:03,074 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:45:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0690, loss: 3.0690 +2025-05-01 03:15:47,170 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:44:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1034, loss: 3.1034 +2025-05-01 03:16:31,147 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 9:44:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 3.0381, loss: 3.0381 +2025-05-01 03:17:15,199 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 9:43:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.1437, loss: 3.1437 +2025-05-01 03:17:59,226 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 9:42:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1509, loss: 3.1509 +2025-05-01 03:18:43,295 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 9:41:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1332, loss: 3.1332 +2025-05-01 03:19:27,404 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 9:41:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0355, loss: 3.0355 +2025-05-01 03:20:11,349 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 9:40:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9699, loss: 2.9699 +2025-05-01 03:20:35,276 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-01 03:22:04,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 03:22:04,974 - pyskl - INFO - +top1_acc 0.8483 +top5_acc 0.9846 +2025-05-01 03:22:04,977 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8483, top5_acc: 0.9846 +2025-05-01 03:23:10,130 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 9:39:05, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9144, loss: 2.9144 +2025-05-01 03:23:54,214 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 9:38:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.9175, loss: 2.9175 +2025-05-01 03:24:38,287 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 9:37:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.9200, loss: 2.9200 +2025-05-01 03:25:22,275 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 9:36:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.0560, loss: 3.0560 +2025-05-01 03:26:06,364 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 9:36:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1411, loss: 3.1411 +2025-05-01 03:26:50,456 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 9:35:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.0030, loss: 3.0030 +2025-05-01 03:27:34,474 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 9:34:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.1641, loss: 3.1641 +2025-05-01 03:28:18,562 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 9:33:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0766, loss: 3.0766 +2025-05-01 03:29:02,671 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 9:33:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.1216, loss: 3.1216 +2025-05-01 03:29:46,797 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 9:32:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.0166, loss: 3.0166 +2025-05-01 03:30:30,914 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 9:31:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.1649, loss: 3.1649 +2025-05-01 03:31:15,044 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 9:31:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.1786, loss: 3.1786 +2025-05-01 03:31:59,099 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 9:30:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.1769, loss: 3.1769 +2025-05-01 03:32:43,209 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 9:29:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.1724, loss: 3.1724 +2025-05-01 03:33:27,214 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 9:28:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.0217, loss: 3.0217 +2025-05-01 03:34:11,323 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 9:28:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.1970, loss: 3.1970 +2025-05-01 03:34:55,426 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 9:27:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9969, loss: 2.9969 +2025-05-01 03:35:39,553 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 9:26:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.1003, loss: 3.1003 +2025-05-01 03:36:23,739 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 9:25:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.1974, loss: 3.1974 +2025-05-01 03:37:07,986 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 9:25:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0947, loss: 3.0947 +2025-05-01 03:37:52,259 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 9:24:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.1292, loss: 3.1292 +2025-05-01 03:38:36,521 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 9:23:47, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 3.0275, loss: 3.0275 +2025-05-01 03:39:20,768 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 9:23:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.1891, loss: 3.1891 +2025-05-01 03:39:44,820 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-01 03:41:14,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 03:41:14,879 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9832 +2025-05-01 03:41:14,883 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8489, top5_acc: 0.9832 +2025-05-01 03:42:19,966 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 9:21:48, time: 0.651, data_time: 0.210, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0454, loss: 3.0454 +2025-05-01 03:43:03,990 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 9:21:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.0378, loss: 3.0378 +2025-05-01 03:43:48,067 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 9:20:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 3.1817, loss: 3.1817 +2025-05-01 03:44:32,044 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 9:19:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.0542, loss: 3.0542 +2025-05-01 03:45:16,044 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 9:18:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.0527, loss: 3.0527 +2025-05-01 03:46:00,014 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 9:18:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.0952, loss: 3.0952 +2025-05-01 03:46:44,078 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 9:17:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 3.0107, loss: 3.0107 +2025-05-01 03:47:28,036 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 9:16:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9700, loss: 2.9700 +2025-05-01 03:48:12,057 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 9:15:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 3.0462, loss: 3.0462 +2025-05-01 03:48:56,015 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 9:15:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.1197, loss: 3.1197 +2025-05-01 03:49:40,050 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 9:14:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.0320, loss: 3.0320 +2025-05-01 03:50:24,062 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 9:13:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.0687, loss: 3.0687 +2025-05-01 03:51:08,023 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 9:13:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 3.0071, loss: 3.0071 +2025-05-01 03:51:52,060 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 9:12:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.1829, loss: 3.1829 +2025-05-01 03:52:36,035 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 9:11:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.1841, loss: 3.1841 +2025-05-01 03:53:20,011 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 9:10:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.9971, loss: 2.9971 +2025-05-01 03:54:04,039 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 9:10:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.0098, loss: 3.0098 +2025-05-01 03:54:48,075 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 9:09:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0850, loss: 3.0850 +2025-05-01 03:55:32,029 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 9:08:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.0979, loss: 3.0979 +2025-05-01 03:56:16,076 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 9:07:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.1184, loss: 3.1184 +2025-05-01 03:57:00,253 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 9:07:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 3.1160, loss: 3.1160 +2025-05-01 03:57:44,290 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 9:06:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1265, loss: 3.1265 +2025-05-01 03:58:28,283 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 9:05:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.0484, loss: 3.0484 +2025-05-01 03:58:52,343 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-01 04:00:22,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 04:00:22,295 - pyskl - INFO - +top1_acc 0.8519 +top5_acc 0.9816 +2025-05-01 04:00:22,299 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8519, top5_acc: 0.9816 +2025-05-01 04:01:27,587 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 9:04:25, time: 0.653, data_time: 0.210, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9361, loss: 2.9361 +2025-05-01 04:02:11,870 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 9:03:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 3.0152, loss: 3.0152 +2025-05-01 04:02:56,085 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 9:02:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0980, loss: 3.0980 +2025-05-01 04:03:40,266 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 9:02:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 2.9072, loss: 2.9072 +2025-05-01 04:04:24,347 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 9:01:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0937, loss: 3.0937 +2025-05-01 04:05:08,420 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 9:00:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.0872, loss: 3.0872 +2025-05-01 04:05:52,495 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 9:00:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1214, loss: 3.1214 +2025-05-01 04:06:36,630 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:59:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.9138, loss: 2.9138 +2025-05-01 04:07:20,770 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:58:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9789, loss: 2.9789 +2025-05-01 04:08:04,909 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:57:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9844, loss_cls: 2.9794, loss: 2.9794 +2025-05-01 04:08:48,983 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:57:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.1679, loss: 3.1679 +2025-05-01 04:09:33,068 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:56:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1569, loss: 3.1569 +2025-05-01 04:10:17,218 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:55:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.0104, loss: 3.0104 +2025-05-01 04:11:01,298 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:54:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 3.0066, loss: 3.0066 +2025-05-01 04:11:45,396 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:54:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0174, loss: 3.0174 +2025-05-01 04:12:29,468 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:53:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.9535, loss: 2.9535 +2025-05-01 04:13:13,622 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:52:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0015, loss: 3.0015 +2025-05-01 04:13:57,818 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:52:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 2.9892, loss: 2.9892 +2025-05-01 04:14:42,003 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:51:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 3.1213, loss: 3.1213 +2025-05-01 04:15:26,073 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:50:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9639, loss: 2.9639 +2025-05-01 04:16:10,092 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:49:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.0057, loss: 3.0057 +2025-05-01 04:16:54,188 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:49:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1254, loss: 3.1254 +2025-05-01 04:17:38,297 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:48:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.0820, loss: 3.0820 +2025-05-01 04:18:02,323 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-01 04:19:32,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 04:19:32,354 - pyskl - INFO - +top1_acc 0.8569 +top5_acc 0.9825 +2025-05-01 04:19:32,358 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8569, top5_acc: 0.9825 +2025-05-01 04:20:37,691 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:47:11, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9800, loss_cls: 3.1535, loss: 3.1535 +2025-05-01 04:21:21,574 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:46:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.9176, loss: 2.9176 +2025-05-01 04:22:05,459 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:45:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.8372, loss: 2.8372 +2025-05-01 04:22:49,425 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:44:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0540, loss: 3.0540 +2025-05-01 04:23:33,426 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:44:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 2.9819, loss: 2.9819 +2025-05-01 04:24:17,535 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:43:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 2.8961, loss: 2.8961 +2025-05-01 04:25:01,549 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 8:42:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.0072, loss: 3.0072 +2025-05-01 04:25:45,483 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 8:42:01, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.9980, loss: 2.9980 +2025-05-01 04:26:29,445 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 8:41:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1211, loss: 3.1211 +2025-05-01 04:27:13,444 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 8:40:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.0244, loss: 3.0244 +2025-05-01 04:27:57,460 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 8:39:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0989, loss: 3.0989 +2025-05-01 04:28:41,510 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 8:39:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 2.9797, loss: 2.9797 +2025-05-01 04:29:25,428 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 8:38:21, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 3.1739, loss: 3.1739 +2025-05-01 04:30:09,382 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 8:37:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9842, loss: 2.9842 +2025-05-01 04:30:53,358 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 8:36:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.0852, loss: 3.0852 +2025-05-01 04:31:37,590 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 8:36:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.0967, loss: 3.0967 +2025-05-01 04:32:21,723 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 8:35:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0642, loss: 3.0642 +2025-05-01 04:33:05,879 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 8:34:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0604, loss: 3.0604 +2025-05-01 04:33:49,871 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 8:33:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0648, loss: 3.0648 +2025-05-01 04:34:33,945 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 8:33:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.0998, loss: 3.0998 +2025-05-01 04:35:17,881 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 8:32:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.0061, loss: 3.0061 +2025-05-01 04:36:01,924 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 8:31:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.1922, loss: 3.1922 +2025-05-01 04:36:45,932 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 8:31:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.0004, loss: 3.0004 +2025-05-01 04:37:09,959 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-01 04:38:39,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 04:38:39,643 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9863 +2025-05-01 04:38:39,704 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_21.pth was removed +2025-05-01 04:38:40,816 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2025-05-01 04:38:40,817 - pyskl - INFO - Best top1_acc is 0.8631 at 37 epoch. +2025-05-01 04:38:40,820 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8631, top5_acc: 0.9863 +2025-05-01 04:39:46,038 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 8:29:48, time: 0.652, data_time: 0.211, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.8867, loss: 2.8867 +2025-05-01 04:40:30,134 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 8:29:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.9712, loss: 2.9712 +2025-05-01 04:41:14,028 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 8:28:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9782, loss: 2.9782 +2025-05-01 04:41:57,980 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 8:27:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9641, loss: 2.9641 +2025-05-01 04:42:42,089 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 8:26:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0957, loss: 3.0957 +2025-05-01 04:43:26,239 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 8:26:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.9372, loss: 2.9372 +2025-05-01 04:44:10,364 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 8:25:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0129, loss: 3.0129 +2025-05-01 04:44:54,327 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 8:24:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 2.9637, loss: 2.9637 +2025-05-01 04:45:38,409 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 8:23:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.9800, loss: 2.9800 +2025-05-01 04:46:22,486 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 8:23:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 3.0297, loss: 3.0297 +2025-05-01 04:47:06,520 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 8:22:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1541, loss: 3.1541 +2025-05-01 04:47:50,500 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 8:21:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0123, loss: 3.0123 +2025-05-01 04:48:34,268 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 8:21:00, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0727, loss: 3.0727 +2025-05-01 04:49:18,280 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 8:20:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9823, loss: 2.9823 +2025-05-01 04:50:02,084 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 8:19:31, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8568, loss: 2.8568 +2025-05-01 04:50:45,706 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 8:18:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9806, loss: 2.9806 +2025-05-01 04:51:29,747 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 8:18:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0919, loss: 3.0919 +2025-05-01 04:52:13,912 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 8:17:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.1457, loss: 3.1457 +2025-05-01 04:52:58,155 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 8:16:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0002, loss: 3.0002 +2025-05-01 04:53:42,350 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 8:15:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.0672, loss: 3.0672 +2025-05-01 04:54:26,493 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 8:15:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 2.9160, loss: 2.9160 +2025-05-01 04:55:10,524 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 8:14:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9346, loss: 2.9346 +2025-05-01 04:55:54,556 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 8:13:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.0604, loss: 3.0604 +2025-05-01 04:56:18,617 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-01 04:57:48,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 04:57:48,730 - pyskl - INFO - +top1_acc 0.8155 +top5_acc 0.9697 +2025-05-01 04:57:48,735 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8155, top5_acc: 0.9697 +2025-05-01 04:58:54,076 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 8:12:27, time: 0.653, data_time: 0.211, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.9261, loss: 2.9261 +2025-05-01 04:59:38,136 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 8:11:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.9697, loss: 2.9697 +2025-05-01 05:00:22,199 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 8:10:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8537, loss: 2.8537 +2025-05-01 05:01:06,191 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 8:10:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.0350, loss: 3.0350 +2025-05-01 05:01:50,151 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 8:09:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.9579, loss: 2.9579 +2025-05-01 05:02:34,125 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 8:08:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0769, loss: 3.0769 +2025-05-01 05:03:18,101 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 8:08:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9235, loss: 2.9235 +2025-05-01 05:04:02,074 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 8:07:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 2.9206, loss: 2.9206 +2025-05-01 05:04:46,050 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 8:06:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 2.9378, loss: 2.9378 +2025-05-01 05:05:29,970 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 8:05:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9045, loss: 2.9045 +2025-05-01 05:06:13,959 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 8:05:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.9666, loss: 2.9666 +2025-05-01 05:06:57,914 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 8:04:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.0993, loss: 3.0993 +2025-05-01 05:07:41,894 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 8:03:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0032, loss: 3.0032 +2025-05-01 05:08:26,062 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 8:02:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.0258, loss: 3.0258 +2025-05-01 05:09:10,060 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 8:02:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.1293, loss: 3.1293 +2025-05-01 05:09:54,184 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 8:01:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9244, loss: 2.9244 +2025-05-01 05:10:38,239 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 8:00:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 3.0465, loss: 3.0465 +2025-05-01 05:11:22,251 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:59:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9400, loss: 2.9400 +2025-05-01 05:12:06,249 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:59:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 3.0166, loss: 3.0166 +2025-05-01 05:12:50,261 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:58:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 3.0035, loss: 3.0035 +2025-05-01 05:13:34,235 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:57:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9722, loss: 2.9722 +2025-05-01 05:14:18,279 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:57:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.9751, loss: 2.9751 +2025-05-01 05:15:02,387 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:56:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.0839, loss: 3.0839 +2025-05-01 05:15:26,356 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-01 05:16:57,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 05:16:57,293 - pyskl - INFO - +top1_acc 0.8281 +top5_acc 0.9820 +2025-05-01 05:16:57,296 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8281, top5_acc: 0.9820 +2025-05-01 05:18:02,410 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:55:05, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.7872, loss: 2.7872 +2025-05-01 05:18:46,299 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:54:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.8663, loss: 2.8663 +2025-05-01 05:19:30,287 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:53:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0387, loss: 3.0387 +2025-05-01 05:20:14,249 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:52:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9633, loss: 2.9633 +2025-05-01 05:20:58,262 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:52:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9302, loss: 2.9302 +2025-05-01 05:21:42,515 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:51:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9862, loss_cls: 2.9697, loss: 2.9697 +2025-05-01 05:22:26,476 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:50:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.0213, loss: 3.0213 +2025-05-01 05:23:10,379 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:49:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.9800, loss: 2.9800 +2025-05-01 05:23:54,279 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:49:12, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.8799, loss: 2.8799 +2025-05-01 05:24:38,254 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:48:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.0112, loss: 3.0112 +2025-05-01 05:25:22,168 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:47:44, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8853, loss: 2.8853 +2025-05-01 05:26:06,138 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:46:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9546, loss: 2.9546 +2025-05-01 05:26:50,372 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:46:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.0919, loss: 3.0919 +2025-05-01 05:27:34,515 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:45:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.9598, loss: 2.9598 +2025-05-01 05:28:18,636 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:44:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0419, loss: 3.0419 +2025-05-01 05:29:02,554 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:44:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.0880, loss: 3.0880 +2025-05-01 05:29:46,699 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:43:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 3.0458, loss: 3.0458 +2025-05-01 05:30:30,698 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:42:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 2.9795, loss: 2.9795 +2025-05-01 05:31:14,730 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:41:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.0229, loss: 3.0229 +2025-05-01 05:31:58,718 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 7:41:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9630, loss: 2.9630 +2025-05-01 05:32:42,650 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 7:40:25, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1226, loss: 3.1226 +2025-05-01 05:33:26,547 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 7:39:40, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0938, loss: 3.0938 +2025-05-01 05:34:10,487 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 7:38:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 2.9376, loss: 2.9376 +2025-05-01 05:34:34,452 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-01 05:36:03,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 05:36:04,052 - pyskl - INFO - +top1_acc 0.8583 +top5_acc 0.9877 +2025-05-01 05:36:04,055 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8583, top5_acc: 0.9877 +2025-05-01 05:37:09,241 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 7:37:43, time: 0.652, data_time: 0.213, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.9375, loss: 2.9375 +2025-05-01 05:37:53,182 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 7:36:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.9169, loss: 2.9169 +2025-05-01 05:38:37,194 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 7:36:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0117, loss: 3.0117 +2025-05-01 05:39:21,243 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 7:35:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9850, loss_cls: 2.9566, loss: 2.9566 +2025-05-01 05:40:05,305 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 7:34:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.9681, loss: 2.9681 +2025-05-01 05:40:49,361 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 7:34:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.9945, loss: 2.9945 +2025-05-01 05:41:33,375 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 7:33:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.9715, loss: 2.9715 +2025-05-01 05:42:17,439 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 7:32:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.9237, loss: 2.9237 +2025-05-01 05:43:01,519 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 7:31:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9912, loss_cls: 2.8131, loss: 2.8131 +2025-05-01 05:43:45,589 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 7:31:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9367, loss: 2.9367 +2025-05-01 05:44:29,599 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 7:30:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9659, loss: 2.9659 +2025-05-01 05:45:13,589 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 7:29:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7436, loss: 2.7436 +2025-05-01 05:45:57,650 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 7:28:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.8962, loss: 2.8962 +2025-05-01 05:46:41,747 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 7:28:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 2.9473, loss: 2.9473 +2025-05-01 05:47:25,875 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 7:27:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.0040, loss: 3.0040 +2025-05-01 05:48:09,990 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 7:26:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.0254, loss: 3.0254 +2025-05-01 05:48:54,109 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 7:26:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.0380, loss: 3.0380 +2025-05-01 05:49:38,109 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 7:25:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9857, loss: 2.9857 +2025-05-01 05:50:22,327 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 7:24:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.9824, loss: 2.9824 +2025-05-01 05:51:06,582 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 7:23:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.8827, loss: 2.8827 +2025-05-01 05:51:50,751 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 7:23:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.9725, loss: 2.9725 +2025-05-01 05:52:35,051 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 7:22:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.0439, loss: 3.0439 +2025-05-01 05:53:19,143 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 7:21:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.0165, loss: 3.0165 +2025-05-01 05:53:43,195 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-01 05:55:13,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 05:55:13,446 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9845 +2025-05-01 05:55:13,511 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_37.pth was removed +2025-05-01 05:55:14,666 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2025-05-01 05:55:14,667 - pyskl - INFO - Best top1_acc is 0.8638 at 41 epoch. +2025-05-01 05:55:14,671 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8638, top5_acc: 0.9845 +2025-05-01 05:56:19,741 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 7:20:26, time: 0.651, data_time: 0.210, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7883, loss: 2.7883 +2025-05-01 05:57:03,872 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 7:19:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.9692, loss: 2.9692 +2025-05-01 05:57:48,018 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 7:18:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.7973, loss: 2.7973 +2025-05-01 05:58:32,109 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 7:18:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 3.0104, loss: 3.0104 +2025-05-01 05:59:16,236 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 7:17:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.8852, loss: 2.8852 +2025-05-01 06:00:00,263 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 7:16:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9838, loss_cls: 3.0437, loss: 3.0437 +2025-05-01 06:00:44,359 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 7:16:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9894, loss_cls: 2.8766, loss: 2.8766 +2025-05-01 06:01:28,447 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 7:15:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.9835, loss: 2.9835 +2025-05-01 06:02:12,581 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 7:14:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9386, loss: 2.9386 +2025-05-01 06:02:56,522 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 7:13:51, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.9556, loss: 2.9556 +2025-05-01 06:03:40,646 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 7:13:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.9979, loss: 2.9979 +2025-05-01 06:04:24,847 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 7:12:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9035, loss: 2.9035 +2025-05-01 06:05:09,143 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 7:11:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.1084, loss: 3.1084 +2025-05-01 06:05:53,382 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 7:10:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.2000, loss: 3.2000 +2025-05-01 06:06:37,603 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 7:10:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.0356, loss: 3.0356 +2025-05-01 06:07:21,788 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 7:09:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 2.9219, loss: 2.9219 +2025-05-01 06:08:05,832 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 7:08:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.9177, loss: 2.9177 +2025-05-01 06:08:49,971 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 7:08:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.0200, loss: 3.0200 +2025-05-01 06:09:34,208 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 7:07:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8665, loss: 2.8665 +2025-05-01 06:10:18,268 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 7:06:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.9701, loss: 2.9701 +2025-05-01 06:11:02,397 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 7:05:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 3.0099, loss: 3.0099 +2025-05-01 06:11:46,541 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 7:05:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.9891, loss: 2.9891 +2025-05-01 06:12:30,609 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 7:04:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.7994, loss: 2.7994 +2025-05-01 06:12:54,687 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-01 06:14:24,750 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 06:14:24,826 - pyskl - INFO - +top1_acc 0.8482 +top5_acc 0.9827 +2025-05-01 06:14:24,829 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8482, top5_acc: 0.9827 +2025-05-01 06:15:30,059 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 7:03:12, time: 0.652, data_time: 0.213, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.8751, loss: 2.8751 +2025-05-01 06:16:13,969 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 7:02:27, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.0128, loss: 3.0128 +2025-05-01 06:16:57,945 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 7:01:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8997, loss: 2.8997 +2025-05-01 06:17:41,829 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 7:00:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9771, loss: 2.9771 +2025-05-01 06:18:25,902 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 7:00:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9416, loss: 2.9416 +2025-05-01 06:19:09,973 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:59:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.8301, loss: 2.8301 +2025-05-01 06:19:54,045 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:58:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.8630, loss: 2.8630 +2025-05-01 06:20:38,069 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:58:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9713, loss: 2.9713 +2025-05-01 06:21:22,073 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:57:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9573, loss: 2.9573 +2025-05-01 06:22:06,065 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:56:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9476, loss: 2.9476 +2025-05-01 06:22:50,145 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:55:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8641, loss: 2.8641 +2025-05-01 06:23:34,142 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:55:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.0481, loss: 3.0481 +2025-05-01 06:24:18,307 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:54:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.9556, loss: 2.9556 +2025-05-01 06:25:02,353 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:53:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.9160, loss: 2.9160 +2025-05-01 06:25:46,294 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:52:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.8780, loss: 2.8780 +2025-05-01 06:26:30,378 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:52:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1298, loss: 3.1298 +2025-05-01 06:27:14,478 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:51:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9850, loss_cls: 2.8348, loss: 2.8348 +2025-05-01 06:27:58,518 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:50:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0259, loss: 3.0259 +2025-05-01 06:28:42,511 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:50:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9439, loss: 2.9439 +2025-05-01 06:29:26,390 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:49:16, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 2.8551, loss: 2.8551 +2025-05-01 06:30:10,251 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:48:32, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 2.9982, loss: 2.9982 +2025-05-01 06:30:54,206 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:47:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.8920, loss: 2.8920 +2025-05-01 06:31:38,183 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:47:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.0114, loss: 3.0114 +2025-05-01 06:32:02,438 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-01 06:33:32,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 06:33:32,608 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9828 +2025-05-01 06:33:32,611 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8489, top5_acc: 0.9828 +2025-05-01 06:34:37,987 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:45:51, time: 0.654, data_time: 0.213, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.7952, loss: 2.7952 +2025-05-01 06:35:21,982 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:45:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9481, loss: 2.9481 +2025-05-01 06:36:06,163 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:44:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.9835, loss: 2.9835 +2025-05-01 06:36:50,272 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:43:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.7360, loss: 2.7360 +2025-05-01 06:37:34,342 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:42:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.9201, loss: 2.9201 +2025-05-01 06:38:18,421 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:42:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.0084, loss: 3.0084 +2025-05-01 06:39:02,367 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:41:28, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9818, loss: 2.9818 +2025-05-01 06:39:46,461 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:40:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8232, loss: 2.8232 +2025-05-01 06:40:30,342 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:40:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.7856, loss: 2.7856 +2025-05-01 06:41:14,397 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 6:39:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.8275, loss: 2.8275 +2025-05-01 06:41:58,464 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 6:38:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.8447, loss: 2.8447 +2025-05-01 06:42:42,526 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 6:37:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.1366, loss: 3.1366 +2025-05-01 06:43:26,542 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 6:37:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.9262, loss: 2.9262 +2025-05-01 06:44:10,481 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 6:36:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9455, loss: 2.9455 +2025-05-01 06:44:54,531 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 6:35:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9646, loss: 2.9646 +2025-05-01 06:45:38,625 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 6:34:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9083, loss: 2.9083 +2025-05-01 06:46:22,645 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 6:34:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9081, loss: 2.9081 +2025-05-01 06:47:06,721 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 6:33:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9721, loss: 2.9721 +2025-05-01 06:47:50,753 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 6:32:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.9845, loss: 2.9845 +2025-05-01 06:48:34,738 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 6:31:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.8893, loss: 2.8893 +2025-05-01 06:49:18,825 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 6:31:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 2.9206, loss: 2.9206 +2025-05-01 06:50:02,804 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 6:30:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.0551, loss: 3.0551 +2025-05-01 06:50:46,950 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 6:29:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.0033, loss: 3.0033 +2025-05-01 06:51:10,922 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-01 06:52:40,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 06:52:40,945 - pyskl - INFO - +top1_acc 0.8625 +top5_acc 0.9835 +2025-05-01 06:52:40,948 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8625, top5_acc: 0.9835 +2025-05-01 06:53:46,114 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 6:28:32, time: 0.652, data_time: 0.211, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7862, loss: 2.7862 +2025-05-01 06:54:30,136 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 6:27:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9385, loss: 2.9385 +2025-05-01 06:55:14,271 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 6:27:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8393, loss: 2.8393 +2025-05-01 06:55:58,366 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 6:26:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 2.8940, loss: 2.8940 +2025-05-01 06:56:42,584 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 6:25:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9443, loss: 2.9443 +2025-05-01 06:57:26,662 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 6:24:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8633, loss: 2.8633 +2025-05-01 06:58:10,741 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 6:24:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.8599, loss: 2.8599 +2025-05-01 06:58:54,909 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 6:23:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8330, loss: 2.8330 +2025-05-01 06:59:39,104 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 6:22:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.0458, loss: 3.0458 +2025-05-01 07:00:23,250 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 6:21:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0571, loss: 3.0571 +2025-05-01 07:01:07,492 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 6:21:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8686, loss: 2.8686 +2025-05-01 07:01:51,787 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 6:20:32, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8886, loss: 2.8886 +2025-05-01 07:02:35,772 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 6:19:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.9226, loss: 2.9226 +2025-05-01 07:03:19,947 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 6:19:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.9573, loss: 2.9573 +2025-05-01 07:04:04,100 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 6:18:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9952, loss: 2.9952 +2025-05-01 07:04:48,376 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 6:17:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9674, loss: 2.9674 +2025-05-01 07:05:32,576 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 6:16:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.9848, loss: 2.9848 +2025-05-01 07:06:16,689 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 6:16:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9888, loss_cls: 2.9868, loss: 2.9868 +2025-05-01 07:07:00,715 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 6:15:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.9230, loss: 2.9230 +2025-05-01 07:07:44,787 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 6:14:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9143, loss: 2.9143 +2025-05-01 07:08:28,993 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 6:13:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8767, loss: 2.8767 +2025-05-01 07:09:13,154 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 6:13:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.9540, loss: 2.9540 +2025-05-01 07:09:57,214 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 6:12:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 2.9707, loss: 2.9707 +2025-05-01 07:10:21,279 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-01 07:11:51,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 07:11:51,350 - pyskl - INFO - +top1_acc 0.8437 +top5_acc 0.9835 +2025-05-01 07:11:51,353 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8437, top5_acc: 0.9835 +2025-05-01 07:12:56,366 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 6:11:18, time: 0.650, data_time: 0.211, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9881, loss_cls: 2.8398, loss: 2.8398 +2025-05-01 07:13:40,449 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 6:10:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.9058, loss: 2.9058 +2025-05-01 07:14:24,520 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 6:09:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.8059, loss: 2.8059 +2025-05-01 07:15:08,659 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 6:09:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8897, loss: 2.8897 +2025-05-01 07:15:52,691 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 6:08:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8645, loss: 2.8645 +2025-05-01 07:16:36,805 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 6:07:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.8259, loss: 2.8259 +2025-05-01 07:17:20,895 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 6:06:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.9356, loss: 2.9356 +2025-05-01 07:18:04,999 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 6:06:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.9150, loss: 2.9150 +2025-05-01 07:18:49,179 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 6:05:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.9596, loss: 2.9596 +2025-05-01 07:19:33,359 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 6:04:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8059, loss: 2.8059 +2025-05-01 07:20:17,497 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 6:04:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9486, loss: 2.9486 +2025-05-01 07:21:01,582 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 6:03:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.8607, loss: 2.8607 +2025-05-01 07:21:45,706 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 6:02:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 3.0657, loss: 3.0657 +2025-05-01 07:22:29,794 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 6:01:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8966, loss: 2.8966 +2025-05-01 07:23:14,088 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 6:01:06, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.9425, loss: 2.9425 +2025-05-01 07:23:58,238 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 6:00:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9609, loss: 2.9609 +2025-05-01 07:24:42,358 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:59:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.9165, loss: 2.9165 +2025-05-01 07:25:26,548 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:58:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8738, loss: 2.8738 +2025-05-01 07:26:10,665 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:58:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.9100, loss: 2.9100 +2025-05-01 07:26:54,786 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:57:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9006, loss: 2.9006 +2025-05-01 07:27:38,896 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:56:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8711, loss: 2.8711 +2025-05-01 07:28:23,245 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:56:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.9325, loss: 2.9325 +2025-05-01 07:29:07,354 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:55:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.9167, loss: 2.9167 +2025-05-01 07:29:31,407 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-01 07:31:01,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 07:31:01,437 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9871 +2025-05-01 07:31:01,497 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_41.pth was removed +2025-05-01 07:31:02,637 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-01 07:31:02,638 - pyskl - INFO - Best top1_acc is 0.8757 at 46 epoch. +2025-05-01 07:31:02,641 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8757, top5_acc: 0.9871 +2025-05-01 07:32:07,919 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:54:05, time: 0.653, data_time: 0.214, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8456, loss: 2.8456 +2025-05-01 07:32:51,922 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:53:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.6870, loss: 2.6870 +2025-05-01 07:33:35,850 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:52:37, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.7344, loss: 2.7344 +2025-05-01 07:34:19,851 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:51:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.8211, loss: 2.8211 +2025-05-01 07:35:03,759 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:51:08, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 2.9490, loss: 2.9490 +2025-05-01 07:35:47,770 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:50:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.9251, loss: 2.9251 +2025-05-01 07:36:31,887 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:49:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8943, loss: 2.8943 +2025-05-01 07:37:15,958 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:48:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.9100, loss: 2.9100 +2025-05-01 07:38:00,094 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:48:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9312, loss: 2.9312 +2025-05-01 07:38:44,072 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:47:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.8341, loss: 2.8341 +2025-05-01 07:39:28,053 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:46:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8872, loss: 2.8872 +2025-05-01 07:40:12,110 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:46:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.8358, loss: 2.8358 +2025-05-01 07:40:56,237 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:45:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8916, loss: 2.8916 +2025-05-01 07:41:40,404 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:44:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 2.9675, loss: 2.9675 +2025-05-01 07:42:24,531 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:43:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.9533, loss: 2.9533 +2025-05-01 07:43:08,363 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:43:05, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.8783, loss: 2.8783 +2025-05-01 07:43:52,310 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:42:21, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8666, loss: 2.8666 +2025-05-01 07:44:36,277 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:41:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.8254, loss: 2.8254 +2025-05-01 07:45:20,202 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:40:53, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7914, loss: 2.7914 +2025-05-01 07:46:04,114 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:40:09, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7397, loss: 2.7397 +2025-05-01 07:46:48,068 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:39:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8769, loss: 2.8769 +2025-05-01 07:47:32,003 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:38:41, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9821, loss: 2.9821 +2025-05-01 07:48:15,994 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 5:37:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.9280, loss: 2.9280 +2025-05-01 07:48:39,937 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-01 07:50:09,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 07:50:09,997 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9856 +2025-05-01 07:50:10,001 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8524, top5_acc: 0.9856 +2025-05-01 07:51:15,790 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 5:36:46, time: 0.658, data_time: 0.217, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.9253, loss: 2.9253 +2025-05-01 07:51:59,798 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 5:36:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.7985, loss: 2.7985 +2025-05-01 07:52:43,758 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 5:35:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.8553, loss: 2.8553 +2025-05-01 07:53:27,783 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 5:34:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.7205, loss: 2.7205 +2025-05-01 07:54:11,837 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 5:33:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.7827, loss: 2.7827 +2025-05-01 07:54:55,858 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 5:33:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.8063, loss: 2.8063 +2025-05-01 07:55:39,839 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 5:32:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.9725, loss: 2.9725 +2025-05-01 07:56:23,966 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 5:31:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.9340, loss: 2.9340 +2025-05-01 07:57:07,995 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 5:30:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8706, loss: 2.8706 +2025-05-01 07:57:52,083 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 5:30:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9828, loss: 2.9828 +2025-05-01 07:58:36,165 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 5:29:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8995, loss: 2.8995 +2025-05-01 07:59:20,202 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 5:28:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.8341, loss: 2.8341 +2025-05-01 08:00:04,321 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 5:27:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.9907, loss: 2.9907 +2025-05-01 08:00:48,535 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 5:27:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8913, loss: 2.8913 +2025-05-01 08:01:32,548 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 5:26:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.8703, loss: 2.8703 +2025-05-01 08:02:16,534 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 5:25:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8796, loss: 2.8796 +2025-05-01 08:03:00,569 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 5:25:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.8049, loss: 2.8049 +2025-05-01 08:03:44,502 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 5:24:19, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.0033, loss: 3.0033 +2025-05-01 08:04:28,498 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 5:23:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.7609, loss: 2.7609 +2025-05-01 08:05:12,526 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 5:22:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9738, loss: 2.9738 +2025-05-01 08:05:56,561 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 5:22:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.9364, loss: 2.9364 +2025-05-01 08:06:40,594 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 5:21:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7995, loss: 2.7995 +2025-05-01 08:07:24,674 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 5:20:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 2.9156, loss: 2.9156 +2025-05-01 08:07:48,719 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-01 08:09:18,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 08:09:18,564 - pyskl - INFO - +top1_acc 0.8832 +top5_acc 0.9899 +2025-05-01 08:09:18,631 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_46.pth was removed +2025-05-01 08:09:19,796 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-05-01 08:09:19,797 - pyskl - INFO - Best top1_acc is 0.8832 at 48 epoch. +2025-05-01 08:09:19,801 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8832, top5_acc: 0.9899 +2025-05-01 08:10:25,009 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 5:19:27, time: 0.652, data_time: 0.210, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7526, loss: 2.7526 +2025-05-01 08:11:09,107 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 5:18:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7482, loss: 2.7482 +2025-05-01 08:11:53,016 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 5:17:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.8026, loss: 2.8026 +2025-05-01 08:12:37,078 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 5:17:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7963, loss: 2.7963 +2025-05-01 08:13:21,075 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 5:16:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8254, loss: 2.8254 +2025-05-01 08:14:05,232 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 5:15:48, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.6901, loss: 2.6901 +2025-05-01 08:14:49,620 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 5:15:05, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.8708, loss: 2.8708 +2025-05-01 08:15:33,735 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 5:14:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.0303, loss: 3.0303 +2025-05-01 08:16:17,702 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 5:13:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.7550, loss: 2.7550 +2025-05-01 08:17:01,635 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 5:12:53, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.8725, loss: 2.8725 +2025-05-01 08:17:45,739 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 5:12:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.9091, loss: 2.9091 +2025-05-01 08:18:29,715 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 5:11:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8739, loss: 2.8739 +2025-05-01 08:19:13,717 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 5:10:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.8250, loss: 2.8250 +2025-05-01 08:19:57,783 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 5:09:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9341, loss: 2.9341 +2025-05-01 08:20:41,725 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 5:09:13, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9493, loss: 2.9493 +2025-05-01 08:21:25,556 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 5:08:28, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.8127, loss: 2.8127 +2025-05-01 08:22:09,439 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 5:07:44, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.9120, loss: 2.9120 +2025-05-01 08:22:53,392 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 5:07:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8183, loss: 2.8183 +2025-05-01 08:23:37,363 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 5:06:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.8011, loss: 2.8011 +2025-05-01 08:24:21,339 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 5:05:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8392, loss: 2.8392 +2025-05-01 08:25:05,391 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 5:04:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7814, loss: 2.7814 +2025-05-01 08:25:49,223 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 5:04:04, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9231, loss: 2.9231 +2025-05-01 08:26:32,813 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 5:03:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8975, loss: 2.8975 +2025-05-01 08:26:56,810 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-01 08:28:26,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 08:28:26,595 - pyskl - INFO - +top1_acc 0.8712 +top5_acc 0.9882 +2025-05-01 08:28:26,599 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8712, top5_acc: 0.9882 +2025-05-01 08:29:31,956 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 5:02:07, time: 0.654, data_time: 0.212, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.7037, loss: 2.7037 +2025-05-01 08:30:16,059 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 5:01:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.6885, loss: 2.6885 +2025-05-01 08:31:00,094 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 5:00:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 2.8595, loss: 2.8595 +2025-05-01 08:31:44,253 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:59:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8378, loss: 2.8378 +2025-05-01 08:32:28,388 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:59:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.8058, loss: 2.8058 +2025-05-01 08:33:12,619 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:58:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.7891, loss: 2.7891 +2025-05-01 08:33:56,738 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:57:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8323, loss: 2.8323 +2025-05-01 08:34:40,840 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:57:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7597, loss: 2.7597 +2025-05-01 08:35:24,895 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:56:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.8741, loss: 2.8741 +2025-05-01 08:36:08,864 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:55:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.8708, loss: 2.8708 +2025-05-01 08:36:53,053 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:54:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8827, loss: 2.8827 +2025-05-01 08:37:37,487 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:54:06, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.8181, loss: 2.8181 +2025-05-01 08:38:21,816 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:53:23, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8411, loss: 2.8411 +2025-05-01 08:39:06,126 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:52:40, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 2.8008, loss: 2.8008 +2025-05-01 08:39:50,319 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:51:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7849, loss: 2.7849 +2025-05-01 08:40:34,507 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:51:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.8068, loss: 2.8068 +2025-05-01 08:41:18,599 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:50:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8870, loss: 2.8870 +2025-05-01 08:42:02,808 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:49:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.9077, loss: 2.9077 +2025-05-01 08:42:46,889 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:49:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.9033, loss: 2.9033 +2025-05-01 08:43:31,103 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:48:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9856, loss_cls: 2.8816, loss: 2.8816 +2025-05-01 08:44:15,259 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:47:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8510, loss: 2.8510 +2025-05-01 08:44:59,365 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:46:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9837, loss: 2.9837 +2025-05-01 08:45:43,439 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:46:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.8771, loss: 2.8771 +2025-05-01 08:46:07,561 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-01 08:47:37,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 08:47:37,755 - pyskl - INFO - +top1_acc 0.8637 +top5_acc 0.9857 +2025-05-01 08:47:37,759 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8637, top5_acc: 0.9857 +2025-05-01 08:48:42,416 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:44:53, time: 0.647, data_time: 0.208, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.7402, loss: 2.7402 +2025-05-01 08:49:26,372 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:44:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7800, loss: 2.7800 +2025-05-01 08:50:10,421 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:43:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.0059, loss: 3.0059 +2025-05-01 08:50:54,574 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:42:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.7678, loss: 2.7678 +2025-05-01 08:51:38,782 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:41:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 2.7826, loss: 2.7826 +2025-05-01 08:52:22,999 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:41:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.8614, loss: 2.8614 +2025-05-01 08:53:07,158 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:40:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.8330, loss: 2.8330 +2025-05-01 08:53:51,207 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:39:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8642, loss: 2.8642 +2025-05-01 08:54:35,419 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:39:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7681, loss: 2.7681 +2025-05-01 08:55:19,712 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:38:20, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8025, loss: 2.8025 +2025-05-01 08:56:04,043 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:37:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9286, loss: 2.9286 +2025-05-01 08:56:48,095 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 4:36:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8572, loss: 2.8572 +2025-05-01 08:57:32,078 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 4:36:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7411, loss: 2.7411 +2025-05-01 08:58:16,091 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 4:35:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.8325, loss: 2.8325 +2025-05-01 08:59:00,131 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 4:34:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8867, loss: 2.8867 +2025-05-01 08:59:44,259 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 4:33:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8487, loss: 2.8487 +2025-05-01 09:00:28,339 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 4:33:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8459, loss: 2.8459 +2025-05-01 09:01:12,410 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 4:32:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.7872, loss: 2.7872 +2025-05-01 09:01:56,469 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 4:31:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 2.9707, loss: 2.9707 +2025-05-01 09:02:40,609 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 4:31:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8076, loss: 2.8076 +2025-05-01 09:03:24,711 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 4:30:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.7814, loss: 2.7814 +2025-05-01 09:04:08,834 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 4:29:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.8075, loss: 2.8075 +2025-05-01 09:04:52,980 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 4:28:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.7657, loss: 2.7657 +2025-05-01 09:05:17,035 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-01 09:06:46,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 09:06:46,894 - pyskl - INFO - +top1_acc 0.8706 +top5_acc 0.9856 +2025-05-01 09:06:46,898 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8706, top5_acc: 0.9856 +2025-05-01 09:07:51,587 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 4:27:38, time: 0.647, data_time: 0.208, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.7811, loss: 2.7811 +2025-05-01 09:08:35,641 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 4:26:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9919, loss_cls: 2.7090, loss: 2.7090 +2025-05-01 09:09:19,842 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 4:26:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6579, loss: 2.6579 +2025-05-01 09:10:03,988 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 4:25:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.7609, loss: 2.7609 +2025-05-01 09:10:48,207 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 4:24:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.9527, loss: 2.9527 +2025-05-01 09:11:32,306 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 4:23:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.8307, loss: 2.8307 +2025-05-01 09:12:16,436 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 4:23:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.7751, loss: 2.7751 +2025-05-01 09:13:00,632 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 4:22:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7884, loss: 2.7884 +2025-05-01 09:13:44,666 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 4:21:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8087, loss: 2.8087 +2025-05-01 09:14:28,771 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 4:21:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9771, loss: 2.9771 +2025-05-01 09:15:12,900 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 4:20:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.8657, loss: 2.8657 +2025-05-01 09:15:57,104 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 4:19:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.7195, loss: 2.7195 +2025-05-01 09:16:41,514 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 4:18:53, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.7773, loss: 2.7773 +2025-05-01 09:17:25,659 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 4:18:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.8876, loss: 2.8876 +2025-05-01 09:18:09,667 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 4:17:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.7924, loss: 2.7924 +2025-05-01 09:18:53,735 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 4:16:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8468, loss: 2.8468 +2025-05-01 09:19:37,828 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 4:15:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.8869, loss: 2.8869 +2025-05-01 09:20:21,907 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 4:15:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.9379, loss: 2.9379 +2025-05-01 09:21:06,039 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 4:14:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.8101, loss: 2.8101 +2025-05-01 09:21:49,996 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 4:13:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8664, loss: 2.8664 +2025-05-01 09:22:34,144 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 4:13:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 3.0401, loss: 3.0401 +2025-05-01 09:23:17,925 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 4:12:18, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.7453, loss: 2.7453 +2025-05-01 09:24:01,791 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 4:11:34, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.8012, loss: 2.8012 +2025-05-01 09:24:25,882 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-01 09:25:55,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 09:25:55,749 - pyskl - INFO - +top1_acc 0.8755 +top5_acc 0.9851 +2025-05-01 09:25:55,752 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8755, top5_acc: 0.9851 +2025-05-01 09:27:01,287 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 4:10:23, time: 0.655, data_time: 0.212, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.7044, loss: 2.7044 +2025-05-01 09:27:45,387 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 4:09:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.8440, loss: 2.8440 +2025-05-01 09:28:29,417 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 4:08:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5641, loss: 2.5641 +2025-05-01 09:29:13,505 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 4:08:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.6948, loss: 2.6948 +2025-05-01 09:29:57,585 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 4:07:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.8349, loss: 2.8349 +2025-05-01 09:30:41,562 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 4:06:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.7427, loss: 2.7427 +2025-05-01 09:31:25,607 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 4:06:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7986, loss: 2.7986 +2025-05-01 09:32:09,953 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 4:05:16, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.8120, loss: 2.8120 +2025-05-01 09:32:54,166 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 4:04:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7396, loss: 2.7396 +2025-05-01 09:33:38,505 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 4:03:49, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6951, loss: 2.6951 +2025-05-01 09:34:22,562 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 4:03:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.7330, loss: 2.7330 +2025-05-01 09:35:06,768 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 4:02:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7028, loss: 2.7028 +2025-05-01 09:35:50,751 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 4:01:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.7783, loss: 2.7783 +2025-05-01 09:36:34,717 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 4:00:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.7663, loss: 2.7663 +2025-05-01 09:37:18,754 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 4:00:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.7744, loss: 2.7744 +2025-05-01 09:38:02,737 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:59:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.9045, loss: 2.9045 +2025-05-01 09:38:46,686 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:58:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.7961, loss: 2.7961 +2025-05-01 09:39:30,741 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:57:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8238, loss: 2.8238 +2025-05-01 09:40:14,799 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:57:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.8695, loss: 2.8695 +2025-05-01 09:40:58,867 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:56:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.8545, loss: 2.8545 +2025-05-01 09:41:42,973 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:55:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9349, loss: 2.9349 +2025-05-01 09:42:27,048 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:55:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.9075, loss: 2.9075 +2025-05-01 09:43:11,143 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:54:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.7981, loss: 2.7981 +2025-05-01 09:43:35,159 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-01 09:45:04,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 09:45:05,018 - pyskl - INFO - +top1_acc 0.8712 +top5_acc 0.9866 +2025-05-01 09:45:05,021 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8712, top5_acc: 0.9866 +2025-05-01 09:46:10,392 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:53:07, time: 0.654, data_time: 0.213, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7748, loss: 2.7748 +2025-05-01 09:46:54,453 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:52:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.6635, loss: 2.6635 +2025-05-01 09:47:38,487 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:51:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.9337, loss: 2.9337 +2025-05-01 09:48:22,507 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:50:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8648, loss: 2.8648 +2025-05-01 09:49:06,408 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:50:11, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.7765, loss: 2.7765 +2025-05-01 09:49:50,372 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:49:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.9322, loss: 2.9322 +2025-05-01 09:50:34,436 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:48:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8094, loss: 2.8094 +2025-05-01 09:51:18,462 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:47:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7266, loss: 2.7266 +2025-05-01 09:52:02,463 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:47:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7509, loss: 2.7509 +2025-05-01 09:52:46,506 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:46:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6602, loss: 2.6602 +2025-05-01 09:53:30,507 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:45:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 2.8469, loss: 2.8469 +2025-05-01 09:54:14,524 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:45:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.7088, loss: 2.7088 +2025-05-01 09:54:58,622 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:44:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7909, loss: 2.7909 +2025-05-01 09:55:42,595 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:43:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.6220, loss: 2.6220 +2025-05-01 09:56:26,563 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:42:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.8704, loss: 2.8704 +2025-05-01 09:57:10,481 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:42:07, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 2.7909, loss: 2.7909 +2025-05-01 09:57:54,487 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:41:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.6966, loss: 2.6966 +2025-05-01 09:58:38,506 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:40:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.7809, loss: 2.7809 +2025-05-01 09:59:22,534 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:39:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.7701, loss: 2.7701 +2025-05-01 10:00:06,572 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:39:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9971, loss: 2.9971 +2025-05-01 10:00:50,518 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:38:27, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.8626, loss: 2.8626 +2025-05-01 10:01:34,556 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:37:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9031, loss: 2.9031 +2025-05-01 10:02:18,678 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:37:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.8253, loss: 2.8253 +2025-05-01 10:02:42,805 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-01 10:04:12,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 10:04:12,924 - pyskl - INFO - +top1_acc 0.8676 +top5_acc 0.9852 +2025-05-01 10:04:12,927 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8676, top5_acc: 0.9852 +2025-05-01 10:05:18,206 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 3:35:49, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8005, loss: 2.8005 +2025-05-01 10:06:02,325 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 3:35:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7295, loss: 2.7295 +2025-05-01 10:06:46,439 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 3:34:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.6886, loss: 2.6886 +2025-05-01 10:07:30,515 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 3:33:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6697, loss: 2.6697 +2025-05-01 10:08:14,609 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 3:32:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.7411, loss: 2.7411 +2025-05-01 10:08:58,759 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 3:32:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7749, loss: 2.7749 +2025-05-01 10:09:42,757 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 3:31:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8086, loss: 2.8086 +2025-05-01 10:10:26,955 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 3:30:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7903, loss: 2.7903 +2025-05-01 10:11:11,153 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 3:29:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.7078, loss: 2.7078 +2025-05-01 10:11:55,174 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 3:29:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.8148, loss: 2.8148 +2025-05-01 10:12:39,185 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 3:28:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7422, loss: 2.7422 +2025-05-01 10:13:23,361 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 3:27:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.7047, loss: 2.7047 +2025-05-01 10:14:07,466 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 3:27:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8591, loss: 2.8591 +2025-05-01 10:14:51,627 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 3:26:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.8452, loss: 2.8452 +2025-05-01 10:15:35,694 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 3:25:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.6333, loss: 2.6333 +2025-05-01 10:16:19,794 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 3:24:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8399, loss: 2.8399 +2025-05-01 10:17:03,855 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 3:24:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.7862, loss: 2.7862 +2025-05-01 10:17:47,970 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 3:23:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6355, loss: 2.6355 +2025-05-01 10:18:32,119 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 3:22:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6878, loss: 2.6878 +2025-05-01 10:19:16,306 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 3:21:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.7288, loss: 2.7288 +2025-05-01 10:20:00,359 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 3:21:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.8213, loss: 2.8213 +2025-05-01 10:20:44,537 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 3:20:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.7413, loss: 2.7413 +2025-05-01 10:21:28,604 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 3:19:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7190, loss: 2.7190 +2025-05-01 10:21:52,673 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-01 10:23:22,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 10:23:22,951 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9872 +2025-05-01 10:23:22,955 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8631, top5_acc: 0.9872 +2025-05-01 10:24:28,554 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 3:18:35, time: 0.656, data_time: 0.216, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.7128, loss: 2.7128 +2025-05-01 10:25:12,568 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 3:17:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.7092, loss: 2.7092 +2025-05-01 10:25:56,430 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 3:17:06, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6985, loss: 2.6985 +2025-05-01 10:26:40,405 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 3:16:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.6855, loss: 2.6855 +2025-05-01 10:27:24,472 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 3:15:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.6501, loss: 2.6501 +2025-05-01 10:28:08,618 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 3:14:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.6307, loss: 2.6307 +2025-05-01 10:28:52,725 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 3:14:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7302, loss: 2.7302 +2025-05-01 10:29:36,692 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 3:13:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.7001, loss: 2.7001 +2025-05-01 10:30:20,891 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 3:12:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.7850, loss: 2.7850 +2025-05-01 10:31:04,916 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 3:11:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7955, loss: 2.7955 +2025-05-01 10:31:48,820 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 3:11:15, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8591, loss: 2.8591 +2025-05-01 10:32:32,768 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 3:10:31, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8514, loss: 2.8514 +2025-05-01 10:33:16,832 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 3:09:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7960, loss: 2.7960 +2025-05-01 10:34:00,730 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 3:09:03, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.7945, loss: 2.7945 +2025-05-01 10:34:44,718 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 3:08:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.7074, loss: 2.7074 +2025-05-01 10:35:28,700 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 3:07:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.8224, loss: 2.8224 +2025-05-01 10:36:12,672 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 3:06:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.8017, loss: 2.8017 +2025-05-01 10:36:56,672 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 3:06:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8107, loss: 2.8107 +2025-05-01 10:37:40,629 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 3:05:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.9166, loss: 2.9166 +2025-05-01 10:38:24,565 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 3:04:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.7605, loss: 2.7605 +2025-05-01 10:39:08,495 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 3:03:54, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7410, loss: 2.7410 +2025-05-01 10:39:52,677 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 3:03:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6975, loss: 2.6975 +2025-05-01 10:40:36,850 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 3:02:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8077, loss: 2.8077 +2025-05-01 10:41:00,813 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-01 10:42:30,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 10:42:30,651 - pyskl - INFO - +top1_acc 0.8450 +top5_acc 0.9837 +2025-05-01 10:42:30,654 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8450, top5_acc: 0.9837 +2025-05-01 10:43:35,638 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 3:01:16, time: 0.650, data_time: 0.208, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7702, loss: 2.7702 +2025-05-01 10:44:19,539 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 3:00:31, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.5144, loss: 2.5144 +2025-05-01 10:45:03,479 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:59:47, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6709, loss: 2.6709 +2025-05-01 10:45:47,530 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:59:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6666, loss: 2.6666 +2025-05-01 10:46:31,778 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:58:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8505, loss: 2.8505 +2025-05-01 10:47:15,969 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:57:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.6366, loss: 2.6366 +2025-05-01 10:48:00,228 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:56:53, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7601, loss: 2.7601 +2025-05-01 10:48:44,361 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:56:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.7525, loss: 2.7525 +2025-05-01 10:49:28,532 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:55:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.7294, loss: 2.7294 +2025-05-01 10:50:12,700 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:54:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7153, loss: 2.7153 +2025-05-01 10:50:56,808 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:53:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8155, loss: 2.8155 +2025-05-01 10:51:40,856 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:53:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6336, loss: 2.6336 +2025-05-01 10:52:24,964 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:52:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7817, loss: 2.7817 +2025-05-01 10:53:09,071 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:51:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7726, loss: 2.7726 +2025-05-01 10:53:53,168 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:51:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.8676, loss: 2.8676 +2025-05-01 10:54:37,314 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:50:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 2.7579, loss: 2.7579 +2025-05-01 10:55:21,396 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:49:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 2.8350, loss: 2.8350 +2025-05-01 10:56:05,471 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:48:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.7623, loss: 2.7623 +2025-05-01 10:56:49,508 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:48:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.6602, loss: 2.6602 +2025-05-01 10:57:33,547 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:47:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.6559, loss: 2.6559 +2025-05-01 10:58:17,543 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:46:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.7119, loss: 2.7119 +2025-05-01 10:59:01,534 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:45:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7198, loss: 2.7198 +2025-05-01 10:59:45,567 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:45:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.6872, loss: 2.6872 +2025-05-01 11:00:09,640 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-01 11:01:39,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 11:01:39,752 - pyskl - INFO - +top1_acc 0.8677 +top5_acc 0.9870 +2025-05-01 11:01:39,755 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8677, top5_acc: 0.9870 +2025-05-01 11:02:44,991 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:44:00, time: 0.652, data_time: 0.213, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.6451, loss: 2.6451 +2025-05-01 11:03:28,911 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:43:16, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.7308, loss: 2.7308 +2025-05-01 11:04:12,951 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:42:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.7010, loss: 2.7010 +2025-05-01 11:04:57,069 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:41:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6699, loss: 2.6699 +2025-05-01 11:05:41,193 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:41:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8054, loss: 2.8054 +2025-05-01 11:06:25,350 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:40:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.7434, loss: 2.7434 +2025-05-01 11:07:09,430 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:39:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.6612, loss: 2.6612 +2025-05-01 11:07:53,445 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:38:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7941, loss: 2.7941 +2025-05-01 11:08:37,498 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:38:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5709, loss: 2.5709 +2025-05-01 11:09:21,558 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:37:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.7748, loss: 2.7748 +2025-05-01 11:10:05,602 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:36:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.7979, loss: 2.7979 +2025-05-01 11:10:49,631 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:35:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7234, loss: 2.7234 +2025-05-01 11:11:33,637 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:35:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7712, loss: 2.7712 +2025-05-01 11:12:17,762 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 2:34:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.7510, loss: 2.7510 +2025-05-01 11:13:01,715 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 2:33:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.7741, loss: 2.7741 +2025-05-01 11:13:45,669 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 2:33:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8807, loss: 2.8807 +2025-05-01 11:14:29,612 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 2:32:17, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.7385, loss: 2.7385 +2025-05-01 11:15:13,521 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 2:31:33, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 2.8354, loss: 2.8354 +2025-05-01 11:15:57,490 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 2:30:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.8544, loss: 2.8544 +2025-05-01 11:16:41,513 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 2:30:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7717, loss: 2.7717 +2025-05-01 11:17:25,414 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 2:29:21, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8253, loss: 2.8253 +2025-05-01 11:18:09,459 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 2:28:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.8549, loss: 2.8549 +2025-05-01 11:18:53,513 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 2:27:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7733, loss: 2.7733 +2025-05-01 11:19:17,431 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-01 11:20:47,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 11:20:47,601 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9896 +2025-05-01 11:20:47,662 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_48.pth was removed +2025-05-01 11:20:48,822 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-05-01 11:20:48,823 - pyskl - INFO - Best top1_acc is 0.8906 at 58 epoch. +2025-05-01 11:20:48,827 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8906, top5_acc: 0.9896 +2025-05-01 11:21:54,232 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 2:26:42, time: 0.654, data_time: 0.215, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.5955, loss: 2.5955 +2025-05-01 11:22:38,298 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 2:25:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.7440, loss: 2.7440 +2025-05-01 11:23:22,359 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 2:25:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.7235, loss: 2.7235 +2025-05-01 11:24:06,460 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 2:24:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6914, loss: 2.6914 +2025-05-01 11:24:50,690 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 2:23:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.7375, loss: 2.7375 +2025-05-01 11:25:34,807 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 2:23:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8192, loss: 2.8192 +2025-05-01 11:26:18,827 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 2:22:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6207, loss: 2.6207 +2025-05-01 11:27:02,923 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 2:21:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6042, loss: 2.6042 +2025-05-01 11:27:47,137 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 2:20:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7693, loss: 2.7693 +2025-05-01 11:28:31,272 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 2:20:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.7828, loss: 2.7828 +2025-05-01 11:29:15,398 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 2:19:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7975, loss: 2.7975 +2025-05-01 11:29:59,523 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 2:18:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6985, loss: 2.6985 +2025-05-01 11:30:43,647 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 2:17:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7167, loss: 2.7167 +2025-05-01 11:31:27,992 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 2:17:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5823, loss: 2.5823 +2025-05-01 11:32:12,018 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 2:16:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.6780, loss: 2.6780 +2025-05-01 11:32:56,078 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 2:15:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7047, loss: 2.7047 +2025-05-01 11:33:40,210 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 2:15:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7638, loss: 2.7638 +2025-05-01 11:34:24,318 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 2:14:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7175, loss: 2.7175 +2025-05-01 11:35:08,540 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 2:13:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.7078, loss: 2.7078 +2025-05-01 11:35:52,650 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 2:12:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.7312, loss: 2.7312 +2025-05-01 11:36:36,739 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 2:12:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6611, loss: 2.6611 +2025-05-01 11:37:20,851 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 2:11:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8661, loss: 2.8661 +2025-05-01 11:38:04,927 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 2:10:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6931, loss: 2.6931 +2025-05-01 11:38:28,780 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-01 11:39:58,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 11:39:58,894 - pyskl - INFO - +top1_acc 0.8608 +top5_acc 0.9782 +2025-05-01 11:39:58,897 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8608, top5_acc: 0.9782 +2025-05-01 11:41:04,642 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 2:09:29, time: 0.657, data_time: 0.217, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.6123, loss: 2.6123 +2025-05-01 11:41:48,633 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 2:08:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.6723, loss: 2.6723 +2025-05-01 11:42:32,572 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 2:08:01, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5404, loss: 2.5404 +2025-05-01 11:43:16,747 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 2:07:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.5917, loss: 2.5917 +2025-05-01 11:44:00,972 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 2:06:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7129, loss: 2.7129 +2025-05-01 11:44:45,182 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 2:05:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.7084, loss: 2.7084 +2025-05-01 11:45:29,331 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 2:05:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.5283, loss: 2.5283 +2025-05-01 11:46:13,451 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 2:04:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 2.6070, loss: 2.6070 +2025-05-01 11:46:57,536 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 2:03:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7910, loss: 2.7910 +2025-05-01 11:47:41,470 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 2:02:54, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7021, loss: 2.7021 +2025-05-01 11:48:25,602 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 2:02:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7463, loss: 2.7463 +2025-05-01 11:49:09,633 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 2:01:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.7516, loss: 2.7516 +2025-05-01 11:49:53,616 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 2:00:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7800, loss: 2.7800 +2025-05-01 11:50:37,622 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:59:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.8660, loss: 2.8660 +2025-05-01 11:51:21,775 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:59:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6835, loss: 2.6835 +2025-05-01 11:52:05,837 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:58:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6886, loss: 2.6886 +2025-05-01 11:52:49,864 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:57:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.7527, loss: 2.7527 +2025-05-01 11:53:33,802 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:57:03, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7754, loss: 2.7754 +2025-05-01 11:54:17,821 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:56:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.7378, loss: 2.7378 +2025-05-01 11:55:01,812 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:55:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.8684, loss: 2.8684 +2025-05-01 11:55:45,876 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:54:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7642, loss: 2.7642 +2025-05-01 11:56:29,919 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:54:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7654, loss: 2.7654 +2025-05-01 11:57:14,074 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:53:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 2.6891, loss: 2.6891 +2025-05-01 11:57:38,101 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-01 11:59:07,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 11:59:07,861 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9883 +2025-05-01 11:59:07,865 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8758, top5_acc: 0.9883 +2025-05-01 12:00:13,330 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:52:13, time: 0.655, data_time: 0.214, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.6105, loss: 2.6105 +2025-05-01 12:00:57,416 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:51:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 2.6416, loss: 2.6416 +2025-05-01 12:01:41,486 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:50:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6935, loss: 2.6935 +2025-05-01 12:02:25,581 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:50:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6094, loss: 2.6094 +2025-05-01 12:03:09,675 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:49:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.6905, loss: 2.6905 +2025-05-01 12:03:53,764 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:48:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.5741, loss: 2.5741 +2025-05-01 12:04:37,670 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:47:49, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.6718, loss: 2.6718 +2025-05-01 12:05:21,591 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:47:05, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6962, loss: 2.6962 +2025-05-01 12:06:05,598 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:46:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5845, loss: 2.5845 +2025-05-01 12:06:49,662 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:45:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6239, loss: 2.6239 +2025-05-01 12:07:33,611 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:44:53, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.6936, loss: 2.6936 +2025-05-01 12:08:17,614 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:44:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7828, loss: 2.7828 +2025-05-01 12:09:01,546 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:43:25, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.6968, loss: 2.6968 +2025-05-01 12:09:45,499 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:42:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.7141, loss: 2.7141 +2025-05-01 12:10:29,489 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:41:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.6378, loss: 2.6378 +2025-05-01 12:11:13,470 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:41:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6748, loss: 2.6748 +2025-05-01 12:11:57,436 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:40:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.6819, loss: 2.6819 +2025-05-01 12:12:41,390 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:39:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8154, loss: 2.8154 +2025-05-01 12:13:25,407 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:39:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.8101, loss: 2.8101 +2025-05-01 12:14:09,524 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:38:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.7037, loss: 2.7037 +2025-05-01 12:14:53,622 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:37:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.7265, loss: 2.7265 +2025-05-01 12:15:37,737 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:36:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.7430, loss: 2.7430 +2025-05-01 12:16:21,785 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:36:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.7833, loss: 2.7833 +2025-05-01 12:16:45,643 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-01 12:18:15,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 12:18:15,697 - pyskl - INFO - +top1_acc 0.8834 +top5_acc 0.9889 +2025-05-01 12:18:15,700 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8834, top5_acc: 0.9889 +2025-05-01 12:19:20,974 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:34:55, time: 0.653, data_time: 0.212, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5670, loss: 2.5670 +2025-05-01 12:20:05,175 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:34:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.6057, loss: 2.6057 +2025-05-01 12:20:49,252 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:33:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7507, loss: 2.7507 +2025-05-01 12:21:33,375 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 1:32:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.6574, loss: 2.6574 +2025-05-01 12:22:17,465 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 1:32:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.6001, loss: 2.6001 +2025-05-01 12:23:01,559 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 1:31:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.7002, loss: 2.7002 +2025-05-01 12:23:45,667 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 1:30:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4773, loss: 2.4773 +2025-05-01 12:24:29,767 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 1:29:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.6726, loss: 2.6726 +2025-05-01 12:25:13,908 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 1:29:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.7586, loss: 2.7586 +2025-05-01 12:25:58,019 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 1:28:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5965, loss: 2.5965 +2025-05-01 12:26:42,195 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 1:27:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.6501, loss: 2.6501 +2025-05-01 12:27:26,283 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 1:26:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6987, loss: 2.6987 +2025-05-01 12:28:10,220 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 1:26:09, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.6249, loss: 2.6249 +2025-05-01 12:28:54,379 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 1:25:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6062, loss: 2.6062 +2025-05-01 12:29:38,382 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 1:24:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.7305, loss: 2.7305 +2025-05-01 12:30:22,515 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 1:23:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.7279, loss: 2.7279 +2025-05-01 12:31:06,563 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 1:23:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.7860, loss: 2.7860 +2025-05-01 12:31:50,675 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 1:22:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8616, loss: 2.8616 +2025-05-01 12:32:34,908 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 1:21:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.6480, loss: 2.6480 +2025-05-01 12:33:19,141 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 1:21:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7675, loss: 2.7675 +2025-05-01 12:34:03,367 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 1:20:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.7083, loss: 2.7083 +2025-05-01 12:34:47,430 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 1:19:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.6923, loss: 2.6923 +2025-05-01 12:35:31,551 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 1:18:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.7073, loss: 2.7073 +2025-05-01 12:35:55,591 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-01 12:37:26,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 12:37:26,120 - pyskl - INFO - +top1_acc 0.8922 +top5_acc 0.9904 +2025-05-01 12:37:26,199 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_58.pth was removed +2025-05-01 12:37:27,779 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-05-01 12:37:27,780 - pyskl - INFO - Best top1_acc is 0.8922 at 62 epoch. +2025-05-01 12:37:27,783 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8922, top5_acc: 0.9904 +2025-05-01 12:38:33,895 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 1:17:42, time: 0.661, data_time: 0.219, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5798, loss: 2.5798 +2025-05-01 12:39:18,122 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 1:16:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.5390, loss: 2.5390 +2025-05-01 12:40:02,084 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 1:16:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5478, loss: 2.5478 +2025-05-01 12:40:45,995 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 1:15:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6731, loss: 2.6731 +2025-05-01 12:41:30,107 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 1:14:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.5731, loss: 2.5731 +2025-05-01 12:42:14,173 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 1:14:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.6138, loss: 2.6138 +2025-05-01 12:42:58,310 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 1:13:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.6496, loss: 2.6496 +2025-05-01 12:43:42,480 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 1:12:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7699, loss: 2.7699 +2025-05-01 12:44:26,530 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 1:11:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7706, loss: 2.7706 +2025-05-01 12:45:10,720 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 1:11:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.7055, loss: 2.7055 +2025-05-01 12:45:54,683 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 1:10:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6960, loss: 2.6960 +2025-05-01 12:46:38,711 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 1:09:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.7047, loss: 2.7047 +2025-05-01 12:47:22,773 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 1:08:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6760, loss: 2.6760 +2025-05-01 12:48:06,820 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 1:08:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6699, loss: 2.6699 +2025-05-01 12:48:50,823 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 1:07:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7672, loss: 2.7672 +2025-05-01 12:49:34,924 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 1:06:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6391, loss: 2.6391 +2025-05-01 12:50:18,976 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 1:06:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6003, loss: 2.6003 +2025-05-01 12:51:03,115 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 1:05:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.6011, loss: 2.6011 +2025-05-01 12:51:47,223 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 1:04:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.7235, loss: 2.7235 +2025-05-01 12:52:31,276 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 1:03:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.6193, loss: 2.6193 +2025-05-01 12:53:15,165 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 1:03:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.7388, loss: 2.7388 +2025-05-01 12:53:59,065 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 1:02:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 2.6868, loss: 2.6868 +2025-05-01 12:54:42,982 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 1:01:36, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.6849, loss: 2.6849 +2025-05-01 12:55:06,927 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-01 12:56:37,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 12:56:37,604 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9880 +2025-05-01 12:56:37,608 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8809, top5_acc: 0.9880 +2025-05-01 12:57:43,327 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 1:00:26, time: 0.657, data_time: 0.214, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.6144, loss: 2.6144 +2025-05-01 12:58:27,323 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:59:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5464, loss: 2.5464 +2025-05-01 12:59:11,380 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:58:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.5843, loss: 2.5843 +2025-05-01 12:59:55,410 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:58:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4215, loss: 2.4215 +2025-05-01 13:00:39,656 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:57:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.6728, loss: 2.6728 +2025-05-01 13:01:23,841 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:56:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.6547, loss: 2.6547 +2025-05-01 13:02:08,045 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:56:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6737, loss: 2.6737 +2025-05-01 13:02:52,360 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:55:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.5924, loss: 2.5924 +2025-05-01 13:03:36,607 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:54:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.6416, loss: 2.6416 +2025-05-01 13:04:20,816 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:53:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.5851, loss: 2.5851 +2025-05-01 13:05:04,904 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:53:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.6567, loss: 2.6567 +2025-05-01 13:05:49,032 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:52:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6809, loss: 2.6809 +2025-05-01 13:06:33,138 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:51:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6364, loss: 2.6364 +2025-05-01 13:07:17,147 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:50:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6556, loss: 2.6556 +2025-05-01 13:08:01,236 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:50:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 2.7184, loss: 2.7184 +2025-05-01 13:08:45,313 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:49:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.5900, loss: 2.5900 +2025-05-01 13:09:29,482 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:48:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7157, loss: 2.7157 +2025-05-01 13:10:13,573 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:48:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6203, loss: 2.6203 +2025-05-01 13:10:57,774 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:47:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6995, loss: 2.6995 +2025-05-01 13:11:41,775 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:46:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.7374, loss: 2.7374 +2025-05-01 13:12:25,905 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:45:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6521, loss: 2.6521 +2025-05-01 13:13:09,903 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:45:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5931, loss: 2.5931 +2025-05-01 13:13:53,913 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:44:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.6410, loss: 2.6410 +2025-05-01 13:14:17,926 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-01 13:15:48,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 13:15:48,126 - pyskl - INFO - +top1_acc 0.8817 +top5_acc 0.9881 +2025-05-01 13:15:48,130 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8817, top5_acc: 0.9881 +2025-05-01 13:16:53,362 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:43:11, time: 0.652, data_time: 0.212, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5300, loss: 2.5300 +2025-05-01 13:17:37,390 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:42:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6887, loss: 2.6887 +2025-05-01 13:18:21,417 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:41:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6994, loss: 2.6994 +2025-05-01 13:19:05,430 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:41:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5557, loss: 2.5557 +2025-05-01 13:19:49,398 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:40:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5574, loss: 2.5574 +2025-05-01 13:20:33,348 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:39:31, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.4094, loss: 2.4094 +2025-05-01 13:21:17,311 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:38:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.5985, loss: 2.5985 +2025-05-01 13:22:01,311 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:38:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6196, loss: 2.6196 +2025-05-01 13:22:45,324 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:37:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.6057, loss: 2.6057 +2025-05-01 13:23:29,405 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:36:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.6495, loss: 2.6495 +2025-05-01 13:24:13,494 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:35:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.6203, loss: 2.6203 +2025-05-01 13:24:57,461 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:35:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.7053, loss: 2.7053 +2025-05-01 13:25:41,569 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:34:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.6685, loss: 2.6685 +2025-05-01 13:26:25,577 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:33:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6793, loss: 2.6793 +2025-05-01 13:27:09,539 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:32:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.5753, loss: 2.5753 +2025-05-01 13:27:53,650 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:32:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.7117, loss: 2.7117 +2025-05-01 13:28:37,608 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 1 day, 0:31:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.6089, loss: 2.6089 +2025-05-01 13:29:21,678 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 1 day, 0:30:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6027, loss: 2.6027 +2025-05-01 13:30:05,641 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 1 day, 0:30:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6644, loss: 2.6644 +2025-05-01 13:30:49,702 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 1 day, 0:29:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4993, loss: 2.4993 +2025-05-01 13:31:33,728 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 1 day, 0:28:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.7307, loss: 2.7307 +2025-05-01 13:32:17,631 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 1 day, 0:27:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6614, loss: 2.6614 +2025-05-01 13:33:01,630 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 1 day, 0:27:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.5683, loss: 2.5683 +2025-05-01 13:33:25,627 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-01 13:34:55,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 13:34:55,796 - pyskl - INFO - +top1_acc 0.8936 +top5_acc 0.9906 +2025-05-01 13:34:55,854 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_62.pth was removed +2025-05-01 13:34:56,986 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-05-01 13:34:56,987 - pyskl - INFO - Best top1_acc is 0.8936 at 65 epoch. +2025-05-01 13:34:56,990 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8936, top5_acc: 0.9906 +2025-05-01 13:36:02,075 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 1 day, 0:25:54, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.4621, loss: 2.4621 +2025-05-01 13:36:46,113 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 1 day, 0:25:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6058, loss: 2.6058 +2025-05-01 13:37:30,192 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 1 day, 0:24:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6154, loss: 2.6154 +2025-05-01 13:38:14,228 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 1 day, 0:23:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.5115, loss: 2.5115 +2025-05-01 13:38:58,379 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 1 day, 0:22:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.5954, loss: 2.5954 +2025-05-01 13:39:42,441 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 1 day, 0:22:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.5178, loss: 2.5178 +2025-05-01 13:40:26,555 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 1 day, 0:21:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.4732, loss: 2.4732 +2025-05-01 13:41:10,671 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 1 day, 0:20:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6410, loss: 2.6410 +2025-05-01 13:41:54,702 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 1 day, 0:20:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.8055, loss: 2.8055 +2025-05-01 13:42:38,790 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 1 day, 0:19:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6469, loss: 2.6469 +2025-05-01 13:43:22,832 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 1 day, 0:18:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.5932, loss: 2.5932 +2025-05-01 13:44:06,893 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 1 day, 0:17:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.6002, loss: 2.6002 +2025-05-01 13:44:51,001 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 1 day, 0:17:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.7168, loss: 2.7168 +2025-05-01 13:45:35,035 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 1 day, 0:16:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.6828, loss: 2.6828 +2025-05-01 13:46:19,118 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 1 day, 0:15:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.6570, loss: 2.6570 +2025-05-01 13:47:03,146 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 1 day, 0:14:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5053, loss: 2.5053 +2025-05-01 13:47:47,303 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 1 day, 0:14:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7666, loss: 2.7666 +2025-05-01 13:48:31,511 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 1 day, 0:13:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.7424, loss: 2.7424 +2025-05-01 13:49:15,583 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 1 day, 0:12:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7174, loss: 2.7174 +2025-05-01 13:49:59,582 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 1 day, 0:12:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.5835, loss: 2.5835 +2025-05-01 13:50:43,662 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 1 day, 0:11:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6201, loss: 2.6201 +2025-05-01 13:51:27,812 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 1 day, 0:10:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6170, loss: 2.6170 +2025-05-01 13:52:12,098 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 1 day, 0:09:48, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5583, loss: 2.5583 +2025-05-01 13:52:36,189 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-01 13:54:06,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 13:54:06,165 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9902 +2025-05-01 13:54:06,223 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_65.pth was removed +2025-05-01 13:54:07,306 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-01 13:54:07,307 - pyskl - INFO - Best top1_acc is 0.8969 at 66 epoch. +2025-05-01 13:54:07,309 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8969, top5_acc: 0.9902 +2025-05-01 13:55:12,338 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 1 day, 0:08:38, time: 0.650, data_time: 0.209, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4368, loss: 2.4368 +2025-05-01 13:55:56,374 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 1 day, 0:07:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.4427, loss: 2.4427 +2025-05-01 13:56:40,434 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 1 day, 0:07:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.5474, loss: 2.5474 +2025-05-01 13:57:24,445 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 1 day, 0:06:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6271, loss: 2.6271 +2025-05-01 13:58:08,485 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 1 day, 0:05:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.6139, loss: 2.6139 +2025-05-01 13:58:52,510 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 1 day, 0:04:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.6125, loss: 2.6125 +2025-05-01 13:59:36,634 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 1 day, 0:04:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6648, loss: 2.6648 +2025-05-01 14:00:20,686 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 1 day, 0:03:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.5830, loss: 2.5830 +2025-05-01 14:01:04,723 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 1 day, 0:02:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.4847, loss: 2.4847 +2025-05-01 14:01:48,819 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 1 day, 0:02:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.6524, loss: 2.6524 +2025-05-01 14:02:32,845 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 1 day, 0:01:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6025, loss: 2.6025 +2025-05-01 14:03:16,892 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 1 day, 0:00:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.5262, loss: 2.5262 +2025-05-01 14:04:00,901 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:59:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6490, loss: 2.6490 +2025-05-01 14:04:45,007 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:59:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.6543, loss: 2.6543 +2025-05-01 14:05:29,175 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:58:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 2.6050, loss: 2.6050 +2025-05-01 14:06:13,367 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:57:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.7171, loss: 2.7171 +2025-05-01 14:06:57,493 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:56:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 2.6789, loss: 2.6789 +2025-05-01 14:07:41,566 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:56:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5895, loss: 2.5895 +2025-05-01 14:08:25,586 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:55:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5290, loss: 2.5290 +2025-05-01 14:09:09,654 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:54:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 2.6219, loss: 2.6219 +2025-05-01 14:09:53,826 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:54:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6808, loss: 2.6808 +2025-05-01 14:10:37,950 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:53:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.5175, loss: 2.5175 +2025-05-01 14:11:21,979 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:52:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6441, loss: 2.6441 +2025-05-01 14:11:46,137 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-01 14:13:16,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 14:13:16,182 - pyskl - INFO - +top1_acc 0.8750 +top5_acc 0.9870 +2025-05-01 14:13:16,185 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8750, top5_acc: 0.9870 +2025-05-01 14:14:21,491 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:51:22, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.4923, loss: 2.4923 +2025-05-01 14:15:05,518 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:50:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.5470, loss: 2.5470 +2025-05-01 14:15:49,614 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:49:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5744, loss: 2.5744 +2025-05-01 14:16:33,668 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:49:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5751, loss: 2.5751 +2025-05-01 14:17:17,732 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:48:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.5111, loss: 2.5111 +2025-05-01 14:18:01,745 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:47:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.5326, loss: 2.5326 +2025-05-01 14:18:45,792 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:46:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5644, loss: 2.5644 +2025-05-01 14:19:29,877 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:46:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5998, loss: 2.5998 +2025-05-01 14:20:13,988 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:45:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6390, loss: 2.6390 +2025-05-01 14:20:58,079 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:44:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.6716, loss: 2.6716 +2025-05-01 14:21:42,080 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:44:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.5426, loss: 2.5426 +2025-05-01 14:22:26,098 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:43:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.6359, loss: 2.6359 +2025-05-01 14:23:10,249 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:42:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.5960, loss: 2.5960 +2025-05-01 14:23:54,309 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:41:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5652, loss: 2.5652 +2025-05-01 14:24:38,383 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:41:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5033, loss: 2.5033 +2025-05-01 14:25:22,692 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:40:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.6166, loss: 2.6166 +2025-05-01 14:26:06,798 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:39:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.6575, loss: 2.6575 +2025-05-01 14:26:50,972 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:38:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6264, loss: 2.6264 +2025-05-01 14:27:35,070 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:38:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5688, loss: 2.5688 +2025-05-01 14:28:19,140 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:37:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7164, loss: 2.7164 +2025-05-01 14:29:03,284 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:36:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.6229, loss: 2.6229 +2025-05-01 14:29:47,394 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:36:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6954, loss: 2.6954 +2025-05-01 14:30:31,399 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:35:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5911, loss: 2.5911 +2025-05-01 14:30:55,383 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-01 14:32:25,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 14:32:25,183 - pyskl - INFO - +top1_acc 0.8863 +top5_acc 0.9877 +2025-05-01 14:32:25,187 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8863, top5_acc: 0.9877 +2025-05-01 14:33:30,624 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:34:07, time: 0.654, data_time: 0.216, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.4787, loss: 2.4787 +2025-05-01 14:34:14,571 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:33:23, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3617, loss: 2.3617 +2025-05-01 14:34:58,507 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:32:39, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3862, loss: 2.3862 +2025-05-01 14:35:42,496 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:31:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4804, loss: 2.4804 +2025-05-01 14:36:26,485 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:31:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.3971, loss: 2.3971 +2025-05-01 14:37:10,438 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 23:30:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5455, loss: 2.5455 +2025-05-01 14:37:54,459 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 23:29:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.6389, loss: 2.6389 +2025-05-01 14:38:38,416 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 23:28:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.5699, loss: 2.5699 +2025-05-01 14:39:22,444 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 23:28:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 2.5469, loss: 2.5469 +2025-05-01 14:40:06,303 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 23:27:31, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6222, loss: 2.6222 +2025-05-01 14:40:50,307 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 23:26:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.5724, loss: 2.5724 +2025-05-01 14:41:34,336 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 23:26:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6416, loss: 2.6416 +2025-05-01 14:42:18,426 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 23:25:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.4946, loss: 2.4946 +2025-05-01 14:43:02,476 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 23:24:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.6323, loss: 2.6323 +2025-05-01 14:43:46,627 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 23:23:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6881, loss: 2.6881 +2025-05-01 14:44:30,732 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 23:23:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.6476, loss: 2.6476 +2025-05-01 14:45:14,738 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 23:22:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.6338, loss: 2.6338 +2025-05-01 14:45:58,855 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 23:21:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7230, loss: 2.7230 +2025-05-01 14:46:42,895 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 23:20:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.6813, loss: 2.6813 +2025-05-01 14:47:26,972 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 23:20:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6760, loss: 2.6760 +2025-05-01 14:48:11,078 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 23:19:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6449, loss: 2.6449 +2025-05-01 14:48:55,120 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 23:18:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6036, loss: 2.6036 +2025-05-01 14:49:39,055 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 23:18:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6670, loss: 2.6670 +2025-05-01 14:50:03,049 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-01 14:51:32,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 14:51:32,765 - pyskl - INFO - +top1_acc 0.8832 +top5_acc 0.9886 +2025-05-01 14:51:32,769 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8832, top5_acc: 0.9886 +2025-05-01 14:52:38,687 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 23:16:51, time: 0.659, data_time: 0.211, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.5805, loss: 2.5805 +2025-05-01 14:53:23,480 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 23:16:08, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.4939, loss: 2.4939 +2025-05-01 14:54:08,280 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 23:15:25, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.4803, loss: 2.4803 +2025-05-01 14:54:52,938 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 23:14:41, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.4188, loss: 2.4188 +2025-05-01 14:55:37,629 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 23:13:58, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.4663, loss: 2.4663 +2025-05-01 14:56:22,290 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 23:13:15, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.5550, loss: 2.5550 +2025-05-01 14:57:06,941 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 23:12:32, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.5283, loss: 2.5283 +2025-05-01 14:57:51,464 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 23:11:48, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5939, loss: 2.5939 +2025-05-01 14:58:36,050 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 23:11:05, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.5838, loss: 2.5838 +2025-05-01 14:59:20,663 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 23:10:22, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 2.5863, loss: 2.5863 +2025-05-01 15:00:05,245 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 23:09:38, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.5472, loss: 2.5472 +2025-05-01 15:00:49,931 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 23:08:55, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.5258, loss: 2.5258 +2025-05-01 15:01:34,615 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 23:08:12, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5395, loss: 2.5395 +2025-05-01 15:02:19,201 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 23:07:29, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.6504, loss: 2.6504 +2025-05-01 15:03:03,791 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 23:06:45, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.5884, loss: 2.5884 +2025-05-01 15:03:48,406 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 23:06:02, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5026, loss: 2.5026 +2025-05-01 15:04:32,964 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 23:05:19, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.6840, loss: 2.6840 +2025-05-01 15:05:17,514 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 23:04:35, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.5332, loss: 2.5332 +2025-05-01 15:06:02,142 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 23:03:52, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.6116, loss: 2.6116 +2025-05-01 15:06:46,810 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 23:03:09, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5889, loss: 2.5889 +2025-05-01 15:07:31,591 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 23:02:26, time: 0.448, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.6315, loss: 2.6315 +2025-05-01 15:08:16,282 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 23:01:42, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5283, loss: 2.5283 +2025-05-01 15:09:00,958 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 23:00:59, time: 0.447, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.5556, loss: 2.5556 +2025-05-01 15:09:25,280 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-01 15:10:55,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 15:10:55,192 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9912 +2025-05-01 15:10:55,250 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_66.pth was removed +2025-05-01 15:10:56,373 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-05-01 15:10:56,374 - pyskl - INFO - Best top1_acc is 0.9000 at 70 epoch. +2025-05-01 15:10:56,377 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9000, top5_acc: 0.9912 +2025-05-01 15:12:01,878 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:59:50, time: 0.655, data_time: 0.210, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.4560, loss: 2.4560 +2025-05-01 15:12:45,997 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:59:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.4614, loss: 2.4614 +2025-05-01 15:13:30,095 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:58:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3742, loss: 2.3742 +2025-05-01 15:14:14,243 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:57:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9950, loss_cls: 2.4835, loss: 2.4835 +2025-05-01 15:14:58,436 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:56:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.5178, loss: 2.5178 +2025-05-01 15:15:42,643 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:56:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5482, loss: 2.5482 +2025-05-01 15:16:26,705 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:55:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.5293, loss: 2.5293 +2025-05-01 15:17:10,817 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:54:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4646, loss: 2.4646 +2025-05-01 15:17:54,937 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:53:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.5786, loss: 2.5786 +2025-05-01 15:18:39,019 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:53:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.6074, loss: 2.6074 +2025-05-01 15:19:23,207 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:52:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9925, loss_cls: 2.5808, loss: 2.5808 +2025-05-01 15:20:07,369 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:51:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.6269, loss: 2.6269 +2025-05-01 15:20:51,703 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:51:04, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5447, loss: 2.5447 +2025-05-01 15:21:35,819 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:50:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.5104, loss: 2.5104 +2025-05-01 15:22:19,914 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:49:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5856, loss: 2.5856 +2025-05-01 15:23:03,950 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:48:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4557, loss: 2.4557 +2025-05-01 15:23:48,035 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:48:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.6062, loss: 2.6062 +2025-05-01 15:24:32,287 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:47:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5715, loss: 2.5715 +2025-05-01 15:25:16,470 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:46:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.6054, loss: 2.6054 +2025-05-01 15:26:00,746 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:45:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5563, loss: 2.5563 +2025-05-01 15:26:44,897 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:45:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6145, loss: 2.6145 +2025-05-01 15:27:29,033 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:44:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.6140, loss: 2.6140 +2025-05-01 15:28:13,241 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:43:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.4856, loss: 2.4856 +2025-05-01 15:28:37,349 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-01 15:30:07,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 15:30:07,489 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9912 +2025-05-01 15:30:07,492 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8931, top5_acc: 0.9912 +2025-05-01 15:31:12,882 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:42:36, time: 0.654, data_time: 0.215, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3781, loss: 2.3781 +2025-05-01 15:31:56,775 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:41:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.4970, loss: 2.4970 +2025-05-01 15:32:40,866 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:41:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.4028, loss: 2.4028 +2025-05-01 15:33:25,142 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:40:24, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.5944, loss: 2.5944 +2025-05-01 15:34:09,297 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:39:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.5205, loss: 2.5205 +2025-05-01 15:34:53,489 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:38:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.5379, loss: 2.5379 +2025-05-01 15:35:37,678 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:38:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.5023, loss: 2.5023 +2025-05-01 15:36:21,906 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:37:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.5199, loss: 2.5199 +2025-05-01 15:37:06,071 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:36:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5593, loss: 2.5593 +2025-05-01 15:37:50,057 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:36:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5201, loss: 2.5201 +2025-05-01 15:38:34,015 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:35:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 2.6124, loss: 2.6124 +2025-05-01 15:39:18,077 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:34:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.5024, loss: 2.5024 +2025-05-01 15:40:02,197 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:33:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.4413, loss: 2.4413 +2025-05-01 15:40:46,235 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:33:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.6562, loss: 2.6562 +2025-05-01 15:41:30,299 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:32:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.6016, loss: 2.6016 +2025-05-01 15:42:14,323 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:31:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4114, loss: 2.4114 +2025-05-01 15:42:58,358 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:30:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5824, loss: 2.5824 +2025-05-01 15:43:42,542 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:30:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.5176, loss: 2.5176 +2025-05-01 15:44:26,719 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 22:29:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5129, loss: 2.5129 +2025-05-01 15:45:10,809 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 22:28:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5701, loss: 2.5701 +2025-05-01 15:45:54,855 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 22:27:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.6051, loss: 2.6051 +2025-05-01 15:46:38,834 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 22:27:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5875, loss: 2.5875 +2025-05-01 15:47:22,866 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 22:26:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 2.4749, loss: 2.4749 +2025-05-01 15:47:46,906 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-01 15:49:16,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 15:49:16,873 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9855 +2025-05-01 15:49:16,877 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8892, top5_acc: 0.9855 +2025-05-01 15:50:22,202 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 22:25:20, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.4120, loss: 2.4120 +2025-05-01 15:51:06,221 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 22:24:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.4055, loss: 2.4055 +2025-05-01 15:51:50,226 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 22:23:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.4021, loss: 2.4021 +2025-05-01 15:52:34,318 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 22:23:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.5201, loss: 2.5201 +2025-05-01 15:53:18,386 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 22:22:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.4828, loss: 2.4828 +2025-05-01 15:54:02,599 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 22:21:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5512, loss: 2.5512 +2025-05-01 15:54:46,744 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 22:20:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5766, loss: 2.5766 +2025-05-01 15:55:30,896 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 22:20:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.5370, loss: 2.5370 +2025-05-01 15:56:15,079 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 22:19:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.5524, loss: 2.5524 +2025-05-01 15:56:59,111 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 22:18:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4538, loss: 2.4538 +2025-05-01 15:57:43,388 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 22:18:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.7227, loss: 2.7227 +2025-05-01 15:58:27,434 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 22:17:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.4846, loss: 2.4846 +2025-05-01 15:59:11,389 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 22:16:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.4807, loss: 2.4807 +2025-05-01 15:59:55,426 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 22:15:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.5863, loss: 2.5863 +2025-05-01 16:00:39,542 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 22:15:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.5252, loss: 2.5252 +2025-05-01 16:01:23,642 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 22:14:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.5220, loss: 2.5220 +2025-05-01 16:02:08,041 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 22:13:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4736, loss: 2.4736 +2025-05-01 16:02:52,591 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 22:12:55, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.3898, loss: 2.3898 +2025-05-01 16:03:37,048 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 22:12:11, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.4842, loss: 2.4842 +2025-05-01 16:04:21,259 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 22:11:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6264, loss: 2.6264 +2025-05-01 16:05:05,515 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 22:10:43, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3858, loss: 2.3858 +2025-05-01 16:05:49,707 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 22:10:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 2.4156, loss: 2.4156 +2025-05-01 16:06:33,744 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 22:09:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.4850, loss: 2.4850 +2025-05-01 16:06:58,012 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-01 16:08:28,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 16:08:28,638 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9879 +2025-05-01 16:08:28,642 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8931, top5_acc: 0.9879 +2025-05-01 16:09:33,804 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 22:08:06, time: 0.652, data_time: 0.211, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.4880, loss: 2.4880 +2025-05-01 16:10:17,781 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 22:07:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.3398, loss: 2.3398 +2025-05-01 16:11:01,825 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 22:06:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3100, loss: 2.3100 +2025-05-01 16:11:45,671 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 22:05:54, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5097, loss: 2.5097 +2025-05-01 16:12:29,548 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 22:05:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4037, loss: 2.4037 +2025-05-01 16:13:13,291 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 22:04:25, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5497, loss: 2.5497 +2025-05-01 16:13:57,260 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 22:03:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5053, loss: 2.5053 +2025-05-01 16:14:41,334 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 22:02:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4805, loss: 2.4805 +2025-05-01 16:15:25,410 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 22:02:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4649, loss: 2.4649 +2025-05-01 16:16:09,518 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 22:01:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.5417, loss: 2.5417 +2025-05-01 16:16:53,505 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 22:00:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.3752, loss: 2.3752 +2025-05-01 16:17:37,464 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 22:00:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4960, loss: 2.4960 +2025-05-01 16:18:21,504 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:59:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.5743, loss: 2.5743 +2025-05-01 16:19:05,539 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:58:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4487, loss: 2.4487 +2025-05-01 16:19:49,459 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:57:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 2.5088, loss: 2.5088 +2025-05-01 16:20:33,471 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:57:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.4877, loss: 2.4877 +2025-05-01 16:21:17,446 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:56:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4514, loss: 2.4514 +2025-05-01 16:22:01,483 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:55:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.5170, loss: 2.5170 +2025-05-01 16:22:45,475 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:54:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.5270, loss: 2.5270 +2025-05-01 16:23:29,635 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:54:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5094, loss: 2.5094 +2025-05-01 16:24:13,720 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:53:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.5728, loss: 2.5728 +2025-05-01 16:24:57,689 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:52:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5230, loss: 2.5230 +2025-05-01 16:25:41,410 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:51:57, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6147, loss: 2.6147 +2025-05-01 16:26:05,406 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-01 16:27:35,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 16:27:35,367 - pyskl - INFO - +top1_acc 0.8932 +top5_acc 0.9914 +2025-05-01 16:27:35,370 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8932, top5_acc: 0.9914 +2025-05-01 16:28:40,722 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:50:48, time: 0.653, data_time: 0.214, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.4222, loss: 2.4222 +2025-05-01 16:29:24,710 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:50:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.3904, loss: 2.3904 +2025-05-01 16:30:08,633 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:49:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.4267, loss: 2.4267 +2025-05-01 16:30:52,602 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:48:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9969, loss_cls: 2.4489, loss: 2.4489 +2025-05-01 16:31:36,537 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:47:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4642, loss: 2.4642 +2025-05-01 16:32:20,471 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:47:08, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.4375, loss: 2.4375 +2025-05-01 16:33:04,530 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:46:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.4478, loss: 2.4478 +2025-05-01 16:33:48,561 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:45:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4497, loss: 2.4497 +2025-05-01 16:34:32,295 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:44:56, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.4985, loss: 2.4985 +2025-05-01 16:35:16,224 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:44:11, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.5809, loss: 2.5809 +2025-05-01 16:36:00,126 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:43:27, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3998, loss: 2.3998 +2025-05-01 16:36:44,062 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:42:43, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.4956, loss: 2.4956 +2025-05-01 16:37:28,015 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:41:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.5862, loss: 2.5862 +2025-05-01 16:38:11,910 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:41:15, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3958, loss: 2.3958 +2025-05-01 16:38:55,891 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:40:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.6098, loss: 2.6098 +2025-05-01 16:39:39,770 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:39:47, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.5429, loss: 2.5429 +2025-05-01 16:40:23,731 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:39:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.4277, loss: 2.4277 +2025-05-01 16:41:07,682 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:38:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5318, loss: 2.5318 +2025-05-01 16:41:51,533 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:37:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.5601, loss: 2.5601 +2025-05-01 16:42:35,513 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:36:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9925, loss_cls: 2.4749, loss: 2.4749 +2025-05-01 16:43:19,600 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:36:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.4395, loss: 2.4395 +2025-05-01 16:44:03,570 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:35:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.4657, loss: 2.4657 +2025-05-01 16:44:47,563 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:34:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.7109, loss: 2.7109 +2025-05-01 16:45:11,500 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-01 16:46:41,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 16:46:41,424 - pyskl - INFO - +top1_acc 0.8958 +top5_acc 0.9913 +2025-05-01 16:46:41,427 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8958, top5_acc: 0.9913 +2025-05-01 16:47:46,482 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:33:29, time: 0.651, data_time: 0.209, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.5039, loss: 2.5039 +2025-05-01 16:48:30,567 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:32:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.4649, loss: 2.4649 +2025-05-01 16:49:14,660 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:32:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.4285, loss: 2.4285 +2025-05-01 16:49:58,823 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:31:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4276, loss: 2.4276 +2025-05-01 16:50:42,970 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:30:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.4982, loss: 2.4982 +2025-05-01 16:51:27,097 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:29:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.3499, loss: 2.3499 +2025-05-01 16:52:11,130 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:29:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4258, loss: 2.4258 +2025-05-01 16:52:55,325 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:28:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9938, loss_cls: 2.5816, loss: 2.5816 +2025-05-01 16:53:39,546 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 21:27:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4880, loss: 2.4880 +2025-05-01 16:54:23,674 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 21:26:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.5644, loss: 2.5644 +2025-05-01 16:55:07,694 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 21:26:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4965, loss: 2.4965 +2025-05-01 16:55:51,804 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 21:25:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.4923, loss: 2.4923 +2025-05-01 16:56:35,783 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 21:24:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.5657, loss: 2.5657 +2025-05-01 16:57:20,015 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 21:23:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.5128, loss: 2.5128 +2025-05-01 16:58:04,252 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 21:23:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.5412, loss: 2.5412 +2025-05-01 16:58:48,402 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 21:22:31, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.4740, loss: 2.4740 +2025-05-01 16:59:32,564 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 21:21:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.3847, loss: 2.3847 +2025-05-01 17:00:16,723 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 21:21:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6157, loss: 2.6157 +2025-05-01 17:01:00,789 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 21:20:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5180, loss: 2.5180 +2025-05-01 17:01:44,853 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 21:19:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9938, loss_cls: 2.5609, loss: 2.5609 +2025-05-01 17:02:28,928 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 21:18:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3854, loss: 2.3854 +2025-05-01 17:03:12,976 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 21:18:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5857, loss: 2.5857 +2025-05-01 17:03:57,168 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 21:17:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6113, loss: 2.6113 +2025-05-01 17:04:21,288 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-01 17:05:50,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 17:05:50,978 - pyskl - INFO - +top1_acc 0.8909 +top5_acc 0.9906 +2025-05-01 17:05:50,981 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8909, top5_acc: 0.9906 +2025-05-01 17:06:55,756 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 21:16:14, time: 0.648, data_time: 0.208, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.3518, loss: 2.3518 +2025-05-01 17:07:39,802 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 21:15:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.3910, loss: 2.3910 +2025-05-01 17:08:23,899 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 21:14:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.4282, loss: 2.4282 +2025-05-01 17:09:07,930 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 21:14:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.5662, loss: 2.5662 +2025-05-01 17:09:52,094 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 21:13:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9950, loss_cls: 2.4609, loss: 2.4609 +2025-05-01 17:10:36,262 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 21:12:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.3859, loss: 2.3859 +2025-05-01 17:11:20,493 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 21:11:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.4194, loss: 2.4194 +2025-05-01 17:12:04,648 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 21:11:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4801, loss: 2.4801 +2025-05-01 17:12:48,756 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 21:10:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3738, loss: 2.3738 +2025-05-01 17:13:32,764 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 21:09:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.4656, loss: 2.4656 +2025-05-01 17:14:16,768 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 21:08:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.4627, loss: 2.4627 +2025-05-01 17:15:00,836 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 21:08:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.6478, loss: 2.6478 +2025-05-01 17:15:44,863 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 21:07:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.4200, loss: 2.4200 +2025-05-01 17:16:28,974 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 21:06:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 2.4913, loss: 2.4913 +2025-05-01 17:17:13,131 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 21:05:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5229, loss: 2.5229 +2025-05-01 17:17:57,311 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 21:05:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5371, loss: 2.5371 +2025-05-01 17:18:41,403 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 21:04:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 2.4778, loss: 2.4778 +2025-05-01 17:19:25,466 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 21:03:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.4239, loss: 2.4239 +2025-05-01 17:20:09,591 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 21:03:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.3389, loss: 2.3389 +2025-05-01 17:20:53,699 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 21:02:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4646, loss: 2.4646 +2025-05-01 17:21:37,755 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 21:01:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.4342, loss: 2.4342 +2025-05-01 17:22:21,896 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 21:00:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6151, loss: 2.6151 +2025-05-01 17:23:06,011 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 21:00:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.5370, loss: 2.5370 +2025-05-01 17:23:30,204 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-01 17:25:00,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 17:25:00,246 - pyskl - INFO - +top1_acc 0.8940 +top5_acc 0.9905 +2025-05-01 17:25:00,250 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8940, top5_acc: 0.9905 +2025-05-01 17:26:05,996 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:58:59, time: 0.657, data_time: 0.215, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 2.4326, loss: 2.4326 +2025-05-01 17:26:50,046 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:58:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.3396, loss: 2.3396 +2025-05-01 17:27:34,115 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:57:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.3099, loss: 2.3099 +2025-05-01 17:28:18,315 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:56:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.3531, loss: 2.3531 +2025-05-01 17:29:02,483 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:56:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.4282, loss: 2.4282 +2025-05-01 17:29:46,575 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:55:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9975, loss_cls: 2.4275, loss: 2.4275 +2025-05-01 17:30:30,626 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:54:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.3747, loss: 2.3747 +2025-05-01 17:31:14,668 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:53:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.4346, loss: 2.4346 +2025-05-01 17:31:58,685 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:53:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.4045, loss: 2.4045 +2025-05-01 17:32:42,765 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:52:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.3813, loss: 2.3813 +2025-05-01 17:33:26,910 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:51:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5053, loss: 2.5053 +2025-05-01 17:34:10,847 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:50:56, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.4485, loss: 2.4485 +2025-05-01 17:34:54,785 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:50:12, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.4312, loss: 2.4312 +2025-05-01 17:35:38,701 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:49:28, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9962, loss_cls: 2.4835, loss: 2.4835 +2025-05-01 17:36:22,712 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:48:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.3856, loss: 2.3856 +2025-05-01 17:37:06,738 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:48:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.4653, loss: 2.4653 +2025-05-01 17:37:50,717 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:47:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.5193, loss: 2.5193 +2025-05-01 17:38:34,670 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:46:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.5022, loss: 2.5022 +2025-05-01 17:39:18,620 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:45:47, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4954, loss: 2.4954 +2025-05-01 17:40:02,683 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:45:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5917, loss: 2.5917 +2025-05-01 17:40:46,700 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:44:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.4972, loss: 2.4972 +2025-05-01 17:41:30,668 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:43:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.4956, loss: 2.4956 +2025-05-01 17:42:14,683 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:42:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.4840, loss: 2.4840 +2025-05-01 17:42:38,671 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-01 17:44:08,477 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 17:44:08,554 - pyskl - INFO - +top1_acc 0.9040 +top5_acc 0.9914 +2025-05-01 17:44:08,616 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_70.pth was removed +2025-05-01 17:44:09,767 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-05-01 17:44:09,767 - pyskl - INFO - Best top1_acc is 0.9040 at 78 epoch. +2025-05-01 17:44:09,771 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.9040, top5_acc: 0.9914 +2025-05-01 17:45:14,504 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:41:42, time: 0.647, data_time: 0.209, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9981, loss_cls: 2.2944, loss: 2.2944 +2025-05-01 17:45:58,412 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:40:58, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4743, loss: 2.4743 +2025-05-01 17:46:42,387 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:40:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.4141, loss: 2.4141 +2025-05-01 17:47:26,687 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:39:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.3602, loss: 2.3602 +2025-05-01 17:48:10,855 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:38:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.3837, loss: 2.3837 +2025-05-01 17:48:54,932 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:38:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.4616, loss: 2.4616 +2025-05-01 17:49:38,995 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:37:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3236, loss: 2.3236 +2025-05-01 17:50:22,959 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:36:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.4282, loss: 2.4282 +2025-05-01 17:51:06,930 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:35:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.4443, loss: 2.4443 +2025-05-01 17:51:50,902 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:35:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3389, loss: 2.3389 +2025-05-01 17:52:35,008 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:34:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.4027, loss: 2.4027 +2025-05-01 17:53:19,017 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:33:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3729, loss: 2.3729 +2025-05-01 17:54:03,118 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:32:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.5252, loss: 2.5252 +2025-05-01 17:54:47,120 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:32:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3783, loss: 2.3783 +2025-05-01 17:55:31,175 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:31:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.4711, loss: 2.4711 +2025-05-01 17:56:15,121 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:30:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.4041, loss: 2.4041 +2025-05-01 17:56:59,096 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:29:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4891, loss: 2.4891 +2025-05-01 17:57:43,124 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:29:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5351, loss: 2.5351 +2025-05-01 17:58:27,089 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:28:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3641, loss: 2.3641 +2025-05-01 17:59:11,059 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:27:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.4591, loss: 2.4591 +2025-05-01 17:59:55,031 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:27:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.4022, loss: 2.4022 +2025-05-01 18:00:39,086 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 20:26:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4275, loss: 2.4275 +2025-05-01 18:01:23,038 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 20:25:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5240, loss: 2.5240 +2025-05-01 18:01:47,059 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-01 18:03:17,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 18:03:17,103 - pyskl - INFO - +top1_acc 0.9124 +top5_acc 0.9919 +2025-05-01 18:03:17,163 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_78.pth was removed +2025-05-01 18:03:18,272 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2025-05-01 18:03:18,273 - pyskl - INFO - Best top1_acc is 0.9124 at 79 epoch. +2025-05-01 18:03:18,276 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.9124, top5_acc: 0.9919 +2025-05-01 18:04:23,505 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 20:24:25, time: 0.652, data_time: 0.213, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.3055, loss: 2.3055 +2025-05-01 18:05:07,561 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 20:23:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.3509, loss: 2.3509 +2025-05-01 18:05:51,866 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 20:22:57, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3107, loss: 2.3107 +2025-05-01 18:06:36,086 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 20:22:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.2848, loss: 2.2848 +2025-05-01 18:07:20,268 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 20:21:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.2815, loss: 2.2815 +2025-05-01 18:08:04,383 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 20:20:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.3711, loss: 2.3711 +2025-05-01 18:08:48,413 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 20:20:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.3140, loss: 2.3140 +2025-05-01 18:09:32,454 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 20:19:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.3450, loss: 2.3450 +2025-05-01 18:10:16,659 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 20:18:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.4211, loss: 2.4211 +2025-05-01 18:11:00,805 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 20:17:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.4081, loss: 2.4081 +2025-05-01 18:11:44,823 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 20:17:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4634, loss: 2.4634 +2025-05-01 18:12:28,946 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 20:16:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.4533, loss: 2.4533 +2025-05-01 18:13:13,096 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 20:15:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3962, loss: 2.3962 +2025-05-01 18:13:57,351 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 20:14:54, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.3808, loss: 2.3808 +2025-05-01 18:14:41,691 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 20:14:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3139, loss: 2.3139 +2025-05-01 18:15:26,103 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 20:13:27, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9950, loss_cls: 2.4248, loss: 2.4248 +2025-05-01 18:16:10,239 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 20:12:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.3276, loss: 2.3276 +2025-05-01 18:16:54,304 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 20:11:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.5411, loss: 2.5411 +2025-05-01 18:17:38,461 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 20:11:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3702, loss: 2.3702 +2025-05-01 18:18:22,551 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 20:10:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4309, loss: 2.4309 +2025-05-01 18:19:06,663 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 20:09:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.4089, loss: 2.4089 +2025-05-01 18:19:50,717 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 20:09:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.5439, loss: 2.5439 +2025-05-01 18:20:34,709 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 20:08:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.4257, loss: 2.4257 +2025-05-01 18:20:58,750 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-01 18:22:28,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 18:22:28,736 - pyskl - INFO - +top1_acc 0.9031 +top5_acc 0.9872 +2025-05-01 18:22:28,740 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9031, top5_acc: 0.9872 +2025-05-01 18:23:33,834 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 20:07:10, time: 0.651, data_time: 0.208, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.4956, loss: 2.4956 +2025-05-01 18:24:18,137 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 20:06:27, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.3370, loss: 2.3370 +2025-05-01 18:25:02,224 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 20:05:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.3789, loss: 2.3789 +2025-05-01 18:25:46,392 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 20:04:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.3116, loss: 2.3116 +2025-05-01 18:26:30,481 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 20:04:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.3518, loss: 2.3518 +2025-05-01 18:27:14,565 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 20:03:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.4218, loss: 2.4218 +2025-05-01 18:27:58,602 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 20:02:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3974, loss: 2.3974 +2025-05-01 18:28:42,638 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 20:02:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.2091, loss: 2.2091 +2025-05-01 18:29:26,682 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 20:01:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4004, loss: 2.4004 +2025-05-01 18:30:10,789 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 20:00:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3089, loss: 2.3089 +2025-05-01 18:30:55,047 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:59:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4011, loss: 2.4011 +2025-05-01 18:31:39,165 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:59:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.3828, loss: 2.3828 +2025-05-01 18:32:23,298 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:58:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.3658, loss: 2.3658 +2025-05-01 18:33:07,472 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:57:40, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.5061, loss: 2.5061 +2025-05-01 18:33:51,598 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:56:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.3431, loss: 2.3431 +2025-05-01 18:34:35,718 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:56:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4034, loss: 2.4034 +2025-05-01 18:35:19,859 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:55:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.2482, loss: 2.2482 +2025-05-01 18:36:03,947 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:54:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.4282, loss: 2.4282 +2025-05-01 18:36:48,004 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:54:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.4106, loss: 2.4106 +2025-05-01 18:37:32,094 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:53:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4899, loss: 2.4899 +2025-05-01 18:38:16,235 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:52:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.4010, loss: 2.4010 +2025-05-01 18:39:00,327 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:51:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.4874, loss: 2.4874 +2025-05-01 18:39:44,395 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:51:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4924, loss: 2.4924 +2025-05-01 18:40:08,537 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-01 18:41:40,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 18:41:40,089 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9923 +2025-05-01 18:41:40,092 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9118, top5_acc: 0.9923 +2025-05-01 18:42:45,383 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:49:55, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.2660, loss: 2.2660 +2025-05-01 18:43:29,446 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:49:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.2646, loss: 2.2646 +2025-05-01 18:44:13,733 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:48:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2840, loss: 2.2840 +2025-05-01 18:44:57,876 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:47:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.3322, loss: 2.3322 +2025-05-01 18:45:42,034 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:47:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.3040, loss: 2.3040 +2025-05-01 18:46:26,129 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:46:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.2923, loss: 2.2923 +2025-05-01 18:47:10,202 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:45:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.3296, loss: 2.3296 +2025-05-01 18:47:54,305 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:44:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2805, loss: 2.2805 +2025-05-01 18:48:38,553 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:44:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3776, loss: 2.3776 +2025-05-01 18:49:22,927 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:43:21, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3588, loss: 2.3588 +2025-05-01 18:50:07,032 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:42:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.4147, loss: 2.4147 +2025-05-01 18:50:51,187 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:41:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.3120, loss: 2.3120 +2025-05-01 18:51:35,290 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:41:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.3922, loss: 2.3922 +2025-05-01 18:52:19,402 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:40:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.4396, loss: 2.4396 +2025-05-01 18:53:03,462 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:39:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3982, loss: 2.3982 +2025-05-01 18:53:47,498 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:38:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2948, loss: 2.2948 +2025-05-01 18:54:31,591 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:38:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 2.3821, loss: 2.3821 +2025-05-01 18:55:15,622 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:37:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4950, loss: 2.4950 +2025-05-01 18:55:59,799 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:36:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.4009, loss: 2.4009 +2025-05-01 18:56:43,986 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:36:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.3842, loss: 2.3842 +2025-05-01 18:57:28,246 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:35:18, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3980, loss: 2.3980 +2025-05-01 18:58:12,319 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:34:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.3884, loss: 2.3884 +2025-05-01 18:58:56,395 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:33:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9969, loss_cls: 2.3668, loss: 2.3668 +2025-05-01 18:59:20,441 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-01 19:00:50,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 19:00:50,360 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9904 +2025-05-01 19:00:50,364 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8949, top5_acc: 0.9904 +2025-05-01 19:01:56,015 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:32:41, time: 0.656, data_time: 0.217, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.2135, loss: 2.2135 +2025-05-01 19:02:40,001 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:31:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.2858, loss: 2.2858 +2025-05-01 19:03:23,922 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:31:13, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.2880, loss: 2.2880 +2025-05-01 19:04:07,906 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:30:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.3431, loss: 2.3431 +2025-05-01 19:04:51,923 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:29:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.3701, loss: 2.3701 +2025-05-01 19:05:35,878 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:29:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.3141, loss: 2.3141 +2025-05-01 19:06:19,890 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:28:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.4164, loss: 2.4164 +2025-05-01 19:07:03,909 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:27:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.3623, loss: 2.3623 +2025-05-01 19:07:48,026 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:26:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3528, loss: 2.3528 +2025-05-01 19:08:32,102 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:26:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.4046, loss: 2.4046 +2025-05-01 19:09:16,133 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:25:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.3596, loss: 2.3596 +2025-05-01 19:10:00,545 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 19:24:38, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.3528, loss: 2.3528 +2025-05-01 19:10:44,738 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 19:23:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.3383, loss: 2.3383 +2025-05-01 19:11:28,786 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 19:23:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.3267, loss: 2.3267 +2025-05-01 19:12:12,738 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 19:22:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.3536, loss: 2.3536 +2025-05-01 19:12:56,740 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 19:21:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.3171, loss: 2.3171 +2025-05-01 19:13:40,723 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 19:20:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3682, loss: 2.3682 +2025-05-01 19:14:24,643 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 19:20:14, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3217, loss: 2.3217 +2025-05-01 19:15:08,626 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 19:19:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4649, loss: 2.4649 +2025-05-01 19:15:52,566 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 19:18:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.3495, loss: 2.3495 +2025-05-01 19:16:36,631 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 19:18:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3357, loss: 2.3357 +2025-05-01 19:17:20,722 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 19:17:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.4077, loss: 2.4077 +2025-05-01 19:18:04,709 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 19:16:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 2.4107, loss: 2.4107 +2025-05-01 19:18:28,661 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-01 19:19:58,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 19:19:58,661 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9907 +2025-05-01 19:19:58,665 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9037, top5_acc: 0.9907 +2025-05-01 19:21:04,060 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 19:15:25, time: 0.654, data_time: 0.211, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2344, loss: 2.2344 +2025-05-01 19:21:48,195 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 19:14:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.3524, loss: 2.3524 +2025-05-01 19:22:32,323 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 19:13:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2936, loss: 2.2936 +2025-05-01 19:23:16,499 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 19:13:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.2526, loss: 2.2526 +2025-05-01 19:24:00,580 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 19:12:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.2816, loss: 2.2816 +2025-05-01 19:24:44,595 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 19:11:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.2215, loss: 2.2215 +2025-05-01 19:25:28,673 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 19:11:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.3098, loss: 2.3098 +2025-05-01 19:26:12,913 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 19:10:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.2907, loss: 2.2907 +2025-05-01 19:26:57,173 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 19:09:34, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.2559, loss: 2.2559 +2025-05-01 19:27:41,471 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 19:08:50, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2760, loss: 2.2760 +2025-05-01 19:28:25,683 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 19:08:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.3346, loss: 2.3346 +2025-05-01 19:29:09,868 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 19:07:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.2866, loss: 2.2866 +2025-05-01 19:29:54,053 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 19:06:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.3823, loss: 2.3823 +2025-05-01 19:30:38,171 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 19:05:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.3619, loss: 2.3619 +2025-05-01 19:31:22,087 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 19:05:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.3693, loss: 2.3693 +2025-05-01 19:32:06,268 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 19:04:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.3562, loss: 2.3562 +2025-05-01 19:32:50,363 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 19:03:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4447, loss: 2.4447 +2025-05-01 19:33:34,431 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 19:02:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.2847, loss: 2.2847 +2025-05-01 19:34:18,423 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 19:02:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9969, loss_cls: 2.3958, loss: 2.3958 +2025-05-01 19:35:02,503 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 19:01:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.4177, loss: 2.4177 +2025-05-01 19:35:46,555 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 19:00:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.3392, loss: 2.3392 +2025-05-01 19:36:30,534 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 19:00:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.3239, loss: 2.3239 +2025-05-01 19:37:14,529 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:59:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3694, loss: 2.3694 +2025-05-01 19:37:38,599 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-01 19:39:08,573 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 19:39:08,647 - pyskl - INFO - +top1_acc 0.9196 +top5_acc 0.9920 +2025-05-01 19:39:08,709 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_79.pth was removed +2025-05-01 19:39:09,802 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-05-01 19:39:09,803 - pyskl - INFO - Best top1_acc is 0.9196 at 84 epoch. +2025-05-01 19:39:09,806 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9196, top5_acc: 0.9920 +2025-05-01 19:40:14,980 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:58:10, time: 0.652, data_time: 0.211, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9981, loss_cls: 2.1690, loss: 2.1690 +2025-05-01 19:40:59,009 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:57:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.2399, loss: 2.2399 +2025-05-01 19:41:43,066 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:56:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.3041, loss: 2.3041 +2025-05-01 19:42:27,095 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:55:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.2773, loss: 2.2773 +2025-05-01 19:43:11,123 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:55:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.2327, loss: 2.2327 +2025-05-01 19:43:55,243 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:54:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.3941, loss: 2.3941 +2025-05-01 19:44:39,382 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:53:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4180, loss: 2.4180 +2025-05-01 19:45:23,503 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:53:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3495, loss: 2.3495 +2025-05-01 19:46:07,694 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:52:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.3018, loss: 2.3018 +2025-05-01 19:46:51,858 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:51:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.3329, loss: 2.3329 +2025-05-01 19:47:35,920 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:50:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.2587, loss: 2.2587 +2025-05-01 19:48:20,004 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:50:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 2.3573, loss: 2.3573 +2025-05-01 19:49:04,006 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:49:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2977, loss: 2.2977 +2025-05-01 19:49:47,887 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:48:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3368, loss: 2.3368 +2025-05-01 19:50:32,002 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:47:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.3606, loss: 2.3606 +2025-05-01 19:51:16,221 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:47:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2142, loss: 2.2142 +2025-05-01 19:52:00,369 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:46:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.3054, loss: 2.3054 +2025-05-01 19:52:44,535 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:45:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.3351, loss: 2.3351 +2025-05-01 19:53:28,680 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:44:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.3915, loss: 2.3915 +2025-05-01 19:54:12,750 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:44:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3438, loss: 2.3438 +2025-05-01 19:54:56,854 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:43:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2775, loss: 2.2775 +2025-05-01 19:55:40,857 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:42:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.2339, loss: 2.2339 +2025-05-01 19:56:24,961 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:42:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 2.3366, loss: 2.3366 +2025-05-01 19:56:49,099 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-01 19:58:19,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 19:58:19,370 - pyskl - INFO - +top1_acc 0.9212 +top5_acc 0.9927 +2025-05-01 19:58:19,429 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_84.pth was removed +2025-05-01 19:58:20,575 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-05-01 19:58:20,576 - pyskl - INFO - Best top1_acc is 0.9212 at 85 epoch. +2025-05-01 19:58:20,579 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.9212, top5_acc: 0.9927 +2025-05-01 19:59:25,342 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:40:54, time: 0.648, data_time: 0.208, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.2556, loss: 2.2556 +2025-05-01 20:00:09,251 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:40:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1739, loss: 2.1739 +2025-05-01 20:00:53,195 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:39:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.1884, loss: 2.1884 +2025-05-01 20:01:37,128 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:38:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.2375, loss: 2.2375 +2025-05-01 20:02:21,168 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:37:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2268, loss: 2.2268 +2025-05-01 20:03:05,182 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:37:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2958, loss: 2.2958 +2025-05-01 20:03:49,332 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:36:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.1746, loss: 2.1746 +2025-05-01 20:04:33,367 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:35:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2715, loss: 2.2715 +2025-05-01 20:05:17,591 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:35:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 2.2189, loss: 2.2189 +2025-05-01 20:06:01,546 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:34:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2740, loss: 2.2740 +2025-05-01 20:06:45,511 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:33:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.3989, loss: 2.3989 +2025-05-01 20:07:29,410 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:32:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.2896, loss: 2.2896 +2025-05-01 20:08:13,293 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:32:06, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3117, loss: 2.3117 +2025-05-01 20:08:57,134 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:31:21, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.4715, loss: 2.4715 +2025-05-01 20:09:41,105 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:30:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3819, loss: 2.3819 +2025-05-01 20:10:25,102 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:29:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.3204, loss: 2.3204 +2025-05-01 20:11:09,020 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:29:09, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3493, loss: 2.3493 +2025-05-01 20:11:53,030 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:28:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.2719, loss: 2.2719 +2025-05-01 20:12:36,950 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:27:41, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2687, loss: 2.2687 +2025-05-01 20:13:21,151 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:26:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.3271, loss: 2.3271 +2025-05-01 20:14:05,258 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 18:26:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.0816, loss: 2.0816 +2025-05-01 20:14:49,303 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 18:25:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3861, loss: 2.3861 +2025-05-01 20:15:33,322 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 18:24:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3169, loss: 2.3169 +2025-05-01 20:15:57,250 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-01 20:17:26,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 20:17:26,797 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9883 +2025-05-01 20:17:26,800 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9057, top5_acc: 0.9883 +2025-05-01 20:18:31,598 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 18:23:36, time: 0.648, data_time: 0.207, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.2771, loss: 2.2771 +2025-05-01 20:19:15,670 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 18:22:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.1711, loss: 2.1711 +2025-05-01 20:19:59,695 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 18:22:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.2196, loss: 2.2196 +2025-05-01 20:20:43,737 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 18:21:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.3287, loss: 2.3287 +2025-05-01 20:21:27,799 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 18:20:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.2617, loss: 2.2617 +2025-05-01 20:22:11,870 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 18:19:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.2408, loss: 2.2408 +2025-05-01 20:22:56,002 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 18:19:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.2767, loss: 2.2767 +2025-05-01 20:23:40,197 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 18:18:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.2183, loss: 2.2183 +2025-05-01 20:24:23,937 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 18:17:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.3068, loss: 2.3068 +2025-05-01 20:25:08,067 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 18:17:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.2735, loss: 2.2735 +2025-05-01 20:25:52,339 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 18:16:17, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.4344, loss: 2.4344 +2025-05-01 20:26:36,576 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 18:15:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2971, loss: 2.2971 +2025-05-01 20:27:20,670 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 18:14:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2803, loss: 2.2803 +2025-05-01 20:28:04,806 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 18:14:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2769, loss: 2.2769 +2025-05-01 20:28:48,943 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 18:13:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.2524, loss: 2.2524 +2025-05-01 20:29:33,057 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 18:12:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2767, loss: 2.2767 +2025-05-01 20:30:17,172 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 18:11:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2318, loss: 2.2318 +2025-05-01 20:31:01,284 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 18:11:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1345, loss: 2.1345 +2025-05-01 20:31:45,310 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 18:10:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.2777, loss: 2.2777 +2025-05-01 20:32:29,434 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 18:09:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2489, loss: 2.2489 +2025-05-01 20:33:13,559 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 18:08:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.3252, loss: 2.3252 +2025-05-01 20:33:57,715 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 18:08:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.3368, loss: 2.3368 +2025-05-01 20:34:41,844 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 18:07:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.3635, loss: 2.3635 +2025-05-01 20:35:05,986 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-01 20:36:36,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 20:36:36,116 - pyskl - INFO - +top1_acc 0.9004 +top5_acc 0.9909 +2025-05-01 20:36:36,120 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9004, top5_acc: 0.9909 +2025-05-01 20:37:41,266 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 18:06:21, time: 0.651, data_time: 0.209, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1520, loss: 2.1520 +2025-05-01 20:38:25,390 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 18:05:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1837, loss: 2.1837 +2025-05-01 20:39:09,509 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 18:04:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.1175, loss: 2.1175 +2025-05-01 20:39:53,567 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 18:04:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.1462, loss: 2.1462 +2025-05-01 20:40:37,653 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 18:03:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1467, loss: 2.1467 +2025-05-01 20:41:21,825 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 18:02:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.1336, loss: 2.1336 +2025-05-01 20:42:06,003 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 18:01:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.2082, loss: 2.2082 +2025-05-01 20:42:50,082 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 18:01:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.2111, loss: 2.2111 +2025-05-01 20:43:34,143 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 18:00:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1464, loss: 2.1464 +2025-05-01 20:44:18,244 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:59:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.2226, loss: 2.2226 +2025-05-01 20:45:02,337 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:59:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.2544, loss: 2.2544 +2025-05-01 20:45:46,395 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:58:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2319, loss: 2.2319 +2025-05-01 20:46:30,598 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:57:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.3007, loss: 2.3007 +2025-05-01 20:47:14,720 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:56:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.1451, loss: 2.1451 +2025-05-01 20:47:58,838 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:56:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2146, loss: 2.2146 +2025-05-01 20:48:42,985 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:55:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.3395, loss: 2.3395 +2025-05-01 20:49:27,226 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:54:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.2744, loss: 2.2744 +2025-05-01 20:50:11,327 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:53:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3039, loss: 2.3039 +2025-05-01 20:50:55,411 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:53:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.2490, loss: 2.2490 +2025-05-01 20:51:39,517 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:52:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3141, loss: 2.3141 +2025-05-01 20:52:23,587 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:51:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2686, loss: 2.2686 +2025-05-01 20:53:07,666 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:50:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3082, loss: 2.3082 +2025-05-01 20:53:51,883 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:50:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3489, loss: 2.3489 +2025-05-01 20:54:15,996 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-01 20:55:46,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 20:55:46,627 - pyskl - INFO - +top1_acc 0.9130 +top5_acc 0.9903 +2025-05-01 20:55:46,630 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9130, top5_acc: 0.9903 +2025-05-01 20:56:51,824 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:49:06, time: 0.652, data_time: 0.209, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1817, loss: 2.1817 +2025-05-01 20:57:35,879 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:48:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1594, loss: 2.1594 +2025-05-01 20:58:19,995 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:47:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.1017, loss: 2.1017 +2025-05-01 20:59:04,054 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:46:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 2.2183, loss: 2.2183 +2025-05-01 20:59:48,166 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:46:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1997, loss: 2.1997 +2025-05-01 21:00:32,147 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:45:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.2141, loss: 2.2141 +2025-05-01 21:01:16,229 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:44:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.2262, loss: 2.2262 +2025-05-01 21:02:00,312 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:43:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 2.2262, loss: 2.2262 +2025-05-01 21:02:44,370 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:43:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.2090, loss: 2.2090 +2025-05-01 21:03:28,304 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:42:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1895, loss: 2.1895 +2025-05-01 21:04:12,295 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:41:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.2470, loss: 2.2470 +2025-05-01 21:04:56,387 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:41:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2589, loss: 2.2589 +2025-05-01 21:05:40,365 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:40:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.2093, loss: 2.2093 +2025-05-01 21:06:24,339 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:39:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 2.2704, loss: 2.2704 +2025-05-01 21:07:08,333 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:38:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1258, loss: 2.1258 +2025-05-01 21:07:52,362 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:38:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.2346, loss: 2.2346 +2025-05-01 21:08:36,345 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:37:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.2274, loss: 2.2274 +2025-05-01 21:09:20,250 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:36:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.2172, loss: 2.2172 +2025-05-01 21:10:04,302 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:35:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.2907, loss: 2.2907 +2025-05-01 21:10:48,352 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:35:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.2162, loss: 2.2162 +2025-05-01 21:11:32,474 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:34:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.2322, loss: 2.2322 +2025-05-01 21:12:16,861 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:33:43, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.1928, loss: 2.1928 +2025-05-01 21:13:00,931 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:32:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2878, loss: 2.2878 +2025-05-01 21:13:24,936 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-01 21:14:54,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 21:14:55,024 - pyskl - INFO - +top1_acc 0.9163 +top5_acc 0.9913 +2025-05-01 21:14:55,028 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9163, top5_acc: 0.9913 +2025-05-01 21:16:00,051 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:31:50, time: 0.650, data_time: 0.211, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1211, loss: 2.1211 +2025-05-01 21:16:44,063 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:31:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.2032, loss: 2.2032 +2025-05-01 21:17:28,053 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:30:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1528, loss: 2.1528 +2025-05-01 21:18:12,054 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:29:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 2.2109, loss: 2.2109 +2025-05-01 21:18:56,263 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:28:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.2286, loss: 2.2286 +2025-05-01 21:19:40,369 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:28:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1328, loss: 2.1328 +2025-05-01 21:20:24,638 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:27:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.1821, loss: 2.1821 +2025-05-01 21:21:08,674 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:26:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.1133, loss: 2.1133 +2025-05-01 21:21:52,726 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:25:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2447, loss: 2.2447 +2025-05-01 21:22:36,728 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 17:25:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.1535, loss: 2.1535 +2025-05-01 21:23:20,799 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 17:24:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1934, loss: 2.1934 +2025-05-01 21:24:04,831 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 17:23:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.2255, loss: 2.2255 +2025-05-01 21:24:48,791 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 17:23:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2300, loss: 2.2300 +2025-05-01 21:25:32,738 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 17:22:18, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.3319, loss: 2.3319 +2025-05-01 21:26:16,684 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 17:21:34, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.2298, loss: 2.2298 +2025-05-01 21:27:00,630 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 17:20:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.2614, loss: 2.2614 +2025-05-01 21:27:44,594 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 17:20:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2600, loss: 2.2600 +2025-05-01 21:28:28,653 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 17:19:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.1612, loss: 2.1612 +2025-05-01 21:29:13,201 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 17:18:39, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.2398, loss: 2.2398 +2025-05-01 21:29:57,575 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 17:17:55, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.3310, loss: 2.3310 +2025-05-01 21:30:41,679 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 17:17:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2733, loss: 2.2733 +2025-05-01 21:31:25,794 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 17:16:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.3064, loss: 2.3064 +2025-05-01 21:32:09,755 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 17:15:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.2293, loss: 2.2293 +2025-05-01 21:32:33,709 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-01 21:34:03,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 21:34:03,953 - pyskl - INFO - +top1_acc 0.9065 +top5_acc 0.9915 +2025-05-01 21:34:03,956 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9065, top5_acc: 0.9915 +2025-05-01 21:35:09,299 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 17:14:34, time: 0.653, data_time: 0.211, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.1912, loss: 2.1912 +2025-05-01 21:35:53,346 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 17:13:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.1755, loss: 2.1755 +2025-05-01 21:36:37,475 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 17:13:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1244, loss: 2.1244 +2025-05-01 21:37:21,549 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 17:12:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.1750, loss: 2.1750 +2025-05-01 21:38:05,661 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 17:11:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1969, loss: 2.1969 +2025-05-01 21:38:49,652 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 17:10:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.1407, loss: 2.1407 +2025-05-01 21:39:33,370 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 17:10:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2555, loss: 2.2555 +2025-05-01 21:40:17,315 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 17:09:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.2909, loss: 2.2909 +2025-05-01 21:41:01,302 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 17:08:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2351, loss: 2.2351 +2025-05-01 21:41:45,352 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 17:07:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1645, loss: 2.1645 +2025-05-01 21:42:29,403 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 17:07:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.0351, loss: 2.0351 +2025-05-01 21:43:13,451 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 17:06:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.2088, loss: 2.2088 +2025-05-01 21:43:57,592 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 17:05:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1403, loss: 2.1403 +2025-05-01 21:44:41,754 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 17:05:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1841, loss: 2.1841 +2025-05-01 21:45:25,748 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 17:04:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.1658, loss: 2.1658 +2025-05-01 21:46:09,885 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 17:03:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.2078, loss: 2.2078 +2025-05-01 21:46:53,995 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 17:02:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.1693, loss: 2.1693 +2025-05-01 21:47:38,258 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 17:02:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1912, loss: 2.1912 +2025-05-01 21:48:22,422 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 17:01:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2696, loss: 2.2696 +2025-05-01 21:49:06,655 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 17:00:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1758, loss: 2.1758 +2025-05-01 21:49:50,667 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:59:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1982, loss: 2.1982 +2025-05-01 21:50:34,697 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:59:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.1883, loss: 2.1883 +2025-05-01 21:51:18,864 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:58:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1742, loss: 2.1742 +2025-05-01 21:51:42,912 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-01 21:53:12,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 21:53:12,851 - pyskl - INFO - +top1_acc 0.9164 +top5_acc 0.9923 +2025-05-01 21:53:12,854 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9164, top5_acc: 0.9923 +2025-05-01 21:54:17,917 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:57:19, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1368, loss: 2.1368 +2025-05-01 21:55:01,891 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:56:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0047, loss: 2.0047 +2025-05-01 21:55:45,975 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:55:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0362, loss: 2.0362 +2025-05-01 21:56:30,035 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:55:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1161, loss: 2.1161 +2025-05-01 21:57:14,035 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:54:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1194, loss: 2.1194 +2025-05-01 21:57:58,038 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:53:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.1130, loss: 2.1130 +2025-05-01 21:58:42,030 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:52:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.0936, loss: 2.0936 +2025-05-01 21:59:26,001 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:52:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.2118, loss: 2.2118 +2025-05-01 22:00:09,955 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:51:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.0888, loss: 2.0888 +2025-05-01 22:00:54,016 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:50:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1490, loss: 2.1490 +2025-05-01 22:01:38,034 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:49:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.2931, loss: 2.2931 +2025-05-01 22:02:22,035 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:49:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.1921, loss: 2.1921 +2025-05-01 22:03:06,121 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:48:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3458, loss: 2.3458 +2025-05-01 22:03:50,141 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:47:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.1934, loss: 2.1934 +2025-05-01 22:04:34,150 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:47:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0932, loss: 2.0932 +2025-05-01 22:05:18,185 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:46:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2418, loss: 2.2418 +2025-05-01 22:06:02,371 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:45:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1637, loss: 2.1637 +2025-05-01 22:06:46,582 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:44:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.2626, loss: 2.2626 +2025-05-01 22:07:30,791 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:44:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0848, loss: 2.0848 +2025-05-01 22:08:14,810 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:43:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0963, loss: 2.0963 +2025-05-01 22:08:58,847 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:42:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1886, loss: 2.1886 +2025-05-01 22:09:42,875 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:41:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.1691, loss: 2.1691 +2025-05-01 22:10:26,876 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:41:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2287, loss: 2.2287 +2025-05-01 22:10:50,907 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-01 22:12:20,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 22:12:20,814 - pyskl - INFO - +top1_acc 0.9170 +top5_acc 0.9936 +2025-05-01 22:12:20,817 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9170, top5_acc: 0.9936 +2025-05-01 22:13:26,002 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:40:03, time: 0.652, data_time: 0.210, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 2.1115, loss: 2.1115 +2025-05-01 22:14:10,230 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:39:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1149, loss: 2.1149 +2025-05-01 22:14:54,445 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:38:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.1379, loss: 2.1379 +2025-05-01 22:15:38,725 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:37:51, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0841, loss: 2.0841 +2025-05-01 22:16:22,831 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:37:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.0590, loss: 2.0590 +2025-05-01 22:17:06,893 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:36:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1926, loss: 2.1926 +2025-05-01 22:17:51,079 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:35:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.1547, loss: 2.1547 +2025-05-01 22:18:35,350 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:34:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0805, loss: 2.0805 +2025-05-01 22:19:19,686 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:34:12, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1838, loss: 2.1838 +2025-05-01 22:20:03,955 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:33:28, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2023, loss: 2.2023 +2025-05-01 22:20:47,987 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:32:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.2077, loss: 2.2077 +2025-05-01 22:21:32,050 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:32:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.1940, loss: 2.1940 +2025-05-01 22:22:16,136 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:31:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.1875, loss: 2.1875 +2025-05-01 22:23:00,231 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:30:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.0938, loss: 2.0938 +2025-05-01 22:23:44,266 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:29:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.1133, loss: 2.1133 +2025-05-01 22:24:28,442 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:29:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.2141, loss: 2.2141 +2025-05-01 22:25:12,539 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:28:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.2450, loss: 2.2450 +2025-05-01 22:25:56,810 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:27:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.2509, loss: 2.2509 +2025-05-01 22:26:40,799 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:26:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1221, loss: 2.1221 +2025-05-01 22:27:24,835 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:26:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1119, loss: 2.1119 +2025-05-01 22:28:08,871 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:25:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1903, loss: 2.1903 +2025-05-01 22:28:52,917 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:24:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.1405, loss: 2.1405 +2025-05-01 22:29:36,935 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:23:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.1946, loss: 2.1946 +2025-05-01 22:30:00,964 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-01 22:31:30,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 22:31:30,608 - pyskl - INFO - +top1_acc 0.9209 +top5_acc 0.9922 +2025-05-01 22:31:30,611 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9209, top5_acc: 0.9922 +2025-05-01 22:32:35,768 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 16:22:48, time: 0.652, data_time: 0.212, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 2.0739, loss: 2.0739 +2025-05-01 22:33:19,726 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 16:22:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0047, loss: 2.0047 +2025-05-01 22:34:03,896 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 16:21:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.1025, loss: 2.1025 +2025-05-01 22:34:47,926 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 16:20:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1203, loss: 2.1203 +2025-05-01 22:35:31,883 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 16:19:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0640, loss: 2.0640 +2025-05-01 22:36:15,661 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 16:19:08, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0574, loss: 2.0574 +2025-05-01 22:36:59,659 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 16:18:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.0744, loss: 2.0744 +2025-05-01 22:37:43,640 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 16:17:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.0826, loss: 2.0826 +2025-05-01 22:38:27,734 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 16:16:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1007, loss: 2.1007 +2025-05-01 22:39:11,842 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 16:16:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.0904, loss: 2.0904 +2025-05-01 22:39:55,924 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 16:15:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.0840, loss: 2.0840 +2025-05-01 22:40:40,023 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 16:14:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 2.1390, loss: 2.1390 +2025-05-01 22:41:24,035 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 16:14:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.1228, loss: 2.1228 +2025-05-01 22:42:08,047 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 16:13:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1525, loss: 2.1525 +2025-05-01 22:42:52,198 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 16:12:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0030, loss: 2.0030 +2025-05-01 22:43:36,255 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 16:11:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.0833, loss: 2.0833 +2025-05-01 22:44:20,434 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 16:11:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1612, loss: 2.1612 +2025-05-01 22:45:04,458 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 16:10:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1198, loss: 2.1198 +2025-05-01 22:45:48,299 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 16:09:36, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.1415, loss: 2.1415 +2025-05-01 22:46:32,300 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 16:08:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0737, loss: 2.0737 +2025-05-01 22:47:16,232 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 16:08:08, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1473, loss: 2.1473 +2025-05-01 22:48:00,176 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 16:07:24, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 2.2581, loss: 2.2581 +2025-05-01 22:48:44,239 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 16:06:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2013, loss: 2.2013 +2025-05-01 22:49:08,324 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-01 22:50:38,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 22:50:38,263 - pyskl - INFO - +top1_acc 0.9208 +top5_acc 0.9914 +2025-05-01 22:50:38,266 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9208, top5_acc: 0.9914 +2025-05-01 22:51:43,211 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 16:05:31, time: 0.649, data_time: 0.210, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0924, loss: 2.0924 +2025-05-01 22:52:27,195 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 16:04:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0311, loss: 2.0311 +2025-05-01 22:53:11,346 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 16:04:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 1.0000, loss_cls: 2.1170, loss: 2.1170 +2025-05-01 22:53:55,512 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 16:03:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.0592, loss: 2.0592 +2025-05-01 22:54:39,702 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 16:02:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.0728, loss: 2.0728 +2025-05-01 22:55:23,787 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 16:01:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.0368, loss: 2.0368 +2025-05-01 22:56:07,883 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 16:01:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.0559, loss: 2.0559 +2025-05-01 22:56:52,002 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 16:00:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.1148, loss: 2.1148 +2025-05-01 22:57:36,134 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:59:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0753, loss: 2.0753 +2025-05-01 22:58:20,239 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:58:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0257, loss: 2.0257 +2025-05-01 22:59:04,278 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:58:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0435, loss: 2.0435 +2025-05-01 22:59:48,322 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:57:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1709, loss: 2.1709 +2025-05-01 23:00:32,447 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:56:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.0902, loss: 2.0902 +2025-05-01 23:01:16,508 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:56:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0566, loss: 2.0566 +2025-05-01 23:02:00,639 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:55:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0775, loss: 2.0775 +2025-05-01 23:02:44,675 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:54:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1530, loss: 2.1530 +2025-05-01 23:03:28,647 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:53:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.0542, loss: 2.0542 +2025-05-01 23:04:12,717 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:53:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.0313, loss: 2.0313 +2025-05-01 23:04:56,715 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:52:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.1340, loss: 2.1340 +2025-05-01 23:05:40,782 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:51:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.1196, loss: 2.1196 +2025-05-01 23:06:24,801 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:50:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1352, loss: 2.1352 +2025-05-01 23:07:08,820 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:50:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.1410, loss: 2.1410 +2025-05-01 23:07:52,971 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:49:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.1492, loss: 2.1492 +2025-05-01 23:08:17,037 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-01 23:09:46,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 23:09:46,697 - pyskl - INFO - +top1_acc 0.9200 +top5_acc 0.9937 +2025-05-01 23:09:46,701 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9200, top5_acc: 0.9937 +2025-05-01 23:10:51,930 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:48:16, time: 0.652, data_time: 0.212, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.0202, loss: 2.0202 +2025-05-01 23:11:35,995 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:47:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0025, loss: 2.0025 +2025-05-01 23:12:20,046 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:46:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0313, loss: 2.0313 +2025-05-01 23:13:04,174 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:46:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0783, loss: 2.0783 +2025-05-01 23:13:48,193 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:45:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.9767, loss: 1.9767 +2025-05-01 23:14:32,183 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:44:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0573, loss: 2.0573 +2025-05-01 23:15:16,188 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:43:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.9815, loss: 1.9815 +2025-05-01 23:16:00,238 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:43:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9994, loss_cls: 2.0589, loss: 2.0589 +2025-05-01 23:16:44,321 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:42:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.9957, loss: 1.9957 +2025-05-01 23:17:28,383 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:41:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.1186, loss: 2.1186 +2025-05-01 23:18:12,481 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:40:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0722, loss: 2.0722 +2025-05-01 23:18:56,576 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:40:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.0590, loss: 2.0590 +2025-05-01 23:19:40,758 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:39:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.1167, loss: 2.1167 +2025-05-01 23:20:24,889 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:38:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1683, loss: 2.1683 +2025-05-01 23:21:09,084 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:38:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.0874, loss: 2.0874 +2025-05-01 23:21:53,197 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:37:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.1840, loss: 2.1840 +2025-05-01 23:22:37,239 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:36:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.0780, loss: 2.0780 +2025-05-01 23:23:21,295 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:35:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1822, loss: 2.1822 +2025-05-01 23:24:05,397 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:35:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.0729, loss: 2.0729 +2025-05-01 23:24:49,570 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:34:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.1296, loss: 2.1296 +2025-05-01 23:25:33,667 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:33:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.1363, loss: 2.1363 +2025-05-01 23:26:17,786 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:32:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0995, loss: 2.0995 +2025-05-01 23:27:01,896 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:32:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.0581, loss: 2.0581 +2025-05-01 23:27:26,037 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-01 23:28:56,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 23:28:56,449 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9892 +2025-05-01 23:28:56,453 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9153, top5_acc: 0.9892 +2025-05-01 23:30:01,654 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:31:01, time: 0.652, data_time: 0.211, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9791, loss: 1.9791 +2025-05-01 23:30:45,617 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:30:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0937, loss: 2.0937 +2025-05-01 23:31:29,356 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:29:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.9218, loss: 1.9218 +2025-05-01 23:32:13,207 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:28:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9699, loss: 1.9699 +2025-05-01 23:32:57,218 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:28:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0934, loss: 2.0934 +2025-05-01 23:33:41,399 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:27:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.0389, loss: 2.0389 +2025-05-01 23:34:25,432 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:26:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9437, loss: 1.9437 +2025-05-01 23:35:09,367 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:25:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.1519, loss: 2.1519 +2025-05-01 23:35:53,381 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:25:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 2.0183, loss: 2.0183 +2025-05-01 23:36:37,512 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:24:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.0270, loss: 2.0270 +2025-05-01 23:37:21,539 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:23:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0269, loss: 2.0269 +2025-05-01 23:38:05,558 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:22:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.0177, loss: 2.0177 +2025-05-01 23:38:49,721 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 15:22:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.0719, loss: 2.0719 +2025-05-01 23:39:33,805 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 15:21:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9975, loss_cls: 2.2132, loss: 2.2132 +2025-05-01 23:40:17,802 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 15:20:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.1002, loss: 2.1002 +2025-05-01 23:41:01,819 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 15:20:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.1015, loss: 2.1015 +2025-05-01 23:41:45,798 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 15:19:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1273, loss: 2.1273 +2025-05-01 23:42:29,742 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 15:18:33, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1075, loss: 2.1075 +2025-05-01 23:43:13,711 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 15:17:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1214, loss: 2.1214 +2025-05-01 23:43:57,660 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 15:17:05, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0866, loss: 2.0866 +2025-05-01 23:44:41,704 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 15:16:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9580, loss: 1.9580 +2025-05-01 23:45:25,687 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 15:15:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.1154, loss: 2.1154 +2025-05-01 23:46:09,760 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 15:14:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9994, loss_cls: 2.0747, loss: 2.0747 +2025-05-01 23:46:33,778 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-01 23:48:04,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-01 23:48:04,669 - pyskl - INFO - +top1_acc 0.9274 +top5_acc 0.9939 +2025-05-01 23:48:04,727 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_85.pth was removed +2025-05-01 23:48:05,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-05-01 23:48:05,909 - pyskl - INFO - Best top1_acc is 0.9274 at 97 epoch. +2025-05-01 23:48:05,913 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9274, top5_acc: 0.9939 +2025-05-01 23:49:11,011 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 15:13:44, time: 0.651, data_time: 0.210, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0109, loss: 2.0109 +2025-05-01 23:49:54,983 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 15:13:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.9901, loss: 1.9901 +2025-05-01 23:50:39,038 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 15:12:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.0069, loss: 2.0069 +2025-05-01 23:51:23,045 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 15:11:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9800, loss: 1.9800 +2025-05-01 23:52:07,051 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 15:10:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.9755, loss: 1.9755 +2025-05-01 23:52:51,103 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 15:10:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 1.9952, loss: 1.9952 +2025-05-01 23:53:35,026 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 15:09:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0425, loss: 2.0425 +2025-05-01 23:54:19,067 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 15:08:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9313, loss: 1.9313 +2025-05-01 23:55:03,078 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 15:07:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.1026, loss: 2.1026 +2025-05-01 23:55:47,192 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 15:07:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.0436, loss: 2.0436 +2025-05-01 23:56:31,290 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 15:06:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 2.0346, loss: 2.0346 +2025-05-01 23:57:15,426 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 15:05:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0535, loss: 2.0535 +2025-05-01 23:57:59,461 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 15:04:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.9769, loss: 1.9769 +2025-05-01 23:58:43,475 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 15:04:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.0904, loss: 2.0904 +2025-05-01 23:59:27,415 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 15:03:28, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.0194, loss: 2.0194 +2025-05-02 00:00:11,389 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 15:02:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0700, loss: 2.0700 +2025-05-02 00:00:55,330 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 15:02:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0354, loss: 2.0354 +2025-05-02 00:01:39,387 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 15:01:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 2.0791, loss: 2.0791 +2025-05-02 00:02:23,375 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 15:00:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1156, loss: 2.1156 +2025-05-02 00:03:07,407 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:59:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9875, loss: 1.9875 +2025-05-02 00:03:51,382 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:59:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9994, loss_cls: 2.0450, loss: 2.0450 +2025-05-02 00:04:35,346 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:58:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1263, loss: 2.1263 +2025-05-02 00:05:19,426 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:57:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.0650, loss: 2.0650 +2025-05-02 00:05:43,442 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-02 00:07:13,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 00:07:13,529 - pyskl - INFO - +top1_acc 0.9210 +top5_acc 0.9922 +2025-05-02 00:07:13,532 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9210, top5_acc: 0.9922 +2025-05-02 00:08:18,722 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:56:28, time: 0.652, data_time: 0.213, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0240, loss: 2.0240 +2025-05-02 00:09:02,690 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:55:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9407, loss: 1.9407 +2025-05-02 00:09:46,669 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:55:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0495, loss: 2.0495 +2025-05-02 00:10:30,674 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:54:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9477, loss: 1.9477 +2025-05-02 00:11:14,618 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:53:32, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9342, loss: 1.9342 +2025-05-02 00:11:58,533 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:52:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0188, loss: 2.0188 +2025-05-02 00:12:42,501 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:52:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.9174, loss: 1.9174 +2025-05-02 00:13:26,511 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:51:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.0148, loss: 2.0148 +2025-05-02 00:14:10,433 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:50:36, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9824, loss: 1.9824 +2025-05-02 00:14:54,311 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:49:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.9779, loss: 1.9779 +2025-05-02 00:15:38,314 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:49:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8823, loss: 1.8823 +2025-05-02 00:16:22,343 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:48:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0199, loss: 2.0199 +2025-05-02 00:17:06,384 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:47:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0048, loss: 2.0048 +2025-05-02 00:17:50,362 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:46:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0156, loss: 2.0156 +2025-05-02 00:18:34,346 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:46:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.0247, loss: 2.0247 +2025-05-02 00:19:18,329 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:45:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 2.0280, loss: 2.0280 +2025-05-02 00:20:02,356 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:44:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.0068, loss: 2.0068 +2025-05-02 00:20:46,377 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:44:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.9968, loss: 1.9968 +2025-05-02 00:21:30,258 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:43:16, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0503, loss: 2.0503 +2025-05-02 00:22:14,242 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:42:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 2.0299, loss: 2.0299 +2025-05-02 00:22:58,225 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:41:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.0163, loss: 2.0163 +2025-05-02 00:23:42,235 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:41:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 2.0879, loss: 2.0879 +2025-05-02 00:24:26,220 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:40:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.0559, loss: 2.0559 +2025-05-02 00:24:50,277 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-02 00:26:20,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 00:26:20,445 - pyskl - INFO - +top1_acc 0.9256 +top5_acc 0.9938 +2025-05-02 00:26:20,449 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9256, top5_acc: 0.9938 +2025-05-02 00:27:25,352 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:39:11, time: 0.649, data_time: 0.209, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.9764, loss: 1.9764 +2025-05-02 00:28:09,414 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:38:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8486, loss: 1.8486 +2025-05-02 00:28:53,527 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:37:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 2.0189, loss: 2.0189 +2025-05-02 00:29:37,622 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:36:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8927, loss: 1.8927 +2025-05-02 00:30:21,798 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:36:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.8863, loss: 1.8863 +2025-05-02 00:31:05,951 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:35:32, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.9885, loss: 1.9885 +2025-05-02 00:31:50,045 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:34:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9322, loss: 1.9322 +2025-05-02 00:32:34,201 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:34:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.9798, loss: 1.9798 +2025-05-02 00:33:18,355 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:33:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.9831, loss: 1.9831 +2025-05-02 00:34:02,655 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:32:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.0687, loss: 2.0687 +2025-05-02 00:34:46,805 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:31:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.9480, loss: 1.9480 +2025-05-02 00:35:31,065 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:31:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9185, loss: 1.9185 +2025-05-02 00:36:15,217 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:30:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0873, loss: 2.0873 +2025-05-02 00:36:59,335 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:29:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9679, loss: 1.9679 +2025-05-02 00:37:43,513 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:28:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0218, loss: 2.0218 +2025-05-02 00:38:27,661 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:28:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1005, loss: 2.1005 +2025-05-02 00:39:11,783 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:27:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.9063, loss: 1.9063 +2025-05-02 00:39:56,195 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:26:45, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.0776, loss: 2.0776 +2025-05-02 00:40:40,502 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:26:01, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.9860, loss: 1.9860 +2025-05-02 00:41:24,882 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:25:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0383, loss: 2.0383 +2025-05-02 00:42:08,979 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:24:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.0685, loss: 2.0685 +2025-05-02 00:42:53,159 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:23:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0654, loss: 2.0654 +2025-05-02 00:43:37,247 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:23:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0285, loss: 2.0285 +2025-05-02 00:44:01,399 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-02 00:45:31,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 00:45:31,633 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9916 +2025-05-02 00:45:31,636 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9175, top5_acc: 0.9916 +2025-05-02 00:46:36,734 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:21:57, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.9512, loss: 1.9512 +2025-05-02 00:47:20,655 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:21:13, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.9819, loss: 1.9819 +2025-05-02 00:48:04,692 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:20:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8796, loss: 1.8796 +2025-05-02 00:48:48,751 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 14:19:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.9159, loss: 1.9159 +2025-05-02 00:49:32,707 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 14:19:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.9052, loss: 1.9052 +2025-05-02 00:50:16,638 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 14:18:17, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.9031, loss: 1.9031 +2025-05-02 00:51:00,633 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 14:17:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.9601, loss: 1.9601 +2025-05-02 00:51:44,603 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 14:16:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9734, loss: 1.9734 +2025-05-02 00:52:28,741 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 14:16:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.9615, loss: 1.9615 +2025-05-02 00:53:12,870 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 14:15:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0008, loss: 2.0008 +2025-05-02 00:53:57,171 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 14:14:37, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.9760, loss: 1.9760 +2025-05-02 00:54:41,138 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 14:13:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0049, loss: 2.0049 +2025-05-02 00:55:25,179 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 14:13:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.9403, loss: 1.9403 +2025-05-02 00:56:09,162 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 14:12:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.0152, loss: 2.0152 +2025-05-02 00:56:53,046 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 14:11:41, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.9901, loss: 1.9901 +2025-05-02 00:57:36,997 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 14:10:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9812, loss: 1.9812 +2025-05-02 00:58:20,949 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 14:10:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.9908, loss: 1.9908 +2025-05-02 00:59:04,794 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 14:09:29, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.0207, loss: 2.0207 +2025-05-02 00:59:48,758 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 14:08:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.9055, loss: 1.9055 +2025-05-02 01:00:32,703 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 14:08:01, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.9088, loss: 1.9088 +2025-05-02 01:01:16,822 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 14:07:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.9681, loss: 1.9681 +2025-05-02 01:02:00,847 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 14:06:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.9543, loss: 1.9543 +2025-05-02 01:02:44,896 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 14:05:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.9937, loss: 1.9937 +2025-05-02 01:03:08,925 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-02 01:04:38,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 01:04:38,972 - pyskl - INFO - +top1_acc 0.9133 +top5_acc 0.9929 +2025-05-02 01:04:38,975 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9133, top5_acc: 0.9929 +2025-05-02 01:05:44,227 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 14:04:41, time: 0.652, data_time: 0.210, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.9483, loss: 1.9483 +2025-05-02 01:06:28,327 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 14:03:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.9312, loss: 1.9312 +2025-05-02 01:07:12,492 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 14:03:13, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.9528, loss: 1.9528 +2025-05-02 01:07:56,686 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 14:02:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.0210, loss: 2.0210 +2025-05-02 01:08:40,970 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 14:01:45, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7746, loss: 1.7746 +2025-05-02 01:09:25,051 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 14:01:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.9271, loss: 1.9271 +2025-05-02 01:10:08,877 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 14:00:17, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.8813, loss: 1.8813 +2025-05-02 01:10:52,882 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:59:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.8658, loss: 1.8658 +2025-05-02 01:11:36,962 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:58:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8108, loss: 1.8108 +2025-05-02 01:12:21,134 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:58:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.9022, loss: 1.9022 +2025-05-02 01:13:05,181 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:57:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 2.0143, loss: 2.0143 +2025-05-02 01:13:49,239 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:56:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 1.9624, loss: 1.9624 +2025-05-02 01:14:33,315 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:55:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0102, loss: 2.0102 +2025-05-02 01:15:17,339 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:55:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.9832, loss: 1.9832 +2025-05-02 01:16:01,387 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:54:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.0355, loss: 2.0355 +2025-05-02 01:16:45,420 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:53:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0504, loss: 2.0504 +2025-05-02 01:17:29,478 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:52:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9613, loss: 1.9613 +2025-05-02 01:18:13,514 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:52:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0208, loss: 2.0208 +2025-05-02 01:18:57,625 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:51:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9258, loss: 1.9258 +2025-05-02 01:19:41,775 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:50:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9579, loss: 1.9579 +2025-05-02 01:20:25,896 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:50:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9627, loss: 1.9627 +2025-05-02 01:21:10,053 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:49:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9891, loss: 1.9891 +2025-05-02 01:21:54,079 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:48:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.9301, loss: 1.9301 +2025-05-02 01:22:18,186 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-02 01:23:47,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 01:23:48,011 - pyskl - INFO - +top1_acc 0.9145 +top5_acc 0.9927 +2025-05-02 01:23:48,015 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9145, top5_acc: 0.9927 +2025-05-02 01:24:53,223 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:47:26, time: 0.652, data_time: 0.212, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8523, loss: 1.8523 +2025-05-02 01:25:37,148 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:46:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.8583, loss: 1.8583 +2025-05-02 01:26:21,125 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:45:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8913, loss: 1.8913 +2025-05-02 01:27:05,129 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:45:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.8331, loss: 1.8331 +2025-05-02 01:27:49,153 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:44:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.0295, loss: 2.0295 +2025-05-02 01:28:33,291 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:43:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8835, loss: 1.8835 +2025-05-02 01:29:17,510 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:43:02, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9408, loss: 1.9408 +2025-05-02 01:30:01,563 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:42:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9223, loss: 1.9223 +2025-05-02 01:30:45,603 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:41:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8532, loss: 1.8532 +2025-05-02 01:31:29,495 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:40:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.9548, loss: 1.9548 +2025-05-02 01:32:13,430 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:40:06, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.9776, loss: 1.9776 +2025-05-02 01:32:57,648 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:39:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9195, loss: 1.9195 +2025-05-02 01:33:41,906 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:38:38, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.9194, loss: 1.9194 +2025-05-02 01:34:26,039 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:37:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.9722, loss: 1.9722 +2025-05-02 01:35:10,224 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:37:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9796, loss: 1.9796 +2025-05-02 01:35:54,301 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:36:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 1.9272, loss: 1.9272 +2025-05-02 01:36:38,368 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:35:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.9397, loss: 1.9397 +2025-05-02 01:37:22,258 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:34:58, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9692, loss: 1.9692 +2025-05-02 01:38:06,368 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:34:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9832, loss: 1.9832 +2025-05-02 01:38:50,315 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:33:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9000, loss: 1.9000 +2025-05-02 01:39:34,246 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:32:46, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.9730, loss: 1.9730 +2025-05-02 01:40:18,263 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:32:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.9058, loss: 1.9058 +2025-05-02 01:41:02,273 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:31:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.9124, loss: 1.9124 +2025-05-02 01:41:26,326 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-02 01:42:56,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 01:42:56,443 - pyskl - INFO - +top1_acc 0.9228 +top5_acc 0.9924 +2025-05-02 01:42:56,447 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9228, top5_acc: 0.9924 +2025-05-02 01:44:01,916 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:30:10, time: 0.655, data_time: 0.215, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7711, loss: 1.7711 +2025-05-02 01:44:45,972 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:29:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.8525, loss: 1.8525 +2025-05-02 01:45:29,908 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:28:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8411, loss: 1.8411 +2025-05-02 01:46:14,000 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:27:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.8946, loss: 1.8946 +2025-05-02 01:46:58,088 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:27:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 +2025-05-02 01:47:42,231 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:26:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8367, loss: 1.8367 +2025-05-02 01:48:26,289 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:25:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.8760, loss: 1.8760 +2025-05-02 01:49:10,354 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:25:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9281, loss: 1.9281 +2025-05-02 01:49:54,282 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:24:18, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.8668, loss: 1.8668 +2025-05-02 01:50:38,222 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:23:34, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7804, loss: 1.7804 +2025-05-02 01:51:22,100 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:22:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8493, loss: 1.8493 +2025-05-02 01:52:06,127 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:22:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8670, loss: 1.8670 +2025-05-02 01:52:50,151 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:21:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.9138, loss: 1.9138 +2025-05-02 01:53:34,142 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:20:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.9725, loss: 1.9725 +2025-05-02 01:54:18,112 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:19:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8814, loss: 1.8814 +2025-05-02 01:55:02,126 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:19:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8472, loss: 1.8472 +2025-05-02 01:55:46,103 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:18:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.9107, loss: 1.9107 +2025-05-02 01:56:30,151 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:17:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.9168, loss: 1.9168 +2025-05-02 01:57:14,298 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:16:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9072, loss: 1.9072 +2025-05-02 01:57:58,297 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 13:16:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8869, loss: 1.8869 +2025-05-02 01:58:42,364 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 13:15:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.9609, loss: 1.9609 +2025-05-02 01:59:26,521 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 13:14:46, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9826, loss: 1.9826 +2025-05-02 02:00:10,707 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 13:14:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 2.0087, loss: 2.0087 +2025-05-02 02:00:34,745 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-02 02:02:05,975 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 02:02:06,051 - pyskl - INFO - +top1_acc 0.9230 +top5_acc 0.9929 +2025-05-02 02:02:06,055 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9230, top5_acc: 0.9929 +2025-05-02 02:03:11,071 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 13:12:54, time: 0.650, data_time: 0.210, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7807, loss: 1.7807 +2025-05-02 02:03:55,077 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 13:12:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.8187, loss: 1.8187 +2025-05-02 02:04:39,187 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 13:11:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 1.0000, loss_cls: 1.9062, loss: 1.9062 +2025-05-02 02:05:23,402 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 13:10:42, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7865, loss: 1.7865 +2025-05-02 02:06:07,574 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 13:09:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.8500, loss: 1.8500 +2025-05-02 02:06:51,730 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 13:09:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7833, loss: 1.7833 +2025-05-02 02:07:35,879 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 13:08:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8690, loss: 1.8690 +2025-05-02 02:08:19,965 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 13:07:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.8285, loss: 1.8285 +2025-05-02 02:09:03,918 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 13:07:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.9005, loss: 1.9005 +2025-05-02 02:09:47,934 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 13:06:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8806, loss: 1.8806 +2025-05-02 02:10:31,871 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 13:05:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8640, loss: 1.8640 +2025-05-02 02:11:15,759 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 13:04:51, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8130, loss: 1.8130 +2025-05-02 02:11:59,722 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 13:04:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8616, loss: 1.8616 +2025-05-02 02:12:43,746 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 13:03:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8270, loss: 1.8270 +2025-05-02 02:13:27,759 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 13:02:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8840, loss: 1.8840 +2025-05-02 02:14:11,975 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 13:01:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9456, loss: 1.9456 +2025-05-02 02:14:56,142 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 13:01:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8457, loss: 1.8457 +2025-05-02 02:15:40,377 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 13:00:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.8618, loss: 1.8618 +2025-05-02 02:16:24,486 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:59:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9059, loss: 1.9059 +2025-05-02 02:17:08,580 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:58:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9469, loss: 1.9469 +2025-05-02 02:17:52,690 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:58:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.9357, loss: 1.9357 +2025-05-02 02:18:36,803 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:57:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9913, loss: 1.9913 +2025-05-02 02:19:20,919 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:56:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.9590, loss: 1.9590 +2025-05-02 02:19:44,972 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-02 02:21:15,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 02:21:15,179 - pyskl - INFO - +top1_acc 0.9363 +top5_acc 0.9947 +2025-05-02 02:21:15,235 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_97.pth was removed +2025-05-02 02:21:16,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-05-02 02:21:16,344 - pyskl - INFO - Best top1_acc is 0.9363 at 105 epoch. +2025-05-02 02:21:16,347 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9363, top5_acc: 0.9947 +2025-05-02 02:22:22,119 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:55:39, time: 0.658, data_time: 0.217, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.7998, loss: 1.7998 +2025-05-02 02:23:06,174 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:54:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8585, loss: 1.8585 +2025-05-02 02:23:50,292 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:54:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7959, loss: 1.7959 +2025-05-02 02:24:34,463 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:53:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7260, loss: 1.7260 +2025-05-02 02:25:18,658 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:52:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7660, loss: 1.7660 +2025-05-02 02:26:02,826 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:52:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.8077, loss: 1.8077 +2025-05-02 02:26:46,918 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:51:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8193, loss: 1.8193 +2025-05-02 02:27:30,920 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:50:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.8530, loss: 1.8530 +2025-05-02 02:28:14,971 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:49:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.8536, loss: 1.8536 +2025-05-02 02:28:59,128 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:49:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7164, loss: 1.7164 +2025-05-02 02:29:43,322 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:48:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8354, loss: 1.8354 +2025-05-02 02:30:27,435 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:47:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8092, loss: 1.8092 +2025-05-02 02:31:11,590 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:46:52, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8419, loss: 1.8419 +2025-05-02 02:31:55,874 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:46:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8933, loss: 1.8933 +2025-05-02 02:32:39,994 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:45:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.9195, loss: 1.9195 +2025-05-02 02:33:24,090 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:44:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.8377, loss: 1.8377 +2025-05-02 02:34:08,336 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:43:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.8351, loss: 1.8351 +2025-05-02 02:34:52,582 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:43:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.9348, loss: 1.9348 +2025-05-02 02:35:37,031 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:42:29, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.9263, loss: 1.9263 +2025-05-02 02:36:21,161 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:41:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8688, loss: 1.8688 +2025-05-02 02:37:05,238 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:41:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.9079, loss: 1.9079 +2025-05-02 02:37:49,337 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:40:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8265, loss: 1.8265 +2025-05-02 02:38:33,471 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:39:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8742, loss: 1.8742 +2025-05-02 02:38:57,485 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-02 02:40:27,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 02:40:27,389 - pyskl - INFO - +top1_acc 0.9375 +top5_acc 0.9941 +2025-05-02 02:40:27,449 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_105.pth was removed +2025-05-02 02:40:28,570 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-05-02 02:40:28,571 - pyskl - INFO - Best top1_acc is 0.9375 at 106 epoch. +2025-05-02 02:40:28,574 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9375, top5_acc: 0.9941 +2025-05-02 02:41:33,503 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:38:24, time: 0.649, data_time: 0.210, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.8465, loss: 1.8465 +2025-05-02 02:42:17,446 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:37:40, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7510, loss: 1.7510 +2025-05-02 02:43:01,540 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:36:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7632, loss: 1.7632 +2025-05-02 02:43:45,583 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:36:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7387, loss: 1.7387 +2025-05-02 02:44:29,685 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:35:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7606, loss: 1.7606 +2025-05-02 02:45:13,737 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:34:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7743, loss: 1.7743 +2025-05-02 02:45:57,721 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:34:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7554, loss: 1.7554 +2025-05-02 02:46:41,763 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:33:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8639, loss: 1.8639 +2025-05-02 02:47:25,783 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:32:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.8394, loss: 1.8394 +2025-05-02 02:48:09,583 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:31:49, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.8404, loss: 1.8404 +2025-05-02 02:48:53,585 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:31:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8188, loss: 1.8188 +2025-05-02 02:49:37,488 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:30:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8904, loss: 1.8904 +2025-05-02 02:50:21,448 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:29:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.8307, loss: 1.8307 +2025-05-02 02:51:05,487 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:28:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7930, loss: 1.7930 +2025-05-02 02:51:49,446 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:28:09, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8264, loss: 1.8264 +2025-05-02 02:52:33,556 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:27:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8932, loss: 1.8932 +2025-05-02 02:53:17,626 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:26:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.8243, loss: 1.8243 +2025-05-02 02:54:01,762 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:25:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7891, loss: 1.7891 +2025-05-02 02:54:45,838 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:25:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.9168, loss: 1.9168 +2025-05-02 02:55:29,899 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:24:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.8299, loss: 1.8299 +2025-05-02 02:56:14,010 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:23:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8367, loss: 1.8367 +2025-05-02 02:56:58,057 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:23:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.9267, loss: 1.9267 +2025-05-02 02:57:42,079 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:22:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8631, loss: 1.8631 +2025-05-02 02:58:06,084 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-02 02:59:35,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 02:59:35,867 - pyskl - INFO - +top1_acc 0.9180 +top5_acc 0.9931 +2025-05-02 02:59:35,871 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9180, top5_acc: 0.9931 +2025-05-02 03:00:40,814 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:21:09, time: 0.649, data_time: 0.210, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7408, loss: 1.7408 +2025-05-02 03:01:24,932 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:20:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7732, loss: 1.7732 +2025-05-02 03:02:09,042 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:19:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6838, loss: 1.6838 +2025-05-02 03:02:53,087 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:18:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.8137, loss: 1.8137 +2025-05-02 03:03:37,119 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:18:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7349, loss: 1.7349 +2025-05-02 03:04:21,086 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:17:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7372, loss: 1.7372 +2025-05-02 03:05:05,046 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:16:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.8018, loss: 1.8018 +2025-05-02 03:05:49,049 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:16:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.8195, loss: 1.8195 +2025-05-02 03:06:33,126 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 12:15:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7241, loss: 1.7241 +2025-05-02 03:07:17,430 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 12:14:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7552, loss: 1.7552 +2025-05-02 03:08:01,595 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 12:13:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.8439, loss: 1.8439 +2025-05-02 03:08:45,671 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 12:13:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7613, loss: 1.7613 +2025-05-02 03:09:29,847 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 12:12:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7757, loss: 1.7757 +2025-05-02 03:10:14,025 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 12:11:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.8326, loss: 1.8326 +2025-05-02 03:10:58,206 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 12:10:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.8759, loss: 1.8759 +2025-05-02 03:11:42,403 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 12:10:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8124, loss: 1.8124 +2025-05-02 03:12:26,439 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 12:09:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7670, loss: 1.7670 +2025-05-02 03:13:10,406 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 12:08:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.8307, loss: 1.8307 +2025-05-02 03:13:54,419 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 12:07:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.8437, loss: 1.8437 +2025-05-02 03:14:38,500 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 12:07:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.8081, loss: 1.8081 +2025-05-02 03:15:22,427 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 12:06:29, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.8696, loss: 1.8696 +2025-05-02 03:16:06,392 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 12:05:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.8341, loss: 1.8341 +2025-05-02 03:16:50,468 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 12:05:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.8543, loss: 1.8543 +2025-05-02 03:17:14,444 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-02 03:18:44,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 03:18:44,271 - pyskl - INFO - +top1_acc 0.9264 +top5_acc 0.9929 +2025-05-02 03:18:44,274 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9264, top5_acc: 0.9929 +2025-05-02 03:19:48,946 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 12:03:53, time: 0.647, data_time: 0.208, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7215, loss: 1.7215 +2025-05-02 03:20:33,089 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 12:03:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7114, loss: 1.7114 +2025-05-02 03:21:17,198 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 12:02:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6841, loss: 1.6841 +2025-05-02 03:22:01,503 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 12:01:41, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7814, loss: 1.7814 +2025-05-02 03:22:45,315 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 12:00:57, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7493, loss: 1.7493 +2025-05-02 03:23:29,454 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 12:00:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7760, loss: 1.7760 +2025-05-02 03:24:13,588 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:59:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6395, loss: 1.6395 +2025-05-02 03:24:57,558 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:58:45, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.7552, loss: 1.7552 +2025-05-02 03:25:41,619 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:58:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7358, loss: 1.7358 +2025-05-02 03:26:25,726 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:57:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7272, loss: 1.7272 +2025-05-02 03:27:09,580 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:56:33, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7517, loss: 1.7517 +2025-05-02 03:27:53,615 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:55:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7885, loss: 1.7885 +2025-05-02 03:28:37,847 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:55:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7509, loss: 1.7509 +2025-05-02 03:29:22,042 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:54:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7411, loss: 1.7411 +2025-05-02 03:30:06,044 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:53:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7266, loss: 1.7266 +2025-05-02 03:30:50,159 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:52:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7401, loss: 1.7401 +2025-05-02 03:31:34,224 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:52:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7520, loss: 1.7520 +2025-05-02 03:32:18,133 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:51:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.7704, loss: 1.7704 +2025-05-02 03:33:02,252 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:50:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7495, loss: 1.7495 +2025-05-02 03:33:46,442 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:49:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7641, loss: 1.7641 +2025-05-02 03:34:30,527 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:49:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7981, loss: 1.7981 +2025-05-02 03:35:14,552 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:48:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8062, loss: 1.8062 +2025-05-02 03:35:58,429 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:47:46, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.8320, loss: 1.8320 +2025-05-02 03:36:22,466 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-02 03:37:52,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 03:37:52,601 - pyskl - INFO - +top1_acc 0.9332 +top5_acc 0.9941 +2025-05-02 03:37:52,604 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9332, top5_acc: 0.9941 +2025-05-02 03:38:57,653 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:46:38, time: 0.650, data_time: 0.211, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7162, loss: 1.7162 +2025-05-02 03:39:41,639 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:45:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.8475, loss: 1.8475 +2025-05-02 03:40:25,676 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:45:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6740, loss: 1.6740 +2025-05-02 03:41:09,707 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:44:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2025-05-02 03:41:53,817 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:43:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7670, loss: 1.7670 +2025-05-02 03:42:37,900 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:42:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6632, loss: 1.6632 +2025-05-02 03:43:21,983 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:42:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.7924, loss: 1.7924 +2025-05-02 03:44:05,993 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:41:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7396, loss: 1.7396 +2025-05-02 03:44:50,054 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:40:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6892, loss: 1.6892 +2025-05-02 03:45:34,047 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:40:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.7694, loss: 1.7694 +2025-05-02 03:46:18,082 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:39:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7776, loss: 1.7776 +2025-05-02 03:47:02,117 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:38:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7145, loss: 1.7145 +2025-05-02 03:47:46,162 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:37:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7975, loss: 1.7975 +2025-05-02 03:48:30,310 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:37:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8209, loss: 1.8209 +2025-05-02 03:49:14,399 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:36:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.8499, loss: 1.8499 +2025-05-02 03:49:58,451 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:35:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8066, loss: 1.8066 +2025-05-02 03:50:42,521 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:34:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7779, loss: 1.7779 +2025-05-02 03:51:26,678 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:34:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7432, loss: 1.7432 +2025-05-02 03:52:10,765 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:33:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7904, loss: 1.7904 +2025-05-02 03:52:54,873 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:32:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7426, loss: 1.7426 +2025-05-02 03:53:39,004 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:31:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7992, loss: 1.7992 +2025-05-02 03:54:23,033 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:31:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7869, loss: 1.7869 +2025-05-02 03:55:07,074 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:30:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7405, loss: 1.7405 +2025-05-02 03:55:31,166 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-02 03:57:01,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 03:57:01,375 - pyskl - INFO - +top1_acc 0.9264 +top5_acc 0.9943 +2025-05-02 03:57:01,379 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9264, top5_acc: 0.9943 +2025-05-02 03:58:06,471 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:29:22, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6881, loss: 1.6881 +2025-05-02 03:58:50,506 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:28:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6724, loss: 1.6724 +2025-05-02 03:59:34,267 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:27:54, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6655, loss: 1.6655 +2025-05-02 04:00:18,257 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:27:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.7181, loss: 1.7181 +2025-05-02 04:01:02,243 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:26:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7475, loss: 1.7475 +2025-05-02 04:01:46,154 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:25:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7279, loss: 1.7279 +2025-05-02 04:02:30,158 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:24:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7271, loss: 1.7271 +2025-05-02 04:03:14,246 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:24:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6607, loss: 1.6607 +2025-05-02 04:03:58,194 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:23:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7605, loss: 1.7605 +2025-05-02 04:04:42,131 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:22:46, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6319, loss: 1.6319 +2025-05-02 04:05:26,046 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:22:02, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7425, loss: 1.7425 +2025-05-02 04:06:09,987 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:21:18, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7388, loss: 1.7388 +2025-05-02 04:06:53,960 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:20:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6929, loss: 1.6929 +2025-05-02 04:07:37,908 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:19:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7259, loss: 1.7259 +2025-05-02 04:08:21,973 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:19:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6931, loss: 1.6931 +2025-05-02 04:09:05,915 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:18:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7243, loss: 1.7243 +2025-05-02 04:09:49,854 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:17:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7650, loss: 1.7650 +2025-05-02 04:10:33,830 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:16:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7076, loss: 1.7076 +2025-05-02 04:11:17,858 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:16:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6889, loss: 1.6889 +2025-05-02 04:12:01,826 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:15:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6802, loss: 1.6802 +2025-05-02 04:12:45,838 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:14:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7317, loss: 1.7317 +2025-05-02 04:13:29,749 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 11:13:58, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7722, loss: 1.7722 +2025-05-02 04:14:13,544 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 11:13:14, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7103, loss: 1.7103 +2025-05-02 04:14:37,509 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-02 04:16:07,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 04:16:07,161 - pyskl - INFO - +top1_acc 0.9259 +top5_acc 0.9939 +2025-05-02 04:16:07,165 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9259, top5_acc: 0.9939 +2025-05-02 04:17:12,392 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 11:12:06, time: 0.652, data_time: 0.212, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6893, loss: 1.6893 +2025-05-02 04:17:56,343 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 11:11:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5910, loss: 1.5910 +2025-05-02 04:18:40,332 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 11:10:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7017, loss: 1.7017 +2025-05-02 04:19:24,406 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 11:09:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7056, loss: 1.7056 +2025-05-02 04:20:08,507 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 11:09:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6414, loss: 1.6414 +2025-05-02 04:20:52,508 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 11:08:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6650, loss: 1.6650 +2025-05-02 04:21:36,451 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 11:07:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7119, loss: 1.7119 +2025-05-02 04:22:20,452 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 11:06:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7160, loss: 1.7160 +2025-05-02 04:23:04,389 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 11:06:14, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5708, loss: 1.5708 +2025-05-02 04:23:48,356 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 11:05:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7112, loss: 1.7112 +2025-05-02 04:24:32,624 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 11:04:46, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6934, loss: 1.6934 +2025-05-02 04:25:16,707 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 11:04:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7136, loss: 1.7136 +2025-05-02 04:26:00,892 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 11:03:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7025, loss: 1.7025 +2025-05-02 04:26:44,970 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 11:02:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6586, loss: 1.6586 +2025-05-02 04:27:29,002 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 11:01:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7297, loss: 1.7297 +2025-05-02 04:28:13,044 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 11:01:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6779, loss: 1.6779 +2025-05-02 04:28:57,066 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 11:00:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.8120, loss: 1.8120 +2025-05-02 04:29:41,091 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:59:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7341, loss: 1.7341 +2025-05-02 04:30:25,087 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:58:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6910, loss: 1.6910 +2025-05-02 04:31:09,110 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:58:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7373, loss: 1.7373 +2025-05-02 04:31:53,078 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:57:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7221, loss: 1.7221 +2025-05-02 04:32:37,002 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:56:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7006, loss: 1.7006 +2025-05-02 04:33:20,979 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:55:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6785, loss: 1.6785 +2025-05-02 04:33:44,969 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-02 04:35:15,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 04:35:15,083 - pyskl - INFO - +top1_acc 0.9354 +top5_acc 0.9931 +2025-05-02 04:35:15,087 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9354, top5_acc: 0.9931 +2025-05-02 04:36:20,241 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:54:50, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6460, loss: 1.6460 +2025-05-02 04:37:04,209 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:54:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6806, loss: 1.6806 +2025-05-02 04:37:48,263 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:53:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6083, loss: 1.6083 +2025-05-02 04:38:32,286 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:52:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2025-05-02 04:39:16,299 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:51:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6366, loss: 1.6366 +2025-05-02 04:40:00,318 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:51:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6422, loss: 1.6422 +2025-05-02 04:40:44,323 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:50:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5897, loss: 1.5897 +2025-05-02 04:41:28,387 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:49:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5984, loss: 1.5984 +2025-05-02 04:42:12,396 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:48:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6657, loss: 1.6657 +2025-05-02 04:42:56,448 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:48:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6989, loss: 1.6989 +2025-05-02 04:43:40,573 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:47:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.7429, loss: 1.7429 +2025-05-02 04:44:24,807 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:46:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6764, loss: 1.6764 +2025-05-02 04:45:08,968 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:46:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6282, loss: 1.6282 +2025-05-02 04:45:53,251 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:45:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.6293, loss: 1.6293 +2025-05-02 04:46:37,431 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:44:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6832, loss: 1.6832 +2025-05-02 04:47:21,534 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:43:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6101, loss: 1.6101 +2025-05-02 04:48:05,664 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:43:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2025-05-02 04:48:49,769 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:42:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6685, loss: 1.6685 +2025-05-02 04:49:33,911 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:41:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6858, loss: 1.6858 +2025-05-02 04:50:18,078 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:40:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6900, loss: 1.6900 +2025-05-02 04:51:02,127 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:40:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6679, loss: 1.6679 +2025-05-02 04:51:46,199 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:39:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6929, loss: 1.6929 +2025-05-02 04:52:30,347 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:38:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6799, loss: 1.6799 +2025-05-02 04:52:54,373 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-02 04:54:24,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 04:54:24,228 - pyskl - INFO - +top1_acc 0.9299 +top5_acc 0.9952 +2025-05-02 04:54:24,231 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9299, top5_acc: 0.9952 +2025-05-02 04:55:29,618 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:37:35, time: 0.654, data_time: 0.210, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5799, loss: 1.5799 +2025-05-02 04:56:13,863 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:36:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5815, loss: 1.5815 +2025-05-02 04:56:57,926 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:36:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5663, loss: 1.5663 +2025-05-02 04:57:42,002 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:35:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5586, loss: 1.5586 +2025-05-02 04:58:26,116 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:34:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5923, loss: 1.5923 +2025-05-02 04:59:10,110 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:33:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5477, loss: 1.5477 +2025-05-02 04:59:54,200 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:33:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6277, loss: 1.6277 +2025-05-02 05:00:38,280 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:32:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6870, loss: 1.6870 +2025-05-02 05:01:22,336 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:31:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6812, loss: 1.6812 +2025-05-02 05:02:06,420 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:31:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5992, loss: 1.5992 +2025-05-02 05:02:50,411 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:30:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.6563, loss: 1.6563 +2025-05-02 05:03:34,447 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:29:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6806, loss: 1.6806 +2025-05-02 05:04:18,491 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:28:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6689, loss: 1.6689 +2025-05-02 05:05:02,551 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:28:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7244, loss: 1.7244 +2025-05-02 05:05:46,627 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:27:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6014, loss: 1.6014 +2025-05-02 05:06:30,897 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:26:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6275, loss: 1.6275 +2025-05-02 05:07:14,926 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:25:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5679, loss: 1.5679 +2025-05-02 05:07:59,016 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:25:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6266, loss: 1.6266 +2025-05-02 05:08:43,079 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:24:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6508, loss: 1.6508 +2025-05-02 05:09:27,163 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:23:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7124, loss: 1.7124 +2025-05-02 05:10:11,340 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:22:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6331, loss: 1.6331 +2025-05-02 05:10:55,540 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:22:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6333, loss: 1.6333 +2025-05-02 05:11:39,680 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:21:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6489, loss: 1.6489 +2025-05-02 05:12:03,764 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-02 05:13:33,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 05:13:33,810 - pyskl - INFO - +top1_acc 0.9391 +top5_acc 0.9938 +2025-05-02 05:13:33,868 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_106.pth was removed +2025-05-02 05:13:35,026 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-05-02 05:13:35,027 - pyskl - INFO - Best top1_acc is 0.9391 at 114 epoch. +2025-05-02 05:13:35,031 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9391, top5_acc: 0.9938 +2025-05-02 05:14:40,318 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:20:20, time: 0.653, data_time: 0.210, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5742, loss: 1.5742 +2025-05-02 05:15:24,513 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:19:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6312, loss: 1.6312 +2025-05-02 05:16:08,638 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:18:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6272, loss: 1.6272 +2025-05-02 05:16:52,731 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:18:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5137, loss: 1.5137 +2025-05-02 05:17:36,834 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:17:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5709, loss: 1.5709 +2025-05-02 05:18:20,983 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:16:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5623, loss: 1.5623 +2025-05-02 05:19:05,178 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:15:57, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.6153, loss: 1.6153 +2025-05-02 05:19:49,277 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:15:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5824, loss: 1.5824 +2025-05-02 05:20:33,451 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:14:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6108, loss: 1.6108 +2025-05-02 05:21:17,577 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:13:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6165, loss: 1.6165 +2025-05-02 05:22:01,668 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:13:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6271, loss: 1.6271 +2025-05-02 05:22:46,039 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 10:12:17, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6730, loss: 1.6730 +2025-05-02 05:23:30,318 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 10:11:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6699, loss: 1.6699 +2025-05-02 05:24:14,568 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 10:10:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5777, loss: 1.5777 +2025-05-02 05:24:58,718 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 10:10:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6089, loss: 1.6089 +2025-05-02 05:25:42,742 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 10:09:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2025-05-02 05:26:26,945 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 10:08:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6870, loss: 1.6870 +2025-05-02 05:27:10,991 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 10:07:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6039, loss: 1.6039 +2025-05-02 05:27:55,158 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 10:07:09, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6002, loss: 1.6002 +2025-05-02 05:28:39,353 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 10:06:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5937, loss: 1.5937 +2025-05-02 05:29:23,512 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 10:05:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5993, loss: 1.5993 +2025-05-02 05:30:07,802 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 10:04:58, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6553, loss: 1.6553 +2025-05-02 05:30:51,957 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 10:04:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.6418, loss: 1.6418 +2025-05-02 05:31:15,995 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-02 05:32:46,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 05:32:46,370 - pyskl - INFO - +top1_acc 0.9405 +top5_acc 0.9946 +2025-05-02 05:32:46,432 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_114.pth was removed +2025-05-02 05:32:47,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-02 05:32:47,599 - pyskl - INFO - Best top1_acc is 0.9405 at 115 epoch. +2025-05-02 05:32:47,602 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9405, top5_acc: 0.9946 +2025-05-02 05:33:52,469 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 10:03:06, time: 0.649, data_time: 0.208, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5606, loss: 1.5606 +2025-05-02 05:34:36,553 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 10:02:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5279, loss: 1.5279 +2025-05-02 05:35:20,542 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 10:01:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5877, loss: 1.5877 +2025-05-02 05:36:04,462 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 10:00:54, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5470, loss: 1.5470 +2025-05-02 05:36:48,362 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 10:00:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5948, loss: 1.5948 +2025-05-02 05:37:32,250 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:59:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6010, loss: 1.6010 +2025-05-02 05:38:16,190 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:58:42, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5650, loss: 1.5650 +2025-05-02 05:39:00,170 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:57:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6558, loss: 1.6558 +2025-05-02 05:39:44,152 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:57:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5213, loss: 1.5213 +2025-05-02 05:40:28,164 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:56:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-05-02 05:41:12,228 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:55:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5521, loss: 1.5521 +2025-05-02 05:41:56,371 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:55:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-05-02 05:42:40,325 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:54:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6550, loss: 1.6550 +2025-05-02 05:43:24,153 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:53:34, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5896, loss: 1.5896 +2025-05-02 05:44:08,215 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:52:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5720, loss: 1.5720 +2025-05-02 05:44:52,177 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:52:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5188, loss: 1.5188 +2025-05-02 05:45:36,141 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:51:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5676, loss: 1.5676 +2025-05-02 05:46:20,159 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:50:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-05-02 05:47:04,124 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:49:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5522, loss: 1.5522 +2025-05-02 05:47:48,126 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:49:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-05-02 05:48:32,321 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:48:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5783, loss: 1.5783 +2025-05-02 05:49:16,397 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:47:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5754, loss: 1.5754 +2025-05-02 05:50:00,501 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:46:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5527, loss: 1.5527 +2025-05-02 05:50:24,568 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-02 05:51:55,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 05:51:55,101 - pyskl - INFO - +top1_acc 0.9352 +top5_acc 0.9942 +2025-05-02 05:51:55,105 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9352, top5_acc: 0.9942 +2025-05-02 05:53:00,227 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:45:50, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5783, loss: 1.5783 +2025-05-02 05:53:44,240 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:45:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4858, loss: 1.4858 +2025-05-02 05:54:28,232 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:44:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4872, loss: 1.4872 +2025-05-02 05:55:12,198 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:43:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4827, loss: 1.4827 +2025-05-02 05:55:56,218 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:42:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5084, loss: 1.5084 +2025-05-02 05:56:40,198 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:42:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5615, loss: 1.5615 +2025-05-02 05:57:24,200 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:41:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5486, loss: 1.5486 +2025-05-02 05:58:08,286 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:40:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5456, loss: 1.5456 +2025-05-02 05:58:52,335 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:39:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6215, loss: 1.6215 +2025-05-02 05:59:36,394 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:39:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5312, loss: 1.5312 +2025-05-02 06:00:20,383 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:38:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5904, loss: 1.5904 +2025-05-02 06:01:04,387 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:37:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6040, loss: 1.6040 +2025-05-02 06:01:48,335 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:37:02, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5898, loss: 1.5898 +2025-05-02 06:02:32,490 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:36:18, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5578, loss: 1.5578 +2025-05-02 06:03:16,410 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:35:34, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5180, loss: 1.5180 +2025-05-02 06:04:00,397 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:34:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4895, loss: 1.4895 +2025-05-02 06:04:44,429 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:34:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5692, loss: 1.5692 +2025-05-02 06:05:28,465 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:33:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5069, loss: 1.5069 +2025-05-02 06:06:12,418 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:32:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5337, loss: 1.5337 +2025-05-02 06:06:56,482 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:31:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5137, loss: 1.5137 +2025-05-02 06:07:40,542 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:31:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-05-02 06:08:24,647 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:30:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6243, loss: 1.6243 +2025-05-02 06:09:08,704 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:29:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5705, loss: 1.5705 +2025-05-02 06:09:32,883 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-02 06:11:02,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 06:11:02,495 - pyskl - INFO - +top1_acc 0.9212 +top5_acc 0.9931 +2025-05-02 06:11:02,499 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9212, top5_acc: 0.9931 +2025-05-02 06:12:07,886 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:28:34, time: 0.654, data_time: 0.214, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5258, loss: 1.5258 +2025-05-02 06:12:51,786 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:27:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5368, loss: 1.5368 +2025-05-02 06:13:35,686 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:27:06, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5357, loss: 1.5357 +2025-05-02 06:14:19,619 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:26:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4755, loss: 1.4755 +2025-05-02 06:15:03,585 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:25:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4616, loss: 1.4616 +2025-05-02 06:15:47,531 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:24:54, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4802, loss: 1.4802 +2025-05-02 06:16:31,454 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:24:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5315, loss: 1.5315 +2025-05-02 06:17:15,455 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:23:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.5115, loss: 1.5115 +2025-05-02 06:17:59,493 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:22:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4481, loss: 1.4481 +2025-05-02 06:18:43,491 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:21:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5152, loss: 1.5152 +2025-05-02 06:19:27,447 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:21:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5157, loss: 1.5157 +2025-05-02 06:20:11,378 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:20:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5331, loss: 1.5331 +2025-05-02 06:20:55,395 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:19:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4919, loss: 1.4919 +2025-05-02 06:21:39,495 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:19:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5375, loss: 1.5375 +2025-05-02 06:22:23,548 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:18:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5380, loss: 1.5380 +2025-05-02 06:23:07,590 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:17:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4662, loss: 1.4662 +2025-05-02 06:23:51,555 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:16:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5842, loss: 1.5842 +2025-05-02 06:24:35,644 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:16:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5788, loss: 1.5788 +2025-05-02 06:25:19,788 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:15:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5969, loss: 1.5969 +2025-05-02 06:26:03,792 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:14:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5284, loss: 1.5284 +2025-05-02 06:26:47,820 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:13:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5809, loss: 1.5809 +2025-05-02 06:27:31,831 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:13:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5586, loss: 1.5586 +2025-05-02 06:28:15,706 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:12:27, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5298, loss: 1.5298 +2025-05-02 06:28:39,680 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-02 06:30:09,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 06:30:09,469 - pyskl - INFO - +top1_acc 0.9377 +top5_acc 0.9937 +2025-05-02 06:30:09,472 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9377, top5_acc: 0.9937 +2025-05-02 06:31:14,691 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 9:11:19, time: 0.652, data_time: 0.213, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5629, loss: 1.5629 +2025-05-02 06:31:58,758 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 9:10:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.4507, loss: 1.4507 +2025-05-02 06:32:42,851 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 9:09:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-05-02 06:33:26,959 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 9:09:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5023, loss: 1.5023 +2025-05-02 06:34:10,979 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 9:08:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4925, loss: 1.4925 +2025-05-02 06:34:55,039 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 9:07:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5547, loss: 1.5547 +2025-05-02 06:35:39,358 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 9:06:55, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4486, loss: 1.4486 +2025-05-02 06:36:23,692 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 9:06:11, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4517, loss: 1.4517 +2025-05-02 06:37:07,891 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 9:05:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4620, loss: 1.4620 +2025-05-02 06:37:51,978 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 9:04:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4547, loss: 1.4547 +2025-05-02 06:38:35,979 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 9:03:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4634, loss: 1.4634 +2025-05-02 06:39:20,075 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 9:03:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.4550, loss: 1.4550 +2025-05-02 06:40:04,170 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 9:02:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4634, loss: 1.4634 +2025-05-02 06:40:48,154 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 9:01:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4730, loss: 1.4730 +2025-05-02 06:41:32,129 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 9:01:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5069, loss: 1.5069 +2025-05-02 06:42:16,119 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 9:00:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4589, loss: 1.4589 +2025-05-02 06:42:59,998 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:59:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5210, loss: 1.5210 +2025-05-02 06:43:44,160 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:58:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4435, loss: 1.4435 +2025-05-02 06:44:28,303 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:58:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.5010, loss: 1.5010 +2025-05-02 06:45:12,451 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:57:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4546, loss: 1.4546 +2025-05-02 06:45:56,459 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:56:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5461, loss: 1.5461 +2025-05-02 06:46:40,476 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:55:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4974, loss: 1.4974 +2025-05-02 06:47:24,521 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:55:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4315, loss: 1.4315 +2025-05-02 06:47:48,668 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-02 06:49:18,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 06:49:18,578 - pyskl - INFO - +top1_acc 0.9508 +top5_acc 0.9954 +2025-05-02 06:49:18,634 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_115.pth was removed +2025-05-02 06:49:19,720 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-05-02 06:49:19,721 - pyskl - INFO - Best top1_acc is 0.9508 at 119 epoch. +2025-05-02 06:49:19,724 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9508, top5_acc: 0.9954 +2025-05-02 06:50:24,573 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:54:03, time: 0.648, data_time: 0.209, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4757, loss: 1.4757 +2025-05-02 06:51:08,573 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:53:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4019, loss: 1.4019 +2025-05-02 06:51:52,625 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:52:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4357, loss: 1.4357 +2025-05-02 06:52:36,746 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:51:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4715, loss: 1.4715 +2025-05-02 06:53:20,851 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:51:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4799, loss: 1.4799 +2025-05-02 06:54:05,021 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:50:24, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4699, loss: 1.4699 +2025-05-02 06:54:49,110 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:49:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4753, loss: 1.4753 +2025-05-02 06:55:33,355 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:48:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4340, loss: 1.4340 +2025-05-02 06:56:17,466 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:48:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4705, loss: 1.4705 +2025-05-02 06:57:01,447 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:47:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4966, loss: 1.4966 +2025-05-02 06:57:45,593 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:46:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5234, loss: 1.5234 +2025-05-02 06:58:29,770 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:46:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5274, loss: 1.5274 +2025-05-02 06:59:13,832 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:45:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5067, loss: 1.5067 +2025-05-02 06:59:57,899 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:44:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4851, loss: 1.4851 +2025-05-02 07:00:41,834 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:43:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-05-02 07:01:25,851 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:43:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4498, loss: 1.4498 +2025-05-02 07:02:10,094 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:42:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5030, loss: 1.5030 +2025-05-02 07:02:54,299 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:41:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5130, loss: 1.5130 +2025-05-02 07:03:38,615 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:40:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4572, loss: 1.4572 +2025-05-02 07:04:22,710 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:40:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5190, loss: 1.5190 +2025-05-02 07:05:06,672 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:39:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5042, loss: 1.5042 +2025-05-02 07:05:50,752 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:38:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4703, loss: 1.4703 +2025-05-02 07:06:34,801 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:37:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5222, loss: 1.5222 +2025-05-02 07:06:58,753 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-02 07:08:28,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 07:08:28,746 - pyskl - INFO - +top1_acc 0.9423 +top5_acc 0.9957 +2025-05-02 07:08:28,750 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9423, top5_acc: 0.9957 +2025-05-02 07:09:34,139 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:36:48, time: 0.654, data_time: 0.211, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.4423, loss: 1.4423 +2025-05-02 07:10:18,182 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:36:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4589, loss: 1.4589 +2025-05-02 07:11:02,256 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:35:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3678, loss: 1.3678 +2025-05-02 07:11:46,309 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:34:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3962, loss: 1.3962 +2025-05-02 07:12:30,496 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:33:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3840, loss: 1.3840 +2025-05-02 07:13:14,882 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:33:09, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-05-02 07:13:59,126 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:32:25, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4394, loss: 1.4394 +2025-05-02 07:14:43,226 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:31:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4151, loss: 1.4151 +2025-05-02 07:15:27,327 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:30:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4350, loss: 1.4350 +2025-05-02 07:16:11,405 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:30:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4314, loss: 1.4314 +2025-05-02 07:16:55,575 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:29:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4621, loss: 1.4621 +2025-05-02 07:17:39,663 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:28:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4540, loss: 1.4540 +2025-05-02 07:18:23,764 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:28:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4329, loss: 1.4329 +2025-05-02 07:19:07,847 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:27:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4531, loss: 1.4531 +2025-05-02 07:19:51,836 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:26:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4499, loss: 1.4499 +2025-05-02 07:20:36,215 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:25:49, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4406, loss: 1.4406 +2025-05-02 07:21:20,353 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:25:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5026, loss: 1.5026 +2025-05-02 07:22:04,539 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:24:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3883, loss: 1.3883 +2025-05-02 07:22:48,722 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:23:37, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4637, loss: 1.4637 +2025-05-02 07:23:32,759 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:22:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-02 07:24:16,827 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:22:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4520, loss: 1.4520 +2025-05-02 07:25:01,100 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:21:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4705, loss: 1.4705 +2025-05-02 07:25:45,187 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:20:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5046, loss: 1.5046 +2025-05-02 07:26:09,314 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-02 07:27:38,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 07:27:39,058 - pyskl - INFO - +top1_acc 0.9432 +top5_acc 0.9937 +2025-05-02 07:27:39,061 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9432, top5_acc: 0.9937 +2025-05-02 07:28:44,027 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:19:34, time: 0.650, data_time: 0.210, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4017, loss: 1.4017 +2025-05-02 07:29:27,982 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:18:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4499, loss: 1.4499 +2025-05-02 07:30:11,998 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:18:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3841, loss: 1.3841 +2025-05-02 07:30:56,095 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:17:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-05-02 07:31:40,340 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:16:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4080, loss: 1.4080 +2025-05-02 07:32:24,692 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:15:54, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-05-02 07:33:08,947 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:15:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4405, loss: 1.4405 +2025-05-02 07:33:53,083 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:14:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4844, loss: 1.4844 +2025-05-02 07:34:37,119 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:13:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3936, loss: 1.3936 +2025-05-02 07:35:21,145 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:12:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-05-02 07:36:05,202 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:12:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3797, loss: 1.3797 +2025-05-02 07:36:49,282 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:11:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3785, loss: 1.3785 +2025-05-02 07:37:33,396 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:10:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4193, loss: 1.4193 +2025-05-02 07:38:17,319 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 8:10:02, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4984, loss: 1.4984 +2025-05-02 07:39:01,683 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 8:09:18, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-05-02 07:39:46,299 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 8:08:34, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4537, loss: 1.4537 +2025-05-02 07:40:30,510 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 8:07:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4238, loss: 1.4238 +2025-05-02 07:41:14,572 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 8:07:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3950, loss: 1.3950 +2025-05-02 07:41:58,259 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 8:06:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4209, loss: 1.4209 +2025-05-02 07:42:42,429 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 8:05:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4457, loss: 1.4457 +2025-05-02 07:43:26,519 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 8:04:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4181, loss: 1.4181 +2025-05-02 07:44:10,571 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 8:04:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4184, loss: 1.4184 +2025-05-02 07:44:54,655 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 8:03:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4390, loss: 1.4390 +2025-05-02 07:45:18,716 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-02 07:46:48,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 07:46:48,663 - pyskl - INFO - +top1_acc 0.9422 +top5_acc 0.9930 +2025-05-02 07:46:48,667 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9422, top5_acc: 0.9930 +2025-05-02 07:47:54,356 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 8:02:19, time: 0.657, data_time: 0.214, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3662, loss: 1.3662 +2025-05-02 07:48:38,583 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 8:01:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3973, loss: 1.3973 +2025-05-02 07:49:22,822 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 8:00:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4025, loss: 1.4025 +2025-05-02 07:50:07,091 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 8:00:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3828, loss: 1.3828 +2025-05-02 07:50:51,265 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:59:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3655, loss: 1.3655 +2025-05-02 07:51:35,363 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:58:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4069, loss: 1.4069 +2025-05-02 07:52:19,442 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:57:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-05-02 07:53:03,474 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:57:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3869, loss: 1.3869 +2025-05-02 07:53:47,506 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:56:27, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-05-02 07:54:31,511 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:55:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3481, loss: 1.3481 +2025-05-02 07:55:15,501 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:54:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-05-02 07:55:59,709 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:54:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-05-02 07:56:43,770 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:53:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4419, loss: 1.4419 +2025-05-02 07:57:27,951 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:52:47, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-05-02 07:58:12,092 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:52:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4308, loss: 1.4308 +2025-05-02 07:58:56,327 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:51:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3592, loss: 1.3592 +2025-05-02 07:59:40,380 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:50:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3546, loss: 1.3546 +2025-05-02 08:00:24,501 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:49:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-05-02 08:01:08,629 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:49:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3757, loss: 1.3757 +2025-05-02 08:01:52,774 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:48:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4026, loss: 1.4026 +2025-05-02 08:02:36,898 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:47:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3824, loss: 1.3824 +2025-05-02 08:03:21,058 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:46:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3830, loss: 1.3830 +2025-05-02 08:04:05,182 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:46:12, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4250, loss: 1.4250 +2025-05-02 08:04:29,386 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-02 08:05:59,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 08:05:59,296 - pyskl - INFO - +top1_acc 0.9474 +top5_acc 0.9952 +2025-05-02 08:05:59,300 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9474, top5_acc: 0.9952 +2025-05-02 08:07:04,689 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:45:04, time: 0.654, data_time: 0.210, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-05-02 08:07:48,790 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:44:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3839, loss: 1.3839 +2025-05-02 08:08:33,091 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:43:36, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3141, loss: 1.3141 +2025-05-02 08:09:17,351 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:42:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-05-02 08:10:01,557 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:42:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3169, loss: 1.3169 +2025-05-02 08:10:45,694 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:41:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3580, loss: 1.3580 +2025-05-02 08:11:29,813 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:40:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3868, loss: 1.3868 +2025-05-02 08:12:13,894 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:39:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3844, loss: 1.3844 +2025-05-02 08:12:58,066 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:39:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4268, loss: 1.4268 +2025-05-02 08:13:42,245 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:38:28, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3392, loss: 1.3392 +2025-05-02 08:14:26,352 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:37:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3517, loss: 1.3517 +2025-05-02 08:15:10,584 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:37:00, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-05-02 08:15:54,721 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:36:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3494, loss: 1.3494 +2025-05-02 08:16:38,735 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:35:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-05-02 08:17:22,868 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:34:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4139, loss: 1.4139 +2025-05-02 08:18:06,631 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:34:04, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3689, loss: 1.3689 +2025-05-02 08:18:50,699 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:33:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-05-02 08:19:34,730 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:32:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3654, loss: 1.3654 +2025-05-02 08:20:18,705 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:31:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-02 08:21:02,686 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:31:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3984, loss: 1.3984 +2025-05-02 08:21:46,686 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:30:25, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3771, loss: 1.3771 +2025-05-02 08:22:30,731 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:29:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3778, loss: 1.3778 +2025-05-02 08:23:14,694 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:28:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3802, loss: 1.3802 +2025-05-02 08:23:38,713 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-02 08:25:08,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 08:25:08,953 - pyskl - INFO - +top1_acc 0.9496 +top5_acc 0.9951 +2025-05-02 08:25:08,956 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9496, top5_acc: 0.9951 +2025-05-02 08:26:13,991 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:27:49, time: 0.650, data_time: 0.211, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3766, loss: 1.3766 +2025-05-02 08:26:57,811 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:27:05, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3482, loss: 1.3482 +2025-05-02 08:27:41,745 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:26:21, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3472, loss: 1.3472 +2025-05-02 08:28:25,802 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:25:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3743, loss: 1.3743 +2025-05-02 08:29:09,945 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:24:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3907, loss: 1.3907 +2025-05-02 08:29:54,089 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:24:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-05-02 08:30:38,147 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:23:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-05-02 08:31:22,291 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:22:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3180, loss: 1.3180 +2025-05-02 08:32:06,363 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:21:57, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3050, loss: 1.3050 +2025-05-02 08:32:50,614 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:21:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3532, loss: 1.3532 +2025-05-02 08:33:34,766 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:20:29, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3111, loss: 1.3111 +2025-05-02 08:34:18,917 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:19:45, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3530, loss: 1.3530 +2025-05-02 08:35:03,065 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:19:01, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3019, loss: 1.3019 +2025-05-02 08:35:47,255 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:18:17, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3770, loss: 1.3770 +2025-05-02 08:36:31,339 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:17:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3657, loss: 1.3657 +2025-05-02 08:37:15,409 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:16:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3714, loss: 1.3714 +2025-05-02 08:37:59,541 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:16:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-05-02 08:38:43,707 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:15:21, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3130, loss: 1.3130 +2025-05-02 08:39:27,743 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:14:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3340, loss: 1.3340 +2025-05-02 08:40:11,676 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:13:53, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3958, loss: 1.3958 +2025-05-02 08:40:55,794 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:13:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3630, loss: 1.3630 +2025-05-02 08:41:39,916 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:12:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3906, loss: 1.3906 +2025-05-02 08:42:24,015 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:11:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-05-02 08:42:48,100 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-02 08:44:19,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 08:44:19,388 - pyskl - INFO - +top1_acc 0.9500 +top5_acc 0.9946 +2025-05-02 08:44:19,392 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9500, top5_acc: 0.9946 +2025-05-02 08:45:24,778 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:10:34, time: 0.654, data_time: 0.213, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3011, loss: 1.3011 +2025-05-02 08:46:08,783 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:09:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3397, loss: 1.3397 +2025-05-02 08:46:52,768 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:09:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3584, loss: 1.3584 +2025-05-02 08:47:37,002 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 7:08:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2987, loss: 1.2987 +2025-05-02 08:48:21,044 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 7:07:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3646, loss: 1.3646 +2025-05-02 08:49:05,162 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 7:06:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2722, loss: 1.2722 +2025-05-02 08:49:49,056 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 7:06:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-05-02 08:50:33,281 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 7:05:26, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-05-02 08:51:17,418 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 7:04:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3302, loss: 1.3302 +2025-05-02 08:52:01,501 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 7:03:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3691, loss: 1.3691 +2025-05-02 08:52:45,632 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 7:03:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3121, loss: 1.3121 +2025-05-02 08:53:29,621 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 7:02:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3313, loss: 1.3313 +2025-05-02 08:54:13,616 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 7:01:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3111, loss: 1.3111 +2025-05-02 08:54:57,626 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 7:01:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3072, loss: 1.3072 +2025-05-02 08:55:41,695 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 7:00:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3810, loss: 1.3810 +2025-05-02 08:56:25,691 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:59:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-05-02 08:57:09,580 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:58:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3350, loss: 1.3350 +2025-05-02 08:57:53,217 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:58:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2838, loss: 1.2838 +2025-05-02 08:58:37,146 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:57:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3549, loss: 1.3549 +2025-05-02 08:59:21,142 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:56:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2927, loss: 1.2927 +2025-05-02 09:00:05,223 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:55:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3196, loss: 1.3196 +2025-05-02 09:00:49,359 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:55:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3498, loss: 1.3498 +2025-05-02 09:01:33,239 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:54:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3515, loss: 1.3515 +2025-05-02 09:01:57,272 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-02 09:03:27,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 09:03:27,329 - pyskl - INFO - +top1_acc 0.9488 +top5_acc 0.9947 +2025-05-02 09:03:27,333 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9488, top5_acc: 0.9947 +2025-05-02 09:04:32,226 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:53:18, time: 0.649, data_time: 0.208, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-05-02 09:05:16,350 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:52:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3377, loss: 1.3377 +2025-05-02 09:06:00,802 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:51:50, time: 0.445, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-05-02 09:06:44,951 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:51:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3350, loss: 1.3350 +2025-05-02 09:07:29,090 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:50:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2602, loss: 1.2602 +2025-05-02 09:08:13,227 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:49:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3487, loss: 1.3487 +2025-05-02 09:08:57,271 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:48:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2424, loss: 1.2424 +2025-05-02 09:09:41,351 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:48:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2810, loss: 1.2810 +2025-05-02 09:10:25,494 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:47:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-02 09:11:09,598 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:46:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3061, loss: 1.3061 +2025-05-02 09:11:53,692 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:45:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3251, loss: 1.3251 +2025-05-02 09:12:37,749 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:45:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3118, loss: 1.3118 +2025-05-02 09:13:21,816 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:44:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-05-02 09:14:05,886 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:43:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-05-02 09:14:50,010 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:43:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2900, loss: 1.2900 +2025-05-02 09:15:34,110 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:42:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2894, loss: 1.2894 +2025-05-02 09:16:18,193 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:41:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2748, loss: 1.2748 +2025-05-02 09:17:02,238 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:40:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2991, loss: 1.2991 +2025-05-02 09:17:46,246 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:40:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2824, loss: 1.2824 +2025-05-02 09:18:30,297 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:39:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2922, loss: 1.2922 +2025-05-02 09:19:14,385 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:38:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2716, loss: 1.2716 +2025-05-02 09:19:58,510 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:37:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3226, loss: 1.3226 +2025-05-02 09:20:42,650 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:37:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-05-02 09:21:06,809 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-02 09:22:36,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 09:22:36,948 - pyskl - INFO - +top1_acc 0.9509 +top5_acc 0.9948 +2025-05-02 09:22:37,003 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_119.pth was removed +2025-05-02 09:22:38,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-02 09:22:38,105 - pyskl - INFO - Best top1_acc is 0.9509 at 127 epoch. +2025-05-02 09:22:38,107 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9509, top5_acc: 0.9948 +2025-05-02 09:23:43,387 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:36:03, time: 0.653, data_time: 0.210, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-05-02 09:24:27,451 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:35:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2849, loss: 1.2849 +2025-05-02 09:25:11,372 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:34:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-05-02 09:25:55,285 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:33:51, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2848, loss: 1.2848 +2025-05-02 09:26:39,227 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:33:07, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-05-02 09:27:23,213 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:32:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2570, loss: 1.2570 +2025-05-02 09:28:07,165 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:31:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2722, loss: 1.2722 +2025-05-02 09:28:51,251 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:30:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2582, loss: 1.2582 +2025-05-02 09:29:35,469 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:30:11, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2867, loss: 1.2867 +2025-05-02 09:30:19,630 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:29:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-05-02 09:31:03,766 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:28:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2845, loss: 1.2845 +2025-05-02 09:31:47,855 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:27:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3066, loss: 1.3066 +2025-05-02 09:32:31,842 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:27:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 +2025-05-02 09:33:15,791 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:26:31, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-05-02 09:33:59,787 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:25:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2783, loss: 1.2783 +2025-05-02 09:34:43,791 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:25:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-05-02 09:35:27,766 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:24:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-05-02 09:36:11,711 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:23:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2085, loss: 1.2085 +2025-05-02 09:36:55,718 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:22:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-05-02 09:37:39,706 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:22:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-05-02 09:38:23,670 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:21:23, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2490, loss: 1.2490 +2025-05-02 09:39:07,611 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:20:39, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3004, loss: 1.3004 +2025-05-02 09:39:51,606 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:19:55, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2518, loss: 1.2518 +2025-05-02 09:40:15,586 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-02 09:41:45,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 09:41:45,505 - pyskl - INFO - +top1_acc 0.9526 +top5_acc 0.9950 +2025-05-02 09:41:45,564 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_127.pth was removed +2025-05-02 09:41:46,682 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-05-02 09:41:46,683 - pyskl - INFO - Best top1_acc is 0.9526 at 128 epoch. +2025-05-02 09:41:46,687 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9526, top5_acc: 0.9950 +2025-05-02 09:42:52,014 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:18:48, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2767, loss: 1.2767 +2025-05-02 09:43:35,987 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:18:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2615, loss: 1.2615 +2025-05-02 09:44:20,046 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:17:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2604, loss: 1.2604 +2025-05-02 09:45:04,039 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:16:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-05-02 09:45:48,054 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:15:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2676, loss: 1.2676 +2025-05-02 09:46:32,097 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:15:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2451, loss: 1.2451 +2025-05-02 09:47:16,127 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:14:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2266, loss: 1.2266 +2025-05-02 09:48:00,207 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:13:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-05-02 09:48:44,369 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:12:56, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-05-02 09:49:28,532 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:12:12, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2568, loss: 1.2568 +2025-05-02 09:50:12,606 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:11:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2428, loss: 1.2428 +2025-05-02 09:50:56,571 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:10:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2321, loss: 1.2321 +2025-05-02 09:51:40,570 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:10:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2541, loss: 1.2541 +2025-05-02 09:52:24,580 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:09:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2504, loss: 1.2504 +2025-05-02 09:53:08,586 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:08:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2423, loss: 1.2423 +2025-05-02 09:53:52,674 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:07:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2333, loss: 1.2333 +2025-05-02 09:54:36,758 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 6:07:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3016, loss: 1.3016 +2025-05-02 09:55:20,762 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 6:06:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2683, loss: 1.2683 +2025-05-02 09:56:04,722 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 6:05:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2470, loss: 1.2470 +2025-05-02 09:56:48,750 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 6:04:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2619, loss: 1.2619 +2025-05-02 09:57:32,771 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 6:04:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2762, loss: 1.2762 +2025-05-02 09:58:16,826 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 6:03:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2666, loss: 1.2666 +2025-05-02 09:59:00,855 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 6:02:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2365, loss: 1.2365 +2025-05-02 09:59:24,887 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-02 10:00:54,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:00:54,707 - pyskl - INFO - +top1_acc 0.9545 +top5_acc 0.9950 +2025-05-02 10:00:54,769 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_128.pth was removed +2025-05-02 10:00:55,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-02 10:00:55,882 - pyskl - INFO - Best top1_acc is 0.9545 at 129 epoch. +2025-05-02 10:00:55,885 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9545, top5_acc: 0.9950 +2025-05-02 10:02:00,604 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 6:01:32, time: 0.647, data_time: 0.210, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2524, loss: 1.2524 +2025-05-02 10:02:44,411 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 6:00:48, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1867, loss: 1.1867 +2025-05-02 10:03:28,415 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 6:00:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 +2025-05-02 10:04:12,459 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:59:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3090, loss: 1.3090 +2025-05-02 10:04:56,228 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:58:36, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2344, loss: 1.2344 +2025-05-02 10:05:40,149 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:57:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2152, loss: 1.2152 +2025-05-02 10:06:24,264 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:57:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2094, loss: 1.2094 +2025-05-02 10:07:08,331 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:56:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2160, loss: 1.2160 +2025-05-02 10:07:52,488 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:55:41, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2340, loss: 1.2340 +2025-05-02 10:08:36,895 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:54:57, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 +2025-05-02 10:09:21,150 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:54:13, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2777, loss: 1.2777 +2025-05-02 10:10:05,287 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:53:29, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2302, loss: 1.2302 +2025-05-02 10:10:49,435 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:52:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1755, loss: 1.1755 +2025-05-02 10:11:33,647 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:52:01, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-05-02 10:12:17,790 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:51:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2352, loss: 1.2352 +2025-05-02 10:13:01,838 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:50:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2509, loss: 1.2509 +2025-05-02 10:13:45,944 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:49:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2301, loss: 1.2301 +2025-05-02 10:14:30,045 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:49:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2158, loss: 1.2158 +2025-05-02 10:15:14,176 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:48:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1890, loss: 1.1890 +2025-05-02 10:15:58,268 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:47:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2621, loss: 1.2621 +2025-05-02 10:16:42,315 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:46:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2378, loss: 1.2378 +2025-05-02 10:17:26,420 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:46:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2198, loss: 1.2198 +2025-05-02 10:18:10,506 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:45:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1916, loss: 1.1916 +2025-05-02 10:18:34,609 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-02 10:20:04,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:20:04,637 - pyskl - INFO - +top1_acc 0.9543 +top5_acc 0.9939 +2025-05-02 10:20:04,641 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9543, top5_acc: 0.9939 +2025-05-02 10:21:09,587 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:44:17, time: 0.649, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2288, loss: 1.2288 +2025-05-02 10:21:53,612 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:43:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2665, loss: 1.2665 +2025-05-02 10:22:37,722 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:42:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2288, loss: 1.2288 +2025-05-02 10:23:21,839 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:42:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2574, loss: 1.2574 +2025-05-02 10:24:05,933 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:41:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2924, loss: 1.2924 +2025-05-02 10:24:50,072 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:40:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1902, loss: 1.1902 +2025-05-02 10:25:34,239 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:39:53, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2021, loss: 1.2021 +2025-05-02 10:26:18,406 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:39:10, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1870, loss: 1.1870 +2025-05-02 10:27:02,670 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:38:26, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2295, loss: 1.2295 +2025-05-02 10:27:46,800 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:37:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2316, loss: 1.2316 +2025-05-02 10:28:30,977 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:36:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-05-02 10:29:15,144 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:36:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2035, loss: 1.2035 +2025-05-02 10:29:59,370 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:35:30, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2313, loss: 1.2313 +2025-05-02 10:30:43,515 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:34:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2832, loss: 1.2832 +2025-05-02 10:31:27,651 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:34:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2588, loss: 1.2588 +2025-05-02 10:32:11,792 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:33:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2610, loss: 1.2610 +2025-05-02 10:32:55,956 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:32:34, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-05-02 10:33:40,084 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:31:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2162, loss: 1.2162 +2025-05-02 10:34:24,257 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:31:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2165, loss: 1.2165 +2025-05-02 10:35:08,407 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:30:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2430, loss: 1.2430 +2025-05-02 10:35:52,559 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:29:38, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2131, loss: 1.2131 +2025-05-02 10:36:36,731 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:28:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2171, loss: 1.2171 +2025-05-02 10:37:21,031 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:28:10, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2028, loss: 1.2028 +2025-05-02 10:37:45,149 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-02 10:39:15,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:39:15,331 - pyskl - INFO - +top1_acc 0.9393 +top5_acc 0.9847 +2025-05-02 10:39:15,335 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9393, top5_acc: 0.9847 +2025-05-02 10:40:20,760 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:27:02, time: 0.654, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 +2025-05-02 10:41:05,181 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:26:19, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2219, loss: 1.2219 +2025-05-02 10:41:49,514 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:25:35, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2100, loss: 1.2100 +2025-05-02 10:42:33,578 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:24:51, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1587, loss: 1.1587 +2025-05-02 10:43:17,707 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:24:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-05-02 10:44:01,889 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:23:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2149, loss: 1.2149 +2025-05-02 10:44:45,925 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:22:39, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2209, loss: 1.2209 +2025-05-02 10:45:30,046 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:21:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2067, loss: 1.2067 +2025-05-02 10:46:14,135 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:21:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2279, loss: 1.2279 +2025-05-02 10:46:58,284 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:20:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1805, loss: 1.1805 +2025-05-02 10:47:42,395 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:19:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-05-02 10:48:26,490 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:18:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1772, loss: 1.1772 +2025-05-02 10:49:10,561 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:18:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2516, loss: 1.2516 +2025-05-02 10:49:54,596 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:17:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 +2025-05-02 10:50:38,677 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:16:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 +2025-05-02 10:51:22,830 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:16:03, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2319, loss: 1.2319 +2025-05-02 10:52:06,915 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:15:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1760, loss: 1.1760 +2025-05-02 10:52:51,018 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:14:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2015, loss: 1.2015 +2025-05-02 10:53:35,402 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:13:51, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2044, loss: 1.2044 +2025-05-02 10:54:19,747 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:13:07, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1870, loss: 1.1870 +2025-05-02 10:55:03,870 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:12:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 +2025-05-02 10:55:47,987 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:11:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2077, loss: 1.2077 +2025-05-02 10:56:32,042 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:10:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2232, loss: 1.2232 +2025-05-02 10:56:56,177 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-02 10:58:25,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 10:58:25,934 - pyskl - INFO - +top1_acc 0.9553 +top5_acc 0.9944 +2025-05-02 10:58:25,994 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_129.pth was removed +2025-05-02 10:58:27,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-05-02 10:58:27,098 - pyskl - INFO - Best top1_acc is 0.9553 at 132 epoch. +2025-05-02 10:58:27,101 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9553, top5_acc: 0.9944 +2025-05-02 10:59:32,424 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:09:48, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1550, loss: 1.1550 +2025-05-02 11:00:16,410 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:09:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1629, loss: 1.1629 +2025-05-02 11:01:00,397 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:08:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2345, loss: 1.2345 +2025-05-02 11:01:44,476 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:07:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1650, loss: 1.1650 +2025-05-02 11:02:28,572 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:06:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1755, loss: 1.1755 +2025-05-02 11:03:12,527 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 5:06:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2148, loss: 1.2148 +2025-05-02 11:03:56,495 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 5:05:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1797, loss: 1.1797 +2025-05-02 11:04:40,336 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 5:04:40, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1845, loss: 1.1845 +2025-05-02 11:05:24,436 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 5:03:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2185, loss: 1.2185 +2025-05-02 11:06:08,401 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 5:03:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1785, loss: 1.1785 +2025-05-02 11:06:52,334 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 5:02:28, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1481, loss: 1.1481 +2025-05-02 11:07:36,284 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 5:01:44, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1797, loss: 1.1797 +2025-05-02 11:08:20,134 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 5:01:00, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1715, loss: 1.1715 +2025-05-02 11:09:04,001 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 5:00:16, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1829, loss: 1.1829 +2025-05-02 11:09:47,831 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:59:32, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1567, loss: 1.1567 +2025-05-02 11:10:31,807 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:58:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-05-02 11:11:15,720 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:58:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1778, loss: 1.1778 +2025-05-02 11:11:59,731 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:57:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1879, loss: 1.1879 +2025-05-02 11:12:43,663 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:56:36, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1719, loss: 1.1719 +2025-05-02 11:13:27,552 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:55:52, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1588, loss: 1.1588 +2025-05-02 11:14:11,542 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:55:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1728, loss: 1.1728 +2025-05-02 11:14:55,514 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:54:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-05-02 11:15:39,546 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:53:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1859, loss: 1.1859 +2025-05-02 11:16:03,525 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-02 11:17:33,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 11:17:33,455 - pyskl - INFO - +top1_acc 0.9573 +top5_acc 0.9948 +2025-05-02 11:17:33,513 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_132.pth was removed +2025-05-02 11:17:34,643 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-02 11:17:34,644 - pyskl - INFO - Best top1_acc is 0.9573 at 133 epoch. +2025-05-02 11:17:34,647 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9573, top5_acc: 0.9948 +2025-05-02 11:18:39,590 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:52:32, time: 0.649, data_time: 0.211, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1687, loss: 1.1687 +2025-05-02 11:19:23,595 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:51:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1534, loss: 1.1534 +2025-05-02 11:20:07,639 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:51:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1339, loss: 1.1339 +2025-05-02 11:20:51,790 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:50:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1683, loss: 1.1683 +2025-05-02 11:21:35,947 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:49:36, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2020, loss: 1.2020 +2025-05-02 11:22:20,075 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:48:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1591, loss: 1.1591 +2025-05-02 11:23:04,115 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:48:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1418, loss: 1.1418 +2025-05-02 11:23:48,110 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:47:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1557, loss: 1.1557 +2025-05-02 11:24:32,119 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:46:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-05-02 11:25:16,203 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:45:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2119, loss: 1.2119 +2025-05-02 11:26:00,231 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:45:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1508, loss: 1.1508 +2025-05-02 11:26:44,329 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:44:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1378, loss: 1.1378 +2025-05-02 11:27:28,490 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:43:44, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1268, loss: 1.1268 +2025-05-02 11:28:12,584 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:43:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1858, loss: 1.1858 +2025-05-02 11:28:56,644 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:42:16, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1806, loss: 1.1806 +2025-05-02 11:29:40,647 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:41:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2076, loss: 1.2076 +2025-05-02 11:30:24,712 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:40:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1930, loss: 1.1930 +2025-05-02 11:31:08,845 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:40:04, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1814, loss: 1.1814 +2025-05-02 11:31:53,043 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:39:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1662, loss: 1.1662 +2025-05-02 11:32:37,435 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:38:37, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1342, loss: 1.1342 +2025-05-02 11:33:21,783 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:37:53, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1694, loss: 1.1694 +2025-05-02 11:34:06,198 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:37:09, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1748, loss: 1.1748 +2025-05-02 11:34:50,527 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:36:25, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2105, loss: 1.2105 +2025-05-02 11:35:14,604 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-02 11:36:44,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 11:36:44,363 - pyskl - INFO - +top1_acc 0.9564 +top5_acc 0.9952 +2025-05-02 11:36:44,367 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9564, top5_acc: 0.9952 +2025-05-02 11:37:50,042 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:35:17, time: 0.657, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1972, loss: 1.1972 +2025-05-02 11:38:34,278 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:34:33, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-05-02 11:39:18,452 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:33:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1722, loss: 1.1722 +2025-05-02 11:40:02,636 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:33:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1215, loss: 1.1215 +2025-05-02 11:40:46,755 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:32:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1938, loss: 1.1938 +2025-05-02 11:41:30,787 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:31:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1458, loss: 1.1458 +2025-05-02 11:42:14,861 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:30:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1830, loss: 1.1830 +2025-05-02 11:42:58,930 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:30:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1997, loss: 1.1997 +2025-05-02 11:43:43,043 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:29:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-05-02 11:44:26,995 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:28:41, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1334, loss: 1.1334 +2025-05-02 11:45:10,959 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:27:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1620, loss: 1.1620 +2025-05-02 11:45:54,956 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:27:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1950, loss: 1.1950 +2025-05-02 11:46:39,002 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:26:29, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1608, loss: 1.1608 +2025-05-02 11:47:23,123 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:25:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1358, loss: 1.1358 +2025-05-02 11:48:07,167 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:25:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1750, loss: 1.1750 +2025-05-02 11:48:51,202 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:24:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1807, loss: 1.1807 +2025-05-02 11:49:35,256 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:23:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1737, loss: 1.1737 +2025-05-02 11:50:19,349 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:22:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1424, loss: 1.1424 +2025-05-02 11:51:03,539 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:22:06, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1532, loss: 1.1532 +2025-05-02 11:51:47,676 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:21:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1718, loss: 1.1718 +2025-05-02 11:52:31,805 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:20:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1788, loss: 1.1788 +2025-05-02 11:53:15,898 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:19:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1351, loss: 1.1351 +2025-05-02 11:53:59,940 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:19:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1902, loss: 1.1902 +2025-05-02 11:54:23,977 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-02 11:55:53,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 11:55:54,030 - pyskl - INFO - +top1_acc 0.9564 +top5_acc 0.9954 +2025-05-02 11:55:54,034 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9564, top5_acc: 0.9954 +2025-05-02 11:56:59,583 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:18:02, time: 0.655, data_time: 0.213, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1725, loss: 1.1725 +2025-05-02 11:57:43,606 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:17:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-05-02 11:58:27,655 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:16:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1398, loss: 1.1398 +2025-05-02 11:59:11,690 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:15:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1593, loss: 1.1593 +2025-05-02 11:59:55,587 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:15:06, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2042, loss: 1.2042 +2025-05-02 12:00:39,515 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:14:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-05-02 12:01:23,456 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:13:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1510, loss: 1.1510 +2025-05-02 12:02:07,408 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:12:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1510, loss: 1.1510 +2025-05-02 12:02:51,339 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:12:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1882, loss: 1.1882 +2025-05-02 12:03:35,455 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:11:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1478, loss: 1.1478 +2025-05-02 12:04:19,415 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:10:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-05-02 12:05:03,420 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:09:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1790, loss: 1.1790 +2025-05-02 12:05:47,484 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:09:14, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1572, loss: 1.1572 +2025-05-02 12:06:31,014 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:08:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1737, loss: 1.1737 +2025-05-02 12:07:14,647 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:07:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1718, loss: 1.1718 +2025-05-02 12:07:58,582 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:07:02, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1802, loss: 1.1802 +2025-05-02 12:08:42,616 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:06:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1629, loss: 1.1629 +2025-05-02 12:09:26,640 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:05:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1472, loss: 1.1472 +2025-05-02 12:10:10,796 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 4:04:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1336, loss: 1.1336 +2025-05-02 12:10:54,879 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 4:04:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1223, loss: 1.1223 +2025-05-02 12:11:38,958 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 4:03:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1123, loss: 1.1123 +2025-05-02 12:12:22,959 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 4:02:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1539, loss: 1.1539 +2025-05-02 12:13:06,948 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 4:01:54, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1547, loss: 1.1547 +2025-05-02 12:13:30,920 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-02 12:15:01,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 12:15:01,079 - pyskl - INFO - +top1_acc 0.9570 +top5_acc 0.9946 +2025-05-02 12:15:01,082 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9570, top5_acc: 0.9946 +2025-05-02 12:16:06,459 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 4:00:47, time: 0.654, data_time: 0.213, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1170, loss: 1.1170 +2025-05-02 12:16:50,519 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 4:00:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-02 12:17:34,572 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:59:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1405, loss: 1.1405 +2025-05-02 12:18:18,524 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:58:35, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1655, loss: 1.1655 +2025-05-02 12:19:02,523 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:57:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1277, loss: 1.1277 +2025-05-02 12:19:46,557 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:57:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-02 12:20:30,614 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:56:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1405, loss: 1.1405 +2025-05-02 12:21:14,678 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:55:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1783, loss: 1.1783 +2025-05-02 12:21:58,822 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:54:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 +2025-05-02 12:22:42,907 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:54:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1542, loss: 1.1542 +2025-05-02 12:23:27,126 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:53:27, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1410, loss: 1.1410 +2025-05-02 12:24:11,116 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:52:43, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1607, loss: 1.1607 +2025-05-02 12:24:55,051 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:51:59, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1332, loss: 1.1332 +2025-05-02 12:25:39,218 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:51:15, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-05-02 12:26:23,231 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:50:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-05-02 12:27:07,274 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:49:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1370, loss: 1.1370 +2025-05-02 12:27:51,189 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:49:03, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-02 12:28:35,463 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:48:19, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-02 12:29:19,528 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:47:35, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1391, loss: 1.1391 +2025-05-02 12:30:03,562 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:46:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.1522, loss: 1.1522 +2025-05-02 12:30:47,599 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:46:07, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1465, loss: 1.1465 +2025-05-02 12:31:31,655 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:45:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1556, loss: 1.1556 +2025-05-02 12:32:15,747 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:44:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1032, loss: 1.1032 +2025-05-02 12:32:39,801 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-02 12:34:09,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 12:34:09,665 - pyskl - INFO - +top1_acc 0.9572 +top5_acc 0.9952 +2025-05-02 12:34:09,669 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9572, top5_acc: 0.9952 +2025-05-02 12:35:15,238 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:43:32, time: 0.656, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1293, loss: 1.1293 +2025-05-02 12:35:59,363 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:42:48, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1434, loss: 1.1434 +2025-05-02 12:36:43,556 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:42:04, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1017, loss: 1.1017 +2025-05-02 12:37:27,792 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:41:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1556, loss: 1.1556 +2025-05-02 12:38:11,648 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:40:36, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1187, loss: 1.1187 +2025-05-02 12:38:55,623 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:39:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1182, loss: 1.1182 +2025-05-02 12:39:39,726 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:39:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0954, loss: 1.0954 +2025-05-02 12:40:23,785 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:38:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1521, loss: 1.1521 +2025-05-02 12:41:07,887 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:37:40, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1398, loss: 1.1398 +2025-05-02 12:41:51,891 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:36:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1276, loss: 1.1276 +2025-05-02 12:42:35,922 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:36:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1390, loss: 1.1390 +2025-05-02 12:43:19,912 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:35:28, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1331, loss: 1.1331 +2025-05-02 12:44:03,937 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:34:44, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1388, loss: 1.1388 +2025-05-02 12:44:47,995 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:34:00, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1201, loss: 1.1201 +2025-05-02 12:45:32,232 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:33:16, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1339, loss: 1.1339 +2025-05-02 12:46:16,237 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:32:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0892, loss: 1.0892 +2025-05-02 12:47:00,287 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:31:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1597, loss: 1.1597 +2025-05-02 12:47:44,255 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:31:04, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-05-02 12:48:28,470 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:30:20, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2025-05-02 12:49:12,563 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:29:36, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0981, loss: 1.0981 +2025-05-02 12:49:56,620 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:28:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1557, loss: 1.1557 +2025-05-02 12:50:40,663 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:28:08, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1339, loss: 1.1339 +2025-05-02 12:51:24,755 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:27:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1590, loss: 1.1590 +2025-05-02 12:51:48,747 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-02 12:53:18,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 12:53:18,944 - pyskl - INFO - +top1_acc 0.9582 +top5_acc 0.9953 +2025-05-02 12:53:19,002 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_133.pth was removed +2025-05-02 12:53:20,102 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-05-02 12:53:20,103 - pyskl - INFO - Best top1_acc is 0.9582 at 138 epoch. +2025-05-02 12:53:20,106 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9582, top5_acc: 0.9953 +2025-05-02 12:54:25,456 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:26:17, time: 0.653, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1480, loss: 1.1480 +2025-05-02 12:55:09,710 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:25:33, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1465, loss: 1.1465 +2025-05-02 12:55:53,870 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:24:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1175, loss: 1.1175 +2025-05-02 12:56:37,905 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:24:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-02 12:57:21,955 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:23:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1433, loss: 1.1433 +2025-05-02 12:58:06,006 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:22:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1421, loss: 1.1421 +2025-05-02 12:58:50,114 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:21:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1297, loss: 1.1297 +2025-05-02 12:59:34,233 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:21:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1279, loss: 1.1279 +2025-05-02 13:00:18,339 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:20:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-02 13:01:02,466 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:19:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1240, loss: 1.1240 +2025-05-02 13:01:46,434 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:18:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1050, loss: 1.1050 +2025-05-02 13:02:30,443 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:18:13, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1537, loss: 1.1537 +2025-05-02 13:03:14,271 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:17:29, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1258, loss: 1.1258 +2025-05-02 13:03:58,028 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:16:45, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1195, loss: 1.1195 +2025-05-02 13:04:41,834 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:16:01, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0995, loss: 1.0995 +2025-05-02 13:05:25,840 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:15:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1577, loss: 1.1577 +2025-05-02 13:06:09,926 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:14:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1062, loss: 1.1062 +2025-05-02 13:06:54,115 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:13:49, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1464, loss: 1.1464 +2025-05-02 13:07:38,154 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:13:05, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 +2025-05-02 13:08:22,277 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:12:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0850, loss: 1.0850 +2025-05-02 13:09:06,318 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:11:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0715, loss: 1.0715 +2025-05-02 13:09:50,325 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:10:53, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1517, loss: 1.1517 +2025-05-02 13:10:34,393 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:10:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1119, loss: 1.1119 +2025-05-02 13:10:58,452 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-02 13:12:28,975 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 13:12:29,052 - pyskl - INFO - +top1_acc 0.9454 +top5_acc 0.9913 +2025-05-02 13:12:29,055 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9454, top5_acc: 0.9913 +2025-05-02 13:13:34,779 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:09:01, time: 0.657, data_time: 0.217, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1265, loss: 1.1265 +2025-05-02 13:14:18,762 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:08:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1037, loss: 1.1037 +2025-05-02 13:15:02,811 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:07:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1014, loss: 1.1014 +2025-05-02 13:15:46,830 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:06:49, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-05-02 13:16:30,891 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:06:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-02 13:17:14,882 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:05:21, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1401, loss: 1.1401 +2025-05-02 13:17:58,882 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:04:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0901, loss: 1.0901 +2025-05-02 13:18:42,974 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:03:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1253, loss: 1.1253 +2025-05-02 13:19:26,963 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 3:03:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1268, loss: 1.1268 +2025-05-02 13:20:10,883 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 3:02:26, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1239, loss: 1.1239 +2025-05-02 13:20:54,863 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 3:01:42, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1114, loss: 1.1114 +2025-05-02 13:21:38,846 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 3:00:58, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0809, loss: 1.0809 +2025-05-02 13:22:22,849 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 3:00:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-02 13:23:06,715 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:59:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0677, loss: 1.0677 +2025-05-02 13:23:50,720 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:58:46, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1216, loss: 1.1216 +2025-05-02 13:24:34,749 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:58:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1172, loss: 1.1172 +2025-05-02 13:25:18,733 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:57:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1123, loss: 1.1123 +2025-05-02 13:26:02,871 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:56:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1318, loss: 1.1318 +2025-05-02 13:26:46,995 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:55:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1280, loss: 1.1280 +2025-05-02 13:27:31,084 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:55:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1402, loss: 1.1402 +2025-05-02 13:28:15,173 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:54:22, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-05-02 13:28:59,304 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:53:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1167, loss: 1.1167 +2025-05-02 13:29:43,371 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:52:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1087, loss: 1.1087 +2025-05-02 13:30:07,469 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-02 13:31:37,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 13:31:37,654 - pyskl - INFO - +top1_acc 0.9595 +top5_acc 0.9952 +2025-05-02 13:31:37,712 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_138.pth was removed +2025-05-02 13:31:38,831 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-05-02 13:31:38,832 - pyskl - INFO - Best top1_acc is 0.9595 at 140 epoch. +2025-05-02 13:31:38,835 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9595, top5_acc: 0.9952 +2025-05-02 13:32:43,930 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:51:46, time: 0.651, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1165, loss: 1.1165 +2025-05-02 13:33:27,896 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:51:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1188, loss: 1.1188 +2025-05-02 13:34:12,011 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:50:18, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 +2025-05-02 13:34:56,099 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:49:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1039, loss: 1.1039 +2025-05-02 13:35:40,218 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:48:50, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1030, loss: 1.1030 +2025-05-02 13:36:24,280 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:48:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-05-02 13:37:08,442 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:47:22, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1127, loss: 1.1127 +2025-05-02 13:37:52,524 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:46:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-05-02 13:38:36,636 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:45:54, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1262, loss: 1.1262 +2025-05-02 13:39:20,720 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:45:10, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-05-02 13:40:04,851 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:44:26, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1118, loss: 1.1118 +2025-05-02 13:40:48,970 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:43:42, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1180, loss: 1.1180 +2025-05-02 13:41:33,057 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:42:58, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1217, loss: 1.1217 +2025-05-02 13:42:17,099 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:42:14, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-05-02 13:43:01,350 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:41:30, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1167, loss: 1.1167 +2025-05-02 13:43:45,468 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:40:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1209, loss: 1.1209 +2025-05-02 13:44:29,759 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:40:03, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1303, loss: 1.1303 +2025-05-02 13:45:13,991 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:39:19, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-02 13:45:58,188 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:38:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-02 13:46:42,385 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:37:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0967, loss: 1.0967 +2025-05-02 13:47:26,625 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:37:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-02 13:48:10,778 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:36:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0829, loss: 1.0829 +2025-05-02 13:48:54,966 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:35:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0881, loss: 1.0881 +2025-05-02 13:49:19,135 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-02 13:50:48,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 13:50:48,859 - pyskl - INFO - +top1_acc 0.9580 +top5_acc 0.9952 +2025-05-02 13:50:48,862 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9580, top5_acc: 0.9952 +2025-05-02 13:51:53,901 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:34:31, time: 0.650, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1328, loss: 1.1328 +2025-05-02 13:52:37,898 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:33:47, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0772, loss: 1.0772 +2025-05-02 13:53:21,863 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:33:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1366, loss: 1.1366 +2025-05-02 13:54:05,916 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:32:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-02 13:54:50,073 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:31:35, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0954, loss: 1.0954 +2025-05-02 13:55:34,252 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:30:51, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-05-02 13:56:18,428 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:30:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-02 13:57:02,587 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:29:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2025-05-02 13:57:46,678 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:28:39, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1069, loss: 1.1069 +2025-05-02 13:58:30,758 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:27:55, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 +2025-05-02 13:59:14,738 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:27:11, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1242, loss: 1.1242 +2025-05-02 13:59:58,798 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:26:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0657, loss: 1.0657 +2025-05-02 14:00:42,859 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:25:43, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0656, loss: 1.0656 +2025-05-02 14:01:27,090 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:24:59, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0933, loss: 1.0933 +2025-05-02 14:02:11,236 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:24:15, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1317, loss: 1.1317 +2025-05-02 14:02:55,366 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:23:31, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0866, loss: 1.0866 +2025-05-02 14:03:39,502 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:22:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0754, loss: 1.0754 +2025-05-02 14:04:23,583 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:22:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0962, loss: 1.0962 +2025-05-02 14:05:07,698 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:21:20, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-02 14:05:52,071 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:20:36, time: 0.444, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-05-02 14:06:36,350 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:19:52, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0900, loss: 1.0900 +2025-05-02 14:07:20,464 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:19:08, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1156, loss: 1.1156 +2025-05-02 14:08:04,601 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:18:24, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0898, loss: 1.0898 +2025-05-02 14:08:28,727 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-02 14:09:58,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 14:09:59,014 - pyskl - INFO - +top1_acc 0.9590 +top5_acc 0.9952 +2025-05-02 14:09:59,018 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9590, top5_acc: 0.9952 +2025-05-02 14:11:04,097 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:17:16, time: 0.651, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1067, loss: 1.1067 +2025-05-02 14:11:48,222 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:16:32, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1448, loss: 1.1448 +2025-05-02 14:12:32,176 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:15:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0998, loss: 1.0998 +2025-05-02 14:13:16,088 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:15:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1104, loss: 1.1104 +2025-05-02 14:14:00,052 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:14:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0761, loss: 1.0761 +2025-05-02 14:14:44,026 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:13:36, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1340, loss: 1.1340 +2025-05-02 14:15:28,010 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:12:52, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1351, loss: 1.1351 +2025-05-02 14:16:12,341 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:12:08, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0852, loss: 1.0852 +2025-05-02 14:16:56,345 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:11:24, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1041, loss: 1.1041 +2025-05-02 14:17:40,383 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:10:40, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-05-02 14:18:24,451 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:09:56, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1093, loss: 1.1093 +2025-05-02 14:19:08,468 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:09:12, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-05-02 14:19:52,556 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:08:28, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0918, loss: 1.0918 +2025-05-02 14:20:36,632 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:07:44, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0980, loss: 1.0980 +2025-05-02 14:21:20,654 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:07:00, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0857, loss: 1.0857 +2025-05-02 14:22:04,674 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:06:16, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-02 14:22:48,666 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:05:32, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0729, loss: 1.0729 +2025-05-02 14:23:32,602 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:04:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-05-02 14:24:16,516 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:04:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1188, loss: 1.1188 +2025-05-02 14:25:00,503 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:03:20, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1115, loss: 1.1115 +2025-05-02 14:25:44,407 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:02:36, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1095, loss: 1.1095 +2025-05-02 14:26:28,479 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 2:01:52, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0812, loss: 1.0812 +2025-05-02 14:27:12,654 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 2:01:08, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-05-02 14:27:36,563 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-02 14:29:06,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 14:29:06,742 - pyskl - INFO - +top1_acc 0.9589 +top5_acc 0.9952 +2025-05-02 14:29:06,746 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9589, top5_acc: 0.9952 +2025-05-02 14:30:12,227 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 2:00:01, time: 0.655, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1271, loss: 1.1271 +2025-05-02 14:30:56,323 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:59:17, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0714, loss: 1.0714 +2025-05-02 14:31:40,365 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:58:33, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1351, loss: 1.1351 +2025-05-02 14:32:24,282 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:57:49, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-02 14:33:08,360 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:57:05, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-02 14:33:52,475 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:56:21, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-02 14:34:36,598 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:55:37, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-05-02 14:35:20,723 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:54:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1159, loss: 1.1159 +2025-05-02 14:36:04,830 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:54:09, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1126, loss: 1.1126 +2025-05-02 14:36:48,925 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:53:25, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0839, loss: 1.0839 +2025-05-02 14:37:33,007 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:52:41, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-02 14:38:17,038 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:51:57, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1232, loss: 1.1232 +2025-05-02 14:39:01,162 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:51:13, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-02 14:39:45,463 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:50:29, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1038, loss: 1.1038 +2025-05-02 14:40:29,523 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:49:45, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-05-02 14:41:13,526 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:49:01, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0989, loss: 1.0989 +2025-05-02 14:41:57,543 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:48:17, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0989, loss: 1.0989 +2025-05-02 14:42:41,636 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:47:33, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0939, loss: 1.0939 +2025-05-02 14:43:25,744 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:46:49, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-02 14:44:09,933 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:46:05, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-05-02 14:44:54,250 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:45:21, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0847, loss: 1.0847 +2025-05-02 14:45:38,301 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:44:37, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 +2025-05-02 14:46:22,430 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:43:53, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-02 14:46:46,462 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-02 14:48:16,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 14:48:16,598 - pyskl - INFO - +top1_acc 0.9438 +top5_acc 0.9787 +2025-05-02 14:48:16,601 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9438, top5_acc: 0.9787 +2025-05-02 14:49:21,626 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:42:46, time: 0.650, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-02 14:50:05,592 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:42:02, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-02 14:50:49,569 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:41:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0968, loss: 1.0968 +2025-05-02 14:51:33,565 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:40:34, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-02 14:52:17,722 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:39:50, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-02 14:53:01,700 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:39:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0928, loss: 1.0928 +2025-05-02 14:53:45,676 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:38:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1093, loss: 1.1093 +2025-05-02 14:54:29,709 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:37:38, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0763, loss: 1.0763 +2025-05-02 14:55:13,872 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:36:54, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-02 14:55:57,910 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:36:10, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0554, loss: 1.0554 +2025-05-02 14:56:41,954 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:35:26, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-02 14:57:26,302 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:34:42, time: 0.443, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0888, loss: 1.0888 +2025-05-02 14:58:10,549 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:33:58, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-02 14:58:54,796 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:33:14, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0679, loss: 1.0679 +2025-05-02 14:59:38,863 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:32:30, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0716, loss: 1.0716 +2025-05-02 15:00:22,990 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:31:46, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0858, loss: 1.0858 +2025-05-02 15:01:07,079 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:31:02, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0876, loss: 1.0876 +2025-05-02 15:01:51,115 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:30:18, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-05-02 15:02:35,183 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:29:34, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0766, loss: 1.0766 +2025-05-02 15:03:19,215 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:28:50, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-02 15:04:03,310 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:28:06, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0260, loss: 1.0260 +2025-05-02 15:04:47,339 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:27:22, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1154, loss: 1.1154 +2025-05-02 15:05:31,429 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:26:38, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0919, loss: 1.0919 +2025-05-02 15:05:55,491 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-02 15:07:25,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 15:07:25,599 - pyskl - INFO - +top1_acc 0.9598 +top5_acc 0.9950 +2025-05-02 15:07:25,660 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/jm/best_top1_acc_epoch_140.pth was removed +2025-05-02 15:07:26,787 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-02 15:07:26,788 - pyskl - INFO - Best top1_acc is 0.9598 at 145 epoch. +2025-05-02 15:07:26,791 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9598, top5_acc: 0.9950 +2025-05-02 15:08:31,663 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:25:31, time: 0.649, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-05-02 15:09:15,751 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:24:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0409, loss: 1.0409 +2025-05-02 15:09:59,819 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:24:03, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-05-02 15:10:43,847 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:23:19, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0779, loss: 1.0779 +2025-05-02 15:11:27,585 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:22:35, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-02 15:12:11,336 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:21:51, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2025-05-02 15:12:55,399 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:21:07, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1039, loss: 1.1039 +2025-05-02 15:13:39,500 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:20:23, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1361, loss: 1.1361 +2025-05-02 15:14:23,672 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:19:39, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1104, loss: 1.1104 +2025-05-02 15:15:07,883 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:18:55, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0948, loss: 1.0948 +2025-05-02 15:15:51,990 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:18:11, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0635, loss: 1.0635 +2025-05-02 15:16:36,100 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:17:27, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0888, loss: 1.0888 +2025-05-02 15:17:20,331 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:16:43, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-02 15:18:04,475 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:15:59, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0977, loss: 1.0977 +2025-05-02 15:18:48,461 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:15:15, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0785, loss: 1.0785 +2025-05-02 15:19:32,471 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:14:31, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 +2025-05-02 15:20:16,558 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:13:47, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1138, loss: 1.1138 +2025-05-02 15:21:00,576 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:13:03, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0702, loss: 1.0702 +2025-05-02 15:21:44,657 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:12:19, time: 0.441, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0868, loss: 1.0868 +2025-05-02 15:22:28,558 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:11:35, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0738, loss: 1.0738 +2025-05-02 15:23:12,563 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:10:51, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0957, loss: 1.0957 +2025-05-02 15:23:56,782 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:10:07, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0837, loss: 1.0837 +2025-05-02 15:24:40,987 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:09:23, time: 0.442, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0931, loss: 1.0931 +2025-05-02 15:25:04,928 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-02 15:26:35,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 15:26:35,308 - pyskl - INFO - +top1_acc 0.9588 +top5_acc 0.9946 +2025-05-02 15:26:35,312 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9588, top5_acc: 0.9946 +2025-05-02 15:27:40,212 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:08:16, time: 0.649, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1167, loss: 1.1167 +2025-05-02 15:28:24,091 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:07:32, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-02 15:29:07,985 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:06:48, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0855, loss: 1.0855 +2025-05-02 15:29:51,869 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:06:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-05-02 15:30:35,789 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:05:20, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1101, loss: 1.1101 +2025-05-02 15:31:19,590 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:04:36, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1309, loss: 1.1309 +2025-05-02 15:32:03,414 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:03:52, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0580, loss: 1.0580 +2025-05-02 15:32:47,308 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:03:08, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0987, loss: 1.0987 +2025-05-02 15:33:31,158 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:02:24, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0738, loss: 1.0738 +2025-05-02 15:34:15,050 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:01:40, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0547, loss: 1.0547 +2025-05-02 15:34:59,006 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 1:00:56, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-02 15:35:42,914 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 1:00:12, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0653, loss: 1.0653 +2025-05-02 15:36:26,814 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:59:28, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0730, loss: 1.0730 +2025-05-02 15:37:10,722 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:58:44, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0641, loss: 1.0641 +2025-05-02 15:37:54,529 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:58:00, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0911, loss: 1.0911 +2025-05-02 15:38:38,300 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:57:16, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-02 15:39:22,024 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:56:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0989, loss: 1.0989 +2025-05-02 15:40:05,808 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:55:48, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0794, loss: 1.0794 +2025-05-02 15:40:49,533 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:55:04, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0963, loss: 1.0963 +2025-05-02 15:41:33,051 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:54:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0881, loss: 1.0881 +2025-05-02 15:42:16,873 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:53:36, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0579, loss: 1.0579 +2025-05-02 15:43:00,622 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:52:52, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0926, loss: 1.0926 +2025-05-02 15:43:44,334 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:52:08, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0645, loss: 1.0645 +2025-05-02 15:44:08,218 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-02 15:45:37,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 15:45:37,261 - pyskl - INFO - +top1_acc 0.9592 +top5_acc 0.9953 +2025-05-02 15:45:37,264 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9592, top5_acc: 0.9953 +2025-05-02 15:46:41,298 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:51:01, time: 0.640, data_time: 0.203, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0930, loss: 1.0930 +2025-05-02 15:47:25,001 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:50:17, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1066, loss: 1.1066 +2025-05-02 15:48:08,778 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:49:33, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0663, loss: 1.0663 +2025-05-02 15:48:52,562 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:48:49, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0993, loss: 1.0993 +2025-05-02 15:49:36,405 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:48:05, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0908, loss: 1.0908 +2025-05-02 15:50:20,187 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:47:21, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-02 15:51:04,038 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:46:37, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1142, loss: 1.1142 +2025-05-02 15:51:47,853 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:45:53, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-02 15:52:31,603 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:45:09, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0792, loss: 1.0792 +2025-05-02 15:53:15,323 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:44:25, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-05-02 15:53:59,137 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:43:41, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0588, loss: 1.0588 +2025-05-02 15:54:42,961 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:42:57, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0698, loss: 1.0698 +2025-05-02 15:55:26,811 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:42:13, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0551, loss: 1.0551 +2025-05-02 15:56:10,601 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:41:29, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0703, loss: 1.0703 +2025-05-02 15:56:54,477 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:40:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0937, loss: 1.0937 +2025-05-02 15:57:38,264 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:40:01, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0905, loss: 1.0905 +2025-05-02 15:58:22,186 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:39:17, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1141, loss: 1.1141 +2025-05-02 15:59:05,948 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:38:33, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0937, loss: 1.0937 +2025-05-02 15:59:49,746 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:49, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1061, loss: 1.1061 +2025-05-02 16:00:33,560 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:37:05, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0833, loss: 1.0833 +2025-05-02 16:01:17,351 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:36:21, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0896, loss: 1.0896 +2025-05-02 16:02:01,125 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:35:37, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1152, loss: 1.1152 +2025-05-02 16:02:44,842 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:53, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-05-02 16:03:08,619 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-02 16:04:37,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 16:04:37,431 - pyskl - INFO - +top1_acc 0.9432 +top5_acc 0.9799 +2025-05-02 16:04:37,434 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9432, top5_acc: 0.9799 +2025-05-02 16:05:41,686 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:45, time: 0.642, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-02 16:06:25,395 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:33:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-02 16:07:09,182 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:32:17, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1030, loss: 1.1030 +2025-05-02 16:07:53,033 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:31:33, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0592, loss: 1.0592 +2025-05-02 16:08:36,916 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0766, loss: 1.0766 +2025-05-02 16:09:20,910 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:30:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0613, loss: 1.0613 +2025-05-02 16:10:04,846 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:29:22, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-02 16:10:48,745 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1187, loss: 1.1187 +2025-05-02 16:11:32,516 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:54, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0720, loss: 1.0720 +2025-05-02 16:12:16,317 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:27:10, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0850, loss: 1.0850 +2025-05-02 16:13:00,148 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:26:26, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 +2025-05-02 16:13:43,991 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:42, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-02 16:14:27,883 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:58, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0862, loss: 1.0862 +2025-05-02 16:15:11,696 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:24:14, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0439, loss: 1.0439 +2025-05-02 16:15:55,547 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:30, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-05-02 16:16:39,447 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:46, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0815, loss: 1.0815 +2025-05-02 16:17:23,320 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:22:02, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1034, loss: 1.1034 +2025-05-02 16:18:07,123 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:21:18, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0489, loss: 1.0489 +2025-05-02 16:18:51,005 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:34, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-02 16:19:34,924 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:50, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0857, loss: 1.0857 +2025-05-02 16:20:18,908 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:19:06, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0841, loss: 1.0841 +2025-05-02 16:21:02,621 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:18:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-05-02 16:21:46,495 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0877, loss: 1.0877 +2025-05-02 16:22:10,342 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-02 16:23:39,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 16:23:39,814 - pyskl - INFO - +top1_acc 0.9595 +top5_acc 0.9948 +2025-05-02 16:23:39,817 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9595, top5_acc: 0.9948 +2025-05-02 16:24:44,265 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:30, time: 0.644, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0675, loss: 1.0675 +2025-05-02 16:25:27,937 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:46, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0927, loss: 1.0927 +2025-05-02 16:26:11,735 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:15:02, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1166, loss: 1.1166 +2025-05-02 16:26:55,532 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:18, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-02 16:27:39,323 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:35, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0736, loss: 1.0736 +2025-05-02 16:28:23,117 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:51, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0886, loss: 1.0886 +2025-05-02 16:29:06,816 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:12:07, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1120, loss: 1.1120 +2025-05-02 16:29:50,547 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:23, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0927, loss: 1.0927 +2025-05-02 16:30:34,263 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0797, loss: 1.0797 +2025-05-02 16:31:18,033 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:55, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-05-02 16:32:01,809 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:09:11, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2025-05-02 16:32:45,532 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1161, loss: 1.1161 +2025-05-02 16:33:29,233 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:43, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0943, loss: 1.0943 +2025-05-02 16:34:12,916 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:59, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2025-05-02 16:34:56,632 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:15, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0915, loss: 1.0915 +2025-05-02 16:35:40,226 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1157, loss: 1.1157 +2025-05-02 16:36:23,898 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:47, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 +2025-05-02 16:37:07,648 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:04:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0873, loss: 1.0873 +2025-05-02 16:37:51,399 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:19, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0842, loss: 1.0842 +2025-05-02 16:38:35,106 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:35, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-02 16:39:18,835 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1125, loss: 1.1125 +2025-05-02 16:40:02,538 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:07, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1111, loss: 1.1111 +2025-05-02 16:40:46,391 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:23, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1040, loss: 1.1040 +2025-05-02 16:41:10,245 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-02 16:42:39,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-02 16:42:39,215 - pyskl - INFO - +top1_acc 0.9592 +top5_acc 0.9954 +2025-05-02 16:42:39,219 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9592, top5_acc: 0.9954 +2025-05-02 16:42:47,348 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-05-02 16:53:57,789 - pyskl - INFO - Testing results of the last checkpoint +2025-05-02 16:53:57,790 - pyskl - INFO - top1_acc: 0.9628 +2025-05-02 16:53:57,790 - pyskl - INFO - top5_acc: 0.9959 +2025-05-02 16:53:57,790 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/jm/best_top1_acc_epoch_145.pth +2025-05-02 17:05:02,490 - pyskl - INFO - Testing results of the best checkpoint +2025-05-02 17:05:02,491 - pyskl - INFO - top1_acc: 0.9630 +2025-05-02 17:05:02,491 - pyskl - INFO - top5_acc: 0.9957 diff --git a/ntu60_xview/jm/best_pred.pkl b/ntu60_xview/jm/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..70fdb469a9fdffe0a9155d880e94af5e3c61f0de --- /dev/null +++ b/ntu60_xview/jm/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:273b5cf65c31da6b0f35aac286d7d51748fc4dbce8424f65389ce583ad322417 +size 7622434 diff --git a/ntu60_xview/jm/best_top1_acc_epoch_145.pth b/ntu60_xview/jm/best_top1_acc_epoch_145.pth new file mode 100644 index 0000000000000000000000000000000000000000..8c03c8c9ebd9a8d55c7c6505d3652920dc04e480 --- /dev/null +++ b/ntu60_xview/jm/best_top1_acc_epoch_145.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8379a8e2d358b4269ce040fb090bcecbd1647702df33b391d5ed33821f94ffe5 +size 16153947 diff --git a/ntu60_xview/k_1/20250602_201553.log b/ntu60_xview/k_1/20250602_201553.log new file mode 100644 index 0000000000000000000000000000000000000000..905b3998851e8f6d16a3143c7863871d69da9437 --- /dev/null +++ b/ntu60_xview/k_1/20250602_201553.log @@ -0,0 +1,4679 @@ +2025-06-02 20:15:53,701 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-02 20:15:54,053 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/k_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/k_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-02 20:15:54,054 - pyskl - INFO - Set random seed to 471224667, deterministic: False +2025-06-02 20:16:14,739 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-06-02 20:16:21,182 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-02 20:16:21,204 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1 +2025-06-02 20:16:21,205 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-02 20:16:21,205 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-02 20:16:21,205 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1 by HardDiskBackend. +2025-06-02 20:17:26,306 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 15:48:12, time: 0.651, data_time: 0.213, memory: 13125, top1_acc: 0.0281, top5_acc: 0.1275, loss_cls: 10.5700, loss: 10.5700 +2025-06-02 20:18:09,309 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:57:38, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0312, top5_acc: 0.1769, loss_cls: 9.0101, loss: 9.0101 +2025-06-02 20:18:52,662 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 1:27:11, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.0319, top5_acc: 0.1631, loss_cls: 8.9396, loss: 8.9396 +2025-06-02 20:19:35,871 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 23:39:28, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0563, top5_acc: 0.2487, loss_cls: 8.6464, loss: 8.6464 +2025-06-02 20:20:19,140 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 22:35:15, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0631, top5_acc: 0.2869, loss_cls: 8.5018, loss: 8.5018 +2025-06-02 20:21:02,265 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:50:47, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0813, top5_acc: 0.3500, loss_cls: 8.2775, loss: 8.2775 +2025-06-02 20:21:45,347 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 21:18:29, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0881, top5_acc: 0.3550, loss_cls: 8.2323, loss: 8.2323 +2025-06-02 20:22:28,416 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:53:57, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0944, top5_acc: 0.3812, loss_cls: 8.1237, loss: 8.1237 +2025-06-02 20:23:11,467 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:34:37, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1113, top5_acc: 0.4025, loss_cls: 8.0110, loss: 8.0110 +2025-06-02 20:23:54,526 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 20:19:03, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1138, top5_acc: 0.4150, loss_cls: 7.9210, loss: 7.9210 +2025-06-02 20:24:37,575 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 20:06:07, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1263, top5_acc: 0.4387, loss_cls: 7.8713, loss: 7.8713 +2025-06-02 20:25:20,657 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:55:24, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1138, top5_acc: 0.4456, loss_cls: 7.9293, loss: 7.9293 +2025-06-02 20:26:03,867 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:46:47, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1212, top5_acc: 0.4419, loss_cls: 7.9400, loss: 7.9400 +2025-06-02 20:26:47,151 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:39:36, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1306, top5_acc: 0.4525, loss_cls: 7.7453, loss: 7.7453 +2025-06-02 20:27:30,431 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:33:17, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1444, top5_acc: 0.4719, loss_cls: 7.6826, loss: 7.6826 +2025-06-02 20:28:13,646 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:27:25, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1338, top5_acc: 0.4906, loss_cls: 7.6752, loss: 7.6752 +2025-06-02 20:28:56,786 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:21:53, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1437, top5_acc: 0.4919, loss_cls: 7.6315, loss: 7.6315 +2025-06-02 20:29:39,952 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 19:16:59, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1588, top5_acc: 0.5119, loss_cls: 7.6020, loss: 7.6020 +2025-06-02 20:30:23,214 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 19:12:49, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1719, top5_acc: 0.5300, loss_cls: 7.5058, loss: 7.5058 +2025-06-02 20:31:06,424 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 19:08:51, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1581, top5_acc: 0.5212, loss_cls: 7.5231, loss: 7.5231 +2025-06-02 20:31:49,594 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 19:05:05, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1550, top5_acc: 0.5288, loss_cls: 7.5370, loss: 7.5370 +2025-06-02 20:32:32,896 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 19:01:56, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1825, top5_acc: 0.5619, loss_cls: 7.3438, loss: 7.3438 +2025-06-02 20:33:16,083 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 18:58:42, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2031, top5_acc: 0.5850, loss_cls: 7.2782, loss: 7.2782 +2025-06-02 20:33:39,495 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-02 20:35:05,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 20:35:05,086 - pyskl - INFO - +top1_acc 0.2137 +top5_acc 0.6442 +2025-06-02 20:35:06,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-02 20:35:06,120 - pyskl - INFO - Best top1_acc is 0.2137 at 1 epoch. +2025-06-02 20:35:06,123 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.2137, top5_acc: 0.6442 +2025-06-02 20:36:09,792 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:48:25, time: 0.637, data_time: 0.203, memory: 13126, top1_acc: 0.1769, top5_acc: 0.5819, loss_cls: 7.2668, loss: 7.2668 +2025-06-02 20:36:52,938 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:45:48, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.1844, top5_acc: 0.5875, loss_cls: 7.1996, loss: 7.1996 +2025-06-02 20:37:36,171 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:43:32, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.1888, top5_acc: 0.5944, loss_cls: 7.2395, loss: 7.2395 +2025-06-02 20:38:19,218 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:40:58, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2006, top5_acc: 0.6012, loss_cls: 7.1963, loss: 7.1963 +2025-06-02 20:39:02,256 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:38:31, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2119, top5_acc: 0.6150, loss_cls: 7.1144, loss: 7.1144 +2025-06-02 20:39:45,250 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:36:06, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2444, top5_acc: 0.6294, loss_cls: 7.0518, loss: 7.0518 +2025-06-02 20:40:28,326 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:33:57, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2238, top5_acc: 0.6175, loss_cls: 7.1738, loss: 7.1738 +2025-06-02 20:41:11,418 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:31:55, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2500, top5_acc: 0.6687, loss_cls: 6.9542, loss: 6.9542 +2025-06-02 20:41:54,645 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:30:12, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.2594, top5_acc: 0.6787, loss_cls: 6.8815, loss: 6.8815 +2025-06-02 20:42:37,766 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:28:22, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2612, top5_acc: 0.6906, loss_cls: 6.8792, loss: 6.8792 +2025-06-02 20:43:20,791 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:26:27, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2656, top5_acc: 0.6875, loss_cls: 6.8331, loss: 6.8331 +2025-06-02 20:44:03,960 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:24:49, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.2694, top5_acc: 0.6944, loss_cls: 6.7849, loss: 6.7849 +2025-06-02 20:44:46,999 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:23:02, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2944, top5_acc: 0.7194, loss_cls: 6.6621, loss: 6.6621 +2025-06-02 20:45:30,093 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:21:24, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2756, top5_acc: 0.7369, loss_cls: 6.6188, loss: 6.6188 +2025-06-02 20:46:13,118 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:19:42, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3212, top5_acc: 0.7581, loss_cls: 6.3821, loss: 6.3821 +2025-06-02 20:46:56,246 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:18:12, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3206, top5_acc: 0.7512, loss_cls: 6.4813, loss: 6.4813 +2025-06-02 20:47:39,299 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 18:16:38, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3231, top5_acc: 0.7562, loss_cls: 6.5033, loss: 6.5033 +2025-06-02 20:48:22,409 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 18:15:11, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3369, top5_acc: 0.7575, loss_cls: 6.4520, loss: 6.4520 +2025-06-02 20:49:05,657 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 18:13:58, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.3444, top5_acc: 0.7781, loss_cls: 6.3535, loss: 6.3535 +2025-06-02 20:49:48,736 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 18:12:32, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3688, top5_acc: 0.7900, loss_cls: 6.2809, loss: 6.2809 +2025-06-02 20:50:31,801 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 18:11:08, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3862, top5_acc: 0.7906, loss_cls: 6.1755, loss: 6.1755 +2025-06-02 20:51:14,843 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 18:09:43, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3869, top5_acc: 0.8069, loss_cls: 6.1020, loss: 6.1020 +2025-06-02 20:51:57,763 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 18:08:11, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4025, top5_acc: 0.8219, loss_cls: 6.1013, loss: 6.1013 +2025-06-02 20:52:21,168 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-02 20:53:46,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 20:53:46,464 - pyskl - INFO - +top1_acc 0.4416 +top5_acc 0.8497 +2025-06-02 20:53:46,517 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_1.pth was removed +2025-06-02 20:53:47,523 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-02 20:53:47,523 - pyskl - INFO - Best top1_acc is 0.4416 at 2 epoch. +2025-06-02 20:53:47,526 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.4416, top5_acc: 0.8497 +2025-06-02 20:54:51,530 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 18:03:54, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.4281, top5_acc: 0.8337, loss_cls: 5.9183, loss: 5.9183 +2025-06-02 20:55:35,062 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 18:03:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.4238, top5_acc: 0.8194, loss_cls: 5.8855, loss: 5.8855 +2025-06-02 20:56:18,457 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 18:02:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.4263, top5_acc: 0.8219, loss_cls: 5.8589, loss: 5.8589 +2025-06-02 20:57:01,989 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 18:01:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.4369, top5_acc: 0.8181, loss_cls: 5.8381, loss: 5.8381 +2025-06-02 20:57:45,258 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 18:00:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.4581, top5_acc: 0.8450, loss_cls: 5.6781, loss: 5.6781 +2025-06-02 20:58:28,380 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 17:59:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.4719, top5_acc: 0.8350, loss_cls: 5.8260, loss: 5.8260 +2025-06-02 20:59:11,555 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 17:58:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4506, top5_acc: 0.8413, loss_cls: 5.6900, loss: 5.6900 +2025-06-02 20:59:54,747 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 17:57:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4894, top5_acc: 0.8600, loss_cls: 5.5639, loss: 5.5639 +2025-06-02 21:00:38,038 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 17:56:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.4688, top5_acc: 0.8450, loss_cls: 5.7291, loss: 5.7291 +2025-06-02 21:01:21,252 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 17:55:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4763, top5_acc: 0.8494, loss_cls: 5.6955, loss: 5.6955 +2025-06-02 21:02:04,298 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 17:54:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5106, top5_acc: 0.8594, loss_cls: 5.4180, loss: 5.4180 +2025-06-02 21:02:47,363 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 17:53:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5112, top5_acc: 0.8694, loss_cls: 5.4559, loss: 5.4559 +2025-06-02 21:03:30,627 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 17:52:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.4856, top5_acc: 0.8700, loss_cls: 5.4883, loss: 5.4883 +2025-06-02 21:04:13,812 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 17:51:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5244, top5_acc: 0.8775, loss_cls: 5.4263, loss: 5.4263 +2025-06-02 21:04:57,017 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 17:50:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5219, top5_acc: 0.8731, loss_cls: 5.3436, loss: 5.3436 +2025-06-02 21:05:40,206 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 17:49:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5238, top5_acc: 0.8850, loss_cls: 5.3088, loss: 5.3088 +2025-06-02 21:06:23,415 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 17:48:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5319, top5_acc: 0.8862, loss_cls: 5.4046, loss: 5.4046 +2025-06-02 21:07:06,587 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 17:47:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5450, top5_acc: 0.8844, loss_cls: 5.2535, loss: 5.2535 +2025-06-02 21:07:49,842 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:46:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5244, top5_acc: 0.8750, loss_cls: 5.3091, loss: 5.3091 +2025-06-02 21:08:33,085 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:45:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5319, top5_acc: 0.8844, loss_cls: 5.2978, loss: 5.2978 +2025-06-02 21:09:16,242 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:44:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5613, top5_acc: 0.8894, loss_cls: 5.1094, loss: 5.1094 +2025-06-02 21:09:59,276 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:43:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5675, top5_acc: 0.8931, loss_cls: 5.1172, loss: 5.1172 +2025-06-02 21:10:42,438 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:42:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5544, top5_acc: 0.8988, loss_cls: 5.1217, loss: 5.1217 +2025-06-02 21:11:05,906 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-02 21:12:31,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:12:31,197 - pyskl - INFO - +top1_acc 0.6254 +top5_acc 0.9352 +2025-06-02 21:12:31,257 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_2.pth was removed +2025-06-02 21:12:32,312 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-02 21:12:32,313 - pyskl - INFO - Best top1_acc is 0.6254 at 3 epoch. +2025-06-02 21:12:32,317 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6254, top5_acc: 0.9352 +2025-06-02 21:13:35,682 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:39:24, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.5687, top5_acc: 0.8881, loss_cls: 5.1711, loss: 5.1711 +2025-06-02 21:14:18,863 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:38:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5850, top5_acc: 0.8944, loss_cls: 5.0468, loss: 5.0468 +2025-06-02 21:15:02,071 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:37:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5294, top5_acc: 0.8788, loss_cls: 5.2996, loss: 5.2996 +2025-06-02 21:15:45,294 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:36:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5344, top5_acc: 0.8850, loss_cls: 5.3020, loss: 5.3020 +2025-06-02 21:16:28,424 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:35:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5444, top5_acc: 0.8981, loss_cls: 5.1525, loss: 5.1525 +2025-06-02 21:17:11,564 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:35:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5806, top5_acc: 0.8988, loss_cls: 4.9979, loss: 4.9979 +2025-06-02 21:17:54,695 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:34:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5556, top5_acc: 0.8925, loss_cls: 5.0455, loss: 5.0455 +2025-06-02 21:18:37,699 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:33:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5850, top5_acc: 0.9025, loss_cls: 4.9683, loss: 4.9683 +2025-06-02 21:19:20,867 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:32:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5981, top5_acc: 0.9056, loss_cls: 4.8725, loss: 4.8725 +2025-06-02 21:20:03,848 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:31:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6194, top5_acc: 0.9044, loss_cls: 4.8558, loss: 4.8558 +2025-06-02 21:20:47,005 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:30:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5969, top5_acc: 0.8975, loss_cls: 4.9178, loss: 4.9178 +2025-06-02 21:21:30,129 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:29:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5956, top5_acc: 0.8975, loss_cls: 4.9259, loss: 4.9259 +2025-06-02 21:22:13,341 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:28:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6219, top5_acc: 0.8938, loss_cls: 4.8343, loss: 4.8343 +2025-06-02 21:22:56,448 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:27:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5988, top5_acc: 0.9038, loss_cls: 4.8912, loss: 4.8912 +2025-06-02 21:23:39,518 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:27:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6338, top5_acc: 0.9031, loss_cls: 4.7077, loss: 4.7077 +2025-06-02 21:24:22,536 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:26:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6112, top5_acc: 0.8938, loss_cls: 4.9817, loss: 4.9817 +2025-06-02 21:25:05,662 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:25:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5881, top5_acc: 0.9006, loss_cls: 4.8377, loss: 4.8377 +2025-06-02 21:25:48,687 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:24:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6288, top5_acc: 0.9113, loss_cls: 4.7550, loss: 4.7550 +2025-06-02 21:26:31,731 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:23:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6269, top5_acc: 0.9137, loss_cls: 4.7693, loss: 4.7693 +2025-06-02 21:27:14,913 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:22:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6288, top5_acc: 0.9206, loss_cls: 4.6131, loss: 4.6131 +2025-06-02 21:27:57,995 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:21:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6425, top5_acc: 0.9169, loss_cls: 4.6395, loss: 4.6395 +2025-06-02 21:28:41,067 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:20:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9075, loss_cls: 4.5881, loss: 4.5881 +2025-06-02 21:29:24,222 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:20:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6362, top5_acc: 0.9113, loss_cls: 4.7576, loss: 4.7576 +2025-06-02 21:29:47,586 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-02 21:31:12,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:31:12,645 - pyskl - INFO - +top1_acc 0.7251 +top5_acc 0.9599 +2025-06-02 21:31:12,703 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_3.pth was removed +2025-06-02 21:31:13,743 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-02 21:31:13,743 - pyskl - INFO - Best top1_acc is 0.7251 at 4 epoch. +2025-06-02 21:31:13,746 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7251, top5_acc: 0.9599 +2025-06-02 21:32:17,409 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 17:17:25, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.6381, top5_acc: 0.9225, loss_cls: 4.6669, loss: 4.6669 +2025-06-02 21:33:00,564 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 17:16:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6488, top5_acc: 0.9256, loss_cls: 4.6280, loss: 4.6280 +2025-06-02 21:33:43,913 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 17:15:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6338, top5_acc: 0.9169, loss_cls: 4.7067, loss: 4.7067 +2025-06-02 21:34:27,290 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 17:15:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6219, top5_acc: 0.9119, loss_cls: 4.7622, loss: 4.7622 +2025-06-02 21:35:10,636 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 17:14:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6444, top5_acc: 0.9194, loss_cls: 4.6026, loss: 4.6026 +2025-06-02 21:35:53,930 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 17:13:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6319, top5_acc: 0.9150, loss_cls: 4.5460, loss: 4.5460 +2025-06-02 21:36:37,135 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 17:13:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9281, loss_cls: 4.4380, loss: 4.4380 +2025-06-02 21:37:20,264 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 17:12:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9200, loss_cls: 4.4658, loss: 4.4658 +2025-06-02 21:38:03,452 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 17:11:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9175, loss_cls: 4.5428, loss: 4.5428 +2025-06-02 21:38:46,564 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 17:10:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6262, top5_acc: 0.9175, loss_cls: 4.6458, loss: 4.6458 +2025-06-02 21:39:29,769 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 17:09:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6469, top5_acc: 0.9206, loss_cls: 4.5616, loss: 4.5616 +2025-06-02 21:40:12,974 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 17:09:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9169, loss_cls: 4.5371, loss: 4.5371 +2025-06-02 21:40:56,143 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 17:08:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6606, top5_acc: 0.9275, loss_cls: 4.4294, loss: 4.4294 +2025-06-02 21:41:39,279 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 17:07:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9250, loss_cls: 4.4799, loss: 4.4799 +2025-06-02 21:42:22,476 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 17:06:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9200, loss_cls: 4.4313, loss: 4.4313 +2025-06-02 21:43:05,620 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 17:06:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9150, loss_cls: 4.4772, loss: 4.4772 +2025-06-02 21:43:48,845 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 17:05:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9219, loss_cls: 4.5688, loss: 4.5688 +2025-06-02 21:44:32,002 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 17:04:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6687, top5_acc: 0.9287, loss_cls: 4.5119, loss: 4.5119 +2025-06-02 21:45:15,098 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 17:03:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6637, top5_acc: 0.9125, loss_cls: 4.4612, loss: 4.4612 +2025-06-02 21:45:58,306 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 17:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 4.3983, loss: 4.3983 +2025-06-02 21:46:41,536 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 17:02:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9281, loss_cls: 4.3359, loss: 4.3359 +2025-06-02 21:47:24,768 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 17:01:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6794, top5_acc: 0.9256, loss_cls: 4.3939, loss: 4.3939 +2025-06-02 21:48:07,888 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 17:00:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6781, top5_acc: 0.9350, loss_cls: 4.3690, loss: 4.3690 +2025-06-02 21:48:31,350 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-02 21:57:29,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:57:29,859 - pyskl - INFO - +top1_acc 0.7365 +top5_acc 0.9642 +2025-06-02 21:57:29,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_4.pth was removed +2025-06-02 21:57:30,901 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-02 21:57:30,901 - pyskl - INFO - Best top1_acc is 0.7365 at 5 epoch. +2025-06-02 21:57:30,904 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7365, top5_acc: 0.9642 +2025-06-02 21:58:33,937 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 16:58:05, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.6887, top5_acc: 0.9306, loss_cls: 4.2918, loss: 4.2918 +2025-06-02 21:59:17,115 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 16:57:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9369, loss_cls: 4.3861, loss: 4.3861 +2025-06-02 22:00:00,446 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 16:56:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9356, loss_cls: 4.3147, loss: 4.3147 +2025-06-02 22:00:43,722 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 16:55:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6775, top5_acc: 0.9325, loss_cls: 4.4100, loss: 4.4100 +2025-06-02 22:01:27,007 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 16:55:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9369, loss_cls: 4.3049, loss: 4.3049 +2025-06-02 22:02:10,480 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 16:54:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9406, loss_cls: 4.2089, loss: 4.2089 +2025-06-02 22:02:53,808 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 16:53:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 4.2998, loss: 4.2998 +2025-06-02 22:03:36,870 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 16:53:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9431, loss_cls: 4.2298, loss: 4.2298 +2025-06-02 22:04:20,036 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 16:52:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9331, loss_cls: 4.3703, loss: 4.3703 +2025-06-02 22:05:03,216 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 16:51:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 4.3069, loss: 4.3069 +2025-06-02 22:05:46,323 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 16:50:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9306, loss_cls: 4.3411, loss: 4.3411 +2025-06-02 22:06:29,544 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 16:50:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9269, loss_cls: 4.4178, loss: 4.4178 +2025-06-02 22:07:12,620 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 16:49:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9363, loss_cls: 4.2919, loss: 4.2919 +2025-06-02 22:07:55,830 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 16:48:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6644, top5_acc: 0.9344, loss_cls: 4.3915, loss: 4.3915 +2025-06-02 22:08:38,974 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 16:47:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9331, loss_cls: 4.2884, loss: 4.2884 +2025-06-02 22:09:22,235 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 16:47:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 4.2389, loss: 4.2389 +2025-06-02 22:10:05,440 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 16:46:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9431, loss_cls: 4.1283, loss: 4.1283 +2025-06-02 22:10:48,595 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 16:45:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9331, loss_cls: 4.2209, loss: 4.2209 +2025-06-02 22:11:31,738 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 16:44:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9294, loss_cls: 4.2026, loss: 4.2026 +2025-06-02 22:12:14,930 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:44:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6894, top5_acc: 0.9325, loss_cls: 4.2598, loss: 4.2598 +2025-06-02 22:12:58,080 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:43:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9369, loss_cls: 4.3765, loss: 4.3765 +2025-06-02 22:13:41,246 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:42:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6775, top5_acc: 0.9356, loss_cls: 4.2932, loss: 4.2932 +2025-06-02 22:14:24,382 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:41:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 4.1446, loss: 4.1446 +2025-06-02 22:14:47,785 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-02 22:16:13,043 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:16:13,120 - pyskl - INFO - +top1_acc 0.7547 +top5_acc 0.9704 +2025-06-02 22:16:13,178 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_5.pth was removed +2025-06-02 22:16:14,246 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-02 22:16:14,247 - pyskl - INFO - Best top1_acc is 0.7547 at 6 epoch. +2025-06-02 22:16:14,250 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7547, top5_acc: 0.9704 +2025-06-02 22:17:17,963 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:39:49, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9375, loss_cls: 4.2056, loss: 4.2056 +2025-06-02 22:18:01,137 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:39:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 4.2223, loss: 4.2223 +2025-06-02 22:18:44,387 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:38:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9375, loss_cls: 4.1971, loss: 4.1971 +2025-06-02 22:19:27,540 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:37:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9375, loss_cls: 4.1897, loss: 4.1897 +2025-06-02 22:20:10,744 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:36:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9450, loss_cls: 4.1653, loss: 4.1653 +2025-06-02 22:20:53,923 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:36:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 4.1142, loss: 4.1142 +2025-06-02 22:21:37,085 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:35:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9431, loss_cls: 4.1032, loss: 4.1032 +2025-06-02 22:22:20,178 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:34:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9456, loss_cls: 4.1499, loss: 4.1499 +2025-06-02 22:23:03,238 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:33:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9306, loss_cls: 4.1159, loss: 4.1159 +2025-06-02 22:23:46,331 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:33:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7050, top5_acc: 0.9419, loss_cls: 4.2094, loss: 4.2094 +2025-06-02 22:24:29,518 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:32:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 4.1314, loss: 4.1314 +2025-06-02 22:25:12,670 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:31:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9350, loss_cls: 4.2231, loss: 4.2231 +2025-06-02 22:25:55,828 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:30:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 4.0607, loss: 4.0607 +2025-06-02 22:26:39,000 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:30:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9331, loss_cls: 4.2654, loss: 4.2654 +2025-06-02 22:27:22,169 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:29:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9506, loss_cls: 4.1454, loss: 4.1454 +2025-06-02 22:28:05,362 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:28:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9375, loss_cls: 4.1082, loss: 4.1082 +2025-06-02 22:28:48,551 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:27:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9400, loss_cls: 4.1767, loss: 4.1767 +2025-06-02 22:29:31,626 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:27:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9413, loss_cls: 4.0954, loss: 4.0954 +2025-06-02 22:30:14,718 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:26:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9513, loss_cls: 4.0672, loss: 4.0672 +2025-06-02 22:30:57,813 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:25:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9419, loss_cls: 4.0644, loss: 4.0644 +2025-06-02 22:31:40,908 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:24:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9475, loss_cls: 4.0978, loss: 4.0978 +2025-06-02 22:32:23,978 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:24:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9369, loss_cls: 4.2033, loss: 4.2033 +2025-06-02 22:33:07,090 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:23:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9313, loss_cls: 4.2434, loss: 4.2434 +2025-06-02 22:33:30,602 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-02 22:34:55,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:34:55,636 - pyskl - INFO - +top1_acc 0.7856 +top5_acc 0.9743 +2025-06-02 22:34:55,697 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_6.pth was removed +2025-06-02 22:34:56,776 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-02 22:34:56,777 - pyskl - INFO - Best top1_acc is 0.7856 at 7 epoch. +2025-06-02 22:34:56,780 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7856, top5_acc: 0.9743 +2025-06-02 22:36:00,531 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:21:30, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 4.0655, loss: 4.0655 +2025-06-02 22:36:43,564 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:20:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9481, loss_cls: 4.0533, loss: 4.0533 +2025-06-02 22:37:26,708 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:20:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9550, loss_cls: 4.0932, loss: 4.0932 +2025-06-02 22:38:09,822 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:19:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7106, top5_acc: 0.9469, loss_cls: 4.0673, loss: 4.0673 +2025-06-02 22:38:53,058 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:18:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 4.0253, loss: 4.0253 +2025-06-02 22:39:36,384 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 16:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 4.0491, loss: 4.0491 +2025-06-02 22:40:19,768 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 16:17:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 3.8889, loss: 3.8889 +2025-06-02 22:41:02,994 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 16:16:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9475, loss_cls: 4.0361, loss: 4.0361 +2025-06-02 22:41:46,171 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 16:15:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9481, loss_cls: 4.0655, loss: 4.0655 +2025-06-02 22:42:29,333 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 16:15:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 4.0732, loss: 4.0732 +2025-06-02 22:43:12,463 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 16:14:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9456, loss_cls: 4.0660, loss: 4.0660 +2025-06-02 22:43:55,643 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 16:13:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 3.9664, loss: 3.9664 +2025-06-02 22:44:38,776 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 16:12:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9519, loss_cls: 3.9650, loss: 3.9650 +2025-06-02 22:45:21,883 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 16:12:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 3.9272, loss: 3.9272 +2025-06-02 22:46:05,026 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 16:11:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 4.1219, loss: 4.1219 +2025-06-02 22:46:48,200 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 16:10:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9406, loss_cls: 4.0648, loss: 4.0648 +2025-06-02 22:47:31,323 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 16:09:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 3.9233, loss: 3.9233 +2025-06-02 22:48:14,443 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 16:09:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 4.1048, loss: 4.1048 +2025-06-02 22:48:57,559 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 16:08:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.0011, loss: 4.0011 +2025-06-02 22:49:40,656 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 16:07:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 3.9762, loss: 3.9762 +2025-06-02 22:50:23,766 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 16:06:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 3.7928, loss: 3.7928 +2025-06-02 22:51:06,859 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 16:06:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 3.9594, loss: 3.9594 +2025-06-02 22:51:49,931 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 16:05:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9469, loss_cls: 3.9035, loss: 3.9035 +2025-06-02 22:52:13,376 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-02 22:53:38,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:53:38,862 - pyskl - INFO - +top1_acc 0.7794 +top5_acc 0.9743 +2025-06-02 22:53:38,865 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7794, top5_acc: 0.9743 +2025-06-02 22:54:42,860 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 16:03:42, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 3.8190, loss: 3.8190 +2025-06-02 22:55:26,151 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 16:03:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 3.9610, loss: 3.9610 +2025-06-02 22:56:09,380 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:02:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9537, loss_cls: 3.9611, loss: 3.9611 +2025-06-02 22:56:52,458 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 16:01:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9531, loss_cls: 3.9544, loss: 3.9544 +2025-06-02 22:57:35,451 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 16:00:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 3.9071, loss: 3.9071 +2025-06-02 22:58:18,604 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 16:00:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 3.9135, loss: 3.9135 +2025-06-02 22:59:01,712 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 15:59:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 3.9318, loss: 3.9318 +2025-06-02 22:59:44,813 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 15:58:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9456, loss_cls: 3.9433, loss: 3.9433 +2025-06-02 23:00:27,864 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 15:57:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 3.8926, loss: 3.8926 +2025-06-02 23:01:10,956 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 15:57:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 3.8273, loss: 3.8273 +2025-06-02 23:01:54,157 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 15:56:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.9225, loss: 3.9225 +2025-06-02 23:02:37,099 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 15:55:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 3.9311, loss: 3.9311 +2025-06-02 23:03:20,242 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 15:54:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 3.8713, loss: 3.8713 +2025-06-02 23:04:03,614 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 15:54:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 3.8349, loss: 3.8349 +2025-06-02 23:04:46,709 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 15:53:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9544, loss_cls: 3.9484, loss: 3.9484 +2025-06-02 23:05:29,742 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 15:52:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9531, loss_cls: 3.9150, loss: 3.9150 +2025-06-02 23:06:12,819 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 15:51:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 3.9935, loss: 3.9935 +2025-06-02 23:06:55,950 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 15:51:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9506, loss_cls: 3.9238, loss: 3.9238 +2025-06-02 23:07:39,163 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 15:50:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 3.8740, loss: 3.8740 +2025-06-02 23:08:22,253 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 15:49:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 3.8704, loss: 3.8704 +2025-06-02 23:09:05,361 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 15:49:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9531, loss_cls: 3.8561, loss: 3.8561 +2025-06-02 23:09:48,378 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 15:48:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9563, loss_cls: 3.7911, loss: 3.7911 +2025-06-02 23:10:31,456 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 15:47:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 3.7704, loss: 3.7704 +2025-06-02 23:10:55,092 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-02 23:12:20,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:12:20,152 - pyskl - INFO - +top1_acc 0.7886 +top5_acc 0.9723 +2025-06-02 23:12:20,206 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_7.pth was removed +2025-06-02 23:12:21,234 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-02 23:12:21,234 - pyskl - INFO - Best top1_acc is 0.7886 at 9 epoch. +2025-06-02 23:12:21,237 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7886, top5_acc: 0.9723 +2025-06-02 23:13:24,944 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 15:45:49, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 3.7862, loss: 3.7862 +2025-06-02 23:14:08,143 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 15:45:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9575, loss_cls: 3.8159, loss: 3.8159 +2025-06-02 23:14:51,264 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 15:44:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 3.7868, loss: 3.7868 +2025-06-02 23:15:34,463 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:43:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 3.7795, loss: 3.7795 +2025-06-02 23:16:17,623 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:42:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9363, loss_cls: 3.8529, loss: 3.8529 +2025-06-02 23:17:00,737 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:42:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 3.7635, loss: 3.7635 +2025-06-02 23:17:44,031 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9525, loss_cls: 3.9020, loss: 3.9020 +2025-06-02 23:18:27,296 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:40:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 3.9471, loss: 3.9471 +2025-06-02 23:19:10,637 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:40:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 3.9442, loss: 3.9442 +2025-06-02 23:19:53,790 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:39:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9563, loss_cls: 3.8529, loss: 3.8529 +2025-06-02 23:20:37,170 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:38:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9600, loss_cls: 3.7377, loss: 3.7377 +2025-06-02 23:21:20,381 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:38:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 3.9501, loss: 3.9501 +2025-06-02 23:22:03,621 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:37:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 3.7378, loss: 3.7378 +2025-06-02 23:22:47,012 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:36:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 3.7077, loss: 3.7077 +2025-06-02 23:23:30,117 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:35:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 3.8900, loss: 3.8900 +2025-06-02 23:24:13,444 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:35:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 3.7355, loss: 3.7355 +2025-06-02 23:24:56,694 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:34:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9663, loss_cls: 3.7581, loss: 3.7581 +2025-06-02 23:25:39,803 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:33:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 3.7619, loss: 3.7619 +2025-06-02 23:26:22,915 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:33:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 3.7207, loss: 3.7207 +2025-06-02 23:27:05,978 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:32:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9663, loss_cls: 3.7917, loss: 3.7917 +2025-06-02 23:27:49,142 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:31:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 3.8142, loss: 3.8142 +2025-06-02 23:28:32,212 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:30:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9613, loss_cls: 3.8433, loss: 3.8433 +2025-06-02 23:29:15,355 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:30:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 3.7937, loss: 3.7937 +2025-06-02 23:29:38,780 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-02 23:38:26,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:38:26,905 - pyskl - INFO - +top1_acc 0.7677 +top5_acc 0.9667 +2025-06-02 23:38:26,908 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7677, top5_acc: 0.9667 +2025-06-02 23:39:30,130 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:28:26, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.6702, loss: 3.6702 +2025-06-02 23:40:13,293 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:27:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 3.7938, loss: 3.7938 +2025-06-02 23:40:56,284 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:26:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 3.7459, loss: 3.7459 +2025-06-02 23:41:39,334 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:26:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9456, loss_cls: 3.7272, loss: 3.7272 +2025-06-02 23:42:22,362 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:25:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 3.7170, loss: 3.7170 +2025-06-02 23:43:05,500 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9537, loss_cls: 3.8211, loss: 3.8211 +2025-06-02 23:43:48,690 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:24:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 3.6994, loss: 3.6994 +2025-06-02 23:44:31,928 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:23:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.7578, loss: 3.7578 +2025-06-02 23:45:15,307 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:22:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 3.7461, loss: 3.7461 +2025-06-02 23:45:58,627 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 3.7871, loss: 3.7871 +2025-06-02 23:46:41,895 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:21:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9631, loss_cls: 3.7958, loss: 3.7958 +2025-06-02 23:47:25,144 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:20:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 3.6645, loss: 3.6645 +2025-06-02 23:48:08,358 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:19:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 3.8843, loss: 3.8843 +2025-06-02 23:48:51,542 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:19:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.7424, loss: 3.7424 +2025-06-02 23:49:34,731 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:18:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 3.6923, loss: 3.6923 +2025-06-02 23:50:18,057 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 15:17:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.8260, loss: 3.8260 +2025-06-02 23:51:01,242 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 15:17:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9631, loss_cls: 3.7055, loss: 3.7055 +2025-06-02 23:51:44,463 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 15:16:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 3.6398, loss: 3.6398 +2025-06-02 23:52:27,614 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 15:15:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 3.7617, loss: 3.7617 +2025-06-02 23:53:10,737 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 15:14:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 3.7802, loss: 3.7802 +2025-06-02 23:53:53,927 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 15:14:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 3.7482, loss: 3.7482 +2025-06-02 23:54:37,120 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 15:13:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.7126, loss: 3.7126 +2025-06-02 23:55:20,337 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 15:12:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 3.6549, loss: 3.6549 +2025-06-02 23:55:43,864 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-02 23:57:08,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:57:08,717 - pyskl - INFO - +top1_acc 0.8067 +top5_acc 0.9791 +2025-06-02 23:57:08,772 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_9.pth was removed +2025-06-02 23:57:09,781 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-02 23:57:09,782 - pyskl - INFO - Best top1_acc is 0.8067 at 11 epoch. +2025-06-02 23:57:09,785 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.8067, top5_acc: 0.9791 +2025-06-02 23:58:13,481 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 15:11:13, time: 0.637, data_time: 0.202, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 3.7294, loss: 3.7294 +2025-06-02 23:58:56,801 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 15:10:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 3.6218, loss: 3.6218 +2025-06-02 23:59:39,907 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 15:09:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.7163, loss: 3.7163 +2025-06-03 00:00:23,038 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 15:09:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.7314, loss: 3.7314 +2025-06-03 00:01:06,253 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 15:08:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 3.7186, loss: 3.7186 +2025-06-03 00:01:49,399 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 15:07:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 3.8762, loss: 3.8762 +2025-06-03 00:02:32,709 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 15:06:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 3.7239, loss: 3.7239 +2025-06-03 00:03:15,943 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 15:06:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 3.4946, loss: 3.4946 +2025-06-03 00:03:59,036 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 15:05:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.6812, loss: 3.6812 +2025-06-03 00:04:42,404 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:04:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 3.6447, loss: 3.6447 +2025-06-03 00:05:25,511 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:04:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 3.6600, loss: 3.6600 +2025-06-03 00:06:08,668 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:03:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.7921, loss: 3.7921 +2025-06-03 00:06:51,828 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:02:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.8148, loss: 3.8148 +2025-06-03 00:07:34,948 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:01:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 3.6747, loss: 3.6747 +2025-06-03 00:08:18,051 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 15:01:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9481, loss_cls: 3.6811, loss: 3.6811 +2025-06-03 00:09:01,294 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 15:00:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 3.7673, loss: 3.7673 +2025-06-03 00:09:44,505 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 14:59:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.6787, loss: 3.6787 +2025-06-03 00:10:27,778 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 14:59:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.7281, loss: 3.7281 +2025-06-03 00:11:11,007 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 14:58:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 3.6581, loss: 3.6581 +2025-06-03 00:11:54,170 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 14:57:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 3.6679, loss: 3.6679 +2025-06-03 00:12:37,438 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 14:57:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 3.6250, loss: 3.6250 +2025-06-03 00:13:20,698 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 14:56:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 3.6237, loss: 3.6237 +2025-06-03 00:14:03,947 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 14:55:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 3.6361, loss: 3.6361 +2025-06-03 00:14:27,467 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-03 00:15:52,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:15:52,213 - pyskl - INFO - +top1_acc 0.8400 +top5_acc 0.9823 +2025-06-03 00:15:52,273 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_11.pth was removed +2025-06-03 00:15:53,344 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-03 00:15:53,345 - pyskl - INFO - Best top1_acc is 0.8400 at 12 epoch. +2025-06-03 00:15:53,347 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8400, top5_acc: 0.9823 +2025-06-03 00:16:57,215 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 14:54:07, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 3.7398, loss: 3.7398 +2025-06-03 00:17:40,709 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 14:53:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.6255, loss: 3.6255 +2025-06-03 00:18:23,919 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 14:52:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 3.7529, loss: 3.7529 +2025-06-03 00:19:07,072 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 14:52:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.5586, loss: 3.5586 +2025-06-03 00:19:50,304 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 14:51:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.5741, loss: 3.5741 +2025-06-03 00:20:33,483 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 14:50:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 3.6449, loss: 3.6449 +2025-06-03 00:21:16,694 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 14:49:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.6421, loss: 3.6421 +2025-06-03 00:22:00,041 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 14:49:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 3.6761, loss: 3.6761 +2025-06-03 00:22:43,510 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 14:48:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.5778, loss: 3.5778 +2025-06-03 00:23:26,730 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 14:47:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 3.6008, loss: 3.6008 +2025-06-03 00:24:09,806 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 14:47:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9688, loss_cls: 3.5263, loss: 3.5263 +2025-06-03 00:24:52,936 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 14:46:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.5253, loss: 3.5253 +2025-06-03 00:25:36,074 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 14:45:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.5832, loss: 3.5832 +2025-06-03 00:26:19,204 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:44:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 3.6678, loss: 3.6678 +2025-06-03 00:27:02,314 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:44:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.5691, loss: 3.5691 +2025-06-03 00:27:45,470 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:43:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.7140, loss: 3.7140 +2025-06-03 00:28:28,558 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 3.5990, loss: 3.5990 +2025-06-03 00:29:11,690 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:42:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.7397, loss: 3.7397 +2025-06-03 00:29:54,832 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:41:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.6861, loss: 3.6861 +2025-06-03 00:30:37,957 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:40:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.5697, loss: 3.5697 +2025-06-03 00:31:21,113 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:39:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9700, loss_cls: 3.5444, loss: 3.5444 +2025-06-03 00:32:04,250 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:39:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.5799, loss: 3.5799 +2025-06-03 00:32:47,305 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 3.7070, loss: 3.7070 +2025-06-03 00:33:10,759 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-03 00:34:35,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:34:36,061 - pyskl - INFO - +top1_acc 0.8208 +top5_acc 0.9775 +2025-06-03 00:34:36,064 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8208, top5_acc: 0.9775 +2025-06-03 00:35:39,951 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:36:59, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 3.6640, loss: 3.6640 +2025-06-03 00:36:23,152 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:36:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 3.6063, loss: 3.6063 +2025-06-03 00:37:06,373 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:35:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.6315, loss: 3.6315 +2025-06-03 00:37:49,530 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:34:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.5510, loss: 3.5510 +2025-06-03 00:38:32,725 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:34:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 3.5614, loss: 3.5614 +2025-06-03 00:39:16,020 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:33:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.5667, loss: 3.5667 +2025-06-03 00:39:59,176 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:32:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.6439, loss: 3.6439 +2025-06-03 00:40:42,436 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:32:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.6030, loss: 3.6030 +2025-06-03 00:41:25,742 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:31:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.6183, loss: 3.6183 +2025-06-03 00:42:08,948 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:30:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.5355, loss: 3.5355 +2025-06-03 00:42:52,173 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:29:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 3.5064, loss: 3.5064 +2025-06-03 00:43:35,385 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:29:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 3.7004, loss: 3.7004 +2025-06-03 00:44:18,638 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:28:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 3.6436, loss: 3.6436 +2025-06-03 00:45:01,884 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:27:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 3.6667, loss: 3.6667 +2025-06-03 00:45:45,112 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:27:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.5218, loss: 3.5218 +2025-06-03 00:46:28,277 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:26:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.5295, loss: 3.5295 +2025-06-03 00:47:11,446 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:25:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.5507, loss: 3.5507 +2025-06-03 00:47:54,618 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:24:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 3.6279, loss: 3.6279 +2025-06-03 00:48:37,847 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:24:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 3.6660, loss: 3.6660 +2025-06-03 00:49:20,906 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:23:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.4632, loss: 3.4632 +2025-06-03 00:50:04,082 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:22:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.5346, loss: 3.5346 +2025-06-03 00:50:47,251 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:22:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.5878, loss: 3.5878 +2025-06-03 00:51:30,415 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:21:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.4807, loss: 3.4807 +2025-06-03 00:51:53,944 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-03 00:53:18,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:53:19,052 - pyskl - INFO - +top1_acc 0.8047 +top5_acc 0.9790 +2025-06-03 00:53:19,055 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8047, top5_acc: 0.9790 +2025-06-03 00:54:23,022 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:19:58, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.6515, loss: 3.6515 +2025-06-03 00:55:06,287 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:19:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.5959, loss: 3.5959 +2025-06-03 00:55:49,688 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 14:18:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 3.4870, loss: 3.4870 +2025-06-03 00:56:32,864 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 14:17:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 3.7596, loss: 3.7596 +2025-06-03 00:57:16,195 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 14:17:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.5475, loss: 3.5475 +2025-06-03 00:57:59,538 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 14:16:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.3658, loss: 3.3658 +2025-06-03 00:58:42,802 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 14:15:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 3.5093, loss: 3.5093 +2025-06-03 00:59:26,045 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 14:15:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.6359, loss: 3.6359 +2025-06-03 01:00:09,249 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 14:14:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 3.5451, loss: 3.5451 +2025-06-03 01:00:52,640 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 14:13:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.5440, loss: 3.5440 +2025-06-03 01:01:35,951 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 14:13:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.6012, loss: 3.6012 +2025-06-03 01:02:19,328 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 14:12:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.5298, loss: 3.5298 +2025-06-03 01:03:02,679 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 14:11:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.5485, loss: 3.5485 +2025-06-03 01:03:46,263 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 14:11:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.5305, loss: 3.5305 +2025-06-03 01:04:29,508 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 14:10:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 3.5424, loss: 3.5424 +2025-06-03 01:05:12,829 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:09:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.5595, loss: 3.5595 +2025-06-03 01:05:55,952 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 14:08:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.5086, loss: 3.5086 +2025-06-03 01:06:39,167 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 14:08:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.5468, loss: 3.5468 +2025-06-03 01:07:22,163 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 14:07:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.6024, loss: 3.6024 +2025-06-03 01:08:05,633 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:06:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.5855, loss: 3.5855 +2025-06-03 01:08:48,845 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:06:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.4995, loss: 3.4995 +2025-06-03 01:09:32,148 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:05:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.5533, loss: 3.5533 +2025-06-03 01:10:15,359 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:04:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9663, loss_cls: 3.6367, loss: 3.6367 +2025-06-03 01:10:38,879 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-03 01:19:09,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:19:09,116 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9852 +2025-06-03 01:19:09,119 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8253, top5_acc: 0.9852 +2025-06-03 01:20:13,636 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:03:20, time: 0.645, data_time: 0.208, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.3780, loss: 3.3780 +2025-06-03 01:20:57,185 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:02:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5303, loss: 3.5303 +2025-06-03 01:21:40,519 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 14:01:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.4873, loss: 3.4873 +2025-06-03 01:22:23,748 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 14:01:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 3.6135, loss: 3.6135 +2025-06-03 01:23:06,902 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 14:00:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.4449, loss: 3.4449 +2025-06-03 01:23:50,053 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 13:59:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.5591, loss: 3.5591 +2025-06-03 01:24:33,241 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 13:59:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.5871, loss: 3.5871 +2025-06-03 01:25:16,486 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 13:58:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.4488, loss: 3.4488 +2025-06-03 01:25:59,635 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 13:57:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9675, loss_cls: 3.5799, loss: 3.5799 +2025-06-03 01:26:42,785 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 13:56:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.4933, loss: 3.4933 +2025-06-03 01:27:26,144 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 13:56:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.5424, loss: 3.5424 +2025-06-03 01:28:09,422 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 13:55:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 3.6135, loss: 3.6135 +2025-06-03 01:28:52,640 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 13:54:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.5480, loss: 3.5480 +2025-06-03 01:29:35,843 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 13:54:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.6390, loss: 3.6390 +2025-06-03 01:30:19,007 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 13:53:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.4779, loss: 3.4779 +2025-06-03 01:31:02,146 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 13:52:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.4401, loss: 3.4401 +2025-06-03 01:31:45,319 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 13:52:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.4267, loss: 3.4267 +2025-06-03 01:32:28,431 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 13:51:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.4999, loss: 3.4999 +2025-06-03 01:33:11,534 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 13:50:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.5564, loss: 3.5564 +2025-06-03 01:33:54,667 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 13:49:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.5323, loss: 3.5323 +2025-06-03 01:34:37,884 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 13:49:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.4849, loss: 3.4849 +2025-06-03 01:35:21,101 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 13:48:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.4923, loss: 3.4923 +2025-06-03 01:36:04,275 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 13:47:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 3.5374, loss: 3.5374 +2025-06-03 01:36:27,762 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-03 01:37:52,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:37:52,738 - pyskl - INFO - +top1_acc 0.8107 +top5_acc 0.9693 +2025-06-03 01:37:52,741 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8107, top5_acc: 0.9693 +2025-06-03 01:38:56,261 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:46:16, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.4878, loss: 3.4878 +2025-06-03 01:39:39,664 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:45:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 3.4427, loss: 3.4427 +2025-06-03 01:40:22,987 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.4504, loss: 3.4504 +2025-06-03 01:41:06,267 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:44:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.5371, loss: 3.5371 +2025-06-03 01:41:49,435 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:43:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 3.5009, loss: 3.5009 +2025-06-03 01:42:32,280 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.4719, loss: 3.4719 +2025-06-03 01:43:15,463 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:42:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.4270, loss: 3.4270 +2025-06-03 01:43:58,761 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:41:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.5086, loss: 3.5086 +2025-06-03 01:44:42,098 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:40:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.5784, loss: 3.5784 +2025-06-03 01:45:25,483 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:39:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.5837, loss: 3.5837 +2025-06-03 01:46:08,976 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:39:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.3493, loss: 3.3493 +2025-06-03 01:46:52,331 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:38:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 3.4600, loss: 3.4600 +2025-06-03 01:47:35,558 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:37:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 3.6539, loss: 3.6539 +2025-06-03 01:48:18,725 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:37:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.4793, loss: 3.4793 +2025-06-03 01:49:01,913 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:36:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.4673, loss: 3.4673 +2025-06-03 01:49:45,008 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:35:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.6000, loss: 3.6000 +2025-06-03 01:50:28,219 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:35:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 3.4089, loss: 3.4089 +2025-06-03 01:51:11,384 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:34:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 3.5625, loss: 3.5625 +2025-06-03 01:51:54,638 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:33:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9756, loss_cls: 3.3473, loss: 3.3473 +2025-06-03 01:52:37,874 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:32:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.4117, loss: 3.4117 +2025-06-03 01:53:20,974 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:32:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.4387, loss: 3.4387 +2025-06-03 01:54:04,178 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:31:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.4578, loss: 3.4578 +2025-06-03 01:54:47,309 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:30:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.4815, loss: 3.4815 +2025-06-03 01:55:10,730 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-03 01:56:35,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:56:35,852 - pyskl - INFO - +top1_acc 0.8466 +top5_acc 0.9843 +2025-06-03 01:56:35,908 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_12.pth was removed +2025-06-03 01:56:36,932 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-03 01:56:36,933 - pyskl - INFO - Best top1_acc is 0.8466 at 17 epoch. +2025-06-03 01:56:36,936 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8466, top5_acc: 0.9843 +2025-06-03 01:57:40,284 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:29:16, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.4719, loss: 3.4719 +2025-06-03 01:58:23,525 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:28:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.3532, loss: 3.3532 +2025-06-03 01:59:06,688 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:27:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 3.4040, loss: 3.4040 +2025-06-03 01:59:49,835 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:27:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 3.4477, loss: 3.4477 +2025-06-03 02:00:32,994 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:26:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.2949, loss: 3.2949 +2025-06-03 02:01:16,028 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:25:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.4014, loss: 3.4014 +2025-06-03 02:01:59,224 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:24:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 3.4869, loss: 3.4869 +2025-06-03 02:02:42,466 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:24:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 3.3946, loss: 3.3946 +2025-06-03 02:03:25,628 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:23:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.4299, loss: 3.4299 +2025-06-03 02:04:08,798 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:22:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.4552, loss: 3.4552 +2025-06-03 02:04:52,010 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:22:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.4301, loss: 3.4301 +2025-06-03 02:05:35,240 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:21:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.5687, loss: 3.5687 +2025-06-03 02:06:18,372 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:20:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.4018, loss: 3.4018 +2025-06-03 02:07:01,595 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:19:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.4843, loss: 3.4843 +2025-06-03 02:07:44,906 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:19:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.4722, loss: 3.4722 +2025-06-03 02:08:28,154 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 13:18:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.5616, loss: 3.5616 +2025-06-03 02:09:11,412 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 13:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 3.4604, loss: 3.4604 +2025-06-03 02:09:54,674 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 13:17:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.4673, loss: 3.4673 +2025-06-03 02:10:37,852 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 13:16:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 3.5838, loss: 3.5838 +2025-06-03 02:11:21,035 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 13:15:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.4630, loss: 3.4630 +2025-06-03 02:12:04,220 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 13:15:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.4755, loss: 3.4755 +2025-06-03 02:12:47,470 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 13:14:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.4066, loss: 3.4066 +2025-06-03 02:13:30,637 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 13:13:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.4660, loss: 3.4660 +2025-06-03 02:13:54,098 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-03 02:15:18,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 02:15:18,902 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9655 +2025-06-03 02:15:18,906 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.7619, top5_acc: 0.9655 +2025-06-03 02:16:23,344 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:12:19, time: 0.644, data_time: 0.207, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.4388, loss: 3.4388 +2025-06-03 02:17:06,823 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:11:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.3962, loss: 3.3962 +2025-06-03 02:17:50,317 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:10:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9756, loss_cls: 3.3178, loss: 3.3178 +2025-06-03 02:18:33,500 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:10:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.4449, loss: 3.4449 +2025-06-03 02:19:16,643 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:09:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.4265, loss: 3.4265 +2025-06-03 02:19:59,748 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:08:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.5522, loss: 3.5522 +2025-06-03 02:20:42,903 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 13:08:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.2523, loss: 3.2523 +2025-06-03 02:21:26,075 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 13:07:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.3675, loss: 3.3675 +2025-06-03 02:22:09,125 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 13:06:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.4664, loss: 3.4664 +2025-06-03 02:22:52,286 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 13:05:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.3616, loss: 3.3616 +2025-06-03 02:23:35,443 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 13:05:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.4733, loss: 3.4733 +2025-06-03 02:24:18,562 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 13:04:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.4473, loss: 3.4473 +2025-06-03 02:25:01,651 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 13:03:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.3891, loss: 3.3891 +2025-06-03 02:25:44,779 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 13:03:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.3986, loss: 3.3986 +2025-06-03 02:26:28,039 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 13:02:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 3.3946, loss: 3.3946 +2025-06-03 02:27:11,153 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 13:01:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.4076, loss: 3.4076 +2025-06-03 02:27:54,404 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 13:00:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.4578, loss: 3.4578 +2025-06-03 02:28:37,599 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 13:00:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.4279, loss: 3.4279 +2025-06-03 02:29:20,682 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 12:59:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.3850, loss: 3.3850 +2025-06-03 02:30:03,820 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 12:58:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.3641, loss: 3.3641 +2025-06-03 02:30:46,944 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 12:58:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 3.4632, loss: 3.4632 +2025-06-03 02:31:30,030 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 12:57:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 3.4636, loss: 3.4636 +2025-06-03 02:32:13,167 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 12:56:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.4069, loss: 3.4069 +2025-06-03 02:32:36,595 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-03 02:34:01,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 02:34:01,966 - pyskl - INFO - +top1_acc 0.8490 +top5_acc 0.9852 +2025-06-03 02:34:02,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_17.pth was removed +2025-06-03 02:34:03,118 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-06-03 02:34:03,118 - pyskl - INFO - Best top1_acc is 0.8490 at 19 epoch. +2025-06-03 02:34:03,121 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8490, top5_acc: 0.9852 +2025-06-03 02:35:07,139 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 12:55:16, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.3130, loss: 3.3130 +2025-06-03 02:35:50,306 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 12:54:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.3786, loss: 3.3786 +2025-06-03 02:36:33,415 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 12:53:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.2575, loss: 3.2575 +2025-06-03 02:37:16,619 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 12:53:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 3.3919, loss: 3.3919 +2025-06-03 02:37:59,680 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 12:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.4112, loss: 3.4112 +2025-06-03 02:38:42,735 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 12:51:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.3600, loss: 3.3600 +2025-06-03 02:39:25,849 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 12:50:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9500, loss_cls: 3.4150, loss: 3.4150 +2025-06-03 02:40:09,008 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 12:50:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.2993, loss: 3.2993 +2025-06-03 02:40:52,102 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 12:49:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.3056, loss: 3.3056 +2025-06-03 02:41:35,170 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 12:48:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.4112, loss: 3.4112 +2025-06-03 02:42:18,257 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 12:48:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.3466, loss: 3.3466 +2025-06-03 02:43:01,330 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 12:47:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.4207, loss: 3.4207 +2025-06-03 02:43:44,474 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:46:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.3787, loss: 3.3787 +2025-06-03 02:44:27,619 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:45:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9563, loss_cls: 3.4338, loss: 3.4338 +2025-06-03 02:45:10,817 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:45:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.4099, loss: 3.4099 +2025-06-03 02:45:53,965 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:44:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.3808, loss: 3.3808 +2025-06-03 02:46:36,970 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:43:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.4128, loss: 3.4128 +2025-06-03 02:47:20,133 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:43:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9762, loss_cls: 3.3615, loss: 3.3615 +2025-06-03 02:48:03,113 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:42:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.4591, loss: 3.4591 +2025-06-03 02:48:46,294 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:41:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.3278, loss: 3.3278 +2025-06-03 02:49:29,488 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:40:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.4604, loss: 3.4604 +2025-06-03 02:50:12,319 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:40:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.3955, loss: 3.3955 +2025-06-03 02:50:55,400 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.3366, loss: 3.3366 +2025-06-03 02:51:18,854 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-03 03:00:31,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:00:31,808 - pyskl - INFO - +top1_acc 0.8257 +top5_acc 0.9787 +2025-06-03 03:00:31,811 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8257, top5_acc: 0.9787 +2025-06-03 03:01:34,984 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:37:58, time: 0.632, data_time: 0.200, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.2726, loss: 3.2726 +2025-06-03 03:02:18,201 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:37:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.2147, loss: 3.2147 +2025-06-03 03:03:01,374 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:36:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.3184, loss: 3.3184 +2025-06-03 03:03:44,476 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:35:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.2589, loss: 3.2589 +2025-06-03 03:04:27,498 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:35:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.3035, loss: 3.3035 +2025-06-03 03:05:10,684 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:34:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.3734, loss: 3.3734 +2025-06-03 03:05:53,706 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:33:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.3752, loss: 3.3752 +2025-06-03 03:06:36,846 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:32:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.4194, loss: 3.4194 +2025-06-03 03:07:20,101 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:32:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.4158, loss: 3.4158 +2025-06-03 03:08:03,198 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:31:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.3936, loss: 3.3936 +2025-06-03 03:08:46,479 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:30:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.3633, loss: 3.3633 +2025-06-03 03:09:29,683 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:30:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 3.3395, loss: 3.3395 +2025-06-03 03:10:12,969 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:29:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.3893, loss: 3.3893 +2025-06-03 03:10:56,181 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:28:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1901, loss: 3.1901 +2025-06-03 03:11:39,343 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:27:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.4153, loss: 3.4153 +2025-06-03 03:12:22,554 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:27:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9719, loss_cls: 3.4194, loss: 3.4194 +2025-06-03 03:13:05,666 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:26:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.4593, loss: 3.4593 +2025-06-03 03:13:48,871 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:25:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.3213, loss: 3.3213 +2025-06-03 03:14:31,995 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:25:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.4465, loss: 3.4465 +2025-06-03 03:15:15,129 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:24:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.4974, loss: 3.4974 +2025-06-03 03:15:58,235 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:23:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.4698, loss: 3.4698 +2025-06-03 03:16:41,369 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:22:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.4502, loss: 3.4502 +2025-06-03 03:17:24,568 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:22:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.5014, loss: 3.5014 +2025-06-03 03:17:48,202 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-03 03:19:13,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:19:13,583 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9811 +2025-06-03 03:19:13,586 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8219, top5_acc: 0.9811 +2025-06-03 03:20:17,195 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:20:53, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.3248, loss: 3.3248 +2025-06-03 03:21:00,456 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:20:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.2471, loss: 3.2471 +2025-06-03 03:21:43,574 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:19:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.3016, loss: 3.3016 +2025-06-03 03:22:26,695 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:18:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 3.2110, loss: 3.2110 +2025-06-03 03:23:09,850 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 12:18:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.3023, loss: 3.3023 +2025-06-03 03:23:52,881 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 12:17:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.3079, loss: 3.3079 +2025-06-03 03:24:35,985 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 12:16:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 3.3215, loss: 3.3215 +2025-06-03 03:25:19,088 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 12:15:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.3167, loss: 3.3167 +2025-06-03 03:26:02,106 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 12:15:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.3647, loss: 3.3647 +2025-06-03 03:26:45,147 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 12:14:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.2961, loss: 3.2961 +2025-06-03 03:27:28,156 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 12:13:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.3149, loss: 3.3149 +2025-06-03 03:28:11,145 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:12:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.3625, loss: 3.3625 +2025-06-03 03:28:54,162 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:12:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.4759, loss: 3.4759 +2025-06-03 03:29:37,328 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:11:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.3419, loss: 3.3419 +2025-06-03 03:30:20,618 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:10:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.3848, loss: 3.3848 +2025-06-03 03:31:04,003 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:10:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9775, loss_cls: 3.3391, loss: 3.3391 +2025-06-03 03:31:47,010 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:09:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.3087, loss: 3.3087 +2025-06-03 03:32:30,036 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:08:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.3209, loss: 3.3209 +2025-06-03 03:33:12,988 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:07:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.3305, loss: 3.3305 +2025-06-03 03:33:56,009 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 12:07:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.2829, loss: 3.2829 +2025-06-03 03:34:39,240 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 12:06:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.4334, loss: 3.4334 +2025-06-03 03:35:22,232 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 12:05:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.3754, loss: 3.3754 +2025-06-03 03:36:05,515 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 12:05:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.3079, loss: 3.3079 +2025-06-03 03:36:28,970 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-03 03:37:53,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:37:53,810 - pyskl - INFO - +top1_acc 0.8465 +top5_acc 0.9848 +2025-06-03 03:37:53,814 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8465, top5_acc: 0.9848 +2025-06-03 03:38:56,982 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 12:03:40, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.2705, loss: 3.2705 +2025-06-03 03:39:40,182 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 12:02:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3266, loss: 3.3266 +2025-06-03 03:40:23,323 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 12:02:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.3370, loss: 3.3370 +2025-06-03 03:41:06,490 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 12:01:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 3.2670, loss: 3.2670 +2025-06-03 03:41:49,569 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 12:00:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 3.4258, loss: 3.4258 +2025-06-03 03:42:32,714 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 12:00:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.2780, loss: 3.2780 +2025-06-03 03:43:15,834 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 11:59:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.3714, loss: 3.3714 +2025-06-03 03:43:58,885 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 11:58:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.2617, loss: 3.2617 +2025-06-03 03:44:42,048 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 11:57:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.3552, loss: 3.3552 +2025-06-03 03:45:25,165 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 11:57:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.2933, loss: 3.2933 +2025-06-03 03:46:08,327 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 11:56:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.3629, loss: 3.3629 +2025-06-03 03:46:51,306 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 11:55:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.3522, loss: 3.3522 +2025-06-03 03:47:34,288 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 11:55:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.3775, loss: 3.3775 +2025-06-03 03:48:17,355 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 11:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.3290, loss: 3.3290 +2025-06-03 03:49:00,525 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 11:53:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.2609, loss: 3.2609 +2025-06-03 03:49:43,598 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 11:52:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.3863, loss: 3.3863 +2025-06-03 03:50:26,774 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 11:52:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2690, loss: 3.2690 +2025-06-03 03:51:09,956 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 11:51:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.3436, loss: 3.3436 +2025-06-03 03:51:53,087 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 11:50:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.3363, loss: 3.3363 +2025-06-03 03:52:36,183 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 11:50:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.3380, loss: 3.3380 +2025-06-03 03:53:19,365 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 11:49:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 3.2845, loss: 3.2845 +2025-06-03 03:54:02,451 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 11:48:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.3806, loss: 3.3806 +2025-06-03 03:54:45,728 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 11:47:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.2350, loss: 3.2350 +2025-06-03 03:55:09,273 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-03 03:56:34,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:56:34,083 - pyskl - INFO - +top1_acc 0.8469 +top5_acc 0.9873 +2025-06-03 03:56:34,086 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8469, top5_acc: 0.9873 +2025-06-03 03:57:37,418 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:46:31, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.3272, loss: 3.3272 +2025-06-03 03:58:20,588 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:45:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.2249, loss: 3.2249 +2025-06-03 03:59:03,672 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:45:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.4114, loss: 3.4114 +2025-06-03 03:59:46,692 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:44:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.2635, loss: 3.2635 +2025-06-03 04:00:29,732 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:43:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.3765, loss: 3.3765 +2025-06-03 04:01:12,735 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:42:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 3.1884, loss: 3.1884 +2025-06-03 04:01:55,938 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:42:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.3099, loss: 3.3099 +2025-06-03 04:02:39,043 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:41:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.2070, loss: 3.2070 +2025-06-03 04:03:22,107 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:40:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9569, loss_cls: 3.3063, loss: 3.3063 +2025-06-03 04:04:05,214 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:40:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.2703, loss: 3.2703 +2025-06-03 04:04:48,319 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:39:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.2355, loss: 3.2355 +2025-06-03 04:05:31,510 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:38:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.3142, loss: 3.3142 +2025-06-03 04:06:14,728 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:37:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.4770, loss: 3.4770 +2025-06-03 04:06:58,036 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:37:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.3024, loss: 3.3024 +2025-06-03 04:07:41,286 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:36:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.2537, loss: 3.2537 +2025-06-03 04:08:24,593 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:35:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.3470, loss: 3.3470 +2025-06-03 04:09:07,808 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:35:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.4131, loss: 3.4131 +2025-06-03 04:09:51,096 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:34:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.3642, loss: 3.3642 +2025-06-03 04:10:34,260 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:33:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.3733, loss: 3.3733 +2025-06-03 04:11:17,391 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:32:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 3.5266, loss: 3.5266 +2025-06-03 04:12:00,471 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:32:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2468, loss: 3.2468 +2025-06-03 04:12:43,586 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:31:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9738, loss_cls: 3.3956, loss: 3.3956 +2025-06-03 04:13:26,964 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:30:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.3079, loss: 3.3079 +2025-06-03 04:13:50,558 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-03 04:15:15,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 04:15:15,662 - pyskl - INFO - +top1_acc 0.8748 +top5_acc 0.9870 +2025-06-03 04:15:15,717 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_19.pth was removed +2025-06-03 04:15:16,747 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-06-03 04:15:16,748 - pyskl - INFO - Best top1_acc is 0.8748 at 24 epoch. +2025-06-03 04:15:16,750 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8748, top5_acc: 0.9870 +2025-06-03 04:16:19,806 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:29:27, time: 0.631, data_time: 0.199, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.1748, loss: 3.1748 +2025-06-03 04:17:02,940 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:28:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.1905, loss: 3.1905 +2025-06-03 04:17:46,094 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:28:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.2976, loss: 3.2976 +2025-06-03 04:18:29,223 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:27:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.1855, loss: 3.1855 +2025-06-03 04:19:12,382 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:26:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.2417, loss: 3.2417 +2025-06-03 04:19:55,492 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:25:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.3340, loss: 3.3340 +2025-06-03 04:20:38,634 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:25:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 3.2333, loss: 3.2333 +2025-06-03 04:21:21,722 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:24:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.1620, loss: 3.1620 +2025-06-03 04:22:04,826 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:23:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.1534, loss: 3.1534 +2025-06-03 04:22:47,807 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:22:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.2107, loss: 3.2107 +2025-06-03 04:23:30,810 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:22:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.2736, loss: 3.2736 +2025-06-03 04:24:13,867 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:21:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.3459, loss: 3.3459 +2025-06-03 04:24:56,898 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:20:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.2141, loss: 3.2141 +2025-06-03 04:25:39,941 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:20:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.1926, loss: 3.1926 +2025-06-03 04:26:23,089 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:19:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.1739, loss: 3.1739 +2025-06-03 04:27:06,107 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:18:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.2482, loss: 3.2482 +2025-06-03 04:27:49,247 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:17:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.2922, loss: 3.2922 +2025-06-03 04:28:32,568 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 11:17:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.3356, loss: 3.3356 +2025-06-03 04:29:15,375 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 11:16:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.3579, loss: 3.3579 +2025-06-03 04:29:58,405 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 11:15:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.2635, loss: 3.2635 +2025-06-03 04:30:41,387 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 11:15:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.1554, loss: 3.1554 +2025-06-03 04:31:24,572 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 11:14:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.3426, loss: 3.3426 +2025-06-03 04:32:07,577 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:13:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.3023, loss: 3.3023 +2025-06-03 04:32:30,857 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-03 04:41:42,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 04:41:42,275 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9821 +2025-06-03 04:41:42,280 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8468, top5_acc: 0.9821 +2025-06-03 04:42:46,959 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:12:23, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 3.2671, loss: 3.2671 +2025-06-03 04:43:30,266 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:11:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.2151, loss: 3.2151 +2025-06-03 04:44:13,540 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:10:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.3010, loss: 3.3010 +2025-06-03 04:44:56,692 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:10:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 3.3596, loss: 3.3596 +2025-06-03 04:45:39,819 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:09:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.1521, loss: 3.1521 +2025-06-03 04:46:23,025 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:08:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.1903, loss: 3.1903 +2025-06-03 04:47:06,154 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:08:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.2702, loss: 3.2702 +2025-06-03 04:47:49,307 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:07:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.1988, loss: 3.1988 +2025-06-03 04:48:32,478 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:06:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.2990, loss: 3.2990 +2025-06-03 04:49:15,596 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 11:05:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.2940, loss: 3.2940 +2025-06-03 04:49:58,654 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 11:05:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.2919, loss: 3.2919 +2025-06-03 04:50:41,751 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 11:04:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 3.4252, loss: 3.4252 +2025-06-03 04:51:24,797 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:03:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.1559, loss: 3.1559 +2025-06-03 04:52:07,935 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:03:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.2760, loss: 3.2760 +2025-06-03 04:52:50,988 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:02:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.1958, loss: 3.1958 +2025-06-03 04:53:34,214 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 11:01:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.2427, loss: 3.2427 +2025-06-03 04:54:17,531 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 11:00:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.1521, loss: 3.1521 +2025-06-03 04:55:00,822 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 11:00:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.2667, loss: 3.2667 +2025-06-03 04:55:43,933 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 10:59:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.1941, loss: 3.1941 +2025-06-03 04:56:27,055 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 10:58:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.1509, loss: 3.1509 +2025-06-03 04:57:10,222 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 10:58:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.2789, loss: 3.2789 +2025-06-03 04:57:53,421 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 10:57:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.3970, loss: 3.3970 +2025-06-03 04:58:36,386 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 10:56:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.3083, loss: 3.3083 +2025-06-03 04:58:59,602 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-03 05:00:24,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:00:24,936 - pyskl - INFO - +top1_acc 0.8662 +top5_acc 0.9876 +2025-06-03 05:00:24,939 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8662, top5_acc: 0.9876 +2025-06-03 05:01:28,396 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 10:55:22, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.1548, loss: 3.1548 +2025-06-03 05:02:11,419 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 10:54:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.2197, loss: 3.2197 +2025-06-03 05:02:54,512 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 10:53:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.2642, loss: 3.2642 +2025-06-03 05:03:37,701 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 10:53:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.4223, loss: 3.4223 +2025-06-03 05:04:20,919 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 10:52:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.1919, loss: 3.1919 +2025-06-03 05:05:04,149 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 10:51:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.2928, loss: 3.2928 +2025-06-03 05:05:47,422 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 10:51:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.2198, loss: 3.2198 +2025-06-03 05:06:30,694 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 10:50:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.2289, loss: 3.2289 +2025-06-03 05:07:13,943 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 10:49:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.1649, loss: 3.1649 +2025-06-03 05:07:56,991 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 10:48:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.1807, loss: 3.1807 +2025-06-03 05:08:40,180 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 10:48:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.2916, loss: 3.2916 +2025-06-03 05:09:23,125 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 10:47:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.2768, loss: 3.2768 +2025-06-03 05:10:06,107 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:46:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.1738, loss: 3.1738 +2025-06-03 05:10:49,168 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:46:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.1601, loss: 3.1601 +2025-06-03 05:11:32,518 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:45:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.1460, loss: 3.1460 +2025-06-03 05:12:15,627 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:44:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.1563, loss: 3.1563 +2025-06-03 05:12:58,770 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:43:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.3636, loss: 3.3636 +2025-06-03 05:13:41,811 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:43:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.3298, loss: 3.3298 +2025-06-03 05:14:25,022 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:42:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.1643, loss: 3.1643 +2025-06-03 05:15:08,043 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:41:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.2986, loss: 3.2986 +2025-06-03 05:15:51,066 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:41:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.2217, loss: 3.2217 +2025-06-03 05:16:33,874 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:40:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.3159, loss: 3.3159 +2025-06-03 05:17:17,235 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:39:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.2453, loss: 3.2453 +2025-06-03 05:17:40,682 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-03 05:19:05,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:19:05,955 - pyskl - INFO - +top1_acc 0.8570 +top5_acc 0.9837 +2025-06-03 05:19:05,958 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8570, top5_acc: 0.9837 +2025-06-03 05:20:09,484 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:38:19, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.1528, loss: 3.1528 +2025-06-03 05:20:52,510 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:37:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.0911, loss: 3.0911 +2025-06-03 05:21:35,570 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:36:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.1977, loss: 3.1977 +2025-06-03 05:22:18,626 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:36:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.1435, loss: 3.1435 +2025-06-03 05:23:01,604 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:35:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.2580, loss: 3.2580 +2025-06-03 05:23:44,590 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:34:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.2396, loss: 3.2396 +2025-06-03 05:24:27,660 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:33:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.1718, loss: 3.1718 +2025-06-03 05:25:10,728 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:33:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.2370, loss: 3.2370 +2025-06-03 05:25:53,726 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:32:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.2310, loss: 3.2310 +2025-06-03 05:26:36,741 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:31:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.1648, loss: 3.1648 +2025-06-03 05:27:19,762 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:31:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.1766, loss: 3.1766 +2025-06-03 05:28:02,768 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:30:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.2168, loss: 3.2168 +2025-06-03 05:28:45,738 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:29:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.2667, loss: 3.2667 +2025-06-03 05:29:28,775 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:28:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.1994, loss: 3.1994 +2025-06-03 05:30:11,865 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:28:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 3.2261, loss: 3.2261 +2025-06-03 05:30:54,875 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:27:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.2488, loss: 3.2488 +2025-06-03 05:31:37,926 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:26:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.1511, loss: 3.1511 +2025-06-03 05:32:20,951 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:26:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.2569, loss: 3.2569 +2025-06-03 05:33:04,109 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:25:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.2477, loss: 3.2477 +2025-06-03 05:33:47,283 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:24:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.2427, loss: 3.2427 +2025-06-03 05:34:30,428 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:23:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.2970, loss: 3.2970 +2025-06-03 05:35:13,624 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:23:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.3238, loss: 3.3238 +2025-06-03 05:35:56,775 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:22:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 3.2075, loss: 3.2075 +2025-06-03 05:36:20,267 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-03 05:37:44,971 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:37:45,051 - pyskl - INFO - +top1_acc 0.8738 +top5_acc 0.9865 +2025-06-03 05:37:45,054 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8738, top5_acc: 0.9865 +2025-06-03 05:38:48,422 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:21:10, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.2307, loss: 3.2307 +2025-06-03 05:39:31,503 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:20:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.1147, loss: 3.1147 +2025-06-03 05:40:14,610 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:19:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.1589, loss: 3.1589 +2025-06-03 05:40:57,657 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:19:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.2025, loss: 3.2025 +2025-06-03 05:41:40,753 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:18:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.2076, loss: 3.2076 +2025-06-03 05:42:23,824 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:17:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.2178, loss: 3.2178 +2025-06-03 05:43:06,931 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:16:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.2246, loss: 3.2246 +2025-06-03 05:43:50,098 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 10:16:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.1827, loss: 3.1827 +2025-06-03 05:44:33,235 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 10:15:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1903, loss: 3.1903 +2025-06-03 05:45:16,376 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:14:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.1730, loss: 3.1730 +2025-06-03 05:45:59,519 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:13:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.2231, loss: 3.2231 +2025-06-03 05:46:42,579 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:13:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.1536, loss: 3.1536 +2025-06-03 05:47:25,643 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:12:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.3028, loss: 3.3028 +2025-06-03 05:48:08,716 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:11:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.2553, loss: 3.2553 +2025-06-03 05:48:51,839 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:11:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.2224, loss: 3.2224 +2025-06-03 05:49:34,943 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:10:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.2633, loss: 3.2633 +2025-06-03 05:50:18,040 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:09:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.2270, loss: 3.2270 +2025-06-03 05:51:01,209 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:08:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 3.2547, loss: 3.2547 +2025-06-03 05:51:44,450 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:08:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.2720, loss: 3.2720 +2025-06-03 05:52:27,727 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:07:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.2947, loss: 3.2947 +2025-06-03 05:53:10,815 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:06:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.2685, loss: 3.2685 +2025-06-03 05:53:53,884 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:06:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.2873, loss: 3.2873 +2025-06-03 05:54:36,881 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:05:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9825, loss_cls: 3.1780, loss: 3.1780 +2025-06-03 05:55:00,319 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-03 05:56:25,246 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:56:25,321 - pyskl - INFO - +top1_acc 0.8188 +top5_acc 0.9622 +2025-06-03 05:56:25,324 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8188, top5_acc: 0.9622 +2025-06-03 05:57:28,913 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:04:07, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.0740, loss: 3.0740 +2025-06-03 05:58:12,294 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:03:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.2512, loss: 3.2512 +2025-06-03 05:58:55,539 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:02:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.0827, loss: 3.0827 +2025-06-03 05:59:38,775 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:02:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.3278, loss: 3.3278 +2025-06-03 06:00:21,900 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 10:01:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 3.0374, loss: 3.0374 +2025-06-03 06:01:05,011 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 10:00:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 3.1751, loss: 3.1751 +2025-06-03 06:01:48,201 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 9:59:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.2414, loss: 3.2414 +2025-06-03 06:02:31,301 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 9:59:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.2053, loss: 3.2053 +2025-06-03 06:03:14,506 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 9:58:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.2323, loss: 3.2323 +2025-06-03 06:03:57,701 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 9:57:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.2841, loss: 3.2841 +2025-06-03 06:04:40,963 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 9:57:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.1445, loss: 3.1445 +2025-06-03 06:05:24,160 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 9:56:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.1432, loss: 3.1432 +2025-06-03 06:06:07,306 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 9:55:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.1530, loss: 3.1530 +2025-06-03 06:06:50,410 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 9:54:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1191, loss: 3.1191 +2025-06-03 06:07:33,564 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 9:54:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.1301, loss: 3.1301 +2025-06-03 06:08:16,723 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 9:53:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.1779, loss: 3.1779 +2025-06-03 06:08:59,942 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 9:52:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.1092, loss: 3.1092 +2025-06-03 06:09:43,155 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 9:52:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.2067, loss: 3.2067 +2025-06-03 06:10:26,449 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 9:51:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.2057, loss: 3.2057 +2025-06-03 06:11:09,711 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 9:50:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1069, loss: 3.1069 +2025-06-03 06:11:52,923 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 9:49:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.2085, loss: 3.2085 +2025-06-03 06:12:36,033 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 9:49:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.2898, loss: 3.2898 +2025-06-03 06:13:19,055 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 9:48:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.1584, loss: 3.1584 +2025-06-03 06:13:42,431 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-03 06:22:57,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 06:22:57,349 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9860 +2025-06-03 06:22:57,352 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8463, top5_acc: 0.9860 +2025-06-03 06:24:00,598 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:47:11, time: 0.632, data_time: 0.200, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.1285, loss: 3.1285 +2025-06-03 06:24:43,963 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:46:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.1297, loss: 3.1297 +2025-06-03 06:25:27,344 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:45:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0092, loss: 3.0092 +2025-06-03 06:26:10,480 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:45:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.1228, loss: 3.1228 +2025-06-03 06:26:53,428 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:44:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 3.1418, loss: 3.1418 +2025-06-03 06:27:36,648 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:43:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.2076, loss: 3.2076 +2025-06-03 06:28:19,756 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:42:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.0068, loss: 3.0068 +2025-06-03 06:29:02,899 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:42:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.0657, loss: 3.0657 +2025-06-03 06:29:46,093 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:41:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.1370, loss: 3.1370 +2025-06-03 06:30:29,264 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:40:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9844, loss_cls: 3.1248, loss: 3.1248 +2025-06-03 06:31:12,607 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:40:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1700, loss: 3.1700 +2025-06-03 06:31:55,843 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:39:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.2697, loss: 3.2697 +2025-06-03 06:32:38,964 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:38:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9781, loss_cls: 3.1914, loss: 3.1914 +2025-06-03 06:33:22,098 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:37:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.2517, loss: 3.2517 +2025-06-03 06:34:05,251 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:37:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0957, loss: 3.0957 +2025-06-03 06:34:48,320 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:36:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.1832, loss: 3.1832 +2025-06-03 06:35:31,509 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:35:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.2333, loss: 3.2333 +2025-06-03 06:36:14,638 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:35:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.1792, loss: 3.1792 +2025-06-03 06:36:57,680 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:34:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.2333, loss: 3.2333 +2025-06-03 06:37:41,019 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:33:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.0950, loss: 3.0950 +2025-06-03 06:38:24,323 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:32:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.1698, loss: 3.1698 +2025-06-03 06:39:07,588 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:32:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.0653, loss: 3.0653 +2025-06-03 06:39:50,847 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:31:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.2745, loss: 3.2745 +2025-06-03 06:40:14,421 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-03 06:41:39,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 06:41:39,574 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9859 +2025-06-03 06:41:39,577 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8516, top5_acc: 0.9859 +2025-06-03 06:42:43,515 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:30:18, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.1546, loss: 3.1546 +2025-06-03 06:43:26,846 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:29:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0892, loss: 3.0892 +2025-06-03 06:44:10,195 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:28:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.0445, loss: 3.0445 +2025-06-03 06:44:53,431 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:28:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.2149, loss: 3.2149 +2025-06-03 06:45:36,549 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:27:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.2000, loss: 3.2000 +2025-06-03 06:46:19,851 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:26:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.2057, loss: 3.2057 +2025-06-03 06:47:03,237 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:26:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.1231, loss: 3.1231 +2025-06-03 06:47:46,662 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:25:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.1905, loss: 3.1905 +2025-06-03 06:48:29,868 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:24:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.1441, loss: 3.1441 +2025-06-03 06:49:13,238 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:23:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.1461, loss: 3.1461 +2025-06-03 06:49:56,456 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:23:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1140, loss: 3.1140 +2025-06-03 06:50:39,540 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:22:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.1604, loss: 3.1604 +2025-06-03 06:51:22,750 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:21:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 3.1829, loss: 3.1829 +2025-06-03 06:52:05,990 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:21:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.1969, loss: 3.1969 +2025-06-03 06:52:49,107 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:20:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.2223, loss: 3.2223 +2025-06-03 06:53:32,296 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:19:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 3.1266, loss: 3.1266 +2025-06-03 06:54:15,351 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:18:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.2090, loss: 3.2090 +2025-06-03 06:54:58,463 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:18:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.1694, loss: 3.1694 +2025-06-03 06:55:41,607 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:17:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.0982, loss: 3.0982 +2025-06-03 06:56:24,771 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:16:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.2297, loss: 3.2297 +2025-06-03 06:57:08,102 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:16:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.1839, loss: 3.1839 +2025-06-03 06:57:51,417 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:15:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.2450, loss: 3.2450 +2025-06-03 06:58:34,666 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:14:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.1338, loss: 3.1338 +2025-06-03 06:58:58,142 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-03 07:00:22,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:00:22,960 - pyskl - INFO - +top1_acc 0.8660 +top5_acc 0.9883 +2025-06-03 07:00:22,964 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8660, top5_acc: 0.9883 +2025-06-03 07:01:26,318 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:13:26, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.1296, loss: 3.1296 +2025-06-03 07:02:09,513 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:12:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0659, loss: 3.0659 +2025-06-03 07:02:52,682 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:12:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 3.2205, loss: 3.2205 +2025-06-03 07:03:35,859 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:11:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.0144, loss: 3.0144 +2025-06-03 07:04:18,996 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:10:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.1613, loss: 3.1613 +2025-06-03 07:05:02,160 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:09:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0760, loss: 3.0760 +2025-06-03 07:05:45,312 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:09:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 3.0400, loss: 3.0400 +2025-06-03 07:06:28,431 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:08:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.0901, loss: 3.0901 +2025-06-03 07:07:11,685 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:07:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.2967, loss: 3.2967 +2025-06-03 07:07:54,795 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:07:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.0644, loss: 3.0644 +2025-06-03 07:08:37,999 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:06:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.0770, loss: 3.0770 +2025-06-03 07:09:21,226 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:05:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.0116, loss: 3.0116 +2025-06-03 07:10:04,382 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:04:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.1690, loss: 3.1690 +2025-06-03 07:10:47,559 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:04:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.1477, loss: 3.1477 +2025-06-03 07:11:30,705 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:03:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.2340, loss: 3.2340 +2025-06-03 07:12:13,880 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:02:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.0526, loss: 3.0526 +2025-06-03 07:12:57,062 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:02:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.2617, loss: 3.2617 +2025-06-03 07:13:40,230 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 9:01:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.1777, loss: 3.1777 +2025-06-03 07:14:23,365 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 9:00:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 3.0969, loss: 3.0969 +2025-06-03 07:15:06,515 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 8:59:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.1334, loss: 3.1334 +2025-06-03 07:15:49,677 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 8:59:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.2235, loss: 3.2235 +2025-06-03 07:16:32,824 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 8:58:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 3.0875, loss: 3.0875 +2025-06-03 07:17:16,080 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 8:57:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1488, loss: 3.1488 +2025-06-03 07:17:39,570 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-03 07:19:04,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:19:04,486 - pyskl - INFO - +top1_acc 0.8446 +top5_acc 0.9848 +2025-06-03 07:19:04,489 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8446, top5_acc: 0.9848 +2025-06-03 07:20:08,139 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 8:56:30, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.0646, loss: 3.0646 +2025-06-03 07:20:51,311 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 8:55:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.0291, loss: 3.0291 +2025-06-03 07:21:34,467 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 8:55:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 3.0838, loss: 3.0838 +2025-06-03 07:22:17,731 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 8:54:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.1014, loss: 3.1014 +2025-06-03 07:23:01,065 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 8:53:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.1033, loss: 3.1033 +2025-06-03 07:23:44,324 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 8:52:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.2184, loss: 3.2184 +2025-06-03 07:24:27,563 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 8:52:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.0260, loss: 3.0260 +2025-06-03 07:25:10,788 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 8:51:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 2.9922, loss: 2.9922 +2025-06-03 07:25:53,943 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 8:50:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.0871, loss: 3.0871 +2025-06-03 07:26:37,143 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 8:50:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.2947, loss: 3.2947 +2025-06-03 07:27:20,396 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 8:49:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.3137, loss: 3.3137 +2025-06-03 07:28:03,580 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 8:48:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.1621, loss: 3.1621 +2025-06-03 07:28:46,789 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:47:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.1651, loss: 3.1651 +2025-06-03 07:29:30,042 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:47:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 3.1098, loss: 3.1098 +2025-06-03 07:30:13,227 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:46:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.0845, loss: 3.0845 +2025-06-03 07:30:56,419 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:45:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.0211, loss: 3.0211 +2025-06-03 07:31:39,530 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:45:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.0653, loss: 3.0653 +2025-06-03 07:32:22,674 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:44:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9663, loss_cls: 3.0821, loss: 3.0821 +2025-06-03 07:33:05,809 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:43:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.0183, loss: 3.0183 +2025-06-03 07:33:49,005 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:42:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.1603, loss: 3.1603 +2025-06-03 07:34:32,256 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:42:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.1313, loss: 3.1313 +2025-06-03 07:35:15,585 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:41:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.0564, loss: 3.0564 +2025-06-03 07:35:58,763 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:40:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.0572, loss: 3.0572 +2025-06-03 07:36:22,192 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-03 07:37:47,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:37:47,103 - pyskl - INFO - +top1_acc 0.8562 +top5_acc 0.9844 +2025-06-03 07:37:47,106 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8562, top5_acc: 0.9844 +2025-06-03 07:38:50,494 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:39:36, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0946, loss: 3.0946 +2025-06-03 07:39:33,643 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:38:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.0261, loss: 3.0261 +2025-06-03 07:40:16,869 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:38:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 2.9624, loss: 2.9624 +2025-06-03 07:40:59,897 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:37:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.1092, loss: 3.1092 +2025-06-03 07:41:42,947 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:36:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 3.1021, loss: 3.1021 +2025-06-03 07:42:26,056 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:36:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.1019, loss: 3.1019 +2025-06-03 07:43:09,196 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:35:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0789, loss: 3.0789 +2025-06-03 07:43:52,361 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:34:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.0411, loss: 3.0411 +2025-06-03 07:44:35,470 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:33:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.0359, loss: 3.0359 +2025-06-03 07:45:18,667 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:33:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0571, loss: 3.0571 +2025-06-03 07:46:01,883 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:32:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.0408, loss: 3.0408 +2025-06-03 07:46:45,070 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:31:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.2346, loss: 3.2346 +2025-06-03 07:47:28,092 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:31:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0614, loss: 3.0614 +2025-06-03 07:48:11,175 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:30:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.0943, loss: 3.0943 +2025-06-03 07:48:54,249 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:29:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.9901, loss: 2.9901 +2025-06-03 07:49:37,390 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:28:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0843, loss: 3.0843 +2025-06-03 07:50:20,584 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:28:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.1410, loss: 3.1410 +2025-06-03 07:51:03,747 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:27:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.1572, loss: 3.1572 +2025-06-03 07:51:46,779 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:26:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.0493, loss: 3.0493 +2025-06-03 07:52:30,009 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:26:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 3.0944, loss: 3.0944 +2025-06-03 07:53:13,207 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:25:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.2406, loss: 3.2406 +2025-06-03 07:53:56,390 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:24:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.1448, loss: 3.1448 +2025-06-03 07:54:39,611 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:23:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.1655, loss: 3.1655 +2025-06-03 07:55:03,087 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-03 08:03:48,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:03:48,522 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9844 +2025-06-03 08:03:48,525 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8362, top5_acc: 0.9844 +2025-06-03 08:04:53,147 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:22:41, time: 0.646, data_time: 0.210, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.0528, loss: 3.0528 +2025-06-03 08:05:36,563 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:21:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0543, loss: 3.0543 +2025-06-03 08:06:19,818 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:21:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.1590, loss: 3.1590 +2025-06-03 08:07:02,988 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:20:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 3.2710, loss: 3.2710 +2025-06-03 08:07:46,259 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:19:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.0911, loss: 3.0911 +2025-06-03 08:08:29,627 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:19:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.1606, loss: 3.1606 +2025-06-03 08:09:12,860 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:18:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.1334, loss: 3.1334 +2025-06-03 08:09:56,111 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:17:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.0841, loss: 3.0841 +2025-06-03 08:10:39,267 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:17:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.0619, loss: 3.0619 +2025-06-03 08:11:22,492 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:16:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.0868, loss: 3.0868 +2025-06-03 08:12:05,679 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:15:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0770, loss: 3.0770 +2025-06-03 08:12:48,840 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:14:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.0928, loss: 3.0928 +2025-06-03 08:13:32,028 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:14:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.0631, loss: 3.0631 +2025-06-03 08:14:15,359 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:13:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 2.9877, loss: 2.9877 +2025-06-03 08:14:58,516 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:12:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.0735, loss: 3.0735 +2025-06-03 08:15:41,660 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:12:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.2190, loss: 3.2190 +2025-06-03 08:16:24,792 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:11:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 2.9440, loss: 2.9440 +2025-06-03 08:17:07,963 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:10:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0052, loss: 3.0052 +2025-06-03 08:17:51,132 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:09:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.1175, loss: 3.1175 +2025-06-03 08:18:34,607 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:09:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.0247, loss: 3.0247 +2025-06-03 08:19:17,916 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:08:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.0537, loss: 3.0537 +2025-06-03 08:20:01,159 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:07:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.0233, loss: 3.0233 +2025-06-03 08:20:44,400 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:07:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.1502, loss: 3.1502 +2025-06-03 08:21:07,764 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-03 08:22:32,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:22:32,983 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9783 +2025-06-03 08:22:32,986 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8178, top5_acc: 0.9783 +2025-06-03 08:23:36,319 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:05:49, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.0503, loss: 3.0503 +2025-06-03 08:24:19,455 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:05:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0427, loss: 3.0427 +2025-06-03 08:25:02,492 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:04:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.1499, loss: 3.1499 +2025-06-03 08:25:45,586 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:03:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.1005, loss: 3.1005 +2025-06-03 08:26:28,703 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:02:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.0394, loss: 3.0394 +2025-06-03 08:27:11,739 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:02:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 3.1359, loss: 3.1359 +2025-06-03 08:27:54,719 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 8:01:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.0229, loss: 3.0229 +2025-06-03 08:28:37,757 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 8:00:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.1884, loss: 3.1884 +2025-06-03 08:29:20,418 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 8:00:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.1310, loss: 3.1310 +2025-06-03 08:30:03,284 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 7:59:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 3.0808, loss: 3.0808 +2025-06-03 08:30:46,265 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 7:58:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.1355, loss: 3.1355 +2025-06-03 08:31:29,496 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 7:57:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0507, loss: 3.0507 +2025-06-03 08:32:12,513 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 7:57:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.0237, loss: 3.0237 +2025-06-03 08:32:55,502 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 7:56:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.0315, loss: 3.0315 +2025-06-03 08:33:38,555 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 7:55:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.0706, loss: 3.0706 +2025-06-03 08:34:21,842 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 7:55:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.1389, loss: 3.1389 +2025-06-03 08:35:04,893 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 7:54:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.0421, loss: 3.0421 +2025-06-03 08:35:47,884 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 7:53:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.9281, loss: 2.9281 +2025-06-03 08:36:30,824 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 7:52:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.0412, loss: 3.0412 +2025-06-03 08:37:13,903 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 7:52:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0202, loss: 3.0202 +2025-06-03 08:37:57,015 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 7:51:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.1100, loss: 3.1100 +2025-06-03 08:38:40,174 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 7:50:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.1571, loss: 3.1571 +2025-06-03 08:39:23,343 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 7:49:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.1593, loss: 3.1593 +2025-06-03 08:39:46,782 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-03 08:41:12,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:41:12,077 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9777 +2025-06-03 08:41:12,080 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8080, top5_acc: 0.9777 +2025-06-03 08:42:15,191 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 7:48:43, time: 0.631, data_time: 0.199, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.0879, loss: 3.0879 +2025-06-03 08:42:58,383 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:48:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.9769, loss: 2.9769 +2025-06-03 08:43:41,497 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:47:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.0672, loss: 3.0672 +2025-06-03 08:44:24,651 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:46:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1282, loss: 3.1282 +2025-06-03 08:45:07,667 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:45:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0021, loss: 3.0021 +2025-06-03 08:45:50,712 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:45:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.1548, loss: 3.1548 +2025-06-03 08:46:33,787 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:44:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.1531, loss: 3.1531 +2025-06-03 08:47:16,990 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:43:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.0518, loss: 3.0518 +2025-06-03 08:48:00,132 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:42:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 3.0756, loss: 3.0756 +2025-06-03 08:48:43,196 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:42:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0263, loss: 3.0263 +2025-06-03 08:49:26,191 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.0700, loss: 3.0700 +2025-06-03 08:50:09,274 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:40:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.1268, loss: 3.1268 +2025-06-03 08:50:52,679 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:40:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.9728, loss: 2.9728 +2025-06-03 08:51:35,883 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:39:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9754, loss: 2.9754 +2025-06-03 08:52:18,964 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:38:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 2.9615, loss: 2.9615 +2025-06-03 08:53:02,039 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:37:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.1039, loss: 3.1039 +2025-06-03 08:53:45,074 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:37:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.9466, loss: 2.9466 +2025-06-03 08:54:28,130 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:36:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.0266, loss: 3.0266 +2025-06-03 08:55:11,166 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:35:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.1537, loss: 3.1537 +2025-06-03 08:55:54,228 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:35:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.9326, loss: 2.9326 +2025-06-03 08:56:37,346 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:34:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.2159, loss: 3.2159 +2025-06-03 08:57:20,430 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:33:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.1182, loss: 3.1182 +2025-06-03 08:58:03,508 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:32:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 3.1482, loss: 3.1482 +2025-06-03 08:58:26,932 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-03 08:59:51,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:59:51,829 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9756 +2025-06-03 08:59:51,833 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8243, top5_acc: 0.9756 +2025-06-03 09:00:55,275 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:31:43, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.0241, loss: 3.0241 +2025-06-03 09:01:38,380 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:31:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0154, loss: 3.0154 +2025-06-03 09:02:21,506 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:30:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9825, loss_cls: 3.0908, loss: 3.0908 +2025-06-03 09:03:04,763 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:29:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.0075, loss: 3.0075 +2025-06-03 09:03:47,818 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:28:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 3.0141, loss: 3.0141 +2025-06-03 09:04:30,860 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:28:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 2.9726, loss: 2.9726 +2025-06-03 09:05:13,926 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:27:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.1315, loss: 3.1315 +2025-06-03 09:05:56,983 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:26:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0041, loss: 3.0041 +2025-06-03 09:06:40,040 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:25:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 2.9318, loss: 2.9318 +2025-06-03 09:07:23,132 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:25:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.1580, loss: 3.1580 +2025-06-03 09:08:06,245 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:24:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 2.9558, loss: 2.9558 +2025-06-03 09:08:49,380 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:23:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.0353, loss: 3.0353 +2025-06-03 09:09:32,465 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:23:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9885, loss: 2.9885 +2025-06-03 09:10:15,538 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:22:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 2.9450, loss: 2.9450 +2025-06-03 09:10:58,515 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:21:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.9482, loss: 2.9482 +2025-06-03 09:11:41,508 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:20:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.0783, loss: 3.0783 +2025-06-03 09:12:24,543 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:20:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0166, loss: 3.0166 +2025-06-03 09:13:07,473 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:19:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0232, loss: 3.0232 +2025-06-03 09:13:50,552 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:18:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9781, loss_cls: 3.1335, loss: 3.1335 +2025-06-03 09:14:33,727 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:18:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.0575, loss: 3.0575 +2025-06-03 09:15:17,130 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:17:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0126, loss: 3.0126 +2025-06-03 09:16:00,788 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:16:41, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9057, loss: 2.9057 +2025-06-03 09:16:43,892 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:15:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.0837, loss: 3.0837 +2025-06-03 09:17:07,276 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-03 09:18:32,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:18:32,647 - pyskl - INFO - +top1_acc 0.8319 +top5_acc 0.9833 +2025-06-03 09:18:32,651 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8319, top5_acc: 0.9833 +2025-06-03 09:19:36,340 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:14:45, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.0850, loss: 3.0850 +2025-06-03 09:20:19,527 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:14:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.0355, loss: 3.0355 +2025-06-03 09:21:02,558 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:13:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.0117, loss: 3.0117 +2025-06-03 09:21:45,449 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:12:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.9336, loss: 2.9336 +2025-06-03 09:22:28,598 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:11:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 3.0072, loss: 3.0072 +2025-06-03 09:23:11,638 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:11:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9616, loss: 2.9616 +2025-06-03 09:23:55,005 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:10:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.0210, loss: 3.0210 +2025-06-03 09:24:38,146 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:09:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0771, loss: 3.0771 +2025-06-03 09:25:21,161 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:09:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 2.9914, loss: 2.9914 +2025-06-03 09:26:04,167 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0540, loss: 3.0540 +2025-06-03 09:26:47,275 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:07:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.0286, loss: 3.0286 +2025-06-03 09:27:30,296 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:06:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.1067, loss: 3.1067 +2025-06-03 09:28:13,430 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:06:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.9657, loss: 2.9657 +2025-06-03 09:28:56,475 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:05:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9958, loss: 2.9958 +2025-06-03 09:29:39,593 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:04:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.0294, loss: 3.0294 +2025-06-03 09:30:22,675 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:03:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 2.9484, loss: 2.9484 +2025-06-03 09:31:05,740 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:03:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.1053, loss: 3.1053 +2025-06-03 09:31:48,996 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:02:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.2219, loss: 3.2219 +2025-06-03 09:32:32,018 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:01:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.0748, loss: 3.0748 +2025-06-03 09:33:15,042 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 7:01:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 3.0366, loss: 3.0366 +2025-06-03 09:33:58,114 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 7:00:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0249, loss: 3.0249 +2025-06-03 09:34:41,170 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 6:59:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0750, loss: 3.0750 +2025-06-03 09:35:24,205 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 6:58:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0051, loss: 3.0051 +2025-06-03 09:35:47,547 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-03 09:44:49,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:44:49,319 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9876 +2025-06-03 09:44:49,323 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8630, top5_acc: 0.9876 +2025-06-03 09:45:52,404 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 6:57:44, time: 0.631, data_time: 0.200, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.9815, loss: 2.9815 +2025-06-03 09:46:35,527 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 6:57:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8969, loss: 2.8969 +2025-06-03 09:47:18,668 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 6:56:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.1038, loss: 3.1038 +2025-06-03 09:48:01,539 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 6:55:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.0951, loss: 3.0951 +2025-06-03 09:48:44,406 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 6:54:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0400, loss: 3.0400 +2025-06-03 09:49:27,284 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 6:54:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 2.9164, loss: 2.9164 +2025-06-03 09:50:10,363 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 6:53:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.0313, loss: 3.0313 +2025-06-03 09:50:53,402 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 6:52:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 2.9827, loss: 2.9827 +2025-06-03 09:51:36,432 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 6:51:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.0281, loss: 3.0281 +2025-06-03 09:52:19,335 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 6:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 2.9884, loss: 2.9884 +2025-06-03 09:53:02,283 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 6:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9833, loss: 2.9833 +2025-06-03 09:53:45,522 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 6:49:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.0206, loss: 3.0206 +2025-06-03 09:54:28,594 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 6:49:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.0155, loss: 3.0155 +2025-06-03 09:55:11,605 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:48:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.0516, loss: 3.0516 +2025-06-03 09:55:54,638 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:47:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 2.9844, loss: 2.9844 +2025-06-03 09:56:37,626 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:46:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.9175, loss: 2.9175 +2025-06-03 09:57:20,630 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:46:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 3.0646, loss: 3.0646 +2025-06-03 09:58:03,493 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:45:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 3.0365, loss: 3.0365 +2025-06-03 09:58:46,429 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:44:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9683, loss: 2.9683 +2025-06-03 09:59:29,560 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:44:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.0105, loss: 3.0105 +2025-06-03 10:00:12,661 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:43:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.0775, loss: 3.0775 +2025-06-03 10:00:55,700 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:42:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.0836, loss: 3.0836 +2025-06-03 10:01:38,683 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.9966, loss: 2.9966 +2025-06-03 10:02:02,151 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-03 10:03:26,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:03:26,606 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9851 +2025-06-03 10:03:26,609 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8467, top5_acc: 0.9851 +2025-06-03 10:04:29,539 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:40:38, time: 0.629, data_time: 0.198, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 3.0005, loss: 3.0005 +2025-06-03 10:05:12,692 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:39:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.9101, loss: 2.9101 +2025-06-03 10:05:55,828 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:39:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.8812, loss: 2.8812 +2025-06-03 10:06:39,047 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:38:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9413, loss: 2.9413 +2025-06-03 10:07:22,053 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:37:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.0841, loss: 3.0841 +2025-06-03 10:08:04,946 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:37:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9083, loss: 2.9083 +2025-06-03 10:08:47,920 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:36:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 2.9869, loss: 2.9869 +2025-06-03 10:09:30,887 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9700, loss_cls: 3.0777, loss: 3.0777 +2025-06-03 10:10:14,056 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:34:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.9475, loss: 2.9475 +2025-06-03 10:10:57,196 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:34:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.9251, loss: 2.9251 +2025-06-03 10:11:40,310 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:33:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0330, loss: 3.0330 +2025-06-03 10:12:23,430 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:32:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.0564, loss: 3.0564 +2025-06-03 10:13:06,563 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:32:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 3.0016, loss: 3.0016 +2025-06-03 10:13:49,671 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:31:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.0945, loss: 3.0945 +2025-06-03 10:14:32,843 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:30:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.0182, loss: 3.0182 +2025-06-03 10:15:16,022 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:29:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.9620, loss: 2.9620 +2025-06-03 10:15:59,147 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:29:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.8533, loss: 2.8533 +2025-06-03 10:16:42,370 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:28:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 2.9114, loss: 2.9114 +2025-06-03 10:17:25,536 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:27:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.9857, loss: 2.9857 +2025-06-03 10:18:08,858 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:27:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0310, loss: 3.0310 +2025-06-03 10:18:52,006 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.1116, loss: 3.1116 +2025-06-03 10:19:35,202 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 2.9865, loss: 2.9865 +2025-06-03 10:20:18,258 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:24:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.0423, loss: 3.0423 +2025-06-03 10:20:41,713 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-03 10:22:06,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:22:06,756 - pyskl - INFO - +top1_acc 0.8403 +top5_acc 0.9811 +2025-06-03 10:22:06,759 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8403, top5_acc: 0.9811 +2025-06-03 10:23:09,755 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:23:40, time: 0.630, data_time: 0.199, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9291, loss: 2.9291 +2025-06-03 10:23:52,963 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:22:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.9090, loss: 2.9090 +2025-06-03 10:24:36,368 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:22:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.9927, loss: 2.9927 +2025-06-03 10:25:19,815 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:21:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9080, loss: 2.9080 +2025-06-03 10:26:02,890 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:20:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 2.9971, loss: 2.9971 +2025-06-03 10:26:45,824 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:20:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0279, loss: 3.0279 +2025-06-03 10:27:28,802 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:19:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0091, loss: 3.0091 +2025-06-03 10:28:11,756 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:18:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 2.9817, loss: 2.9817 +2025-06-03 10:28:54,737 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:17:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 2.8927, loss: 2.8927 +2025-06-03 10:29:37,722 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:17:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9869, loss_cls: 2.9356, loss: 2.9356 +2025-06-03 10:30:20,671 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:16:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0143, loss: 3.0143 +2025-06-03 10:31:03,802 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:15:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.0640, loss: 3.0640 +2025-06-03 10:31:46,909 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 2.9563, loss: 2.9563 +2025-06-03 10:32:30,104 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:14:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 3.1123, loss: 3.1123 +2025-06-03 10:33:13,168 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:13:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9021, loss: 2.9021 +2025-06-03 10:33:56,312 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:12:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9315, loss: 2.9315 +2025-06-03 10:34:39,401 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:12:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.0153, loss: 3.0153 +2025-06-03 10:35:22,471 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:11:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0603, loss: 3.0603 +2025-06-03 10:36:05,601 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:10:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.9530, loss: 2.9530 +2025-06-03 10:36:49,031 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:10:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.9543, loss: 2.9543 +2025-06-03 10:37:32,175 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:09:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0505, loss: 3.0505 +2025-06-03 10:38:15,363 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:08:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.0745, loss: 3.0745 +2025-06-03 10:38:58,407 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:07:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.0466, loss: 3.0466 +2025-06-03 10:39:21,821 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-03 10:40:47,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:40:47,323 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9886 +2025-06-03 10:40:47,380 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_24.pth was removed +2025-06-03 10:40:48,461 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-06-03 10:40:48,462 - pyskl - INFO - Best top1_acc is 0.8763 at 43 epoch. +2025-06-03 10:40:48,465 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8763, top5_acc: 0.9886 +2025-06-03 10:41:52,455 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:06:44, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.8980, loss: 2.8980 +2025-06-03 10:42:35,696 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:06:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.8274, loss: 2.8274 +2025-06-03 10:43:18,994 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:05:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.9022, loss: 2.9022 +2025-06-03 10:44:02,164 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:04:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1110, loss: 3.1110 +2025-06-03 10:44:45,510 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:03:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0489, loss: 3.0489 +2025-06-03 10:45:28,777 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:03:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.0478, loss: 3.0478 +2025-06-03 10:46:11,951 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:02:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.9395, loss: 2.9395 +2025-06-03 10:46:55,095 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:01:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.0640, loss: 3.0640 +2025-06-03 10:47:38,199 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:01:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.8433, loss: 2.8433 +2025-06-03 10:48:21,307 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 6:00:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.9698, loss: 2.9698 +2025-06-03 10:49:04,444 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 5:59:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8923, loss: 2.8923 +2025-06-03 10:49:47,598 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 5:58:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9372, loss: 2.9372 +2025-06-03 10:50:30,638 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 5:58:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9675, loss_cls: 2.9532, loss: 2.9532 +2025-06-03 10:51:13,714 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 5:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 3.0156, loss: 3.0156 +2025-06-03 10:51:56,778 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 5:56:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.9341, loss: 2.9341 +2025-06-03 10:52:39,919 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 5:56:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 2.9977, loss: 2.9977 +2025-06-03 10:53:22,966 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 5:55:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.0511, loss: 3.0511 +2025-06-03 10:54:06,032 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 5:54:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.0189, loss: 3.0189 +2025-06-03 10:54:49,137 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 5:53:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.0958, loss: 3.0958 +2025-06-03 10:55:32,190 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 5:53:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.0341, loss: 3.0341 +2025-06-03 10:56:15,347 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 5:52:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 2.9777, loss: 2.9777 +2025-06-03 10:56:58,379 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 5:51:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.9074, loss: 2.9074 +2025-06-03 10:57:41,495 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 5:50:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.0540, loss: 3.0540 +2025-06-03 10:58:04,918 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-03 10:59:29,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:59:29,953 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9874 +2025-06-03 10:59:29,956 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8636, top5_acc: 0.9874 +2025-06-03 11:00:33,247 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 5:49:47, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 2.8419, loss: 2.8419 +2025-06-03 11:01:16,338 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 5:49:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0117, loss: 3.0117 +2025-06-03 11:01:59,361 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:48:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.8048, loss: 2.8048 +2025-06-03 11:02:42,584 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:47:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9522, loss: 2.9522 +2025-06-03 11:03:25,698 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:46:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9876, loss: 2.9876 +2025-06-03 11:04:08,894 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:46:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 2.9609, loss: 2.9609 +2025-06-03 11:04:52,054 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:45:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0092, loss: 3.0092 +2025-06-03 11:05:35,235 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:44:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 2.9675, loss: 2.9675 +2025-06-03 11:06:18,278 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:44:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9255, loss: 2.9255 +2025-06-03 11:07:01,272 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:43:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8016, loss: 2.8016 +2025-06-03 11:07:44,417 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:42:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 2.8863, loss: 2.8863 +2025-06-03 11:08:27,785 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:41:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9656, loss_cls: 2.9709, loss: 2.9709 +2025-06-03 11:09:11,131 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:41:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9781, loss: 2.9781 +2025-06-03 11:09:54,358 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:40:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.0876, loss: 3.0876 +2025-06-03 11:10:37,453 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:39:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.8506, loss: 2.8506 +2025-06-03 11:11:20,598 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:39:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.0848, loss: 3.0848 +2025-06-03 11:12:03,674 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:38:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.9868, loss: 2.9868 +2025-06-03 11:12:46,735 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:37:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9008, loss: 2.9008 +2025-06-03 11:13:29,864 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:36:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.0791, loss: 3.0791 +2025-06-03 11:14:12,829 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:36:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9541, loss: 2.9541 +2025-06-03 11:14:55,836 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:35:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.8971, loss: 2.8971 +2025-06-03 11:15:38,942 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:34:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 3.0502, loss: 3.0502 +2025-06-03 11:16:21,998 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:34:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.9760, loss: 2.9760 +2025-06-03 11:16:45,366 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-03 11:25:22,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:25:22,960 - pyskl - INFO - +top1_acc 0.8802 +top5_acc 0.9878 +2025-06-03 11:25:23,016 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_43.pth was removed +2025-06-03 11:25:24,032 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2025-06-03 11:25:24,033 - pyskl - INFO - Best top1_acc is 0.8802 at 45 epoch. +2025-06-03 11:25:24,036 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8802, top5_acc: 0.9878 +2025-06-03 11:26:27,088 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:32:50, time: 0.630, data_time: 0.199, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.8245, loss: 2.8245 +2025-06-03 11:27:10,323 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:32:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 2.8805, loss: 2.8805 +2025-06-03 11:27:53,371 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:31:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.0362, loss: 3.0362 +2025-06-03 11:28:36,503 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:30:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.9617, loss: 2.9617 +2025-06-03 11:29:19,505 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:29:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 3.0086, loss: 3.0086 +2025-06-03 11:30:02,579 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:29:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.9236, loss: 2.9236 +2025-06-03 11:30:45,552 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:28:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8733, loss: 2.8733 +2025-06-03 11:31:28,557 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8551, loss: 2.8551 +2025-06-03 11:32:11,611 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:27:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 2.8994, loss: 2.8994 +2025-06-03 11:32:54,721 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:26:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.9196, loss: 2.9196 +2025-06-03 11:33:37,774 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:25:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8529, loss: 2.8529 +2025-06-03 11:34:20,889 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:24:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 2.9309, loss: 2.9309 +2025-06-03 11:35:04,107 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:24:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.9152, loss: 2.9152 +2025-06-03 11:35:47,330 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:23:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8949, loss: 2.8949 +2025-06-03 11:36:30,510 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:22:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.9871, loss: 2.9871 +2025-06-03 11:37:13,619 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:22:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0117, loss: 3.0117 +2025-06-03 11:37:56,790 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:21:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8961, loss: 2.8961 +2025-06-03 11:38:40,063 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:20:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 3.0046, loss: 3.0046 +2025-06-03 11:39:23,231 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:19:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.8388, loss: 2.8388 +2025-06-03 11:40:06,550 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:19:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.0092, loss: 3.0092 +2025-06-03 11:40:49,738 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:18:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 2.9184, loss: 2.9184 +2025-06-03 11:41:33,036 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:17:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9548, loss: 2.9548 +2025-06-03 11:42:16,105 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:17:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 2.9817, loss: 2.9817 +2025-06-03 11:42:39,428 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-03 11:44:03,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:44:03,915 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9851 +2025-06-03 11:44:03,919 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8681, top5_acc: 0.9851 +2025-06-03 11:45:07,247 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:15:54, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9077, loss: 2.9077 +2025-06-03 11:45:50,422 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:15:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.8771, loss: 2.8771 +2025-06-03 11:46:33,514 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:14:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9354, loss: 2.9354 +2025-06-03 11:47:16,615 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:13:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.9440, loss: 2.9440 +2025-06-03 11:47:59,781 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:13:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 2.9233, loss: 2.9233 +2025-06-03 11:48:42,647 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:12:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.8555, loss: 2.8555 +2025-06-03 11:49:25,736 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:11:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 2.9702, loss: 2.9702 +2025-06-03 11:50:08,852 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:10:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.9052, loss: 2.9052 +2025-06-03 11:50:51,902 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:10:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 2.8531, loss: 2.8531 +2025-06-03 11:51:34,979 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:09:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 2.9197, loss: 2.9197 +2025-06-03 11:52:18,059 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:08:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.8186, loss: 2.8186 +2025-06-03 11:53:01,264 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:08:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.8541, loss: 2.8541 +2025-06-03 11:53:44,404 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:07:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 3.0280, loss: 3.0280 +2025-06-03 11:54:27,471 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:06:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.8730, loss: 2.8730 +2025-06-03 11:55:10,586 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:05:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 2.9761, loss: 2.9761 +2025-06-03 11:55:53,679 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:05:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 2.9574, loss: 2.9574 +2025-06-03 11:56:36,764 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:04:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 2.9505, loss: 2.9505 +2025-06-03 11:57:19,846 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:03:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.9716, loss: 2.9716 +2025-06-03 11:58:02,937 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:02:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9681, loss_cls: 2.9497, loss: 2.9497 +2025-06-03 11:58:46,336 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:02:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.0252, loss: 3.0252 +2025-06-03 11:59:29,548 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:01:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 2.9154, loss: 2.9154 +2025-06-03 12:00:12,839 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 2.9294, loss: 2.9294 +2025-06-03 12:00:55,927 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 5:00:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 2.8153, loss: 2.8153 +2025-06-03 12:01:19,372 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-03 12:02:44,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:02:44,331 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9886 +2025-06-03 12:02:44,334 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8667, top5_acc: 0.9886 +2025-06-03 12:03:47,674 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 4:58:57, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9888, loss_cls: 2.9146, loss: 2.9146 +2025-06-03 12:04:30,798 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 4:58:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 2.9438, loss: 2.9438 +2025-06-03 12:05:13,881 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 4:57:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 2.8256, loss: 2.8256 +2025-06-03 12:05:57,027 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 4:56:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.9516, loss: 2.9516 +2025-06-03 12:06:40,117 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 4:56:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8210, loss: 2.8210 +2025-06-03 12:07:23,194 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 4:55:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 2.9435, loss: 2.9435 +2025-06-03 12:08:06,465 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 4:54:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.8554, loss: 2.8554 +2025-06-03 12:08:49,719 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 4:53:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 2.8182, loss: 2.8182 +2025-06-03 12:09:32,954 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 4:53:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.8074, loss: 2.8074 +2025-06-03 12:10:16,047 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 4:52:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8926, loss: 2.8926 +2025-06-03 12:10:59,145 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 4:51:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 2.9084, loss: 2.9084 +2025-06-03 12:11:42,311 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 4:51:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9712, loss_cls: 2.9569, loss: 2.9569 +2025-06-03 12:12:25,472 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 4:50:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8540, loss: 2.8540 +2025-06-03 12:13:08,643 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 4:49:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8443, loss: 2.8443 +2025-06-03 12:13:51,795 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:48:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 2.9963, loss: 2.9963 +2025-06-03 12:14:34,950 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:48:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9565, loss: 2.9565 +2025-06-03 12:15:18,020 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:47:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9227, loss: 2.9227 +2025-06-03 12:16:01,085 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:46:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.9600, loss: 2.9600 +2025-06-03 12:16:44,244 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:46:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9216, loss: 2.9216 +2025-06-03 12:17:27,439 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:45:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.0081, loss: 3.0081 +2025-06-03 12:18:10,638 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:44:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.8259, loss: 2.8259 +2025-06-03 12:18:53,718 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:43:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9869, loss_cls: 2.9119, loss: 2.9119 +2025-06-03 12:19:36,907 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:43:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 2.9186, loss: 2.9186 +2025-06-03 12:20:00,277 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-03 12:21:25,010 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:21:25,087 - pyskl - INFO - +top1_acc 0.8873 +top5_acc 0.9895 +2025-06-03 12:21:25,154 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_45.pth was removed +2025-06-03 12:21:26,240 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-03 12:21:26,241 - pyskl - INFO - Best top1_acc is 0.8873 at 48 epoch. +2025-06-03 12:21:26,244 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8873, top5_acc: 0.9895 +2025-06-03 12:22:30,455 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:42:04, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.9134, loss: 2.9134 +2025-06-03 12:23:13,918 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:41:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9189, loss: 2.9189 +2025-06-03 12:23:57,111 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:40:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.8962, loss: 2.8962 +2025-06-03 12:24:40,147 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:39:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9285, loss: 2.9285 +2025-06-03 12:25:23,254 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:39:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8838, loss: 2.8838 +2025-06-03 12:26:06,354 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:38:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.9581, loss: 2.9581 +2025-06-03 12:26:49,321 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:37:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.9733, loss: 2.9733 +2025-06-03 12:27:32,391 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:37:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 2.8919, loss: 2.8919 +2025-06-03 12:28:15,351 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:36:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.7903, loss: 2.7903 +2025-06-03 12:28:57,872 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:35:36, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 2.8527, loss: 2.8527 +2025-06-03 12:29:40,751 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:34:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 2.9741, loss: 2.9741 +2025-06-03 12:30:23,711 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:34:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9303, loss: 2.9303 +2025-06-03 12:31:06,952 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:33:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 2.9752, loss: 2.9752 +2025-06-03 12:31:50,067 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:32:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8928, loss: 2.8928 +2025-06-03 12:32:33,076 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:32:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8634, loss: 2.8634 +2025-06-03 12:33:16,083 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:31:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.9698, loss: 2.9698 +2025-06-03 12:33:59,081 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:30:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.9934, loss: 2.9934 +2025-06-03 12:34:42,083 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:29:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8806, loss: 2.8806 +2025-06-03 12:35:25,208 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:29:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.8529, loss: 2.8529 +2025-06-03 12:36:08,275 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:28:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 2.9943, loss: 2.9943 +2025-06-03 12:36:51,746 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:27:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.9434, loss: 2.9434 +2025-06-03 12:37:34,797 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:26:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 2.9286, loss: 2.9286 +2025-06-03 12:38:17,739 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:26:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.0334, loss: 3.0334 +2025-06-03 12:38:41,180 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-03 12:40:06,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:40:06,151 - pyskl - INFO - +top1_acc 0.8861 +top5_acc 0.9897 +2025-06-03 12:40:06,154 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8861, top5_acc: 0.9897 +2025-06-03 12:41:09,754 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:25:05, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8438, loss: 2.8438 +2025-06-03 12:41:52,999 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:24:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 2.8069, loss: 2.8069 +2025-06-03 12:42:36,157 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:23:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.8828, loss: 2.8828 +2025-06-03 12:43:19,306 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:22:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.8444, loss: 2.8444 +2025-06-03 12:44:02,361 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:22:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8303, loss: 2.8303 +2025-06-03 12:44:45,448 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:21:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8914, loss: 2.8914 +2025-06-03 12:45:28,536 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:20:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 2.9059, loss: 2.9059 +2025-06-03 12:46:11,659 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:20:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9762, loss_cls: 2.8015, loss: 2.8015 +2025-06-03 12:46:54,792 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:19:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9819, loss_cls: 3.0105, loss: 3.0105 +2025-06-03 12:47:38,001 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:18:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.8560, loss: 2.8560 +2025-06-03 12:48:21,022 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:17:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8460, loss: 2.8460 +2025-06-03 12:49:04,110 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:17:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.8840, loss: 2.8840 +2025-06-03 12:49:47,193 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:16:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.0649, loss: 3.0649 +2025-06-03 12:50:30,231 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:15:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.8707, loss: 2.8707 +2025-06-03 12:51:13,298 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:15:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0162, loss: 3.0162 +2025-06-03 12:51:56,382 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:14:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.9973, loss: 2.9973 +2025-06-03 12:52:39,502 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:13:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.9394, loss: 2.9394 +2025-06-03 12:53:22,561 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:12:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.7491, loss: 2.7491 +2025-06-03 12:54:05,809 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:12:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.9233, loss: 2.9233 +2025-06-03 12:54:49,144 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:11:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9689, loss: 2.9689 +2025-06-03 12:55:32,562 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:10:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 2.7991, loss: 2.7991 +2025-06-03 12:56:15,570 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:10:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9875, loss_cls: 2.8054, loss: 2.8054 +2025-06-03 12:56:58,629 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:09:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.8138, loss: 2.8138 +2025-06-03 12:57:22,004 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-03 13:06:01,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:06:01,800 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9913 +2025-06-03 13:06:01,856 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_48.pth was removed +2025-06-03 13:06:02,899 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-03 13:06:02,900 - pyskl - INFO - Best top1_acc is 0.9070 at 50 epoch. +2025-06-03 13:06:02,903 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.9070, top5_acc: 0.9913 +2025-06-03 13:07:06,477 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:08:10, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.8391, loss: 2.8391 +2025-06-03 13:07:49,493 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:07:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7339, loss: 2.7339 +2025-06-03 13:08:32,582 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:06:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9592, loss: 2.9592 +2025-06-03 13:09:15,639 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:06:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.8240, loss: 2.8240 +2025-06-03 13:09:58,809 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:05:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.6931, loss: 2.6931 +2025-06-03 13:10:41,896 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9131, loss: 2.9131 +2025-06-03 13:11:24,960 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:03:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8455, loss: 2.8455 +2025-06-03 13:12:07,955 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:03:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.9677, loss: 2.9677 +2025-06-03 13:12:51,030 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:02:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8990, loss: 2.8990 +2025-06-03 13:13:34,151 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:01:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.9167, loss: 2.9167 +2025-06-03 13:14:17,313 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:01:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8993, loss: 2.8993 +2025-06-03 13:15:00,391 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 4:00:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8559, loss: 2.8559 +2025-06-03 13:15:43,558 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 3:59:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9038, loss: 2.9038 +2025-06-03 13:16:26,707 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 3:58:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9833, loss: 2.9833 +2025-06-03 13:17:09,991 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 3:58:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.8985, loss: 2.8985 +2025-06-03 13:17:53,199 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 3:57:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.8820, loss: 2.8820 +2025-06-03 13:18:36,424 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 3:56:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.8899, loss: 2.8899 +2025-06-03 13:19:19,618 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 3:56:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9662, loss: 2.9662 +2025-06-03 13:20:02,812 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 3:55:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.9041, loss: 2.9041 +2025-06-03 13:20:46,082 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 3:54:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.9069, loss: 2.9069 +2025-06-03 13:21:29,379 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 3:53:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8077, loss: 2.8077 +2025-06-03 13:22:12,678 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 3:53:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 2.9458, loss: 2.9458 +2025-06-03 13:22:55,832 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 3:52:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.8808, loss: 2.8808 +2025-06-03 13:23:19,311 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-03 13:24:44,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:24:44,625 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9825 +2025-06-03 13:24:44,628 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8524, top5_acc: 0.9825 +2025-06-03 13:25:47,622 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 3:51:15, time: 0.630, data_time: 0.199, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.8068, loss: 2.8068 +2025-06-03 13:26:30,674 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 3:50:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8141, loss: 2.8141 +2025-06-03 13:27:13,865 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 3:49:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 2.7512, loss: 2.7512 +2025-06-03 13:27:57,131 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:49:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.8926, loss: 2.8926 +2025-06-03 13:28:40,234 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:48:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8235, loss: 2.8235 +2025-06-03 13:29:23,174 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:47:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 2.8492, loss: 2.8492 +2025-06-03 13:30:06,138 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:46:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9423, loss: 2.9423 +2025-06-03 13:30:49,116 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:46:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8623, loss: 2.8623 +2025-06-03 13:31:32,092 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:45:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 2.8521, loss: 2.8521 +2025-06-03 13:32:15,302 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:44:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 2.9856, loss: 2.9856 +2025-06-03 13:32:58,465 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:44:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8805, loss: 2.8805 +2025-06-03 13:33:41,626 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:43:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 2.9416, loss: 2.9416 +2025-06-03 13:34:24,807 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:42:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.9088, loss: 2.9088 +2025-06-03 13:35:07,875 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:41:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.0610, loss: 3.0610 +2025-06-03 13:35:50,928 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:41:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 2.8222, loss: 2.8222 +2025-06-03 13:36:33,974 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:40:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.9317, loss: 2.9317 +2025-06-03 13:37:16,973 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:39:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.8657, loss: 2.8657 +2025-06-03 13:37:59,939 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:39:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.7275, loss: 2.7275 +2025-06-03 13:38:43,052 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:38:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8750, loss: 2.8750 +2025-06-03 13:39:26,080 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:37:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.8949, loss: 2.8949 +2025-06-03 13:40:09,042 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:36:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.8780, loss: 2.8780 +2025-06-03 13:40:52,090 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:36:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.9035, loss: 2.9035 +2025-06-03 13:41:35,031 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:35:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.9226, loss: 2.9226 +2025-06-03 13:41:58,420 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-03 13:43:23,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:43:23,385 - pyskl - INFO - +top1_acc 0.7654 +top5_acc 0.9646 +2025-06-03 13:43:23,388 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.7654, top5_acc: 0.9646 +2025-06-03 13:44:27,139 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:34:17, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8015, loss: 2.8015 +2025-06-03 13:45:10,395 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:33:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.8908, loss: 2.8908 +2025-06-03 13:45:53,632 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:32:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8297, loss: 2.8297 +2025-06-03 13:46:36,740 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:32:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.8790, loss: 2.8790 +2025-06-03 13:47:19,859 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:31:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8043, loss: 2.8043 +2025-06-03 13:48:02,996 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:30:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8919, loss: 2.8919 +2025-06-03 13:48:46,104 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:30:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8513, loss: 2.8513 +2025-06-03 13:49:29,367 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:29:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.8027, loss: 2.8027 +2025-06-03 13:50:12,615 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:28:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9241, loss: 2.9241 +2025-06-03 13:50:55,892 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:27:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9232, loss: 2.9232 +2025-06-03 13:51:39,040 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:27:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.8506, loss: 2.8506 +2025-06-03 13:52:22,479 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:26:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0240, loss: 3.0240 +2025-06-03 13:53:05,854 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:25:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.8408, loss: 2.8408 +2025-06-03 13:53:48,982 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:25:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 2.8843, loss: 2.8843 +2025-06-03 13:54:32,259 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:24:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8718, loss: 2.8718 +2025-06-03 13:55:15,613 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:23:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9856, loss_cls: 2.8982, loss: 2.8982 +2025-06-03 13:55:58,938 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:22:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9700, loss_cls: 2.9624, loss: 2.9624 +2025-06-03 13:56:42,137 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:22:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8199, loss: 2.8199 +2025-06-03 13:57:25,451 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:21:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8479, loss: 2.8479 +2025-06-03 13:58:08,786 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:20:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8381, loss: 2.8381 +2025-06-03 13:58:51,815 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:20:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9869, loss_cls: 2.8739, loss: 2.8739 +2025-06-03 13:59:34,922 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:19:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.8257, loss: 2.8257 +2025-06-03 14:00:18,090 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:18:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8179, loss: 2.8179 +2025-06-03 14:00:41,509 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-03 14:02:06,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:02:06,216 - pyskl - INFO - +top1_acc 0.8933 +top5_acc 0.9915 +2025-06-03 14:02:06,220 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8933, top5_acc: 0.9915 +2025-06-03 14:03:10,163 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:17:27, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8198, loss: 2.8198 +2025-06-03 14:03:53,357 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:16:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.7307, loss: 2.7307 +2025-06-03 14:04:36,517 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:16:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7231, loss: 2.7231 +2025-06-03 14:05:19,572 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.8048, loss: 2.8048 +2025-06-03 14:06:02,634 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:14:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.8681, loss: 2.8681 +2025-06-03 14:06:45,588 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:13:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 2.7565, loss: 2.7565 +2025-06-03 14:07:28,544 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:13:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8514, loss: 2.8514 +2025-06-03 14:08:11,497 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:12:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.8589, loss: 2.8589 +2025-06-03 14:08:54,459 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:11:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.8778, loss: 2.8778 +2025-06-03 14:09:37,611 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:10:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 2.8950, loss: 2.8950 +2025-06-03 14:10:20,632 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:10:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8614, loss: 2.8614 +2025-06-03 14:11:03,567 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:09:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8454, loss: 2.8454 +2025-06-03 14:11:46,731 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:08:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.7976, loss: 2.7976 +2025-06-03 14:12:29,678 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:08:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8630, loss: 2.8630 +2025-06-03 14:13:12,715 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:07:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.9155, loss: 2.9155 +2025-06-03 14:13:55,663 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:06:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8533, loss: 2.8533 +2025-06-03 14:14:38,575 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:05:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 2.8081, loss: 2.8081 +2025-06-03 14:15:21,621 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:05:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8071, loss: 2.8071 +2025-06-03 14:16:05,018 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:04:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8158, loss: 2.8158 +2025-06-03 14:16:48,229 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:03:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8067, loss: 2.8067 +2025-06-03 14:17:31,312 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:03:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8699, loss: 2.8699 +2025-06-03 14:18:14,264 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:02:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8629, loss: 2.8629 +2025-06-03 14:18:57,261 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:01:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.8103, loss: 2.8103 +2025-06-03 14:19:20,607 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-03 14:20:45,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:20:45,597 - pyskl - INFO - +top1_acc 0.8574 +top5_acc 0.9884 +2025-06-03 14:20:45,600 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8574, top5_acc: 0.9884 +2025-06-03 14:21:49,128 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 3:00:29, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7762, loss: 2.7762 +2025-06-03 14:22:32,210 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 2:59:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7912, loss: 2.7912 +2025-06-03 14:23:15,301 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 2:59:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.8745, loss: 2.8745 +2025-06-03 14:23:58,407 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 2:58:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.8440, loss: 2.8440 +2025-06-03 14:24:41,525 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 2:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.8171, loss: 2.8171 +2025-06-03 14:25:24,590 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 2:56:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.7332, loss: 2.7332 +2025-06-03 14:26:07,790 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 2:56:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8348, loss: 2.8348 +2025-06-03 14:26:50,914 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 2:55:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7715, loss: 2.7715 +2025-06-03 14:27:33,946 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 2:54:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.7914, loss: 2.7914 +2025-06-03 14:28:17,088 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 2:54:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.8940, loss: 2.8940 +2025-06-03 14:29:00,498 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 2:53:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.7706, loss: 2.7706 +2025-06-03 14:29:44,053 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 2:52:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.8741, loss: 2.8741 +2025-06-03 14:30:27,383 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 2:51:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8249, loss: 2.8249 +2025-06-03 14:31:10,509 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 2:51:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.8295, loss: 2.8295 +2025-06-03 14:31:53,688 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 2:50:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.9107, loss: 2.9107 +2025-06-03 14:32:36,789 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 2:49:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 2.8866, loss: 2.8866 +2025-06-03 14:33:19,894 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:49:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8465, loss: 2.8465 +2025-06-03 14:34:02,921 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:48:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.6901, loss: 2.6901 +2025-06-03 14:34:45,973 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:47:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.8481, loss: 2.8481 +2025-06-03 14:35:29,030 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:46:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7306, loss: 2.7306 +2025-06-03 14:36:11,932 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:46:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8511, loss: 2.8511 +2025-06-03 14:36:55,016 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:45:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.7989, loss: 2.7989 +2025-06-03 14:37:38,234 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:44:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8071, loss: 2.8071 +2025-06-03 14:38:01,733 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-03 14:46:58,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:46:58,732 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9895 +2025-06-03 14:46:58,736 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8902, top5_acc: 0.9895 +2025-06-03 14:48:03,331 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:43:36, time: 0.646, data_time: 0.211, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.6707, loss: 2.6707 +2025-06-03 14:48:46,618 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:42:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.7752, loss: 2.7752 +2025-06-03 14:49:30,187 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:42:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.7881, loss: 2.7881 +2025-06-03 14:50:13,320 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:41:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8281, loss: 2.8281 +2025-06-03 14:50:56,648 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:40:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7506, loss: 2.7506 +2025-06-03 14:51:39,842 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:40:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8193, loss: 2.8193 +2025-06-03 14:52:23,052 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:39:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.8158, loss: 2.8158 +2025-06-03 14:53:06,164 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:38:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.8199, loss: 2.8199 +2025-06-03 14:53:49,313 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:37:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9021, loss: 2.9021 +2025-06-03 14:54:32,375 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:37:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.8190, loss: 2.8190 +2025-06-03 14:55:15,494 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:36:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.8397, loss: 2.8397 +2025-06-03 14:55:58,629 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:35:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8237, loss: 2.8237 +2025-06-03 14:56:41,693 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:35:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.7826, loss: 2.7826 +2025-06-03 14:57:24,836 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:34:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.7421, loss: 2.7421 +2025-06-03 14:58:07,959 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:33:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8618, loss: 2.8618 +2025-06-03 14:58:51,151 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:32:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7307, loss: 2.7307 +2025-06-03 14:59:34,200 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:32:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8478, loss: 2.8478 +2025-06-03 15:00:17,213 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:31:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.9162, loss: 2.9162 +2025-06-03 15:01:00,257 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.7311, loss: 2.7311 +2025-06-03 15:01:43,404 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:30:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.7451, loss: 2.7451 +2025-06-03 15:02:26,432 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9026, loss: 2.9026 +2025-06-03 15:03:09,549 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:28:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.7535, loss: 2.7535 +2025-06-03 15:03:52,671 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:27:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.8703, loss: 2.8703 +2025-06-03 15:04:16,072 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-03 15:05:41,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:05:41,621 - pyskl - INFO - +top1_acc 0.8943 +top5_acc 0.9907 +2025-06-03 15:05:41,624 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8943, top5_acc: 0.9907 +2025-06-03 15:06:44,968 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:26:42, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.7816, loss: 2.7816 +2025-06-03 15:07:28,006 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:25:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7603, loss: 2.7603 +2025-06-03 15:08:11,015 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:25:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6191, loss: 2.6191 +2025-06-03 15:08:54,033 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:24:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.7721, loss: 2.7721 +2025-06-03 15:09:37,050 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:23:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.7874, loss: 2.7874 +2025-06-03 15:10:20,094 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:23:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.7812, loss: 2.7812 +2025-06-03 15:11:03,089 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:22:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.6437, loss: 2.6437 +2025-06-03 15:11:46,071 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:21:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 2.8854, loss: 2.8854 +2025-06-03 15:12:29,022 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:20:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7407, loss: 2.7407 +2025-06-03 15:13:11,930 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:20:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.8031, loss: 2.8031 +2025-06-03 15:13:54,887 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9762, loss_cls: 2.6563, loss: 2.6563 +2025-06-03 15:14:37,959 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:18:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8623, loss: 2.8623 +2025-06-03 15:15:21,251 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:18:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.8139, loss: 2.8139 +2025-06-03 15:16:04,496 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:17:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 2.8218, loss: 2.8218 +2025-06-03 15:16:47,630 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:16:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.7626, loss: 2.7626 +2025-06-03 15:17:30,781 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:15:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.8692, loss: 2.8692 +2025-06-03 15:18:13,850 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:15:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 2.8841, loss: 2.8841 +2025-06-03 15:18:57,106 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:14:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7947, loss: 2.7947 +2025-06-03 15:19:40,266 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:13:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.8204, loss: 2.8204 +2025-06-03 15:20:23,351 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:13:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 2.7972, loss: 2.7972 +2025-06-03 15:21:06,490 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:12:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8297, loss: 2.8297 +2025-06-03 15:21:49,530 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.7472, loss: 2.7472 +2025-06-03 15:22:32,560 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:10:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.6877, loss: 2.6877 +2025-06-03 15:22:55,894 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-03 15:24:20,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:24:20,864 - pyskl - INFO - +top1_acc 0.8862 +top5_acc 0.9894 +2025-06-03 15:24:20,868 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8862, top5_acc: 0.9894 +2025-06-03 15:25:24,228 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:09:45, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.6409, loss: 2.6409 +2025-06-03 15:26:07,480 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:09:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.7186, loss: 2.7186 +2025-06-03 15:26:50,514 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:08:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.7166, loss: 2.7166 +2025-06-03 15:27:33,580 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.8542, loss: 2.8542 +2025-06-03 15:28:16,611 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:06:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.7845, loss: 2.7845 +2025-06-03 15:28:59,613 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:06:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.7975, loss: 2.7975 +2025-06-03 15:29:42,623 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:05:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.7351, loss: 2.7351 +2025-06-03 15:30:25,844 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:04:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 2.7938, loss: 2.7938 +2025-06-03 15:31:08,553 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:04:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7848, loss: 2.7848 +2025-06-03 15:31:51,109 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:03:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 2.7547, loss: 2.7547 +2025-06-03 15:32:34,156 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:02:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.7176, loss: 2.7176 +2025-06-03 15:33:17,208 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:01:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8449, loss: 2.8449 +2025-06-03 15:34:00,259 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:01:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7111, loss: 2.7111 +2025-06-03 15:34:43,305 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 2:00:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.7351, loss: 2.7351 +2025-06-03 15:35:26,656 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 1:59:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.8456, loss: 2.8456 +2025-06-03 15:36:09,844 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 1:58:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.7228, loss: 2.7228 +2025-06-03 15:36:52,939 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 1:58:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7991, loss: 2.7991 +2025-06-03 15:37:35,783 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 1:57:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.8668, loss: 2.8668 +2025-06-03 15:38:18,755 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 1:56:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.6896, loss: 2.6896 +2025-06-03 15:39:01,918 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 1:56:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 2.6998, loss: 2.6998 +2025-06-03 15:39:44,907 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 1:55:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.8494, loss: 2.8494 +2025-06-03 15:40:27,817 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 1:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8343, loss: 2.8343 +2025-06-03 15:41:10,814 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 1:53:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.8300, loss: 2.8300 +2025-06-03 15:41:34,134 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-03 15:42:58,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:42:58,997 - pyskl - INFO - +top1_acc 0.8976 +top5_acc 0.9903 +2025-06-03 15:42:59,000 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8976, top5_acc: 0.9903 +2025-06-03 15:44:02,128 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 1:52:46, time: 0.631, data_time: 0.199, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 2.7133, loss: 2.7133 +2025-06-03 15:44:45,319 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 1:52:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.7506, loss: 2.7506 +2025-06-03 15:45:28,572 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 1:51:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6954, loss: 2.6954 +2025-06-03 15:46:11,750 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 1:50:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6728, loss: 2.6728 +2025-06-03 15:46:54,898 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:49:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.7800, loss: 2.7800 +2025-06-03 15:47:37,988 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:49:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 2.6554, loss: 2.6554 +2025-06-03 15:48:21,268 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:48:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7602, loss: 2.7602 +2025-06-03 15:49:04,560 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:47:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.7397, loss: 2.7397 +2025-06-03 15:49:47,696 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8143, loss: 2.8143 +2025-06-03 15:50:30,761 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:46:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8665, loss: 2.8665 +2025-06-03 15:51:13,794 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:45:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.8671, loss: 2.8671 +2025-06-03 15:51:56,583 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:44:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8279, loss: 2.8279 +2025-06-03 15:52:39,311 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:44:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.7121, loss: 2.7121 +2025-06-03 15:53:22,157 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:43:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6512, loss: 2.6512 +2025-06-03 15:54:05,528 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:42:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7366, loss: 2.7366 +2025-06-03 15:54:48,473 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:42:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.8373, loss: 2.8373 +2025-06-03 15:55:31,673 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:41:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.8662, loss: 2.8662 +2025-06-03 15:56:15,095 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:40:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.8421, loss: 2.8421 +2025-06-03 15:56:58,335 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:39:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7543, loss: 2.7543 +2025-06-03 15:57:41,982 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:39:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.7364, loss: 2.7364 +2025-06-03 15:58:25,339 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:38:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.8395, loss: 2.8395 +2025-06-03 15:59:08,514 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:37:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6738, loss: 2.6738 +2025-06-03 15:59:51,675 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:37:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7982, loss: 2.7982 +2025-06-03 16:00:15,122 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-03 16:01:40,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:01:40,103 - pyskl - INFO - +top1_acc 0.8605 +top5_acc 0.9894 +2025-06-03 16:01:40,106 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8605, top5_acc: 0.9894 +2025-06-03 16:02:43,289 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:35:53, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.7326, loss: 2.7326 +2025-06-03 16:03:26,354 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:35:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8329, loss: 2.8329 +2025-06-03 16:04:09,584 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:34:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.6759, loss: 2.6759 +2025-06-03 16:04:52,770 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:33:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.7844, loss: 2.7844 +2025-06-03 16:05:36,082 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:33:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.7297, loss: 2.7297 +2025-06-03 16:06:19,236 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:32:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7642, loss: 2.7642 +2025-06-03 16:07:02,287 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:31:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.7818, loss: 2.7818 +2025-06-03 16:07:45,329 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:30:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.6127, loss: 2.6127 +2025-06-03 16:08:28,261 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:30:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7113, loss: 2.7113 +2025-06-03 16:09:11,270 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:29:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 2.8441, loss: 2.8441 +2025-06-03 16:09:54,411 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:28:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7453, loss: 2.7453 +2025-06-03 16:10:37,431 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:28:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 2.7613, loss: 2.7613 +2025-06-03 16:11:20,467 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:27:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.8069, loss: 2.8069 +2025-06-03 16:12:03,687 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:26:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7487, loss: 2.7487 +2025-06-03 16:12:46,911 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:25:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.7113, loss: 2.7113 +2025-06-03 16:13:30,202 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:25:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6964, loss: 2.6964 +2025-06-03 16:14:13,416 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:24:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.7606, loss: 2.7606 +2025-06-03 16:14:56,912 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:23:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.8376, loss: 2.8376 +2025-06-03 16:15:40,084 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:23:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.7576, loss: 2.7576 +2025-06-03 16:16:23,330 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:22:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7314, loss: 2.7314 +2025-06-03 16:17:06,442 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.7890, loss: 2.7890 +2025-06-03 16:17:49,571 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:20:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.7568, loss: 2.7568 +2025-06-03 16:18:32,957 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:20:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.7721, loss: 2.7721 +2025-06-03 16:18:56,308 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-03 16:27:48,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:27:48,078 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9909 +2025-06-03 16:27:48,082 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8977, top5_acc: 0.9909 +2025-06-03 16:28:51,386 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:18:59, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6555, loss: 2.6555 +2025-06-03 16:29:34,471 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:18:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6534, loss: 2.6534 +2025-06-03 16:30:17,743 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:17:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.6764, loss: 2.6764 +2025-06-03 16:31:00,996 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:16:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.7003, loss: 2.7003 +2025-06-03 16:31:44,184 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:16:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6731, loss: 2.6731 +2025-06-03 16:32:27,418 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:15:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.5920, loss: 2.5920 +2025-06-03 16:33:10,522 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:14:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.7018, loss: 2.7018 +2025-06-03 16:33:53,618 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:13:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.6699, loss: 2.6699 +2025-06-03 16:34:36,735 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:13:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.6772, loss: 2.6772 +2025-06-03 16:35:19,815 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:12:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7600, loss: 2.7600 +2025-06-03 16:36:02,899 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:11:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.7029, loss: 2.7029 +2025-06-03 16:36:45,939 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:11:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.7653, loss: 2.7653 +2025-06-03 16:37:29,092 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:10:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.7945, loss: 2.7945 +2025-06-03 16:38:12,507 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:09:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6333, loss: 2.6333 +2025-06-03 16:38:55,731 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:08:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.7658, loss: 2.7658 +2025-06-03 16:39:39,010 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:08:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.6491, loss: 2.6491 +2025-06-03 16:40:22,143 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:07:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7357, loss: 2.7357 +2025-06-03 16:41:05,501 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:06:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.7909, loss: 2.7909 +2025-06-03 16:41:48,748 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:06:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9738, loss_cls: 2.8497, loss: 2.8497 +2025-06-03 16:42:31,803 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:05:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7895, loss: 2.7895 +2025-06-03 16:43:14,766 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:04:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.8040, loss: 2.8040 +2025-06-03 16:43:57,786 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:03:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7054, loss: 2.7054 +2025-06-03 16:44:40,958 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:03:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.6910, loss: 2.6910 +2025-06-03 16:45:04,496 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-03 16:46:29,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:46:29,614 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9876 +2025-06-03 16:46:29,617 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8636, top5_acc: 0.9876 +2025-06-03 16:47:32,929 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:02:06, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.6675, loss: 2.6675 +2025-06-03 16:48:16,314 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:01:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.6764, loss: 2.6764 +2025-06-03 16:48:59,631 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:00:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6952, loss: 2.6952 +2025-06-03 16:49:42,838 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 0:59:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6987, loss: 2.6987 +2025-06-03 16:50:26,001 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 0:59:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.7460, loss: 2.7460 +2025-06-03 16:51:09,171 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 0:58:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.6173, loss: 2.6173 +2025-06-03 16:51:52,225 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 0:57:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.7665, loss: 2.7665 +2025-06-03 16:52:35,291 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 0:57:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9725, loss_cls: 2.7640, loss: 2.7640 +2025-06-03 16:53:18,446 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 0:56:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7402, loss: 2.7402 +2025-06-03 16:54:01,509 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 0:55:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7238, loss: 2.7238 +2025-06-03 16:54:44,558 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 0:54:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.7066, loss: 2.7066 +2025-06-03 16:55:27,498 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 0:54:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7518, loss: 2.7518 +2025-06-03 16:56:10,482 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 0:53:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7351, loss: 2.7351 +2025-06-03 16:56:53,574 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 0:52:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.6806, loss: 2.6806 +2025-06-03 16:57:36,651 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 0:52:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.7862, loss: 2.7862 +2025-06-03 16:58:19,784 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 0:51:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.7210, loss: 2.7210 +2025-06-03 16:59:02,943 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 0:50:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.6887, loss: 2.6887 +2025-06-03 16:59:46,149 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:49:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7315, loss: 2.7315 +2025-06-03 17:00:29,431 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:49:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6484, loss: 2.6484 +2025-06-03 17:01:12,231 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:48:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7092, loss: 2.7092 +2025-06-03 17:01:54,841 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:47:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.7814, loss: 2.7814 +2025-06-03 17:02:37,951 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:47:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.8117, loss: 2.8117 +2025-06-03 17:03:21,051 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:46:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.7583, loss: 2.7583 +2025-06-03 17:03:44,340 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-03 17:05:09,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:05:09,331 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9917 +2025-06-03 17:05:09,334 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8977, top5_acc: 0.9917 +2025-06-03 17:06:13,164 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:45:11, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6550, loss: 2.6550 +2025-06-03 17:06:56,478 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:44:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9788, loss_cls: 2.7117, loss: 2.7117 +2025-06-03 17:07:39,783 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:43:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.6890, loss: 2.6890 +2025-06-03 17:08:23,090 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:43:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9725, loss_cls: 2.7831, loss: 2.7831 +2025-06-03 17:09:06,197 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:42:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5547, loss: 2.5547 +2025-06-03 17:09:49,354 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:41:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8043, loss: 2.8043 +2025-06-03 17:10:32,435 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:40:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.7198, loss: 2.7198 +2025-06-03 17:11:15,450 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:40:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8081, loss: 2.8081 +2025-06-03 17:11:58,568 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:39:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6782, loss: 2.6782 +2025-06-03 17:12:41,668 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:38:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.7441, loss: 2.7441 +2025-06-03 17:13:24,861 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:38:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.6072, loss: 2.6072 +2025-06-03 17:14:08,075 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:37:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6482, loss: 2.6482 +2025-06-03 17:14:51,187 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:36:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.7403, loss: 2.7403 +2025-06-03 17:15:34,398 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:35:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.6943, loss: 2.6943 +2025-06-03 17:16:17,559 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:35:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7465, loss: 2.7465 +2025-06-03 17:17:01,062 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:34:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.6738, loss: 2.6738 +2025-06-03 17:17:44,319 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:33:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7528, loss: 2.7528 +2025-06-03 17:18:27,707 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:33:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7651, loss: 2.7651 +2025-06-03 17:19:10,891 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:32:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7649, loss: 2.7649 +2025-06-03 17:19:54,084 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:31:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.6857, loss: 2.6857 +2025-06-03 17:20:37,203 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9769, loss_cls: 2.6161, loss: 2.6161 +2025-06-03 17:21:20,303 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:30:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.6884, loss: 2.6884 +2025-06-03 17:22:03,487 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:29:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.6962, loss: 2.6962 +2025-06-03 17:22:26,932 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-03 17:23:51,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:23:52,049 - pyskl - INFO - +top1_acc 0.8873 +top5_acc 0.9914 +2025-06-03 17:23:52,052 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8873, top5_acc: 0.9914 +2025-06-03 17:24:55,858 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:28:19, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6856, loss: 2.6856 +2025-06-03 17:25:39,052 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:27:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.6208, loss: 2.6208 +2025-06-03 17:26:22,151 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:26:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6926, loss: 2.6926 +2025-06-03 17:27:05,366 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:26:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9756, loss_cls: 2.7124, loss: 2.7124 +2025-06-03 17:27:48,482 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:25:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.6583, loss: 2.6583 +2025-06-03 17:28:31,623 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:24:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.5956, loss: 2.5956 +2025-06-03 17:29:14,702 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:24:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5494, loss: 2.5494 +2025-06-03 17:29:57,911 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:23:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.6299, loss: 2.6299 +2025-06-03 17:30:41,120 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:22:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7024, loss: 2.7024 +2025-06-03 17:31:24,321 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:21:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 2.6157, loss: 2.6157 +2025-06-03 17:32:07,505 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:21:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.5971, loss: 2.5971 +2025-06-03 17:32:50,423 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:20:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 2.7050, loss: 2.7050 +2025-06-03 17:33:33,563 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:19:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6305, loss: 2.6305 +2025-06-03 17:34:16,608 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:19:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.7348, loss: 2.7348 +2025-06-03 17:34:59,931 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:18:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.6644, loss: 2.6644 +2025-06-03 17:35:43,205 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:17:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7553, loss: 2.7553 +2025-06-03 17:36:26,695 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:16:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.7318, loss: 2.7318 +2025-06-03 17:37:09,887 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:16:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.6649, loss: 2.6649 +2025-06-03 17:37:53,286 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:15:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.6924, loss: 2.6924 +2025-06-03 17:38:36,446 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:14:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.8797, loss: 2.8797 +2025-06-03 17:39:19,538 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:14:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9738, loss_cls: 2.8313, loss: 2.8313 +2025-06-03 17:40:02,650 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:13:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 2.7008, loss: 2.7008 +2025-06-03 17:40:45,720 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:12:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6736, loss: 2.6736 +2025-06-03 17:41:09,209 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-03 17:42:34,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:42:34,244 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9907 +2025-06-03 17:42:34,247 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8960, top5_acc: 0.9907 +2025-06-03 17:43:38,199 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:11:27, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 2.6064, loss: 2.6064 +2025-06-03 17:44:21,351 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:10:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.6394, loss: 2.6394 +2025-06-03 17:45:04,508 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:10:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.6154, loss: 2.6154 +2025-06-03 17:45:47,555 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:09:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.6268, loss: 2.6268 +2025-06-03 17:46:30,689 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:08:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.6258, loss: 2.6258 +2025-06-03 17:47:13,852 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:07:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.6497, loss: 2.6497 +2025-06-03 17:47:56,904 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:07:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.6387, loss: 2.6387 +2025-06-03 17:48:39,907 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:06:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 2.5720, loss: 2.5720 +2025-06-03 17:49:22,933 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:05:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.6536, loss: 2.6536 +2025-06-03 17:50:05,974 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:05:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.8012, loss: 2.8012 +2025-06-03 17:50:49,074 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:04:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6920, loss: 2.6920 +2025-06-03 17:51:32,173 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.7123, loss: 2.7123 +2025-06-03 17:52:15,275 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:02:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6352, loss: 2.6352 +2025-06-03 17:52:58,281 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:02:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6870, loss: 2.6870 +2025-06-03 17:53:41,463 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:01:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.7376, loss: 2.7376 +2025-06-03 17:54:24,487 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:00:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.6233, loss: 2.6233 +2025-06-03 17:55:07,933 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 23:59:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.8494, loss: 2.8494 +2025-06-03 17:55:51,487 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 23:59:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7440, loss: 2.7440 +2025-06-03 17:56:34,704 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 23:58:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7581, loss: 2.7581 +2025-06-03 17:57:17,824 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 23:57:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.6901, loss: 2.6901 +2025-06-03 17:58:00,927 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 23:57:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7458, loss: 2.7458 +2025-06-03 17:58:44,018 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 23:56:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.7739, loss: 2.7739 +2025-06-03 17:59:27,128 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 23:55:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5949, loss: 2.5949 +2025-06-03 17:59:50,537 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-03 18:08:43,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:08:43,319 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9914 +2025-06-03 18:08:43,323 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8917, top5_acc: 0.9914 +2025-06-03 18:09:46,537 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 23:54:32, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5803, loss: 2.5803 +2025-06-03 18:10:29,590 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 23:53:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.5727, loss: 2.5727 +2025-06-03 18:11:12,629 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 23:53:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.5781, loss: 2.5781 +2025-06-03 18:11:55,944 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 23:52:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5916, loss: 2.5916 +2025-06-03 18:12:39,220 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 23:51:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.5901, loss: 2.5901 +2025-06-03 18:13:22,528 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 23:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6202, loss: 2.6202 +2025-06-03 18:14:05,758 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:50:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.6383, loss: 2.6383 +2025-06-03 18:14:48,936 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:49:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5771, loss: 2.5771 +2025-06-03 18:15:32,091 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:48:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9794, loss_cls: 2.6792, loss: 2.6792 +2025-06-03 18:16:15,149 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:48:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.5538, loss: 2.5538 +2025-06-03 18:16:58,267 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:47:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6434, loss: 2.6434 +2025-06-03 18:17:41,371 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:46:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.7878, loss: 2.7878 +2025-06-03 18:18:24,488 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:45:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6723, loss: 2.6723 +2025-06-03 18:19:07,526 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:45:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.5606, loss: 2.5606 +2025-06-03 18:19:50,536 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:44:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5416, loss: 2.5416 +2025-06-03 18:20:33,656 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:43:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7247, loss: 2.7247 +2025-06-03 18:21:16,803 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:43:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6563, loss: 2.6563 +2025-06-03 18:22:00,018 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:42:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7463, loss: 2.7463 +2025-06-03 18:22:43,155 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:41:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.7226, loss: 2.7226 +2025-06-03 18:23:26,195 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:40:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.7045, loss: 2.7045 +2025-06-03 18:24:09,326 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:40:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.6387, loss: 2.6387 +2025-06-03 18:24:52,440 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:39:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.7022, loss: 2.7022 +2025-06-03 18:25:35,608 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:38:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6887, loss: 2.6887 +2025-06-03 18:25:59,050 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-03 18:27:24,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:27:24,404 - pyskl - INFO - +top1_acc 0.9120 +top5_acc 0.9915 +2025-06-03 18:27:24,458 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_50.pth was removed +2025-06-03 18:27:25,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-06-03 18:27:25,489 - pyskl - INFO - Best top1_acc is 0.9120 at 66 epoch. +2025-06-03 18:27:25,492 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.9120, top5_acc: 0.9915 +2025-06-03 18:28:29,159 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:37:39, time: 0.637, data_time: 0.200, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5811, loss: 2.5811 +2025-06-03 18:29:12,490 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:36:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.7368, loss: 2.7368 +2025-06-03 18:29:55,702 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:36:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.6036, loss: 2.6036 +2025-06-03 18:30:38,981 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:35:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 2.5426, loss: 2.5426 +2025-06-03 18:31:22,088 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:34:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6027, loss: 2.6027 +2025-06-03 18:32:05,208 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:34:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5304, loss: 2.5304 +2025-06-03 18:32:48,260 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:33:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6407, loss: 2.6407 +2025-06-03 18:33:31,330 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:32:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.7305, loss: 2.7305 +2025-06-03 18:34:14,385 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:31:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6162, loss: 2.6162 +2025-06-03 18:34:57,493 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:31:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 2.6795, loss: 2.6795 +2025-06-03 18:35:40,585 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:30:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5714, loss: 2.5714 +2025-06-03 18:36:23,702 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:29:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6900, loss: 2.6900 +2025-06-03 18:37:06,717 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:29:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9800, loss_cls: 2.7052, loss: 2.7052 +2025-06-03 18:37:49,789 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:28:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7766, loss: 2.7766 +2025-06-03 18:38:32,850 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:27:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5961, loss: 2.5961 +2025-06-03 18:39:16,037 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:26:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.6910, loss: 2.6910 +2025-06-03 18:39:59,246 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:26:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 2.7888, loss: 2.7888 +2025-06-03 18:40:42,581 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:25:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5243, loss: 2.5243 +2025-06-03 18:41:25,694 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:24:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7440, loss: 2.7440 +2025-06-03 18:42:08,812 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:24:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.6936, loss: 2.6936 +2025-06-03 18:42:51,996 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:23:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6484, loss: 2.6484 +2025-06-03 18:43:35,094 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:22:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.6223, loss: 2.6223 +2025-06-03 18:44:18,168 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:21:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.6272, loss: 2.6272 +2025-06-03 18:44:41,759 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-03 18:46:06,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:46:06,596 - pyskl - INFO - +top1_acc 0.9046 +top5_acc 0.9916 +2025-06-03 18:46:06,599 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.9046, top5_acc: 0.9916 +2025-06-03 18:47:10,017 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:20:45, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6375, loss: 2.6375 +2025-06-03 18:47:53,194 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:20:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5868, loss: 2.5868 +2025-06-03 18:48:36,340 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:19:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6027, loss: 2.6027 +2025-06-03 18:49:19,567 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:18:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6648, loss: 2.6648 +2025-06-03 18:50:02,823 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:17:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.5373, loss: 2.5373 +2025-06-03 18:50:46,125 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:17:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.5723, loss: 2.5723 +2025-06-03 18:51:29,296 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:16:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5606, loss: 2.5606 +2025-06-03 18:52:12,399 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:15:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 2.5643, loss: 2.5643 +2025-06-03 18:52:55,518 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:15:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6148, loss: 2.6148 +2025-06-03 18:53:38,655 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:14:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6342, loss: 2.6342 +2025-06-03 18:54:21,731 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:13:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6164, loss: 2.6164 +2025-06-03 18:55:04,846 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.6978, loss: 2.6978 +2025-06-03 18:55:47,986 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:12:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.5890, loss: 2.5890 +2025-06-03 18:56:31,114 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:11:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.6314, loss: 2.6314 +2025-06-03 18:57:14,432 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:10:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.4798, loss: 2.4798 +2025-06-03 18:57:57,696 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:10:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.6420, loss: 2.6420 +2025-06-03 18:58:40,902 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:09:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.7746, loss: 2.7746 +2025-06-03 18:59:24,270 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:08:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.6666, loss: 2.6666 +2025-06-03 19:00:07,439 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:07:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 2.5153, loss: 2.5153 +2025-06-03 19:00:50,678 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:07:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6795, loss: 2.6795 +2025-06-03 19:01:33,931 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:06:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.5271, loss: 2.5271 +2025-06-03 19:02:17,125 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:05:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6102, loss: 2.6102 +2025-06-03 19:03:00,323 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:05:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.6351, loss: 2.6351 +2025-06-03 19:03:23,796 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-03 19:04:48,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:04:48,729 - pyskl - INFO - +top1_acc 0.9008 +top5_acc 0.9920 +2025-06-03 19:04:48,732 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.9008, top5_acc: 0.9920 +2025-06-03 19:05:51,706 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:03:52, time: 0.630, data_time: 0.199, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6380, loss: 2.6380 +2025-06-03 19:06:34,804 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:03:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5502, loss: 2.5502 +2025-06-03 19:07:17,639 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:02:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.6148, loss: 2.6148 +2025-06-03 19:08:00,781 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:01:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.6059, loss: 2.6059 +2025-06-03 19:08:43,746 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:00:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.6569, loss: 2.6569 +2025-06-03 19:09:26,604 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 23:00:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.5998, loss: 2.5998 +2025-06-03 19:10:09,696 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 22:59:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6688, loss: 2.6688 +2025-06-03 19:10:52,770 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 22:58:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5792, loss: 2.5792 +2025-06-03 19:11:35,646 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 22:58:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.6570, loss: 2.6570 +2025-06-03 19:12:18,745 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 22:57:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.7067, loss: 2.7067 +2025-06-03 19:13:01,893 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 22:56:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6433, loss: 2.6433 +2025-06-03 19:13:45,146 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 22:55:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.6346, loss: 2.6346 +2025-06-03 19:14:27,847 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 22:55:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.5902, loss: 2.5902 +2025-06-03 19:15:10,771 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 22:54:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5443, loss: 2.5443 +2025-06-03 19:15:53,936 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 22:53:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.5728, loss: 2.5728 +2025-06-03 19:16:37,188 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 22:53:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.6042, loss: 2.6042 +2025-06-03 19:17:20,385 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 22:52:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.5644, loss: 2.5644 +2025-06-03 19:18:03,656 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 22:51:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 2.7114, loss: 2.7114 +2025-06-03 19:18:46,663 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:50:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6373, loss: 2.6373 +2025-06-03 19:19:29,713 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:50:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6412, loss: 2.6412 +2025-06-03 19:20:13,143 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:49:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 2.5982, loss: 2.5982 +2025-06-03 19:20:56,326 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:48:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.7730, loss: 2.7730 +2025-06-03 19:21:39,402 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:48:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6610, loss: 2.6610 +2025-06-03 19:22:02,854 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-03 19:23:27,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:23:27,836 - pyskl - INFO - +top1_acc 0.8916 +top5_acc 0.9902 +2025-06-03 19:23:27,839 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8916, top5_acc: 0.9902 +2025-06-03 19:24:31,732 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:46:57, time: 0.639, data_time: 0.202, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9806, loss_cls: 2.5509, loss: 2.5509 +2025-06-03 19:25:14,959 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:46:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.5741, loss: 2.5741 +2025-06-03 19:25:58,092 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:45:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.5330, loss: 2.5330 +2025-06-03 19:26:40,945 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:44:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.5770, loss: 2.5770 +2025-06-03 19:27:24,193 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:44:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6903, loss: 2.6903 +2025-06-03 19:28:07,350 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:43:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9794, loss_cls: 2.5684, loss: 2.5684 +2025-06-03 19:28:50,506 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:42:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.5906, loss: 2.5906 +2025-06-03 19:29:33,646 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:41:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.5830, loss: 2.5830 +2025-06-03 19:30:16,747 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:41:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6076, loss: 2.6076 +2025-06-03 19:30:59,950 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:40:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5723, loss: 2.5723 +2025-06-03 19:31:43,164 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:39:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.5096, loss: 2.5096 +2025-06-03 19:32:26,370 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:39:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9819, loss_cls: 2.4854, loss: 2.4854 +2025-06-03 19:33:09,529 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:38:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6527, loss: 2.6527 +2025-06-03 19:33:52,712 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:37:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.5776, loss: 2.5776 +2025-06-03 19:34:35,838 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:36:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.6204, loss: 2.6204 +2025-06-03 19:35:18,967 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:36:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5881, loss: 2.5881 +2025-06-03 19:36:02,066 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:35:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6167, loss: 2.6167 +2025-06-03 19:36:45,227 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:34:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.6227, loss: 2.6227 +2025-06-03 19:37:28,542 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6017, loss: 2.6017 +2025-06-03 19:38:11,692 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:33:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.6218, loss: 2.6218 +2025-06-03 19:38:54,811 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:32:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5832, loss: 2.5832 +2025-06-03 19:39:37,977 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:31:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.5718, loss: 2.5718 +2025-06-03 19:40:21,112 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:31:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6438, loss: 2.6438 +2025-06-03 19:40:44,563 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-03 19:49:36,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:49:36,908 - pyskl - INFO - +top1_acc 0.9059 +top5_acc 0.9924 +2025-06-03 19:49:36,912 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9059, top5_acc: 0.9924 +2025-06-03 19:50:40,034 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:30:03, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.5048, loss: 2.5048 +2025-06-03 19:51:22,947 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:29:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.4784, loss: 2.4784 +2025-06-03 19:52:06,129 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:28:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5114, loss: 2.5114 +2025-06-03 19:52:49,187 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:27:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6133, loss: 2.6133 +2025-06-03 19:53:32,238 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:27:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 2.6935, loss: 2.6935 +2025-06-03 19:54:15,259 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:26:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6494, loss: 2.6494 +2025-06-03 19:54:58,373 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:25:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.5896, loss: 2.5896 +2025-06-03 19:55:41,502 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:25:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5764, loss: 2.5764 +2025-06-03 19:56:24,667 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:24:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 2.5841, loss: 2.5841 +2025-06-03 19:57:07,717 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:23:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.6419, loss: 2.6419 +2025-06-03 19:57:50,820 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:22:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4786, loss: 2.4786 +2025-06-03 19:58:34,123 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:22:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6362, loss: 2.6362 +2025-06-03 19:59:17,334 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:21:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.5000, loss: 2.5000 +2025-06-03 20:00:00,428 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:20:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.5106, loss: 2.5106 +2025-06-03 20:00:43,512 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:20:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5634, loss: 2.5634 +2025-06-03 20:01:26,618 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:19:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.6475, loss: 2.6475 +2025-06-03 20:02:09,792 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:18:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.6872, loss: 2.6872 +2025-06-03 20:02:52,931 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:17:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6831, loss: 2.6831 +2025-06-03 20:03:36,121 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:17:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.6913, loss: 2.6913 +2025-06-03 20:04:19,231 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:16:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.6482, loss: 2.6482 +2025-06-03 20:05:02,309 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:15:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6659, loss: 2.6659 +2025-06-03 20:05:45,321 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:15:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.6430, loss: 2.6430 +2025-06-03 20:06:28,371 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:14:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5609, loss: 2.5609 +2025-06-03 20:06:51,773 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-03 20:08:16,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:08:16,972 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9911 +2025-06-03 20:08:16,975 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.9037, top5_acc: 0.9911 +2025-06-03 20:09:20,360 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:13:08, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.5005, loss: 2.5005 +2025-06-03 20:10:03,428 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:12:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.5417, loss: 2.5417 +2025-06-03 20:10:46,393 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:11:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.4497, loss: 2.4497 +2025-06-03 20:11:29,400 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:10:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.5488, loss: 2.5488 +2025-06-03 20:12:12,606 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:10:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5568, loss: 2.5568 +2025-06-03 20:12:55,753 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:09:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5804, loss: 2.5804 +2025-06-03 20:13:38,895 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:08:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.5225, loss: 2.5225 +2025-06-03 20:14:21,950 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:08:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.6104, loss: 2.6104 +2025-06-03 20:15:05,142 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:07:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.5949, loss: 2.5949 +2025-06-03 20:15:48,334 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:06:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.5255, loss: 2.5255 +2025-06-03 20:16:31,390 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:05:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5880, loss: 2.5880 +2025-06-03 20:17:14,514 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:05:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.5924, loss: 2.5924 +2025-06-03 20:17:57,604 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:04:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.5507, loss: 2.5507 +2025-06-03 20:18:40,558 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:03:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6555, loss: 2.6555 +2025-06-03 20:19:23,522 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:03:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6886, loss: 2.6886 +2025-06-03 20:20:06,743 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:02:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6133, loss: 2.6133 +2025-06-03 20:20:50,046 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:01:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.6499, loss: 2.6499 +2025-06-03 20:21:33,287 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:00:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5711, loss: 2.5711 +2025-06-03 20:22:16,386 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 22:00:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6487, loss: 2.6487 +2025-06-03 20:22:59,482 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 21:59:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.6080, loss: 2.6080 +2025-06-03 20:23:42,528 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 21:58:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.5580, loss: 2.5580 +2025-06-03 20:24:25,615 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 21:58:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.6007, loss: 2.6007 +2025-06-03 20:25:08,663 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 21:57:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.7080, loss: 2.7080 +2025-06-03 20:25:32,135 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-03 20:26:57,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:26:57,200 - pyskl - INFO - +top1_acc 0.8345 +top5_acc 0.9786 +2025-06-03 20:26:57,203 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8345, top5_acc: 0.9786 +2025-06-03 20:28:00,668 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 21:56:14, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5170, loss: 2.5170 +2025-06-03 20:28:43,719 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 21:55:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6904, loss: 2.6904 +2025-06-03 20:29:26,847 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 21:54:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9925, loss_cls: 2.5130, loss: 2.5130 +2025-06-03 20:30:10,029 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 21:54:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.4812, loss: 2.4812 +2025-06-03 20:30:53,131 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 21:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.4718, loss: 2.4718 +2025-06-03 20:31:36,192 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 21:52:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4726, loss: 2.4726 +2025-06-03 20:32:19,253 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 21:51:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.5079, loss: 2.5079 +2025-06-03 20:33:02,268 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:51:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9762, loss_cls: 2.6560, loss: 2.6560 +2025-06-03 20:33:45,307 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:50:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6523, loss: 2.6523 +2025-06-03 20:34:28,423 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:49:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.5029, loss: 2.5029 +2025-06-03 20:35:11,463 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:49:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5437, loss: 2.5437 +2025-06-03 20:35:54,595 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:48:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5690, loss: 2.5690 +2025-06-03 20:36:37,744 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:47:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4712, loss: 2.4712 +2025-06-03 20:37:20,939 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:46:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.6141, loss: 2.6141 +2025-06-03 20:38:04,280 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:46:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.4902, loss: 2.4902 +2025-06-03 20:38:47,551 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:45:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.4812, loss: 2.4812 +2025-06-03 20:39:30,863 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:44:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.4808, loss: 2.4808 +2025-06-03 20:40:14,152 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:44:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5964, loss: 2.5964 +2025-06-03 20:40:57,392 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:43:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.5812, loss: 2.5812 +2025-06-03 20:41:40,549 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:42:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.6141, loss: 2.6141 +2025-06-03 20:42:23,847 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:41:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6445, loss: 2.6445 +2025-06-03 20:43:07,034 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:41:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 2.6036, loss: 2.6036 +2025-06-03 20:43:50,355 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:40:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6054, loss: 2.6054 +2025-06-03 20:44:14,073 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-03 20:45:39,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:45:39,739 - pyskl - INFO - +top1_acc 0.9005 +top5_acc 0.9909 +2025-06-03 20:45:39,742 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.9005, top5_acc: 0.9909 +2025-06-03 20:46:42,913 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:39:21, time: 0.632, data_time: 0.200, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.4982, loss: 2.4982 +2025-06-03 20:47:26,052 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:38:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.4988, loss: 2.4988 +2025-06-03 20:48:09,268 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:37:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.4683, loss: 2.4683 +2025-06-03 20:48:52,363 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:37:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.5033, loss: 2.5033 +2025-06-03 20:49:35,451 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:36:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.5254, loss: 2.5254 +2025-06-03 20:50:18,487 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:35:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.5542, loss: 2.5542 +2025-06-03 20:51:01,497 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:35:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.6075, loss: 2.6075 +2025-06-03 20:51:44,438 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:34:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.4533, loss: 2.4533 +2025-06-03 20:52:27,474 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:33:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5570, loss: 2.5570 +2025-06-03 20:53:10,506 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:32:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5913, loss: 2.5913 +2025-06-03 20:53:53,429 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.4673, loss: 2.4673 +2025-06-03 20:54:36,423 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:31:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9800, loss_cls: 2.5215, loss: 2.5215 +2025-06-03 20:55:19,414 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:30:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4758, loss: 2.4758 +2025-06-03 20:56:02,518 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:30:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.5725, loss: 2.5725 +2025-06-03 20:56:45,529 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:29:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6100, loss: 2.6100 +2025-06-03 20:57:28,695 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:28:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.5360, loss: 2.5360 +2025-06-03 20:58:11,935 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:27:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4182, loss: 2.4182 +2025-06-03 20:58:55,172 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:27:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.5195, loss: 2.5195 +2025-06-03 20:59:38,397 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:26:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4825, loss: 2.4825 +2025-06-03 21:00:21,472 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:25:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.4815, loss: 2.4815 +2025-06-03 21:01:04,627 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:25:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.6409, loss: 2.6409 +2025-06-03 21:01:47,761 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:24:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.5240, loss: 2.5240 +2025-06-03 21:02:30,954 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:23:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6138, loss: 2.6138 +2025-06-03 21:02:54,322 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-03 21:04:19,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:04:19,251 - pyskl - INFO - +top1_acc 0.9005 +top5_acc 0.9901 +2025-06-03 21:04:19,255 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.9005, top5_acc: 0.9901 +2025-06-03 21:05:22,586 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:22:26, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.4724, loss: 2.4724 +2025-06-03 21:06:05,782 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:21:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.4088, loss: 2.4088 +2025-06-03 21:06:49,024 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:21:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.4735, loss: 2.4735 +2025-06-03 21:07:32,314 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:20:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4626, loss: 2.4626 +2025-06-03 21:08:15,608 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:19:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 2.3816, loss: 2.3816 +2025-06-03 21:08:58,738 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.5142, loss: 2.5142 +2025-06-03 21:09:41,779 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:18:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.5000, loss: 2.5000 +2025-06-03 21:10:24,837 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:17:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5082, loss: 2.5082 +2025-06-03 21:11:07,984 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:16:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.4903, loss: 2.4903 +2025-06-03 21:11:51,002 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:15:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 2.5762, loss: 2.5762 +2025-06-03 21:12:34,005 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:15:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5210, loss: 2.5210 +2025-06-03 21:13:17,066 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:14:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9775, loss_cls: 2.6037, loss: 2.6037 +2025-06-03 21:14:00,147 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:13:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4467, loss: 2.4467 +2025-06-03 21:14:43,299 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:13:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.5523, loss: 2.5523 +2025-06-03 21:15:26,525 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:12:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4660, loss: 2.4660 +2025-06-03 21:16:09,762 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:11:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4676, loss: 2.4676 +2025-06-03 21:16:53,039 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:10:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.5823, loss: 2.5823 +2025-06-03 21:17:36,158 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:10:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.5981, loss: 2.5981 +2025-06-03 21:18:19,354 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:09:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5826, loss: 2.5826 +2025-06-03 21:19:02,525 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:08:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.5691, loss: 2.5691 +2025-06-03 21:19:45,631 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:08:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.5982, loss: 2.5982 +2025-06-03 21:20:28,618 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:07:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.5308, loss: 2.5308 +2025-06-03 21:21:11,622 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:06:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.5994, loss: 2.5994 +2025-06-03 21:21:34,970 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-03 21:30:10,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:30:10,305 - pyskl - INFO - +top1_acc 0.8887 +top5_acc 0.9890 +2025-06-03 21:30:10,309 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8887, top5_acc: 0.9890 +2025-06-03 21:31:15,082 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:05:34, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.3599, loss: 2.3599 +2025-06-03 21:31:58,184 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:04:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.5297, loss: 2.5297 +2025-06-03 21:32:41,262 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:04:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.4501, loss: 2.4501 +2025-06-03 21:33:24,388 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:03:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4807, loss: 2.4807 +2025-06-03 21:34:07,524 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:02:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4814, loss: 2.4814 +2025-06-03 21:34:50,644 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:01:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.4941, loss: 2.4941 +2025-06-03 21:35:33,702 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.4800, loss: 2.4800 +2025-06-03 21:36:16,725 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:00:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4568, loss: 2.4568 +2025-06-03 21:36:59,781 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 20:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 2.4900, loss: 2.4900 +2025-06-03 21:37:42,932 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 20:59:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4748, loss: 2.4748 +2025-06-03 21:38:25,905 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 20:58:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5301, loss: 2.5301 +2025-06-03 21:39:08,877 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 20:57:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.4972, loss: 2.4972 +2025-06-03 21:39:51,916 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 20:56:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5557, loss: 2.5557 +2025-06-03 21:40:34,995 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 20:56:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.5218, loss: 2.5218 +2025-06-03 21:41:18,076 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 20:55:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.5053, loss: 2.5053 +2025-06-03 21:42:01,326 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:54:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9806, loss_cls: 2.5458, loss: 2.5458 +2025-06-03 21:42:44,432 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:54:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.5477, loss: 2.5477 +2025-06-03 21:43:27,676 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:53:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9800, loss_cls: 2.4969, loss: 2.4969 +2025-06-03 21:44:10,908 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:52:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.4571, loss: 2.4571 +2025-06-03 21:44:54,200 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:51:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4144, loss: 2.4144 +2025-06-03 21:45:37,336 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:51:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.4799, loss: 2.4799 +2025-06-03 21:46:20,566 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:50:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.4635, loss: 2.4635 +2025-06-03 21:47:03,731 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:49:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.5597, loss: 2.5597 +2025-06-03 21:47:27,261 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-03 21:48:52,060 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:48:52,136 - pyskl - INFO - +top1_acc 0.9166 +top5_acc 0.9922 +2025-06-03 21:48:52,201 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_66.pth was removed +2025-06-03 21:48:53,262 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2025-06-03 21:48:53,263 - pyskl - INFO - Best top1_acc is 0.9166 at 76 epoch. +2025-06-03 21:48:53,266 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.9166, top5_acc: 0.9922 +2025-06-03 21:49:56,691 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:48:40, time: 0.634, data_time: 0.199, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3786, loss: 2.3786 +2025-06-03 21:50:40,032 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:47:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.4998, loss: 2.4998 +2025-06-03 21:51:23,244 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:47:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.4316, loss: 2.4316 +2025-06-03 21:52:06,503 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:46:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9806, loss_cls: 2.4484, loss: 2.4484 +2025-06-03 21:52:49,653 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:45:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.4774, loss: 2.4774 +2025-06-03 21:53:32,815 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:45:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4186, loss: 2.4186 +2025-06-03 21:54:16,040 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:44:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.5079, loss: 2.5079 +2025-06-03 21:54:59,232 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:43:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.4840, loss: 2.4840 +2025-06-03 21:55:42,395 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:42:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.5260, loss: 2.5260 +2025-06-03 21:56:25,584 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:42:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4873, loss: 2.4873 +2025-06-03 21:57:08,826 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:41:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4648, loss: 2.4648 +2025-06-03 21:57:52,044 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:40:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5376, loss: 2.5376 +2025-06-03 21:58:35,308 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:40:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.4826, loss: 2.4826 +2025-06-03 21:59:18,458 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.5793, loss: 2.5793 +2025-06-03 22:00:01,659 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:38:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.4925, loss: 2.4925 +2025-06-03 22:00:44,949 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:37:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.4441, loss: 2.4441 +2025-06-03 22:01:28,439 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:37:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.4961, loss: 2.4961 +2025-06-03 22:02:11,537 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:36:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.5426, loss: 2.5426 +2025-06-03 22:02:54,615 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:35:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.4625, loss: 2.4625 +2025-06-03 22:03:37,758 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:35:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.4611, loss: 2.4611 +2025-06-03 22:04:21,238 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:34:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.4855, loss: 2.4855 +2025-06-03 22:05:04,419 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:33:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4426, loss: 2.4426 +2025-06-03 22:05:47,442 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:32:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5223, loss: 2.5223 +2025-06-03 22:06:10,853 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-03 22:07:35,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:07:35,130 - pyskl - INFO - +top1_acc 0.9023 +top5_acc 0.9895 +2025-06-03 22:07:35,133 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.9023, top5_acc: 0.9895 +2025-06-03 22:08:38,210 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:31:47, time: 0.631, data_time: 0.199, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4525, loss: 2.4525 +2025-06-03 22:09:21,342 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:31:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3874, loss: 2.3874 +2025-06-03 22:10:04,515 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:30:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4576, loss: 2.4576 +2025-06-03 22:10:47,646 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:29:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4286, loss: 2.4286 +2025-06-03 22:11:30,956 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:28:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.4131, loss: 2.4131 +2025-06-03 22:12:14,204 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:28:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.4013, loss: 2.4013 +2025-06-03 22:12:57,453 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:27:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.4185, loss: 2.4185 +2025-06-03 22:13:40,671 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:26:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.5136, loss: 2.5136 +2025-06-03 22:14:23,917 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:26:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.6156, loss: 2.6156 +2025-06-03 22:15:07,116 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:25:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.4399, loss: 2.4399 +2025-06-03 22:15:50,120 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5758, loss: 2.5758 +2025-06-03 22:16:33,225 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:23:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5970, loss: 2.5970 +2025-06-03 22:17:16,317 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:23:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5332, loss: 2.5332 +2025-06-03 22:17:59,409 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:22:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5400, loss: 2.5400 +2025-06-03 22:18:42,664 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:21:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4309, loss: 2.4309 +2025-06-03 22:19:25,736 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:21:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4026, loss: 2.4026 +2025-06-03 22:20:08,980 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:20:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.5886, loss: 2.5886 +2025-06-03 22:20:52,191 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:19:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.4719, loss: 2.4719 +2025-06-03 22:21:35,382 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:18:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4824, loss: 2.4824 +2025-06-03 22:22:18,526 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:18:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.4392, loss: 2.4392 +2025-06-03 22:23:01,592 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:17:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5669, loss: 2.5669 +2025-06-03 22:23:44,691 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:16:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.5158, loss: 2.5158 +2025-06-03 22:24:27,786 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:16:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4180, loss: 2.4180 +2025-06-03 22:24:51,143 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-03 22:26:15,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:26:15,871 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9894 +2025-06-03 22:26:15,874 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8959, top5_acc: 0.9894 +2025-06-03 22:27:19,852 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:14:55, time: 0.640, data_time: 0.203, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4367, loss: 2.4367 +2025-06-03 22:28:03,232 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:14:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.4036, loss: 2.4036 +2025-06-03 22:28:46,480 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:13:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.4422, loss: 2.4422 +2025-06-03 22:29:29,975 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:12:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4316, loss: 2.4316 +2025-06-03 22:30:13,366 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:12:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4862, loss: 2.4862 +2025-06-03 22:30:56,578 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:11:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.3936, loss: 2.3936 +2025-06-03 22:31:39,716 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:10:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.4043, loss: 2.4043 +2025-06-03 22:32:22,811 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:09:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.4731, loss: 2.4731 +2025-06-03 22:33:05,873 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:09:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.4595, loss: 2.4595 +2025-06-03 22:33:48,939 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:08:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5287, loss: 2.5287 +2025-06-03 22:34:31,984 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:07:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.6211, loss: 2.6211 +2025-06-03 22:35:15,074 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:07:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5300, loss: 2.5300 +2025-06-03 22:35:58,148 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:06:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4861, loss: 2.4861 +2025-06-03 22:36:41,228 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:05:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.4333, loss: 2.4333 +2025-06-03 22:37:24,348 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:04:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.4666, loss: 2.4666 +2025-06-03 22:38:07,527 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:04:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4590, loss: 2.4590 +2025-06-03 22:38:50,706 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:03:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5299, loss: 2.5299 +2025-06-03 22:39:33,889 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:02:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5013, loss: 2.5013 +2025-06-03 22:40:17,036 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:02:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.4327, loss: 2.4327 +2025-06-03 22:41:00,190 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:01:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6314, loss: 2.6314 +2025-06-03 22:41:43,255 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:00:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5174, loss: 2.5174 +2025-06-03 22:42:26,421 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 19:59:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4457, loss: 2.4457 +2025-06-03 22:43:09,537 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 19:59:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5090, loss: 2.5090 +2025-06-03 22:43:32,964 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-03 22:44:57,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:44:57,786 - pyskl - INFO - +top1_acc 0.8747 +top5_acc 0.9846 +2025-06-03 22:44:57,789 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8747, top5_acc: 0.9846 +2025-06-03 22:46:00,978 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 19:58:02, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.4296, loss: 2.4296 +2025-06-03 22:46:44,050 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 19:57:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3007, loss: 2.3007 +2025-06-03 22:47:27,261 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 19:56:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.3408, loss: 2.3408 +2025-06-03 22:48:10,555 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 19:55:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.4551, loss: 2.4551 +2025-06-03 22:48:53,686 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:55:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3744, loss: 2.3744 +2025-06-03 22:49:36,750 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:54:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.4820, loss: 2.4820 +2025-06-03 22:50:19,775 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:53:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3614, loss: 2.3614 +2025-06-03 22:51:02,812 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:53:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.4029, loss: 2.4029 +2025-06-03 22:51:45,819 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:52:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4213, loss: 2.4213 +2025-06-03 22:52:28,882 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:51:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.4010, loss: 2.4010 +2025-06-03 22:53:11,888 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:50:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.4343, loss: 2.4343 +2025-06-03 22:53:54,895 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:50:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9831, loss_cls: 2.4042, loss: 2.4042 +2025-06-03 22:54:37,937 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:49:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3777, loss: 2.3777 +2025-06-03 22:55:20,926 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:48:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.4435, loss: 2.4435 +2025-06-03 22:56:03,908 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:47:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5674, loss: 2.5674 +2025-06-03 22:56:46,875 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:47:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4636, loss: 2.4636 +2025-06-03 22:57:29,694 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:46:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4836, loss: 2.4836 +2025-06-03 22:58:12,602 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:45:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.5722, loss: 2.5722 +2025-06-03 22:58:55,571 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:45:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.4449, loss: 2.4449 +2025-06-03 22:59:38,708 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:44:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.3638, loss: 2.3638 +2025-06-03 23:00:21,695 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:43:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.3614, loss: 2.3614 +2025-06-03 23:01:04,679 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:42:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 2.4999, loss: 2.4999 +2025-06-03 23:01:47,531 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:42:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.5197, loss: 2.5197 +2025-06-03 23:02:10,871 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-03 23:10:54,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:10:54,361 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9914 +2025-06-03 23:10:54,365 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9075, top5_acc: 0.9914 +2025-06-03 23:11:59,521 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:41:08, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3646, loss: 2.3646 +2025-06-03 23:12:42,866 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:40:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.4242, loss: 2.4242 +2025-06-03 23:13:26,277 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:39:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4256, loss: 2.4256 +2025-06-03 23:14:09,646 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:38:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4394, loss: 2.4394 +2025-06-03 23:14:53,074 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:38:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.4301, loss: 2.4301 +2025-06-03 23:15:36,459 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:37:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.5013, loss: 2.5013 +2025-06-03 23:16:19,711 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:36:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4258, loss: 2.4258 +2025-06-03 23:17:02,987 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:36:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4332, loss: 2.4332 +2025-06-03 23:17:46,139 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:35:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.4162, loss: 2.4162 +2025-06-03 23:18:29,238 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:34:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.4663, loss: 2.4663 +2025-06-03 23:19:12,402 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:33:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3568, loss: 2.3568 +2025-06-03 23:19:55,748 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:33:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.4642, loss: 2.4642 +2025-06-03 23:20:38,947 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:32:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4332, loss: 2.4332 +2025-06-03 23:21:22,155 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:31:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.4228, loss: 2.4228 +2025-06-03 23:22:05,349 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:31:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.5038, loss: 2.5038 +2025-06-03 23:22:48,495 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:30:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.4558, loss: 2.4558 +2025-06-03 23:23:31,485 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:29:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.3461, loss: 2.3461 +2025-06-03 23:24:14,548 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:28:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.4554, loss: 2.4554 +2025-06-03 23:24:57,741 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:28:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.3311, loss: 2.3311 +2025-06-03 23:25:40,992 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:27:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4463, loss: 2.4463 +2025-06-03 23:26:24,188 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:26:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3351, loss: 2.3351 +2025-06-03 23:27:07,323 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:26:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.3609, loss: 2.3609 +2025-06-03 23:27:50,387 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:25:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3911, loss: 2.3911 +2025-06-03 23:28:13,852 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-03 23:29:40,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:29:40,401 - pyskl - INFO - +top1_acc 0.9031 +top5_acc 0.9921 +2025-06-03 23:29:40,405 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9031, top5_acc: 0.9921 +2025-06-03 23:30:44,680 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:24:16, time: 0.643, data_time: 0.208, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.3485, loss: 2.3485 +2025-06-03 23:31:27,866 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:23:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.3329, loss: 2.3329 +2025-06-03 23:32:11,086 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:22:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.3362, loss: 2.3362 +2025-06-03 23:32:54,338 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:22:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3281, loss: 2.3281 +2025-06-03 23:33:37,575 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:21:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.3794, loss: 2.3794 +2025-06-03 23:34:20,761 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:20:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.5192, loss: 2.5192 +2025-06-03 23:35:03,956 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:19:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 2.4395, loss: 2.4395 +2025-06-03 23:35:47,101 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:19:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.3273, loss: 2.3273 +2025-06-03 23:36:30,039 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:18:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.4324, loss: 2.4324 +2025-06-03 23:37:13,061 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:17:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.4261, loss: 2.4261 +2025-06-03 23:37:56,078 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:17:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.4420, loss: 2.4420 +2025-06-03 23:38:39,038 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:16:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.3186, loss: 2.3186 +2025-06-03 23:39:22,059 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:15:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4440, loss: 2.4440 +2025-06-03 23:40:05,246 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:14:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.5338, loss: 2.5338 +2025-06-03 23:40:48,291 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:14:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.4379, loss: 2.4379 +2025-06-03 23:41:31,404 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:13:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3936, loss: 2.3936 +2025-06-03 23:42:14,463 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:12:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.4456, loss: 2.4456 +2025-06-03 23:42:57,635 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:12:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.4135, loss: 2.4135 +2025-06-03 23:43:40,900 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:11:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3850, loss: 2.3850 +2025-06-03 23:44:24,123 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:10:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4548, loss: 2.4548 +2025-06-03 23:45:07,665 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:09:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4640, loss: 2.4640 +2025-06-03 23:45:51,028 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:09:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.5826, loss: 2.5826 +2025-06-03 23:46:34,351 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:08:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.4230, loss: 2.4230 +2025-06-03 23:46:57,905 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-03 23:48:23,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:48:23,539 - pyskl - INFO - +top1_acc 0.9196 +top5_acc 0.9937 +2025-06-03 23:48:23,610 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_76.pth was removed +2025-06-03 23:48:24,699 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-06-03 23:48:24,700 - pyskl - INFO - Best top1_acc is 0.9196 at 82 epoch. +2025-06-03 23:48:24,703 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.9196, top5_acc: 0.9937 +2025-06-03 23:49:28,359 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:07:23, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.3682, loss: 2.3682 +2025-06-03 23:50:11,536 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:06:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3704, loss: 2.3704 +2025-06-03 23:50:54,667 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:05:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3329, loss: 2.3329 +2025-06-03 23:51:37,803 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:05:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3868, loss: 2.3868 +2025-06-03 23:52:21,019 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:04:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.3652, loss: 2.3652 +2025-06-03 23:53:04,269 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:03:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3929, loss: 2.3929 +2025-06-03 23:53:47,515 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:03:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.4544, loss: 2.4544 +2025-06-03 23:54:30,692 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:02:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.3171, loss: 2.3171 +2025-06-03 23:55:13,746 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:01:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9850, loss_cls: 2.2988, loss: 2.2988 +2025-06-03 23:55:56,801 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:00:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4202, loss: 2.4202 +2025-06-03 23:56:39,776 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:00:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.3876, loss: 2.3876 +2025-06-03 23:57:22,834 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 18:59:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.4321, loss: 2.4321 +2025-06-03 23:58:06,001 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 18:58:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.3731, loss: 2.3731 +2025-06-03 23:58:49,083 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 18:58:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4658, loss: 2.4658 +2025-06-03 23:59:32,163 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 18:57:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 2.4030, loss: 2.4030 +2025-06-04 00:00:15,369 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 18:56:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.4784, loss: 2.4784 +2025-06-04 00:00:58,386 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 18:55:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.4283, loss: 2.4283 +2025-06-04 00:01:41,443 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:55:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.4058, loss: 2.4058 +2025-06-04 00:02:24,663 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:54:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3977, loss: 2.3977 +2025-06-04 00:03:07,811 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:53:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.3787, loss: 2.3787 +2025-06-04 00:03:51,111 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:53:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4454, loss: 2.4454 +2025-06-04 00:04:34,323 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:52:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4378, loss: 2.4378 +2025-06-04 00:05:17,543 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:51:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.3818, loss: 2.3818 +2025-06-04 00:05:40,975 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-04 00:07:06,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:07:06,460 - pyskl - INFO - +top1_acc 0.9067 +top5_acc 0.9921 +2025-06-04 00:07:06,463 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9067, top5_acc: 0.9921 +2025-06-04 00:08:10,294 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:50:30, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 2.1959, loss: 2.1959 +2025-06-04 00:08:53,451 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:49:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4203, loss: 2.4203 +2025-06-04 00:09:36,570 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:49:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.2473, loss: 2.2473 +2025-06-04 00:10:19,463 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:48:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 2.4053, loss: 2.4053 +2025-06-04 00:11:02,697 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:47:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.3237, loss: 2.3237 +2025-06-04 00:11:46,003 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:46:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.2846, loss: 2.2846 +2025-06-04 00:12:29,286 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:46:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9875, loss_cls: 2.2998, loss: 2.2998 +2025-06-04 00:13:12,684 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:45:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3878, loss: 2.3878 +2025-06-04 00:13:56,049 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:44:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.4263, loss: 2.4263 +2025-06-04 00:14:39,274 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:44:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3579, loss: 2.3579 +2025-06-04 00:15:22,688 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:43:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.4257, loss: 2.4257 +2025-06-04 00:16:06,071 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:42:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2914, loss: 2.2914 +2025-06-04 00:16:49,139 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:41:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.3484, loss: 2.3484 +2025-06-04 00:17:32,407 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:41:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.4070, loss: 2.4070 +2025-06-04 00:18:15,607 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:40:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.3077, loss: 2.3077 +2025-06-04 00:18:58,892 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:39:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4198, loss: 2.4198 +2025-06-04 00:19:42,274 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:39:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 2.3407, loss: 2.3407 +2025-06-04 00:20:25,513 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:38:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3111, loss: 2.3111 +2025-06-04 00:21:08,729 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:37:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.4568, loss: 2.4568 +2025-06-04 00:21:52,139 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:36:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.4270, loss: 2.4270 +2025-06-04 00:22:35,459 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:36:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.3174, loss: 2.3174 +2025-06-04 00:23:18,822 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:35:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3937, loss: 2.3937 +2025-06-04 00:24:02,038 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:34:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 2.4825, loss: 2.4825 +2025-06-04 00:24:25,481 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-04 00:25:51,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:25:51,114 - pyskl - INFO - +top1_acc 0.9200 +top5_acc 0.9928 +2025-06-04 00:25:51,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_82.pth was removed +2025-06-04 00:25:52,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-06-04 00:25:52,158 - pyskl - INFO - Best top1_acc is 0.9200 at 84 epoch. +2025-06-04 00:25:52,161 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9200, top5_acc: 0.9928 +2025-06-04 00:26:55,611 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:33:39, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.2526, loss: 2.2526 +2025-06-04 00:27:38,671 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:32:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.2286, loss: 2.2286 +2025-06-04 00:28:21,709 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:32:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.3450, loss: 2.3450 +2025-06-04 00:29:04,802 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:31:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9844, loss_cls: 2.3085, loss: 2.3085 +2025-06-04 00:29:47,889 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:30:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.3527, loss: 2.3527 +2025-06-04 00:30:31,067 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:30:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2903, loss: 2.2903 +2025-06-04 00:31:14,269 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:29:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.2399, loss: 2.2399 +2025-06-04 00:31:57,365 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:28:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.2862, loss: 2.2862 +2025-06-04 00:32:40,464 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:27:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3766, loss: 2.3766 +2025-06-04 00:33:23,610 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:27:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.3405, loss: 2.3405 +2025-06-04 00:34:06,623 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:26:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9844, loss_cls: 2.4226, loss: 2.4226 +2025-06-04 00:34:49,534 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:25:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.4207, loss: 2.4207 +2025-06-04 00:35:32,562 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:25:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.3835, loss: 2.3835 +2025-06-04 00:36:15,640 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:24:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.4807, loss: 2.4807 +2025-06-04 00:36:58,497 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:23:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4429, loss: 2.4429 +2025-06-04 00:37:41,408 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:22:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3705, loss: 2.3705 +2025-06-04 00:38:24,445 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:22:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3813, loss: 2.3813 +2025-06-04 00:39:07,562 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:21:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3327, loss: 2.3327 +2025-06-04 00:39:50,560 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:20:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3581, loss: 2.3581 +2025-06-04 00:40:33,716 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:20:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3928, loss: 2.3928 +2025-06-04 00:41:16,885 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:19:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.4373, loss: 2.4373 +2025-06-04 00:41:59,911 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:18:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4419, loss: 2.4419 +2025-06-04 00:42:43,051 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:17:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3561, loss: 2.3561 +2025-06-04 00:43:06,453 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-04 00:51:56,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:51:57,073 - pyskl - INFO - +top1_acc 0.9147 +top5_acc 0.9924 +2025-06-04 00:51:57,076 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.9147, top5_acc: 0.9924 +2025-06-04 00:53:00,585 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:16:44, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3648, loss: 2.3648 +2025-06-04 00:53:43,572 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:16:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2872, loss: 2.2872 +2025-06-04 00:54:26,631 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3021, loss: 2.3021 +2025-06-04 00:55:09,660 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:14:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.4104, loss: 2.4104 +2025-06-04 00:55:52,823 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:13:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2954, loss: 2.2954 +2025-06-04 00:56:35,829 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:13:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2739, loss: 2.2739 +2025-06-04 00:57:18,778 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:12:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3004, loss: 2.3004 +2025-06-04 00:58:01,962 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:11:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.2988, loss: 2.2988 +2025-06-04 00:58:45,096 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:11:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.4134, loss: 2.4134 +2025-06-04 00:59:28,163 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:10:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 2.2426, loss: 2.2426 +2025-06-04 01:00:11,236 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:09:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2930, loss: 2.2930 +2025-06-04 01:00:54,247 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:08:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.2740, loss: 2.2740 +2025-06-04 01:01:37,291 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:08:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3503, loss: 2.3503 +2025-06-04 01:02:20,479 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:07:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.3346, loss: 2.3346 +2025-06-04 01:03:03,745 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:06:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3980, loss: 2.3980 +2025-06-04 01:03:46,914 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:05:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.3855, loss: 2.3855 +2025-06-04 01:04:29,999 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:05:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.4224, loss: 2.4224 +2025-06-04 01:05:13,018 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:04:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4304, loss: 2.4304 +2025-06-04 01:05:56,096 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:03:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3968, loss: 2.3968 +2025-06-04 01:06:39,094 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:03:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3499, loss: 2.3499 +2025-06-04 01:07:22,214 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 18:02:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 2.3352, loss: 2.3352 +2025-06-04 01:08:05,433 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 18:01:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.3104, loss: 2.3104 +2025-06-04 01:08:48,591 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 18:00:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.3368, loss: 2.3368 +2025-06-04 01:09:12,058 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-04 01:10:37,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:10:37,218 - pyskl - INFO - +top1_acc 0.9312 +top5_acc 0.9937 +2025-06-04 01:10:37,276 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_84.pth was removed +2025-06-04 01:10:38,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-06-04 01:10:38,342 - pyskl - INFO - Best top1_acc is 0.9312 at 86 epoch. +2025-06-04 01:10:38,345 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9312, top5_acc: 0.9937 +2025-06-04 01:11:41,916 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 17:59:50, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.2915, loss: 2.2915 +2025-06-04 01:12:25,093 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 17:59:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1607, loss: 2.1607 +2025-06-04 01:13:08,388 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 17:58:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.3246, loss: 2.3246 +2025-06-04 01:13:51,447 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 17:57:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.2953, loss: 2.2953 +2025-06-04 01:14:34,610 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 17:56:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.3301, loss: 2.3301 +2025-06-04 01:15:17,848 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 17:56:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3456, loss: 2.3456 +2025-06-04 01:16:00,940 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:55:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.3388, loss: 2.3388 +2025-06-04 01:16:44,146 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:54:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.1874, loss: 2.1874 +2025-06-04 01:17:27,284 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:54:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.3723, loss: 2.3723 +2025-06-04 01:18:10,516 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:53:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2791, loss: 2.2791 +2025-06-04 01:18:53,689 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:52:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3557, loss: 2.3557 +2025-06-04 01:19:36,835 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:51:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.3419, loss: 2.3419 +2025-06-04 01:20:19,979 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:51:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2806, loss: 2.2806 +2025-06-04 01:21:03,152 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:50:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4513, loss: 2.4513 +2025-06-04 01:21:46,116 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:49:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 2.2787, loss: 2.2787 +2025-06-04 01:22:29,404 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:49:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2280, loss: 2.2280 +2025-06-04 01:23:12,559 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:48:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4103, loss: 2.4103 +2025-06-04 01:23:55,697 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:47:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3723, loss: 2.3723 +2025-06-04 01:24:38,770 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:46:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.3833, loss: 2.3833 +2025-06-04 01:25:21,919 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:46:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9844, loss_cls: 2.3445, loss: 2.3445 +2025-06-04 01:26:05,067 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:45:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3666, loss: 2.3666 +2025-06-04 01:26:48,243 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:44:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.3510, loss: 2.3510 +2025-06-04 01:27:31,326 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:44:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.2785, loss: 2.2785 +2025-06-04 01:27:54,694 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-04 01:29:19,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:29:19,870 - pyskl - INFO - +top1_acc 0.9095 +top5_acc 0.9916 +2025-06-04 01:29:19,873 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9095, top5_acc: 0.9916 +2025-06-04 01:30:23,903 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:42:57, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.2249, loss: 2.2249 +2025-06-04 01:31:07,030 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:42:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.2158, loss: 2.2158 +2025-06-04 01:31:50,194 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:41:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.2697, loss: 2.2697 +2025-06-04 01:32:33,382 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:40:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 2.2391, loss: 2.2391 +2025-06-04 01:33:16,684 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:40:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3149, loss: 2.3149 +2025-06-04 01:34:00,024 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.3449, loss: 2.3449 +2025-06-04 01:34:43,409 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:38:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4449, loss: 2.4449 +2025-06-04 01:35:26,628 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:37:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.3436, loss: 2.3436 +2025-06-04 01:36:09,984 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:37:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2889, loss: 2.2889 +2025-06-04 01:36:53,204 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:36:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.3014, loss: 2.3014 +2025-06-04 01:37:36,434 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:35:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.3293, loss: 2.3293 +2025-06-04 01:38:19,799 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:35:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.3811, loss: 2.3811 +2025-06-04 01:39:02,970 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:34:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.3387, loss: 2.3387 +2025-06-04 01:39:46,431 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:33:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.2750, loss: 2.2750 +2025-06-04 01:40:30,064 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:32:57, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.3481, loss: 2.3481 +2025-06-04 01:41:13,251 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:32:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.3591, loss: 2.3591 +2025-06-04 01:41:56,499 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:31:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2196, loss: 2.2196 +2025-06-04 01:42:39,762 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:30:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.2501, loss: 2.2501 +2025-06-04 01:43:22,989 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:30:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.2368, loss: 2.2368 +2025-06-04 01:44:06,305 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:29:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.2676, loss: 2.2676 +2025-06-04 01:44:49,700 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:28:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2940, loss: 2.2940 +2025-06-04 01:45:33,067 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:27:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3129, loss: 2.3129 +2025-06-04 01:46:16,370 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:27:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.3908, loss: 2.3908 +2025-06-04 01:46:39,922 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-04 01:48:05,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:48:05,549 - pyskl - INFO - +top1_acc 0.9268 +top5_acc 0.9935 +2025-06-04 01:48:05,553 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9268, top5_acc: 0.9935 +2025-06-04 01:49:09,175 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:26:07, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.2438, loss: 2.2438 +2025-06-04 01:49:52,275 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:25:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1661, loss: 2.1661 +2025-06-04 01:50:35,431 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:24:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9869, loss_cls: 2.2278, loss: 2.2278 +2025-06-04 01:51:18,596 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:23:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3273, loss: 2.3273 +2025-06-04 01:52:01,838 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:23:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2780, loss: 2.2780 +2025-06-04 01:52:45,110 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:22:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3654, loss: 2.3654 +2025-06-04 01:53:28,310 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:21:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.3018, loss: 2.3018 +2025-06-04 01:54:11,518 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:21:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.2778, loss: 2.2778 +2025-06-04 01:54:54,636 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:20:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2766, loss: 2.2766 +2025-06-04 01:55:37,823 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:19:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2171, loss: 2.2171 +2025-06-04 01:56:21,027 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:18:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.3273, loss: 2.3273 +2025-06-04 01:57:04,275 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:18:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3194, loss: 2.3194 +2025-06-04 01:57:47,454 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:17:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.3259, loss: 2.3259 +2025-06-04 01:58:30,608 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:16:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3132, loss: 2.3132 +2025-06-04 01:59:13,829 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:16:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2952, loss: 2.2952 +2025-06-04 01:59:57,044 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:15:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3251, loss: 2.3251 +2025-06-04 02:00:40,210 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:14:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.2661, loss: 2.2661 +2025-06-04 02:01:23,345 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:13:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.2832, loss: 2.2832 +2025-06-04 02:02:06,405 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:13:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3503, loss: 2.3503 +2025-06-04 02:02:49,543 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:12:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.2548, loss: 2.2548 +2025-06-04 02:03:32,718 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:11:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.3330, loss: 2.3330 +2025-06-04 02:04:15,879 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:11:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 2.2837, loss: 2.2837 +2025-06-04 02:04:59,076 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:10:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3183, loss: 2.3183 +2025-06-04 02:05:22,488 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-04 02:06:47,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:06:47,753 - pyskl - INFO - +top1_acc 0.9119 +top5_acc 0.9921 +2025-06-04 02:06:47,757 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9119, top5_acc: 0.9921 +2025-06-04 02:07:51,511 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:09:14, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.2620, loss: 2.2620 +2025-06-04 02:08:34,767 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:08:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.2430, loss: 2.2430 +2025-06-04 02:09:18,014 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:07:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.1981, loss: 2.1981 +2025-06-04 02:10:01,154 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:07:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1843, loss: 2.1843 +2025-06-04 02:10:44,347 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:06:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2802, loss: 2.2802 +2025-06-04 02:11:27,607 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:05:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.2143, loss: 2.2143 +2025-06-04 02:12:10,783 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:04:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.3262, loss: 2.3262 +2025-06-04 02:12:53,938 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:04:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3316, loss: 2.3316 +2025-06-04 02:13:37,056 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:03:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.2086, loss: 2.2086 +2025-06-04 02:14:20,198 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 17:02:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.3026, loss: 2.3026 +2025-06-04 02:15:03,369 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 17:02:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2593, loss: 2.2593 +2025-06-04 02:15:46,505 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 17:01:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.2993, loss: 2.2993 +2025-06-04 02:16:29,609 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 17:00:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.2149, loss: 2.2149 +2025-06-04 02:17:12,756 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 16:59:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3849, loss: 2.3849 +2025-06-04 02:17:55,839 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 16:59:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2948, loss: 2.2948 +2025-06-04 02:18:38,880 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 16:58:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.3438, loss: 2.3438 +2025-06-04 02:19:21,995 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 16:57:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2426, loss: 2.2426 +2025-06-04 02:20:05,129 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 16:57:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.3355, loss: 2.3355 +2025-06-04 02:20:48,185 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 16:56:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2688, loss: 2.2688 +2025-06-04 02:21:31,255 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:55:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.4117, loss: 2.4117 +2025-06-04 02:22:14,405 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:54:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2637, loss: 2.2637 +2025-06-04 02:22:57,676 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2879, loss: 2.2879 +2025-06-04 02:23:40,794 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:53:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.2763, loss: 2.2763 +2025-06-04 02:24:04,246 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-04 02:33:02,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:33:02,463 - pyskl - INFO - +top1_acc 0.9223 +top5_acc 0.9923 +2025-06-04 02:33:02,466 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9223, top5_acc: 0.9923 +2025-06-04 02:34:06,224 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:52:21, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.2550, loss: 2.2550 +2025-06-04 02:34:49,070 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:51:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 2.3091, loss: 2.3091 +2025-06-04 02:35:32,099 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:50:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2821, loss: 2.2821 +2025-06-04 02:36:15,167 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:50:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.3220, loss: 2.3220 +2025-06-04 02:36:58,086 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:49:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1549, loss: 2.1549 +2025-06-04 02:37:41,393 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:48:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2128, loss: 2.2128 +2025-06-04 02:38:24,735 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:48:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.2543, loss: 2.2543 +2025-06-04 02:39:07,975 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:47:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.2255, loss: 2.2255 +2025-06-04 02:39:51,207 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:46:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.2549, loss: 2.2549 +2025-06-04 02:40:34,557 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:45:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2207, loss: 2.2207 +2025-06-04 02:41:17,943 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:45:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 2.3101, loss: 2.3101 +2025-06-04 02:42:01,130 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:44:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 2.3181, loss: 2.3181 +2025-06-04 02:42:44,310 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:43:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.1962, loss: 2.1962 +2025-06-04 02:43:27,550 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:43:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.3453, loss: 2.3453 +2025-06-04 02:44:10,812 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:42:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.1978, loss: 2.1978 +2025-06-04 02:44:54,015 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:41:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.2394, loss: 2.2394 +2025-06-04 02:45:37,199 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:40:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.2343, loss: 2.2343 +2025-06-04 02:46:20,394 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:40:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2901, loss: 2.2901 +2025-06-04 02:47:03,747 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:39:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3250, loss: 2.3250 +2025-06-04 02:47:46,980 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:38:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.3145, loss: 2.3145 +2025-06-04 02:48:30,231 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:38:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2494, loss: 2.2494 +2025-06-04 02:49:13,612 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:37:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9819, loss_cls: 2.3317, loss: 2.3317 +2025-06-04 02:49:56,794 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:36:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1622, loss: 2.1622 +2025-06-04 02:50:20,223 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-04 02:51:45,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:51:45,730 - pyskl - INFO - +top1_acc 0.9324 +top5_acc 0.9936 +2025-06-04 02:51:45,784 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_86.pth was removed +2025-06-04 02:51:46,808 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-06-04 02:51:46,809 - pyskl - INFO - Best top1_acc is 0.9324 at 91 epoch. +2025-06-04 02:51:46,812 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9324, top5_acc: 0.9936 +2025-06-04 02:52:50,659 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:35:29, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1396, loss: 2.1396 +2025-06-04 02:53:33,835 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:34:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.1533, loss: 2.1533 +2025-06-04 02:54:16,994 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:34:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.2291, loss: 2.2291 +2025-06-04 02:55:00,143 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:33:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3397, loss: 2.3397 +2025-06-04 02:55:43,435 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:32:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.2406, loss: 2.2406 +2025-06-04 02:56:27,106 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:31:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2882, loss: 2.2882 +2025-06-04 02:57:10,439 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:31:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2398, loss: 2.2398 +2025-06-04 02:57:53,647 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:30:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.1920, loss: 2.1920 +2025-06-04 02:58:36,816 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:29:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.3389, loss: 2.3389 +2025-06-04 02:59:19,942 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:29:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 2.2351, loss: 2.2351 +2025-06-04 03:00:03,148 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:28:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 2.2346, loss: 2.2346 +2025-06-04 03:00:46,317 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:27:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 2.1633, loss: 2.1633 +2025-06-04 03:01:29,520 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:26:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1672, loss: 2.1672 +2025-06-04 03:02:12,624 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:26:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.1790, loss: 2.1790 +2025-06-04 03:02:55,798 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:25:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.1960, loss: 2.1960 +2025-06-04 03:03:38,867 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:24:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2530, loss: 2.2530 +2025-06-04 03:04:22,031 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:24:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.2216, loss: 2.2216 +2025-06-04 03:05:05,279 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:23:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2252, loss: 2.2252 +2025-06-04 03:05:48,521 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:22:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2547, loss: 2.2547 +2025-06-04 03:06:31,833 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:21:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.2688, loss: 2.2688 +2025-06-04 03:07:15,178 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.3485, loss: 2.3485 +2025-06-04 03:07:58,392 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:20:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2206, loss: 2.2206 +2025-06-04 03:08:41,738 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:19:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2823, loss: 2.2823 +2025-06-04 03:09:05,186 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-04 03:10:30,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:10:30,579 - pyskl - INFO - +top1_acc 0.9274 +top5_acc 0.9939 +2025-06-04 03:10:30,583 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9274, top5_acc: 0.9939 +2025-06-04 03:11:34,178 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:18:36, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.1981, loss: 2.1981 +2025-06-04 03:12:17,391 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:17:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.2505, loss: 2.2505 +2025-06-04 03:13:00,527 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:17:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1569, loss: 2.1569 +2025-06-04 03:13:43,804 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:16:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1780, loss: 2.1780 +2025-06-04 03:14:27,132 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:15:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1769, loss: 2.1769 +2025-06-04 03:15:10,329 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:15:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0848, loss: 2.0848 +2025-06-04 03:15:53,646 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:14:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.2374, loss: 2.2374 +2025-06-04 03:16:36,832 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:13:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.2069, loss: 2.2069 +2025-06-04 03:17:20,158 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:12:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2708, loss: 2.2708 +2025-06-04 03:18:03,367 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:12:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.2634, loss: 2.2634 +2025-06-04 03:18:46,630 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:11:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 2.1703, loss: 2.1703 +2025-06-04 03:19:29,847 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:10:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.2125, loss: 2.2125 +2025-06-04 03:20:13,204 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:10:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1669, loss: 2.1669 +2025-06-04 03:20:56,442 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:09:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.3199, loss: 2.3199 +2025-06-04 03:21:39,550 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:08:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2968, loss: 2.2968 +2025-06-04 03:22:22,829 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:07:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.2009, loss: 2.2009 +2025-06-04 03:23:05,955 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:07:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2425, loss: 2.2425 +2025-06-04 03:23:49,050 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:06:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.2426, loss: 2.2426 +2025-06-04 03:24:32,208 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:05:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.2189, loss: 2.2189 +2025-06-04 03:25:15,468 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:05:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2643, loss: 2.2643 +2025-06-04 03:25:58,842 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:04:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.1973, loss: 2.1973 +2025-06-04 03:26:41,950 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.2707, loss: 2.2707 +2025-06-04 03:27:25,570 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:02:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2734, loss: 2.2734 +2025-06-04 03:27:49,109 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-04 03:29:14,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:29:14,528 - pyskl - INFO - +top1_acc 0.9350 +top5_acc 0.9939 +2025-06-04 03:29:14,582 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_91.pth was removed +2025-06-04 03:29:15,594 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-04 03:29:15,595 - pyskl - INFO - Best top1_acc is 0.9350 at 93 epoch. +2025-06-04 03:29:15,598 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9350, top5_acc: 0.9939 +2025-06-04 03:30:19,179 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 16:01:44, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.1612, loss: 2.1612 +2025-06-04 03:31:02,272 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 16:01:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.1412, loss: 2.1412 +2025-06-04 03:31:45,512 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 16:00:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.1505, loss: 2.1505 +2025-06-04 03:32:28,925 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 15:59:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.1138, loss: 2.1138 +2025-06-04 03:33:12,020 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 15:58:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.1870, loss: 2.1870 +2025-06-04 03:33:55,216 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 15:58:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1758, loss: 2.1758 +2025-06-04 03:34:38,597 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 15:57:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1666, loss: 2.1666 +2025-06-04 03:35:21,812 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 15:56:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.2552, loss: 2.2552 +2025-06-04 03:36:04,916 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:56:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9894, loss_cls: 2.1405, loss: 2.1405 +2025-06-04 03:36:47,995 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:55:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2313, loss: 2.2313 +2025-06-04 03:37:31,131 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:54:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.1746, loss: 2.1746 +2025-06-04 03:38:14,228 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:53:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1351, loss: 2.1351 +2025-06-04 03:38:57,367 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:53:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3430, loss: 2.3430 +2025-06-04 03:39:40,415 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:52:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2560, loss: 2.2560 +2025-06-04 03:40:23,367 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:51:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.2351, loss: 2.2351 +2025-06-04 03:41:06,506 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:51:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2531, loss: 2.2531 +2025-06-04 03:41:49,590 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:50:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.1902, loss: 2.1902 +2025-06-04 03:42:32,725 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:49:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.2089, loss: 2.2089 +2025-06-04 03:43:15,937 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:48:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1949, loss: 2.1949 +2025-06-04 03:43:59,210 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:48:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.2694, loss: 2.2694 +2025-06-04 03:44:42,842 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:47:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1632, loss: 2.1632 +2025-06-04 03:45:26,082 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:46:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.2401, loss: 2.2401 +2025-06-04 03:46:09,348 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:45:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1406, loss: 2.1406 +2025-06-04 03:46:32,736 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-04 03:47:58,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:47:58,127 - pyskl - INFO - +top1_acc 0.9210 +top5_acc 0.9936 +2025-06-04 03:47:58,130 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9210, top5_acc: 0.9936 +2025-06-04 03:49:01,743 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:44:52, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 2.2128, loss: 2.2128 +2025-06-04 03:49:44,948 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:44:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.0830, loss: 2.0830 +2025-06-04 03:50:28,026 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:43:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.2113, loss: 2.2113 +2025-06-04 03:51:11,208 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:42:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.1783, loss: 2.1783 +2025-06-04 03:51:54,526 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:42:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.2374, loss: 2.2374 +2025-06-04 03:52:37,809 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:41:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1588, loss: 2.1588 +2025-06-04 03:53:21,223 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:40:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1951, loss: 2.1951 +2025-06-04 03:54:04,426 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:39:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1924, loss: 2.1924 +2025-06-04 03:54:47,696 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:39:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.1104, loss: 2.1104 +2025-06-04 03:55:30,992 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:38:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1307, loss: 2.1307 +2025-06-04 03:56:14,316 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:37:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1492, loss: 2.1492 +2025-06-04 03:56:57,663 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:36:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.0781, loss: 2.0781 +2025-06-04 03:57:40,974 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:36:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2778, loss: 2.2778 +2025-06-04 03:58:24,328 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:35:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.1405, loss: 2.1405 +2025-06-04 03:59:07,603 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:34:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.1951, loss: 2.1951 +2025-06-04 03:59:50,955 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:34:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0741, loss: 2.0741 +2025-06-04 04:00:34,318 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:33:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.1618, loss: 2.1618 +2025-06-04 04:01:17,434 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:32:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9881, loss_cls: 2.2620, loss: 2.2620 +2025-06-04 04:02:00,679 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:31:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1736, loss: 2.1736 +2025-06-04 04:02:43,931 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:31:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1430, loss: 2.1430 +2025-06-04 04:03:27,307 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:30:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2709, loss: 2.2709 +2025-06-04 04:04:10,761 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:29:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.1481, loss: 2.1481 +2025-06-04 04:04:54,069 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:29:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2651, loss: 2.2651 +2025-06-04 04:05:17,504 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-04 04:13:57,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:13:57,919 - pyskl - INFO - +top1_acc 0.9301 +top5_acc 0.9939 +2025-06-04 04:13:57,922 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9301, top5_acc: 0.9939 +2025-06-04 04:15:01,511 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:28:00, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1737, loss: 2.1737 +2025-06-04 04:15:44,587 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:27:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.1400, loss: 2.1400 +2025-06-04 04:16:27,687 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:26:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1552, loss: 2.1552 +2025-06-04 04:17:10,693 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:25:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1233, loss: 2.1233 +2025-06-04 04:17:53,742 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:25:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 2.0774, loss: 2.0774 +2025-06-04 04:18:36,916 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:24:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1990, loss: 2.1990 +2025-06-04 04:19:20,180 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:23:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0809, loss: 2.0809 +2025-06-04 04:20:03,466 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:22:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1626, loss: 2.1626 +2025-06-04 04:20:46,814 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:22:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.1955, loss: 2.1955 +2025-06-04 04:21:30,051 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:21:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.0952, loss: 2.0952 +2025-06-04 04:22:13,309 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:20:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.2066, loss: 2.2066 +2025-06-04 04:22:56,420 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:20:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.1411, loss: 2.1411 +2025-06-04 04:23:39,519 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:19:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.1381, loss: 2.1381 +2025-06-04 04:24:22,636 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:18:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1531, loss: 2.1531 +2025-06-04 04:25:05,720 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:17:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.2684, loss: 2.2684 +2025-06-04 04:25:49,000 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:17:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.2046, loss: 2.2046 +2025-06-04 04:26:32,300 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:16:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1361, loss: 2.1361 +2025-06-04 04:27:15,487 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:15:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9862, loss_cls: 2.1216, loss: 2.1216 +2025-06-04 04:27:58,786 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:15:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.2351, loss: 2.2351 +2025-06-04 04:28:42,013 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:14:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.2001, loss: 2.2001 +2025-06-04 04:29:25,170 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:13:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.1903, loss: 2.1903 +2025-06-04 04:30:08,512 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:12:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2914, loss: 2.2914 +2025-06-04 04:30:51,728 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:12:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2200, loss: 2.2200 +2025-06-04 04:31:15,187 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-04 04:32:40,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:32:40,537 - pyskl - INFO - +top1_acc 0.9314 +top5_acc 0.9933 +2025-06-04 04:32:40,540 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9314, top5_acc: 0.9933 +2025-06-04 04:33:44,362 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:11:08, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0928, loss: 2.0928 +2025-06-04 04:34:27,603 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:10:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.1299, loss: 2.1299 +2025-06-04 04:35:10,863 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:09:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1118, loss: 2.1118 +2025-06-04 04:35:54,059 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:08:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.1229, loss: 2.1229 +2025-06-04 04:36:37,327 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:08:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1307, loss: 2.1307 +2025-06-04 04:37:20,612 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:07:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1424, loss: 2.1424 +2025-06-04 04:38:03,920 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:06:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.0609, loss: 2.0609 +2025-06-04 04:38:47,187 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:06:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.0798, loss: 2.0798 +2025-06-04 04:39:30,443 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:05:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1202, loss: 2.1202 +2025-06-04 04:40:13,766 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:04:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 2.1514, loss: 2.1514 +2025-06-04 04:40:56,928 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:03:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1435, loss: 2.1435 +2025-06-04 04:41:40,125 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:03:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.0845, loss: 2.0845 +2025-06-04 04:42:23,360 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 15:02:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9894, loss_cls: 2.1265, loss: 2.1265 +2025-06-04 04:43:06,528 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 15:01:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1646, loss: 2.1646 +2025-06-04 04:43:49,709 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 15:01:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 2.1826, loss: 2.1826 +2025-06-04 04:44:32,982 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 15:00:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1494, loss: 2.1494 +2025-06-04 04:45:15,977 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 14:59:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.1786, loss: 2.1786 +2025-06-04 04:45:59,114 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 14:58:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1675, loss: 2.1675 +2025-06-04 04:46:42,312 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 14:58:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1507, loss: 2.1507 +2025-06-04 04:47:25,467 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 14:57:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9894, loss_cls: 2.1732, loss: 2.1732 +2025-06-04 04:48:08,732 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 14:56:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.2111, loss: 2.2111 +2025-06-04 04:48:51,924 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:56:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1615, loss: 2.1615 +2025-06-04 04:49:35,132 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:55:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1862, loss: 2.1862 +2025-06-04 04:49:58,556 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-04 04:51:23,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:51:24,007 - pyskl - INFO - +top1_acc 0.9324 +top5_acc 0.9945 +2025-06-04 04:51:24,010 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9324, top5_acc: 0.9945 +2025-06-04 04:52:27,855 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:54:15, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0313, loss: 2.0313 +2025-06-04 04:53:11,127 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:53:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 2.1798, loss: 2.1798 +2025-06-04 04:53:54,411 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:52:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.0748, loss: 2.0748 +2025-06-04 04:54:37,538 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:52:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0465, loss: 2.0465 +2025-06-04 04:55:20,817 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:51:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0651, loss: 2.0651 +2025-06-04 04:56:04,127 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:50:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.0986, loss: 2.0986 +2025-06-04 04:56:47,351 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:49:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1225, loss: 2.1225 +2025-06-04 04:57:30,588 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:49:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1459, loss: 2.1459 +2025-06-04 04:58:13,867 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:48:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.0620, loss: 2.0620 +2025-06-04 04:58:57,105 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:47:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.9829, loss: 1.9829 +2025-06-04 04:59:40,304 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:47:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.1094, loss: 2.1094 +2025-06-04 05:00:23,456 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:46:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 2.2081, loss: 2.2081 +2025-06-04 05:01:06,568 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:45:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.1153, loss: 2.1153 +2025-06-04 05:01:49,694 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:44:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.1615, loss: 2.1615 +2025-06-04 05:02:32,820 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:44:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1531, loss: 2.1531 +2025-06-04 05:03:15,985 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:43:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1203, loss: 2.1203 +2025-06-04 05:03:59,168 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:42:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2012, loss: 2.2012 +2025-06-04 05:04:42,234 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:42:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0454, loss: 2.0454 +2025-06-04 05:05:25,383 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:41:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.1346, loss: 2.1346 +2025-06-04 05:06:08,440 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:40:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1272, loss: 2.1272 +2025-06-04 05:06:51,626 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:39:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1602, loss: 2.1602 +2025-06-04 05:07:34,872 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:39:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.2359, loss: 2.2359 +2025-06-04 05:08:18,002 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:38:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.1239, loss: 2.1239 +2025-06-04 05:08:41,422 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-04 05:10:06,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:10:06,685 - pyskl - INFO - +top1_acc 0.9321 +top5_acc 0.9941 +2025-06-04 05:10:06,689 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9321, top5_acc: 0.9941 +2025-06-04 05:11:10,727 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:37:23, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.9877, loss: 1.9877 +2025-06-04 05:11:54,043 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:36:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.0668, loss: 2.0668 +2025-06-04 05:12:37,246 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:35:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 2.0440, loss: 2.0440 +2025-06-04 05:13:20,411 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:35:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0740, loss: 2.0740 +2025-06-04 05:14:03,639 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:34:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.0393, loss: 2.0393 +2025-06-04 05:14:46,856 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:33:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0411, loss: 2.0411 +2025-06-04 05:15:30,147 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:33:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1029, loss: 2.1029 +2025-06-04 05:16:13,563 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:32:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1086, loss: 2.1086 +2025-06-04 05:16:56,939 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:31:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 2.1191, loss: 2.1191 +2025-06-04 05:17:40,191 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:30:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1313, loss: 2.1313 +2025-06-04 05:18:23,435 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:30:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0344, loss: 2.0344 +2025-06-04 05:19:06,627 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:29:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9900, loss_cls: 2.0522, loss: 2.0522 +2025-06-04 05:19:49,828 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:28:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1408, loss: 2.1408 +2025-06-04 05:20:33,071 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:28:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.1469, loss: 2.1469 +2025-06-04 05:21:16,271 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:27:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1235, loss: 2.1235 +2025-06-04 05:21:59,505 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:26:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.0808, loss: 2.0808 +2025-06-04 05:22:42,765 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:25:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.1157, loss: 2.1157 +2025-06-04 05:23:26,028 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:25:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.0302, loss: 2.0302 +2025-06-04 05:24:09,272 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:24:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1914, loss: 2.1914 +2025-06-04 05:24:52,498 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:23:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.2480, loss: 2.2480 +2025-06-04 05:25:35,670 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:23:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.1337, loss: 2.1337 +2025-06-04 05:26:18,902 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:22:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.1691, loss: 2.1691 +2025-06-04 05:27:02,136 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:21:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1723, loss: 2.1723 +2025-06-04 05:27:25,583 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-04 05:28:50,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:28:51,058 - pyskl - INFO - +top1_acc 0.9372 +top5_acc 0.9952 +2025-06-04 05:28:51,114 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_93.pth was removed +2025-06-04 05:28:52,134 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-04 05:28:52,135 - pyskl - INFO - Best top1_acc is 0.9372 at 99 epoch. +2025-06-04 05:28:52,138 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9372, top5_acc: 0.9952 +2025-06-04 05:29:55,715 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:20:30, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.0167, loss: 2.0167 +2025-06-04 05:30:38,784 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:19:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0468, loss: 2.0468 +2025-06-04 05:31:21,842 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:19:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.0743, loss: 2.0743 +2025-06-04 05:32:04,903 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:18:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.0237, loss: 2.0237 +2025-06-04 05:32:48,030 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:17:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0094, loss: 2.0094 +2025-06-04 05:33:31,152 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:16:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0334, loss: 2.0334 +2025-06-04 05:34:13,899 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:16:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1652, loss: 2.1652 +2025-06-04 05:34:57,227 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:15:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.0548, loss: 2.0548 +2025-06-04 05:35:40,460 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:14:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0732, loss: 2.0732 +2025-06-04 05:36:23,566 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:14:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 2.1755, loss: 2.1755 +2025-06-04 05:37:06,638 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:13:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 1.9665, loss: 1.9665 +2025-06-04 05:37:49,603 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:12:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.1000, loss: 2.1000 +2025-06-04 05:38:32,614 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:11:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0919, loss: 2.0919 +2025-06-04 05:39:15,705 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:11:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.0952, loss: 2.0952 +2025-06-04 05:39:58,751 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:10:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 2.1715, loss: 2.1715 +2025-06-04 05:40:41,892 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:09:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.0982, loss: 2.0982 +2025-06-04 05:41:24,985 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:09:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 2.1901, loss: 2.1901 +2025-06-04 05:42:08,018 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:08:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9888, loss_cls: 2.1086, loss: 2.1086 +2025-06-04 05:42:51,148 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:07:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1499, loss: 2.1499 +2025-06-04 05:43:34,195 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:06:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.1196, loss: 2.1196 +2025-06-04 05:44:17,300 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:06:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.0806, loss: 2.0806 +2025-06-04 05:45:00,513 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:05:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 2.0194, loss: 2.0194 +2025-06-04 05:45:43,752 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:04:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.0819, loss: 2.0819 +2025-06-04 05:46:07,156 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-04 05:55:04,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:55:04,211 - pyskl - INFO - +top1_acc 0.9368 +top5_acc 0.9932 +2025-06-04 05:55:04,214 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9368, top5_acc: 0.9932 +2025-06-04 05:56:07,963 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:03:36, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.0041, loss: 2.0041 +2025-06-04 05:56:50,988 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:02:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0485, loss: 2.0485 +2025-06-04 05:57:34,032 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:02:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0975, loss: 2.0975 +2025-06-04 05:58:17,128 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 14:01:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1271, loss: 2.1271 +2025-06-04 05:59:00,274 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 14:00:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.0476, loss: 2.0476 +2025-06-04 05:59:43,454 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 14:00:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.0378, loss: 2.0378 +2025-06-04 06:00:26,649 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 13:59:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1159, loss: 2.1159 +2025-06-04 06:01:10,084 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 13:58:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.0462, loss: 2.0462 +2025-06-04 06:01:53,423 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 13:57:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9840, loss: 1.9840 +2025-06-04 06:02:36,624 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 13:57:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0665, loss: 2.0665 +2025-06-04 06:03:19,963 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:56:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.0583, loss: 2.0583 +2025-06-04 06:04:03,179 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:55:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.1320, loss: 2.1320 +2025-06-04 06:04:46,405 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:55:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0566, loss: 2.0566 +2025-06-04 06:05:29,640 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:54:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 2.0901, loss: 2.0901 +2025-06-04 06:06:12,826 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0499, loss: 2.0499 +2025-06-04 06:06:55,955 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:52:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.9931, loss: 1.9931 +2025-06-04 06:07:39,033 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:52:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.0665, loss: 2.0665 +2025-06-04 06:08:22,160 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:51:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1357, loss: 2.1357 +2025-06-04 06:09:05,215 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:50:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.1449, loss: 2.1449 +2025-06-04 06:09:48,330 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:49:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0786, loss: 2.0786 +2025-06-04 06:10:31,460 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.1004, loss: 2.1004 +2025-06-04 06:11:14,666 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:48:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0438, loss: 2.0438 +2025-06-04 06:11:57,919 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:47:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0251, loss: 2.0251 +2025-06-04 06:12:21,365 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-04 06:13:46,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:13:46,829 - pyskl - INFO - +top1_acc 0.9357 +top5_acc 0.9940 +2025-06-04 06:13:46,832 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9357, top5_acc: 0.9940 +2025-06-04 06:14:50,293 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:46:43, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 1.9640, loss: 1.9640 +2025-06-04 06:15:33,311 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:46:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.9229, loss: 1.9229 +2025-06-04 06:16:16,355 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:45:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.0366, loss: 2.0366 +2025-06-04 06:16:59,412 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0679, loss: 2.0679 +2025-06-04 06:17:42,562 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:43:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 2.0292, loss: 2.0292 +2025-06-04 06:18:25,803 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:43:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9660, loss: 1.9660 +2025-06-04 06:19:08,985 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:42:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9963, loss: 1.9963 +2025-06-04 06:19:52,169 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:41:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.0743, loss: 2.0743 +2025-06-04 06:20:35,464 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:40:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.0604, loss: 2.0604 +2025-06-04 06:21:18,578 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:40:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9430, loss: 1.9430 +2025-06-04 06:22:01,799 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:39:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0947, loss: 2.0947 +2025-06-04 06:22:44,978 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:38:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 2.1094, loss: 2.1094 +2025-06-04 06:23:28,061 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:38:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.0353, loss: 2.0353 +2025-06-04 06:24:11,187 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:37:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0914, loss: 2.0914 +2025-06-04 06:24:54,251 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:36:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1012, loss: 2.1012 +2025-06-04 06:25:37,392 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:35:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0513, loss: 2.0513 +2025-06-04 06:26:20,532 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:35:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9948, loss: 1.9948 +2025-06-04 06:27:03,569 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:34:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0073, loss: 2.0073 +2025-06-04 06:27:46,585 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:33:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.9885, loss: 1.9885 +2025-06-04 06:28:29,616 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:33:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.1214, loss: 2.1214 +2025-06-04 06:29:12,605 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:32:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.0531, loss: 2.0531 +2025-06-04 06:29:55,724 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:31:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0557, loss: 2.0557 +2025-06-04 06:30:38,691 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:30:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1224, loss: 2.1224 +2025-06-04 06:31:02,138 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-04 06:32:27,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:32:27,630 - pyskl - INFO - +top1_acc 0.9347 +top5_acc 0.9943 +2025-06-04 06:32:27,633 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9347, top5_acc: 0.9943 +2025-06-04 06:33:31,312 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:29:49, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0105, loss: 2.0105 +2025-06-04 06:34:14,530 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:29:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0017, loss: 2.0017 +2025-06-04 06:34:57,992 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:28:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.9655, loss: 1.9655 +2025-06-04 06:35:41,234 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:27:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9979, loss: 1.9979 +2025-06-04 06:36:24,361 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:26:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0198, loss: 2.0198 +2025-06-04 06:37:07,613 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:26:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.0631, loss: 2.0631 +2025-06-04 06:37:50,805 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:25:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9906, loss_cls: 2.0812, loss: 2.0812 +2025-06-04 06:38:33,908 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:24:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.9389, loss: 1.9389 +2025-06-04 06:39:17,088 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:24:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0612, loss: 2.0612 +2025-06-04 06:40:00,236 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:23:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 2.0683, loss: 2.0683 +2025-06-04 06:40:43,367 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:22:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0738, loss: 2.0738 +2025-06-04 06:41:26,335 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:21:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0694, loss: 2.0694 +2025-06-04 06:42:09,425 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:21:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.0187, loss: 2.0187 +2025-06-04 06:42:52,425 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:20:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0743, loss: 2.0743 +2025-06-04 06:43:35,538 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:19:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.1055, loss: 2.1055 +2025-06-04 06:44:18,605 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:19:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0138, loss: 2.0138 +2025-06-04 06:45:01,656 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:18:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.0690, loss: 2.0690 +2025-06-04 06:45:44,846 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:17:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.0755, loss: 2.0755 +2025-06-04 06:46:27,981 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:16:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.0151, loss: 2.0151 +2025-06-04 06:47:11,078 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:16:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0636, loss: 2.0636 +2025-06-04 06:47:54,147 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:15:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.0997, loss: 2.0997 +2025-06-04 06:48:37,362 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:14:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.0723, loss: 2.0723 +2025-06-04 06:49:20,422 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:14:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1719, loss: 2.1719 +2025-06-04 06:49:43,766 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-04 06:51:09,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:51:09,260 - pyskl - INFO - +top1_acc 0.9385 +top5_acc 0.9944 +2025-06-04 06:51:09,317 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_99.pth was removed +2025-06-04 06:51:10,355 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-06-04 06:51:10,356 - pyskl - INFO - Best top1_acc is 0.9385 at 103 epoch. +2025-06-04 06:51:10,359 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9385, top5_acc: 0.9944 +2025-06-04 06:52:14,432 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:12:56, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 2.0008, loss: 2.0008 +2025-06-04 06:52:57,620 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:12:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.9465, loss: 1.9465 +2025-06-04 06:53:40,793 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:11:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9988, loss: 1.9988 +2025-06-04 06:54:23,853 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:10:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9442, loss: 1.9442 +2025-06-04 06:55:07,017 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:10:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9070, loss: 1.9070 +2025-06-04 06:55:50,326 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:09:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.9582, loss: 1.9582 +2025-06-04 06:56:33,496 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:08:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0078, loss: 2.0078 +2025-06-04 06:57:16,608 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:07:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9478, loss: 1.9478 +2025-06-04 06:57:59,800 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:07:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.9701, loss: 1.9701 +2025-06-04 06:58:42,938 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:06:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.9442, loss: 1.9442 +2025-06-04 06:59:26,016 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:05:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.0787, loss: 2.0787 +2025-06-04 07:00:09,209 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:05:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0968, loss: 2.0968 +2025-06-04 07:00:52,451 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:04:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.0202, loss: 2.0202 +2025-06-04 07:01:35,543 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:03:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.0551, loss: 2.0551 +2025-06-04 07:02:18,738 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:02:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0202, loss: 2.0202 +2025-06-04 07:03:01,886 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:02:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.0372, loss: 2.0372 +2025-06-04 07:03:45,063 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:01:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.0286, loss: 2.0286 +2025-06-04 07:04:28,178 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:00:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0112, loss: 2.0112 +2025-06-04 07:05:11,295 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:00:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9761, loss: 1.9761 +2025-06-04 07:05:54,581 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 12:59:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.0018, loss: 2.0018 +2025-06-04 07:06:37,752 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 12:58:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0709, loss: 2.0709 +2025-06-04 07:07:20,980 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 12:57:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0030, loss: 2.0030 +2025-06-04 07:08:04,208 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 12:57:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9484, loss: 1.9484 +2025-06-04 07:08:27,734 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-04 07:09:53,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:09:53,232 - pyskl - INFO - +top1_acc 0.9443 +top5_acc 0.9939 +2025-06-04 07:09:53,289 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_103.pth was removed +2025-06-04 07:09:54,350 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-06-04 07:09:54,351 - pyskl - INFO - Best top1_acc is 0.9443 at 104 epoch. +2025-06-04 07:09:54,355 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9443, top5_acc: 0.9939 +2025-06-04 07:10:58,124 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:56:03, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.8942, loss: 1.8942 +2025-06-04 07:11:41,342 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:55:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.0135, loss: 2.0135 +2025-06-04 07:12:24,591 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:54:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.9206, loss: 1.9206 +2025-06-04 07:13:07,886 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:53:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9762, loss: 1.9762 +2025-06-04 07:13:51,080 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:53:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 2.0395, loss: 2.0395 +2025-06-04 07:14:34,284 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:52:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9523, loss: 1.9523 +2025-06-04 07:15:17,555 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:51:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.8816, loss: 1.8816 +2025-06-04 07:16:01,014 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:51:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.9467, loss: 1.9467 +2025-06-04 07:16:44,220 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:50:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.0588, loss: 2.0588 +2025-06-04 07:17:27,391 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:49:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9914, loss: 1.9914 +2025-06-04 07:18:10,623 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:48:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0366, loss: 2.0366 +2025-06-04 07:18:54,007 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:48:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.9274, loss: 1.9274 +2025-06-04 07:19:37,078 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:47:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9662, loss: 1.9662 +2025-06-04 07:20:20,290 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:46:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9652, loss: 1.9652 +2025-06-04 07:21:03,515 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:46:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0527, loss: 2.0527 +2025-06-04 07:21:46,770 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:45:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.0252, loss: 2.0252 +2025-06-04 07:22:29,900 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:44:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9837, loss: 1.9837 +2025-06-04 07:23:13,137 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:43:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9701, loss: 1.9701 +2025-06-04 07:23:56,227 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:43:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.0155, loss: 2.0155 +2025-06-04 07:24:39,519 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:42:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.0283, loss: 2.0283 +2025-06-04 07:25:22,755 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:41:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.9884, loss: 1.9884 +2025-06-04 07:26:06,173 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:41:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.8769, loss: 1.8769 +2025-06-04 07:26:49,624 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:40:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0705, loss: 2.0705 +2025-06-04 07:27:13,125 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-04 07:36:00,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:36:00,425 - pyskl - INFO - +top1_acc 0.9369 +top5_acc 0.9934 +2025-06-04 07:36:00,429 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9369, top5_acc: 0.9934 +2025-06-04 07:37:03,896 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:39:11, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.8992, loss: 1.8992 +2025-06-04 07:37:46,822 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:38:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.9208, loss: 1.9208 +2025-06-04 07:38:29,856 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:37:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9361, loss: 1.9361 +2025-06-04 07:39:12,861 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:37:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 2.0051, loss: 2.0051 +2025-06-04 07:39:55,783 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:36:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.0058, loss: 2.0058 +2025-06-04 07:40:38,766 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:35:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 1.8867, loss: 1.8867 +2025-06-04 07:41:21,883 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9925, loss_cls: 1.9151, loss: 1.9151 +2025-06-04 07:42:05,149 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:34:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.9642, loss: 1.9642 +2025-06-04 07:42:48,242 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:33:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.9400, loss: 1.9400 +2025-06-04 07:43:31,236 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:32:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9239, loss: 1.9239 +2025-06-04 07:44:14,321 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:32:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0002, loss: 2.0002 +2025-06-04 07:44:57,548 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:31:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9968, loss: 1.9968 +2025-06-04 07:45:40,676 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:30:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9785, loss: 1.9785 +2025-06-04 07:46:23,727 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:29:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.9598, loss: 1.9598 +2025-06-04 07:47:06,756 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:29:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.9510, loss: 1.9510 +2025-06-04 07:47:49,799 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:28:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.9031, loss: 1.9031 +2025-06-04 07:48:32,850 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:27:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9625, loss: 1.9625 +2025-06-04 07:49:15,977 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:26:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 1.9485, loss: 1.9485 +2025-06-04 07:49:59,042 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:26:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.9021, loss: 1.9021 +2025-06-04 07:50:42,146 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:25:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0038, loss: 2.0038 +2025-06-04 07:51:25,307 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:24:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9483, loss: 1.9483 +2025-06-04 07:52:08,380 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:24:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0518, loss: 2.0518 +2025-06-04 07:52:51,576 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:23:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9834, loss: 1.9834 +2025-06-04 07:53:15,091 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-04 07:54:40,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:54:40,832 - pyskl - INFO - +top1_acc 0.9388 +top5_acc 0.9943 +2025-06-04 07:54:40,837 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9388, top5_acc: 0.9943 +2025-06-04 07:55:44,972 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:22:17, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.9664, loss: 1.9664 +2025-06-04 07:56:28,103 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.8890, loss: 1.8890 +2025-06-04 07:57:11,303 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:20:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 1.8462, loss: 1.8462 +2025-06-04 07:57:54,522 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:20:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7946, loss: 1.7946 +2025-06-04 07:58:37,820 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:19:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.9090, loss: 1.9090 +2025-06-04 07:59:20,976 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:18:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9218, loss: 1.9218 +2025-06-04 08:00:04,456 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:17:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.9439, loss: 1.9439 +2025-06-04 08:00:47,783 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:17:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8604, loss: 1.8604 +2025-06-04 08:01:30,937 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:16:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9844, loss: 1.9844 +2025-06-04 08:02:14,130 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:15:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.9547, loss: 1.9547 +2025-06-04 08:02:57,232 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:15:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9324, loss: 1.9324 +2025-06-04 08:03:40,330 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:14:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8899, loss: 1.8899 +2025-06-04 08:04:23,436 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:13:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.9103, loss: 1.9103 +2025-06-04 08:05:06,582 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:12:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9190, loss: 1.9190 +2025-06-04 08:05:49,714 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:12:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 1.9468, loss: 1.9468 +2025-06-04 08:06:32,825 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:11:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.0492, loss: 2.0492 +2025-06-04 08:07:15,875 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:10:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 2.0035, loss: 2.0035 +2025-06-04 08:07:58,877 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:10:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8956, loss: 1.8956 +2025-06-04 08:08:42,035 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:09:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.0331, loss: 2.0331 +2025-06-04 08:09:25,140 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:08:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.8816, loss: 1.8816 +2025-06-04 08:10:08,214 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:07:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9040, loss: 1.9040 +2025-06-04 08:10:51,247 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9900, loss_cls: 2.0073, loss: 2.0073 +2025-06-04 08:11:34,284 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:06:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.9681, loss: 1.9681 +2025-06-04 08:11:57,767 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-04 08:13:23,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:13:23,246 - pyskl - INFO - +top1_acc 0.9324 +top5_acc 0.9933 +2025-06-04 08:13:23,249 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9324, top5_acc: 0.9933 +2025-06-04 08:14:27,112 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:05:24, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.9309, loss: 1.9309 +2025-06-04 08:15:10,309 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:04:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8816, loss: 1.8816 +2025-06-04 08:15:53,451 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:03:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9429, loss: 1.9429 +2025-06-04 08:16:36,636 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:03:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.8679, loss: 1.8679 +2025-06-04 08:17:19,732 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:02:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8566, loss: 1.8566 +2025-06-04 08:18:02,843 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:01:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9016, loss: 1.9016 +2025-06-04 08:18:45,976 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:01:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.8371, loss: 1.8371 +2025-06-04 08:19:29,270 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:00:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9364, loss: 1.9364 +2025-06-04 08:20:12,456 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 11:59:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.9437, loss: 1.9437 +2025-06-04 08:20:55,620 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 11:58:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9739, loss: 1.9739 +2025-06-04 08:21:38,688 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 11:58:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8315, loss: 1.8315 +2025-06-04 08:22:21,752 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 11:57:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9254, loss: 1.9254 +2025-06-04 08:23:04,915 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:56:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.9034, loss: 1.9034 +2025-06-04 08:23:48,051 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:56:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9463, loss: 1.9463 +2025-06-04 08:24:31,117 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:55:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.8807, loss: 1.8807 +2025-06-04 08:25:14,413 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:54:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.8734, loss: 1.8734 +2025-06-04 08:25:57,475 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:53:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.9191, loss: 1.9191 +2025-06-04 08:26:40,550 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:53:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.8624, loss: 1.8624 +2025-06-04 08:27:23,675 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:52:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9887, loss: 1.9887 +2025-06-04 08:28:06,687 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:51:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9564, loss: 1.9564 +2025-06-04 08:28:49,775 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:51:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9093, loss: 1.9093 +2025-06-04 08:29:32,870 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:50:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9295, loss: 1.9295 +2025-06-04 08:30:16,038 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:49:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.9023, loss: 1.9023 +2025-06-04 08:30:39,459 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-04 08:32:04,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:32:04,891 - pyskl - INFO - +top1_acc 0.9414 +top5_acc 0.9942 +2025-06-04 08:32:04,894 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9414, top5_acc: 0.9942 +2025-06-04 08:33:09,110 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:48:31, time: 0.642, data_time: 0.207, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8456, loss: 1.8456 +2025-06-04 08:33:52,425 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:47:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.9212, loss: 1.9212 +2025-06-04 08:34:35,479 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:47:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9088, loss: 1.9088 +2025-06-04 08:35:18,606 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:46:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8093, loss: 1.8093 +2025-06-04 08:36:01,755 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:45:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.8231, loss: 1.8231 +2025-06-04 08:36:44,971 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:44:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 1.8491, loss: 1.8491 +2025-06-04 08:37:28,332 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:44:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8498, loss: 1.8498 +2025-06-04 08:38:11,697 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:43:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.8975, loss: 1.8975 +2025-06-04 08:38:54,906 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:42:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9124, loss: 1.9124 +2025-06-04 08:39:38,077 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:42:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9029, loss: 1.9029 +2025-06-04 08:40:21,307 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:41:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.9066, loss: 1.9066 +2025-06-04 08:41:04,421 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:40:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.9241, loss: 1.9241 +2025-06-04 08:41:47,315 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:39:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.8758, loss: 1.8758 +2025-06-04 08:42:30,538 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:39:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.8726, loss: 1.8726 +2025-06-04 08:43:13,717 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:38:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.9093, loss: 1.9093 +2025-06-04 08:43:56,820 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:37:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 1.8952, loss: 1.8952 +2025-06-04 08:44:39,966 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.8173, loss: 1.8173 +2025-06-04 08:45:23,026 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:36:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.9647, loss: 1.9647 +2025-06-04 08:46:06,187 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:35:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.9358, loss: 1.9358 +2025-06-04 08:46:49,288 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9239, loss: 1.9239 +2025-06-04 08:47:32,444 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:34:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.8662, loss: 1.8662 +2025-06-04 08:48:15,577 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:33:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.9563, loss: 1.9563 +2025-06-04 08:48:58,590 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:32:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9938, loss_cls: 1.8802, loss: 1.8802 +2025-06-04 08:49:22,066 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-04 08:50:47,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:50:47,618 - pyskl - INFO - +top1_acc 0.9385 +top5_acc 0.9954 +2025-06-04 08:50:47,622 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9385, top5_acc: 0.9954 +2025-06-04 08:51:51,364 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:31:37, time: 0.637, data_time: 0.207, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.8068, loss: 1.8068 +2025-06-04 08:52:34,461 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.9184, loss: 1.9184 +2025-06-04 08:53:17,510 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:30:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.8535, loss: 1.8535 +2025-06-04 08:54:00,686 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:29:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7998, loss: 1.7998 +2025-06-04 08:54:43,811 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:28:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 1.8184, loss: 1.8184 +2025-06-04 08:55:27,183 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:28:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7647, loss: 1.7647 +2025-06-04 08:56:10,567 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:27:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 1.7416, loss: 1.7416 +2025-06-04 08:56:54,074 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:26:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8607, loss: 1.8607 +2025-06-04 08:57:37,354 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:25:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.8628, loss: 1.8628 +2025-06-04 08:58:20,546 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:25:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.8653, loss: 1.8653 +2025-06-04 08:59:03,639 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:24:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.8968, loss: 1.8968 +2025-06-04 08:59:46,804 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:23:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.8518, loss: 1.8518 +2025-06-04 09:00:29,911 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:23:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.8969, loss: 1.8969 +2025-06-04 09:01:13,104 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:22:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.8433, loss: 1.8433 +2025-06-04 09:01:56,428 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:21:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8720, loss: 1.8720 +2025-06-04 09:02:39,647 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:20:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.9255, loss: 1.9255 +2025-06-04 09:03:22,754 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:20:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 1.8542, loss: 1.8542 +2025-06-04 09:04:05,866 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:19:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8591, loss: 1.8591 +2025-06-04 09:04:49,058 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:18:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.9662, loss: 1.9662 +2025-06-04 09:05:32,182 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:18:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9925, loss_cls: 1.9368, loss: 1.9368 +2025-06-04 09:06:15,292 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:17:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8897, loss: 1.8897 +2025-06-04 09:06:58,534 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:16:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9303, loss: 1.9303 +2025-06-04 09:07:41,811 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:15:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9251, loss: 1.9251 +2025-06-04 09:08:05,350 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-04 09:17:00,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:17:01,057 - pyskl - INFO - +top1_acc 0.9354 +top5_acc 0.9932 +2025-06-04 09:17:01,060 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9354, top5_acc: 0.9932 +2025-06-04 09:18:04,843 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:14:45, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.8416, loss: 1.8416 +2025-06-04 09:18:48,037 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:14:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7986, loss: 1.7986 +2025-06-04 09:19:31,084 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:13:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8463, loss: 1.8463 +2025-06-04 09:20:13,869 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:12:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8901, loss: 1.8901 +2025-06-04 09:20:56,792 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:11:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.8790, loss: 1.8790 +2025-06-04 09:21:40,059 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:11:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.8766, loss: 1.8766 +2025-06-04 09:22:23,331 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:10:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.8151, loss: 1.8151 +2025-06-04 09:23:06,743 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:09:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.8010, loss: 1.8010 +2025-06-04 09:23:50,123 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:09:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8355, loss: 1.8355 +2025-06-04 09:24:33,362 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:08:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.9403, loss: 1.9403 +2025-06-04 09:25:16,490 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:07:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9944, loss_cls: 1.8549, loss: 1.8549 +2025-06-04 09:25:59,800 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:06:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.8242, loss: 1.8242 +2025-06-04 09:26:43,031 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:06:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8506, loss: 1.8506 +2025-06-04 09:27:26,330 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:05:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8413, loss: 1.8413 +2025-06-04 09:28:09,515 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:04:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.8737, loss: 1.8737 +2025-06-04 09:28:52,652 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:03:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.9126, loss: 1.9126 +2025-06-04 09:29:35,832 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:03:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.9075, loss: 1.9075 +2025-06-04 09:30:19,069 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:02:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9071, loss: 1.9071 +2025-06-04 09:31:02,254 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:01:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.8421, loss: 1.8421 +2025-06-04 09:31:45,469 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:01:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8737, loss: 1.8737 +2025-06-04 09:32:28,696 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:00:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.8387, loss: 1.8387 +2025-06-04 09:33:11,896 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 10:59:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8551, loss: 1.8551 +2025-06-04 09:33:55,002 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 10:58:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8142, loss: 1.8142 +2025-06-04 09:34:18,433 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-04 09:35:43,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:35:43,887 - pyskl - INFO - +top1_acc 0.9451 +top5_acc 0.9946 +2025-06-04 09:35:43,943 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_104.pth was removed +2025-06-04 09:35:45,014 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2025-06-04 09:35:45,015 - pyskl - INFO - Best top1_acc is 0.9451 at 111 epoch. +2025-06-04 09:35:45,018 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9451, top5_acc: 0.9946 +2025-06-04 09:36:49,240 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 10:57:52, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.8793, loss: 1.8793 +2025-06-04 09:37:32,572 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:57:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7810, loss: 1.7810 +2025-06-04 09:38:15,822 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:56:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7989, loss: 1.7989 +2025-06-04 09:38:58,948 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:55:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.8160, loss: 1.8160 +2025-06-04 09:39:42,136 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:55:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7413, loss: 1.7413 +2025-06-04 09:40:25,355 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:54:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 1.7951, loss: 1.7951 +2025-06-04 09:41:08,595 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:53:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.8313, loss: 1.8313 +2025-06-04 09:41:51,879 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:52:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.8149, loss: 1.8149 +2025-06-04 09:42:35,059 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:52:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7804, loss: 1.7804 +2025-06-04 09:43:18,174 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:51:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8237, loss: 1.8237 +2025-06-04 09:44:01,223 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:50:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8866, loss: 1.8866 +2025-06-04 09:44:44,266 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:49:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8328, loss: 1.8328 +2025-06-04 09:45:27,377 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.8451, loss: 1.8451 +2025-06-04 09:46:10,535 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:48:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8047, loss: 1.8047 +2025-06-04 09:46:53,666 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:47:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.8261, loss: 1.8261 +2025-06-04 09:47:36,760 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:47:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.8407, loss: 1.8407 +2025-06-04 09:48:19,859 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:46:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8237, loss: 1.8237 +2025-06-04 09:49:02,906 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:45:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8660, loss: 1.8660 +2025-06-04 09:49:45,949 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:44:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.8049, loss: 1.8049 +2025-06-04 09:50:29,003 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:44:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.8019, loss: 1.8019 +2025-06-04 09:51:11,992 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:43:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9388, loss: 1.9388 +2025-06-04 09:51:55,074 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9797, loss: 1.9797 +2025-06-04 09:52:38,195 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:42:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.8964, loss: 1.8964 +2025-06-04 09:53:01,663 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-04 09:54:26,975 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:54:27,050 - pyskl - INFO - +top1_acc 0.9330 +top5_acc 0.9939 +2025-06-04 09:54:27,054 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9330, top5_acc: 0.9939 +2025-06-04 09:55:30,914 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:40:58, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.7145, loss: 1.7145 +2025-06-04 09:56:14,049 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:40:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8180, loss: 1.8180 +2025-06-04 09:56:57,138 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:39:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.8224, loss: 1.8224 +2025-06-04 09:57:40,169 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:38:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.8219, loss: 1.8219 +2025-06-04 09:58:23,344 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:38:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8535, loss: 1.8535 +2025-06-04 09:59:06,509 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:37:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7985, loss: 1.7985 +2025-06-04 09:59:49,629 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:36:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7609, loss: 1.7609 +2025-06-04 10:00:32,968 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:35:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7711, loss: 1.7711 +2025-06-04 10:01:16,292 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:35:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8008, loss: 1.8008 +2025-06-04 10:01:59,402 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:34:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7803, loss: 1.7803 +2025-06-04 10:02:42,522 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:33:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7962, loss: 1.7962 +2025-06-04 10:03:25,586 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:33:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.7819, loss: 1.7819 +2025-06-04 10:04:08,679 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:32:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.8398, loss: 1.8398 +2025-06-04 10:04:51,833 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:31:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7843, loss: 1.7843 +2025-06-04 10:05:35,164 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:30:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8443, loss: 1.8443 +2025-06-04 10:06:18,207 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:30:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8604, loss: 1.8604 +2025-06-04 10:07:01,304 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:29:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8369, loss: 1.8369 +2025-06-04 10:07:44,407 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:28:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8510, loss: 1.8510 +2025-06-04 10:08:27,464 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:28:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8314, loss: 1.8314 +2025-06-04 10:09:10,563 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:27:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8654, loss: 1.8654 +2025-06-04 10:09:53,683 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:26:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.8122, loss: 1.8122 +2025-06-04 10:10:36,834 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:25:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9938, loss_cls: 1.8894, loss: 1.8894 +2025-06-04 10:11:20,032 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:25:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.8587, loss: 1.8587 +2025-06-04 10:11:43,520 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-04 10:13:09,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:13:09,272 - pyskl - INFO - +top1_acc 0.9452 +top5_acc 0.9959 +2025-06-04 10:13:09,337 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_111.pth was removed +2025-06-04 10:13:10,413 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-04 10:13:10,414 - pyskl - INFO - Best top1_acc is 0.9452 at 113 epoch. +2025-06-04 10:13:10,417 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9452, top5_acc: 0.9959 +2025-06-04 10:14:14,672 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:24:05, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8509, loss: 1.8509 +2025-06-04 10:14:57,841 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:23:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7744, loss: 1.7744 +2025-06-04 10:15:40,900 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:22:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7675, loss: 1.7675 +2025-06-04 10:16:23,982 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:21:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7731, loss: 1.7731 +2025-06-04 10:17:07,060 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:21:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6992, loss: 1.6992 +2025-06-04 10:17:50,360 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:20:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7572, loss: 1.7572 +2025-06-04 10:18:33,636 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:19:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.7267, loss: 1.7267 +2025-06-04 10:19:17,084 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:19:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.9237, loss: 1.9237 +2025-06-04 10:20:00,359 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:18:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7043, loss: 1.7043 +2025-06-04 10:20:43,565 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:17:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.7487, loss: 1.7487 +2025-06-04 10:21:26,689 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:16:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.8564, loss: 1.8564 +2025-06-04 10:22:09,788 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:16:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.7403, loss: 1.7403 +2025-06-04 10:22:52,889 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:15:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7964, loss: 1.7964 +2025-06-04 10:23:36,053 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:14:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7730, loss: 1.7730 +2025-06-04 10:24:19,123 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:14:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.7724, loss: 1.7724 +2025-06-04 10:25:02,189 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:13:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7872, loss: 1.7872 +2025-06-04 10:25:45,382 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:12:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7701, loss: 1.7701 +2025-06-04 10:26:28,443 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:11:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.8255, loss: 1.8255 +2025-06-04 10:27:11,584 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:11:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8020, loss: 1.8020 +2025-06-04 10:27:54,560 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:10:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7677, loss: 1.7677 +2025-06-04 10:28:37,523 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:09:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 1.8553, loss: 1.8553 +2025-06-04 10:29:20,499 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:09:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7812, loss: 1.7812 +2025-06-04 10:30:03,664 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:08:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.8375, loss: 1.8375 +2025-06-04 10:30:27,095 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-04 10:31:52,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:31:52,575 - pyskl - INFO - +top1_acc 0.9519 +top5_acc 0.9954 +2025-06-04 10:31:52,640 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_113.pth was removed +2025-06-04 10:31:53,723 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-06-04 10:31:53,724 - pyskl - INFO - Best top1_acc is 0.9519 at 114 epoch. +2025-06-04 10:31:53,727 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9519, top5_acc: 0.9954 +2025-06-04 10:32:57,827 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:07:12, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.7364, loss: 1.7364 +2025-06-04 10:33:40,925 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:06:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6877, loss: 1.6877 +2025-06-04 10:34:24,037 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:05:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 1.7686, loss: 1.7686 +2025-06-04 10:35:07,116 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:05:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.7329, loss: 1.7329 +2025-06-04 10:35:50,409 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:04:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7562, loss: 1.7562 +2025-06-04 10:36:33,683 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:03:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.7586, loss: 1.7586 +2025-06-04 10:37:16,908 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:02:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.7295, loss: 1.7295 +2025-06-04 10:38:00,118 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:02:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.6957, loss: 1.6957 +2025-06-04 10:38:43,326 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:01:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7461, loss: 1.7461 +2025-06-04 10:39:26,592 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:00:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 1.7778, loss: 1.7778 +2025-06-04 10:40:09,744 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:00:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7051, loss: 1.7051 +2025-06-04 10:40:52,926 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 9:59:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7421, loss: 1.7421 +2025-06-04 10:41:36,026 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 9:58:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7462, loss: 1.7462 +2025-06-04 10:42:19,193 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 9:57:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.7840, loss: 1.7840 +2025-06-04 10:43:02,328 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:57:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7425, loss: 1.7425 +2025-06-04 10:43:45,411 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:56:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7186, loss: 1.7186 +2025-06-04 10:44:28,576 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:55:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7795, loss: 1.7795 +2025-06-04 10:45:11,653 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7301, loss: 1.7301 +2025-06-04 10:45:54,892 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:54:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.7657, loss: 1.7657 +2025-06-04 10:46:37,998 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:53:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7986, loss: 1.7986 +2025-06-04 10:47:21,059 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:52:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.7910, loss: 1.7910 +2025-06-04 10:48:04,103 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:52:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8549, loss: 1.8549 +2025-06-04 10:48:47,226 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:51:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7377, loss: 1.7377 +2025-06-04 10:49:10,549 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-04 10:58:34,049 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:58:34,125 - pyskl - INFO - +top1_acc 0.9224 +top5_acc 0.9909 +2025-06-04 10:58:34,128 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9224, top5_acc: 0.9909 +2025-06-04 10:59:38,378 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:50:19, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7467, loss: 1.7467 +2025-06-04 11:00:21,648 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:49:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7222, loss: 1.7222 +2025-06-04 11:01:04,927 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:48:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7351, loss: 1.7351 +2025-06-04 11:01:48,024 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:48:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7231, loss: 1.7231 +2025-06-04 11:02:31,175 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:47:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6739, loss: 1.6739 +2025-06-04 11:03:14,395 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:46:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7794, loss: 1.7794 +2025-06-04 11:03:57,645 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:46:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.7634, loss: 1.7634 +2025-06-04 11:04:41,008 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:45:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7175, loss: 1.7175 +2025-06-04 11:05:24,317 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:44:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7104, loss: 1.7104 +2025-06-04 11:06:07,550 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:43:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7467, loss: 1.7467 +2025-06-04 11:06:50,794 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:43:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.7491, loss: 1.7491 +2025-06-04 11:07:34,034 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:42:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7798, loss: 1.7798 +2025-06-04 11:08:17,199 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:41:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7461, loss: 1.7461 +2025-06-04 11:09:00,418 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:41:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7351, loss: 1.7351 +2025-06-04 11:09:43,815 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:40:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.7464, loss: 1.7464 +2025-06-04 11:10:27,073 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:39:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7199, loss: 1.7199 +2025-06-04 11:11:10,391 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:38:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.7245, loss: 1.7245 +2025-06-04 11:11:53,741 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:38:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7136, loss: 1.7136 +2025-06-04 11:12:37,088 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:37:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6742, loss: 1.6742 +2025-06-04 11:13:20,426 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:36:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7217, loss: 1.7217 +2025-06-04 11:14:03,742 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:35:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.7815, loss: 1.7815 +2025-06-04 11:14:47,027 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:35:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7606, loss: 1.7606 +2025-06-04 11:15:30,364 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:34:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7487, loss: 1.7487 +2025-06-04 11:15:53,815 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-04 11:17:19,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:17:19,445 - pyskl - INFO - +top1_acc 0.9493 +top5_acc 0.9950 +2025-06-04 11:17:19,449 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9493, top5_acc: 0.9950 +2025-06-04 11:18:23,604 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:33:27, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6979, loss: 1.6979 +2025-06-04 11:19:07,111 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:32:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7032, loss: 1.7032 +2025-06-04 11:19:50,415 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:32:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 +2025-06-04 11:20:33,641 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:31:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6334, loss: 1.6334 +2025-06-04 11:21:16,826 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:30:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6761, loss: 1.6761 +2025-06-04 11:22:00,204 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:29:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6777, loss: 1.6777 +2025-06-04 11:22:43,640 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:29:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7585, loss: 1.7585 +2025-06-04 11:23:27,032 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:28:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7422, loss: 1.7422 +2025-06-04 11:24:10,140 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:27:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.6653, loss: 1.6653 +2025-06-04 11:24:53,236 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:27:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.6948, loss: 1.6948 +2025-06-04 11:25:36,467 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:26:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 1.7835, loss: 1.7835 +2025-06-04 11:26:19,605 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:25:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6714, loss: 1.6714 +2025-06-04 11:27:02,635 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:24:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6457, loss: 1.6457 +2025-06-04 11:27:45,990 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:24:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6958, loss: 1.6958 +2025-06-04 11:28:29,132 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:23:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7027, loss: 1.7027 +2025-06-04 11:29:12,351 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:22:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6693, loss: 1.6693 +2025-06-04 11:29:55,565 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:21:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.7828, loss: 1.7828 +2025-06-04 11:30:38,960 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:21:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7276, loss: 1.7276 +2025-06-04 11:31:22,336 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:20:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.6486, loss: 1.6486 +2025-06-04 11:32:05,795 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:19:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6877, loss: 1.6877 +2025-06-04 11:32:49,094 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:19:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.7176, loss: 1.7176 +2025-06-04 11:33:32,415 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:18:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.6828, loss: 1.6828 +2025-06-04 11:34:15,728 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:17:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7020, loss: 1.7020 +2025-06-04 11:34:39,239 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-04 11:36:05,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:36:05,104 - pyskl - INFO - +top1_acc 0.9396 +top5_acc 0.9936 +2025-06-04 11:36:05,108 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9396, top5_acc: 0.9936 +2025-06-04 11:37:09,012 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:16:34, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6942, loss: 1.6942 +2025-06-04 11:37:52,152 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:15:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.6514, loss: 1.6514 +2025-06-04 11:38:35,247 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:15:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.6787, loss: 1.6787 +2025-06-04 11:39:18,318 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:14:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6605, loss: 1.6605 +2025-06-04 11:40:01,371 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.5619, loss: 1.5619 +2025-06-04 11:40:44,718 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:12:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6545, loss: 1.6545 +2025-06-04 11:41:27,934 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:12:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7060, loss: 1.7060 +2025-06-04 11:42:11,159 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:11:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.6626, loss: 1.6626 +2025-06-04 11:42:54,322 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:10:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.7419, loss: 1.7419 +2025-06-04 11:43:37,482 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:10:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.6161, loss: 1.6161 +2025-06-04 11:44:20,628 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:09:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6879, loss: 1.6879 +2025-06-04 11:45:03,802 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:08:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.6653, loss: 1.6653 +2025-06-04 11:45:46,806 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:07:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6267, loss: 1.6267 +2025-06-04 11:46:29,854 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:07:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6742, loss: 1.6742 +2025-06-04 11:47:12,483 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:06:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7066, loss: 1.7066 +2025-06-04 11:47:55,498 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:05:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6353, loss: 1.6353 +2025-06-04 11:48:38,598 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:05:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 1.7581, loss: 1.7581 +2025-06-04 11:49:21,699 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:04:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6807, loss: 1.6807 +2025-06-04 11:50:04,944 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:03:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6990, loss: 1.6990 +2025-06-04 11:50:47,994 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6526, loss: 1.6526 +2025-06-04 11:51:31,116 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.7428, loss: 1.7428 +2025-06-04 11:52:14,290 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:01:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.7490, loss: 1.7490 +2025-06-04 11:52:57,735 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:00:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7260, loss: 1.7260 +2025-06-04 11:53:21,187 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-04 11:54:46,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:54:46,916 - pyskl - INFO - +top1_acc 0.9387 +top5_acc 0.9877 +2025-06-04 11:54:46,920 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9387, top5_acc: 0.9877 +2025-06-04 11:55:50,760 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 8:59:41, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.6119, loss: 1.6119 +2025-06-04 11:56:33,959 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 8:58:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6618, loss: 1.6618 +2025-06-04 11:57:17,170 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 8:58:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9962, loss_cls: 1.6387, loss: 1.6387 +2025-06-04 11:58:00,316 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:57:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7237, loss: 1.7237 +2025-06-04 11:58:43,615 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:56:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7324, loss: 1.7324 +2025-06-04 11:59:26,947 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:56:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6592, loss: 1.6592 +2025-06-04 12:00:10,157 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:55:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.6255, loss: 1.6255 +2025-06-04 12:00:53,320 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:54:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6602, loss: 1.6602 +2025-06-04 12:01:36,343 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:53:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6040, loss: 1.6040 +2025-06-04 12:02:19,459 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:53:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6911, loss: 1.6911 +2025-06-04 12:03:02,513 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:52:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7019, loss: 1.7019 +2025-06-04 12:03:45,591 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:51:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6356, loss: 1.6356 +2025-06-04 12:04:28,655 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:51:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.6511, loss: 1.6511 +2025-06-04 12:05:11,819 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:50:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7221, loss: 1.7221 +2025-06-04 12:05:55,006 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:49:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6512, loss: 1.6512 +2025-06-04 12:06:38,104 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:48:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6900, loss: 1.6900 +2025-06-04 12:07:21,281 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:48:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.6711, loss: 1.6711 +2025-06-04 12:08:04,477 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:47:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.6601, loss: 1.6601 +2025-06-04 12:08:47,727 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:46:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.7149, loss: 1.7149 +2025-06-04 12:09:30,944 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:46:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6652, loss: 1.6652 +2025-06-04 12:10:14,115 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:45:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7004, loss: 1.7004 +2025-06-04 12:10:57,244 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:44:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6756, loss: 1.6756 +2025-06-04 12:11:40,346 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:43:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9944, loss_cls: 1.7630, loss: 1.7630 +2025-06-04 12:12:03,819 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-04 12:13:29,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:13:29,483 - pyskl - INFO - +top1_acc 0.9539 +top5_acc 0.9953 +2025-06-04 12:13:29,539 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_114.pth was removed +2025-06-04 12:13:30,728 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-04 12:13:30,729 - pyskl - INFO - Best top1_acc is 0.9539 at 119 epoch. +2025-06-04 12:13:30,732 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9539, top5_acc: 0.9953 +2025-06-04 12:14:35,016 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:42:48, time: 0.643, data_time: 0.209, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6043, loss: 1.6043 +2025-06-04 12:15:18,361 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:42:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.6390, loss: 1.6390 +2025-06-04 12:16:01,627 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:41:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5951, loss: 1.5951 +2025-06-04 12:16:44,861 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:40:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.6191, loss: 1.6191 +2025-06-04 12:17:28,024 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:39:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6132, loss: 1.6132 +2025-06-04 12:18:11,616 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:39:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.5662, loss: 1.5662 +2025-06-04 12:18:55,121 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:38:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6467, loss: 1.6467 +2025-06-04 12:19:38,552 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:37:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.6848, loss: 1.6848 +2025-06-04 12:20:21,832 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:37:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6906, loss: 1.6906 +2025-06-04 12:21:05,110 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:36:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5608, loss: 1.5608 +2025-06-04 12:21:48,286 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:35:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.7444, loss: 1.7444 +2025-06-04 12:22:31,525 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:34:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.6058, loss: 1.6058 +2025-06-04 12:23:14,764 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:34:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5891, loss: 1.5891 +2025-06-04 12:23:57,896 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:33:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6443, loss: 1.6443 +2025-06-04 12:24:41,023 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:32:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6485, loss: 1.6485 +2025-06-04 12:25:24,208 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:32:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 1.6520, loss: 1.6520 +2025-06-04 12:26:07,365 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:31:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.6908, loss: 1.6908 +2025-06-04 12:26:50,523 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:30:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.6443, loss: 1.6443 +2025-06-04 12:27:33,668 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:29:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6218, loss: 1.6218 +2025-06-04 12:28:16,749 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:29:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5900, loss: 1.5900 +2025-06-04 12:29:00,047 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:28:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6165, loss: 1.6165 +2025-06-04 12:29:43,151 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:27:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6108, loss: 1.6108 +2025-06-04 12:30:26,367 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:27:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6291, loss: 1.6291 +2025-06-04 12:30:49,814 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-04 12:39:39,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:39:39,472 - pyskl - INFO - +top1_acc 0.9500 +top5_acc 0.9933 +2025-06-04 12:39:39,475 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9500, top5_acc: 0.9933 +2025-06-04 12:40:42,963 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:25:55, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.6290, loss: 1.6290 +2025-06-04 12:41:26,015 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:25:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6085, loss: 1.6085 +2025-06-04 12:42:09,079 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:24:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6700, loss: 1.6700 +2025-06-04 12:42:52,269 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:23:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9962, loss_cls: 1.6550, loss: 1.6550 +2025-06-04 12:43:35,544 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:23:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6363, loss: 1.6363 +2025-06-04 12:44:18,791 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:22:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5893, loss: 1.5893 +2025-06-04 12:45:02,272 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:21:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 1.6018, loss: 1.6018 +2025-06-04 12:45:45,568 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:20:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.6183, loss: 1.6183 +2025-06-04 12:46:28,768 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:20:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6737, loss: 1.6737 +2025-06-04 12:47:11,842 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:19:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.6609, loss: 1.6609 +2025-06-04 12:47:55,011 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:18:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6731, loss: 1.6731 +2025-06-04 12:48:38,182 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:18:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6223, loss: 1.6223 +2025-06-04 12:49:21,419 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:17:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6584, loss: 1.6584 +2025-06-04 12:50:04,664 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:16:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6552, loss: 1.6552 +2025-06-04 12:50:47,889 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:15:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6521, loss: 1.6521 +2025-06-04 12:51:31,229 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:15:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6141, loss: 1.6141 +2025-06-04 12:52:14,528 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:14:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.6114, loss: 1.6114 +2025-06-04 12:52:57,788 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:13:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9950, loss_cls: 1.6468, loss: 1.6468 +2025-06-04 12:53:41,044 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:13:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.5719, loss: 1.5719 +2025-06-04 12:54:24,236 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:12:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 1.6041, loss: 1.6041 +2025-06-04 12:55:07,576 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:11:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.6495, loss: 1.6495 +2025-06-04 12:55:50,882 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:10:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6769, loss: 1.6769 +2025-06-04 12:56:34,112 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:10:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.7139, loss: 1.7139 +2025-06-04 12:56:57,511 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-04 12:58:22,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:58:23,007 - pyskl - INFO - +top1_acc 0.9449 +top5_acc 0.9926 +2025-06-04 12:58:23,010 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9449, top5_acc: 0.9926 +2025-06-04 12:59:26,949 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:09:02, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6156, loss: 1.6156 +2025-06-04 13:00:10,103 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:08:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.5831, loss: 1.5831 +2025-06-04 13:00:53,423 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:07:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6148, loss: 1.6148 +2025-06-04 13:01:36,634 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:06:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6107, loss: 1.6107 +2025-06-04 13:02:19,792 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:06:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5442, loss: 1.5442 +2025-06-04 13:03:02,976 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:05:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5987, loss: 1.5987 +2025-06-04 13:03:46,356 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:04:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5634, loss: 1.5634 +2025-06-04 13:04:29,691 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:04:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.5339, loss: 1.5339 +2025-06-04 13:05:12,775 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:03:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5357, loss: 1.5357 +2025-06-04 13:05:55,770 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:02:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.6879, loss: 1.6879 +2025-06-04 13:06:38,887 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:01:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6439, loss: 1.6439 +2025-06-04 13:07:21,938 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:01:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.5947, loss: 1.5947 +2025-06-04 13:08:05,049 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:00:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.6055, loss: 1.6055 +2025-06-04 13:08:48,137 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 7:59:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.6024, loss: 1.6024 +2025-06-04 13:09:31,393 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 7:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6325, loss: 1.6325 +2025-06-04 13:10:14,567 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:58:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6237, loss: 1.6237 +2025-06-04 13:10:57,735 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:57:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.6087, loss: 1.6087 +2025-06-04 13:11:40,832 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:56:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.6062, loss: 1.6062 +2025-06-04 13:12:23,976 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:56:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5848, loss: 1.5848 +2025-06-04 13:13:07,247 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:55:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5397, loss: 1.5397 +2025-06-04 13:13:50,444 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:54:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5895, loss: 1.5895 +2025-06-04 13:14:33,600 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:53:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.6070, loss: 1.6070 +2025-06-04 13:15:16,845 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:53:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.6210, loss: 1.6210 +2025-06-04 13:15:40,282 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-04 13:17:05,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:17:05,958 - pyskl - INFO - +top1_acc 0.9546 +top5_acc 0.9948 +2025-06-04 13:17:06,012 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_119.pth was removed +2025-06-04 13:17:07,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-06-04 13:17:07,041 - pyskl - INFO - Best top1_acc is 0.9546 at 122 epoch. +2025-06-04 13:17:07,044 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9546, top5_acc: 0.9948 +2025-06-04 13:18:11,018 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:52:09, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6008, loss: 1.6008 +2025-06-04 13:18:54,293 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:51:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.5479, loss: 1.5479 +2025-06-04 13:19:37,526 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:50:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5781, loss: 1.5781 +2025-06-04 13:20:20,651 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:50:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6020, loss: 1.6020 +2025-06-04 13:21:03,772 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:49:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5780, loss: 1.5780 +2025-06-04 13:21:46,973 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:48:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6237, loss: 1.6237 +2025-06-04 13:22:30,248 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:47:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.6148, loss: 1.6148 +2025-06-04 13:23:13,383 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:47:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5209, loss: 1.5209 +2025-06-04 13:23:56,490 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:46:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5676, loss: 1.5676 +2025-06-04 13:24:39,581 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:45:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6130, loss: 1.6130 +2025-06-04 13:25:22,901 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:44:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5264, loss: 1.5264 +2025-06-04 13:26:06,026 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:44:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.5358, loss: 1.5358 +2025-06-04 13:26:49,074 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.4970, loss: 1.4970 +2025-06-04 13:27:32,144 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:42:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4963, loss: 1.4963 +2025-06-04 13:28:15,344 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:42:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.6121, loss: 1.6121 +2025-06-04 13:28:58,755 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:41:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6408, loss: 1.6408 +2025-06-04 13:29:41,996 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:40:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6543, loss: 1.6543 +2025-06-04 13:30:25,145 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:39:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5802, loss: 1.5802 +2025-06-04 13:31:08,187 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:39:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.6058, loss: 1.6058 +2025-06-04 13:31:51,477 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:38:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.5155, loss: 1.5155 +2025-06-04 13:32:34,767 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:37:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5998, loss: 1.5998 +2025-06-04 13:33:18,078 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:37:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5586, loss: 1.5586 +2025-06-04 13:34:01,268 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:36:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6306, loss: 1.6306 +2025-06-04 13:34:24,584 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-04 13:35:50,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:35:50,370 - pyskl - INFO - +top1_acc 0.9520 +top5_acc 0.9930 +2025-06-04 13:35:50,374 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9520, top5_acc: 0.9930 +2025-06-04 13:36:54,458 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:35:16, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.5214, loss: 1.5214 +2025-06-04 13:37:37,766 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:34:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5214, loss: 1.5214 +2025-06-04 13:38:20,891 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:33:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4809, loss: 1.4809 +2025-06-04 13:39:04,045 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:33:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6093, loss: 1.6093 +2025-06-04 13:39:47,230 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:32:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5261, loss: 1.5261 +2025-06-04 13:40:30,512 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:31:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.5083, loss: 1.5083 +2025-06-04 13:41:13,900 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:30:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5559, loss: 1.5559 +2025-06-04 13:41:57,142 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:30:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5338, loss: 1.5338 +2025-06-04 13:42:40,425 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:29:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5458, loss: 1.5458 +2025-06-04 13:43:23,563 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:28:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.5558, loss: 1.5558 +2025-06-04 13:44:06,633 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:28:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5613, loss: 1.5613 +2025-06-04 13:44:49,707 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:27:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6059, loss: 1.6059 +2025-06-04 13:45:32,778 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:26:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5800, loss: 1.5800 +2025-06-04 13:46:15,766 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:25:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5048, loss: 1.5048 +2025-06-04 13:46:58,907 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:25:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5294, loss: 1.5294 +2025-06-04 13:47:42,006 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:24:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5562, loss: 1.5562 +2025-06-04 13:48:25,139 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:23:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5990, loss: 1.5990 +2025-06-04 13:49:08,286 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:23:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5698, loss: 1.5698 +2025-06-04 13:49:51,460 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:22:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5448, loss: 1.5448 +2025-06-04 13:50:34,632 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:21:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5441, loss: 1.5441 +2025-06-04 13:51:17,713 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:20:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5102, loss: 1.5102 +2025-06-04 13:52:00,784 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:20:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5052, loss: 1.5052 +2025-06-04 13:52:43,877 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:19:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5499, loss: 1.5499 +2025-06-04 13:53:07,259 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-04 13:54:32,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:54:32,910 - pyskl - INFO - +top1_acc 0.9583 +top5_acc 0.9950 +2025-06-04 13:54:32,974 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_122.pth was removed +2025-06-04 13:54:34,056 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-04 13:54:34,057 - pyskl - INFO - Best top1_acc is 0.9583 at 124 epoch. +2025-06-04 13:54:34,060 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9583, top5_acc: 0.9950 +2025-06-04 13:55:38,311 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:18:22, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.5785, loss: 1.5785 +2025-06-04 13:56:21,538 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:17:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5646, loss: 1.5646 +2025-06-04 13:57:04,799 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:16:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4588, loss: 1.4588 +2025-06-04 13:57:47,979 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:16:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5362, loss: 1.5362 +2025-06-04 13:58:31,278 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:15:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5313, loss: 1.5313 +2025-06-04 13:59:14,696 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:14:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4996, loss: 1.4996 +2025-06-04 13:59:58,062 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:14:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5073, loss: 1.5073 +2025-06-04 14:00:41,303 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:13:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4770, loss: 1.4770 +2025-06-04 14:01:24,534 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:12:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.5650, loss: 1.5650 +2025-06-04 14:02:07,793 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:11:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4746, loss: 1.4746 +2025-06-04 14:02:51,026 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:11:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5045, loss: 1.5045 +2025-06-04 14:03:34,136 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:10:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5540, loss: 1.5540 +2025-06-04 14:04:17,298 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:09:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5260, loss: 1.5260 +2025-06-04 14:05:00,463 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:09:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5585, loss: 1.5585 +2025-06-04 14:05:43,698 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:08:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.5529, loss: 1.5529 +2025-06-04 14:06:26,904 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:07:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5019, loss: 1.5019 +2025-06-04 14:07:10,269 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:06:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.5277, loss: 1.5277 +2025-06-04 14:07:53,405 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:06:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4737, loss: 1.4737 +2025-06-04 14:08:36,654 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:05:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5350, loss: 1.5350 +2025-06-04 14:09:19,704 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:04:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.5154, loss: 1.5154 +2025-06-04 14:10:02,786 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:04:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.4881, loss: 1.4881 +2025-06-04 14:10:45,574 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:03:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5185, loss: 1.5185 +2025-06-04 14:11:28,829 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:02:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5449, loss: 1.5449 +2025-06-04 14:11:52,273 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-04 14:20:41,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:20:41,668 - pyskl - INFO - +top1_acc 0.9584 +top5_acc 0.9958 +2025-06-04 14:20:41,724 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_124.pth was removed +2025-06-04 14:20:42,749 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-04 14:20:42,750 - pyskl - INFO - Best top1_acc is 0.9584 at 125 epoch. +2025-06-04 14:20:42,752 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9584, top5_acc: 0.9958 +2025-06-04 14:21:46,237 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:01:29, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5190, loss: 1.5190 +2025-06-04 14:22:29,119 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:00:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5381, loss: 1.5381 +2025-06-04 14:23:12,028 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:00:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5669, loss: 1.5669 +2025-06-04 14:23:54,948 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 6:59:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4361, loss: 1.4361 +2025-06-04 14:24:38,007 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 6:58:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.5288, loss: 1.5288 +2025-06-04 14:25:21,171 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:57:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 1.5704, loss: 1.5704 +2025-06-04 14:26:04,358 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:57:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5587, loss: 1.5587 +2025-06-04 14:26:47,750 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:56:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5472, loss: 1.5472 +2025-06-04 14:27:30,820 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:55:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.5172, loss: 1.5172 +2025-06-04 14:28:14,025 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:55:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.5548, loss: 1.5548 +2025-06-04 14:28:57,412 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:54:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4614, loss: 1.4614 +2025-06-04 14:29:40,642 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:53:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.5236, loss: 1.5236 +2025-06-04 14:30:23,799 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:52:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5450, loss: 1.5450 +2025-06-04 14:31:07,003 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:52:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4940, loss: 1.4940 +2025-06-04 14:31:50,167 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:51:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4593, loss: 1.4593 +2025-06-04 14:32:33,381 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:50:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.5441, loss: 1.5441 +2025-06-04 14:33:16,313 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:50:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5391, loss: 1.5391 +2025-06-04 14:33:59,449 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:49:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5154, loss: 1.5154 +2025-06-04 14:34:42,631 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:48:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4517, loss: 1.4517 +2025-06-04 14:35:25,722 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:47:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5470, loss: 1.5470 +2025-06-04 14:36:09,013 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:47:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5166, loss: 1.5166 +2025-06-04 14:36:52,249 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:46:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.4705, loss: 1.4705 +2025-06-04 14:37:35,339 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:45:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.4885, loss: 1.4885 +2025-06-04 14:37:58,859 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-04 14:39:24,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:39:24,516 - pyskl - INFO - +top1_acc 0.9574 +top5_acc 0.9956 +2025-06-04 14:39:24,520 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9574, top5_acc: 0.9956 +2025-06-04 14:40:28,868 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:44:36, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5014, loss: 1.5014 +2025-06-04 14:41:12,105 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:43:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5072, loss: 1.5072 +2025-06-04 14:41:55,312 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:43:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4619, loss: 1.4619 +2025-06-04 14:42:38,555 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:42:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.5335, loss: 1.5335 +2025-06-04 14:43:21,747 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:41:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.5116, loss: 1.5116 +2025-06-04 14:44:05,058 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:41:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5085, loss: 1.5085 +2025-06-04 14:44:48,378 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:40:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4454, loss: 1.4454 +2025-06-04 14:45:31,817 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:39:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4256, loss: 1.4256 +2025-06-04 14:46:15,139 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:38:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4850, loss: 1.4850 +2025-06-04 14:46:58,420 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:38:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5024, loss: 1.5024 +2025-06-04 14:47:41,623 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:37:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4849, loss: 1.4849 +2025-06-04 14:48:24,939 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:36:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4943, loss: 1.4943 +2025-06-04 14:49:08,270 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:36:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4310, loss: 1.4310 +2025-06-04 14:49:51,489 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:35:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4865, loss: 1.4865 +2025-06-04 14:50:34,812 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:34:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.4697, loss: 1.4697 +2025-06-04 14:51:17,998 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:33:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5134, loss: 1.5134 +2025-06-04 14:52:01,200 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:33:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4703, loss: 1.4703 +2025-06-04 14:52:43,903 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:32:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4886, loss: 1.4886 +2025-06-04 14:53:26,665 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:31:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5279, loss: 1.5279 +2025-06-04 14:54:09,857 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:30:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4330, loss: 1.4330 +2025-06-04 14:54:53,069 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:30:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.5167, loss: 1.5167 +2025-06-04 14:55:36,279 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:29:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5369, loss: 1.5369 +2025-06-04 14:56:19,587 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:28:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5435, loss: 1.5435 +2025-06-04 14:56:43,080 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-04 14:58:08,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:58:08,684 - pyskl - INFO - +top1_acc 0.9611 +top5_acc 0.9956 +2025-06-04 14:58:08,739 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_125.pth was removed +2025-06-04 14:58:09,751 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-04 14:58:09,752 - pyskl - INFO - Best top1_acc is 0.9611 at 127 epoch. +2025-06-04 14:58:09,755 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9611, top5_acc: 0.9956 +2025-06-04 14:59:13,754 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:27:43, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.4553, loss: 1.4553 +2025-06-04 14:59:56,868 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:27:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4466, loss: 1.4466 +2025-06-04 15:00:40,133 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:26:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4513, loss: 1.4513 +2025-06-04 15:01:23,310 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:25:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-06-04 15:02:06,514 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:24:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4374, loss: 1.4374 +2025-06-04 15:02:49,917 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:24:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4313, loss: 1.4313 +2025-06-04 15:03:33,297 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:23:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4549, loss: 1.4549 +2025-06-04 15:04:16,567 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:22:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-04 15:04:59,760 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:21:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4767, loss: 1.4767 +2025-06-04 15:05:42,842 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:21:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4517, loss: 1.4517 +2025-06-04 15:06:26,129 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:20:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3993, loss: 1.3993 +2025-06-04 15:07:09,261 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:19:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4975, loss: 1.4975 +2025-06-04 15:07:52,426 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:19:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4963, loss: 1.4963 +2025-06-04 15:08:35,640 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:18:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4512, loss: 1.4512 +2025-06-04 15:09:18,844 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:17:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4614, loss: 1.4614 +2025-06-04 15:10:02,120 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:16:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4727, loss: 1.4727 +2025-06-04 15:10:45,252 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:16:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4379, loss: 1.4379 +2025-06-04 15:11:28,422 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:15:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4782, loss: 1.4782 +2025-06-04 15:12:11,511 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:14:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.5494, loss: 1.5494 +2025-06-04 15:12:54,709 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:14:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5121, loss: 1.5121 +2025-06-04 15:13:37,966 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:13:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5201, loss: 1.5201 +2025-06-04 15:14:21,068 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:12:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4563, loss: 1.4563 +2025-06-04 15:15:04,183 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:11:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.4713, loss: 1.4713 +2025-06-04 15:15:27,611 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-04 15:16:53,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:16:53,098 - pyskl - INFO - +top1_acc 0.9465 +top5_acc 0.9930 +2025-06-04 15:16:53,101 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9465, top5_acc: 0.9930 +2025-06-04 15:17:57,443 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:10:50, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4440, loss: 1.4440 +2025-06-04 15:18:40,753 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:10:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.5021, loss: 1.5021 +2025-06-04 15:19:23,987 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:09:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.4531, loss: 1.4531 +2025-06-04 15:20:07,215 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:08:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 1.4480, loss: 1.4480 +2025-06-04 15:20:50,419 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:07:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4354, loss: 1.4354 +2025-06-04 15:21:33,739 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:07:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4818, loss: 1.4818 +2025-06-04 15:22:17,109 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:06:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4422, loss: 1.4422 +2025-06-04 15:23:00,359 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:05:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4325, loss: 1.4325 +2025-06-04 15:23:43,595 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:05:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.4068, loss: 1.4068 +2025-06-04 15:24:26,839 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:04:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4747, loss: 1.4747 +2025-06-04 15:25:09,939 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:03:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4610, loss: 1.4610 +2025-06-04 15:25:53,038 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:02:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4666, loss: 1.4666 +2025-06-04 15:26:36,146 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4237, loss: 1.4237 +2025-06-04 15:27:19,317 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:01:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4695, loss: 1.4695 +2025-06-04 15:28:02,460 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:00:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.5161, loss: 1.5161 +2025-06-04 15:28:45,609 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:00:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4127, loss: 1.4127 +2025-06-04 15:29:28,785 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 5:59:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4078, loss: 1.4078 +2025-06-04 15:30:11,929 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:58:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4365, loss: 1.4365 +2025-06-04 15:30:54,994 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:57:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4773, loss: 1.4773 +2025-06-04 15:31:38,084 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:57:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4694, loss: 1.4694 +2025-06-04 15:32:21,260 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:56:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4816, loss: 1.4816 +2025-06-04 15:33:04,486 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:55:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4583, loss: 1.4583 +2025-06-04 15:33:47,757 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:55:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5047, loss: 1.5047 +2025-06-04 15:34:11,264 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-04 15:35:36,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:35:36,732 - pyskl - INFO - +top1_acc 0.9624 +top5_acc 0.9959 +2025-06-04 15:35:36,784 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_127.pth was removed +2025-06-04 15:35:37,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-04 15:35:37,766 - pyskl - INFO - Best top1_acc is 0.9624 at 129 epoch. +2025-06-04 15:35:37,769 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9624, top5_acc: 0.9959 +2025-06-04 15:36:41,823 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:53:57, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4378, loss: 1.4378 +2025-06-04 15:37:25,008 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:53:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4129, loss: 1.4129 +2025-06-04 15:38:08,176 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:52:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4509, loss: 1.4509 +2025-06-04 15:38:51,268 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:51:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3815, loss: 1.3815 +2025-06-04 15:39:34,424 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:51:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4604, loss: 1.4604 +2025-06-04 15:40:17,717 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:50:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.4038, loss: 1.4038 +2025-06-04 15:41:01,107 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:49:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.4184, loss: 1.4184 +2025-06-04 15:41:44,556 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:48:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4309, loss: 1.4309 +2025-06-04 15:42:27,776 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:48:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4070, loss: 1.4070 +2025-06-04 15:43:10,917 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:47:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4709, loss: 1.4709 +2025-06-04 15:43:54,075 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:46:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3765, loss: 1.3765 +2025-06-04 15:44:37,294 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:46:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4656, loss: 1.4656 +2025-06-04 15:45:20,452 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:45:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3641, loss: 1.3641 +2025-06-04 15:46:03,761 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:44:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.4746, loss: 1.4746 +2025-06-04 15:46:46,952 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4397, loss: 1.4397 +2025-06-04 15:47:30,051 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:43:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-06-04 15:48:13,199 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:42:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3299, loss: 1.3299 +2025-06-04 15:48:56,303 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:41:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4006, loss: 1.4006 +2025-06-04 15:49:39,432 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:41:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4046, loss: 1.4046 +2025-06-04 15:50:22,518 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:40:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.4240, loss: 1.4240 +2025-06-04 15:51:05,643 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:39:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4294, loss: 1.4294 +2025-06-04 15:51:48,841 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:38:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3923, loss: 1.3923 +2025-06-04 15:52:31,957 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:38:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3900, loss: 1.3900 +2025-06-04 15:52:55,428 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-04 16:01:49,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:01:49,891 - pyskl - INFO - +top1_acc 0.9639 +top5_acc 0.9963 +2025-06-04 16:01:49,946 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_129.pth was removed +2025-06-04 16:01:50,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-04 16:01:50,993 - pyskl - INFO - Best top1_acc is 0.9639 at 130 epoch. +2025-06-04 16:01:50,996 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9639, top5_acc: 0.9963 +2025-06-04 16:02:54,569 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:37:03, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4355, loss: 1.4355 +2025-06-04 16:03:37,704 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:36:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.4604, loss: 1.4604 +2025-06-04 16:04:20,740 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4122, loss: 1.4122 +2025-06-04 16:05:03,766 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:34:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3985, loss: 1.3985 +2025-06-04 16:05:46,861 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:34:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.3830, loss: 1.3830 +2025-06-04 16:06:30,036 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:33:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4042, loss: 1.4042 +2025-06-04 16:07:13,197 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:32:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4202, loss: 1.4202 +2025-06-04 16:07:56,330 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:32:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-04 16:08:39,602 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:31:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4406, loss: 1.4406 +2025-06-04 16:09:22,728 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:30:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.4019, loss: 1.4019 +2025-06-04 16:10:05,884 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:29:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3994, loss: 1.3994 +2025-06-04 16:10:49,068 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:29:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3939, loss: 1.3939 +2025-06-04 16:11:32,161 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:28:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4226, loss: 1.4226 +2025-06-04 16:12:15,184 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:27:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3991, loss: 1.3991 +2025-06-04 16:12:58,292 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:27:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4151, loss: 1.4151 +2025-06-04 16:13:41,188 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:26:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4239, loss: 1.4239 +2025-06-04 16:14:24,388 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:25:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3370, loss: 1.3370 +2025-06-04 16:15:07,575 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:24:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.4146, loss: 1.4146 +2025-06-04 16:15:50,764 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:24:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4203, loss: 1.4203 +2025-06-04 16:16:34,022 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:23:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.4186, loss: 1.4186 +2025-06-04 16:17:17,146 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:22:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4129, loss: 1.4129 +2025-06-04 16:18:00,283 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:21:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4275, loss: 1.4275 +2025-06-04 16:18:43,501 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:21:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3708, loss: 1.3708 +2025-06-04 16:19:06,911 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-04 16:20:32,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:20:32,583 - pyskl - INFO - +top1_acc 0.9636 +top5_acc 0.9957 +2025-06-04 16:20:32,587 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9636, top5_acc: 0.9957 +2025-06-04 16:21:36,778 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:20:10, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9962, loss_cls: 1.4240, loss: 1.4240 +2025-06-04 16:22:20,032 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:19:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3732, loss: 1.3732 +2025-06-04 16:23:03,275 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:18:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3980, loss: 1.3980 +2025-06-04 16:23:46,629 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:18:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4271, loss: 1.4271 +2025-06-04 16:24:29,808 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:17:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.2930, loss: 1.2930 +2025-06-04 16:25:12,890 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:16:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3794, loss: 1.3794 +2025-06-04 16:25:56,111 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:15:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3585, loss: 1.3585 +2025-06-04 16:26:39,168 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:15:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3352, loss: 1.3352 +2025-06-04 16:27:22,245 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:14:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3345, loss: 1.3345 +2025-06-04 16:28:05,460 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:13:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3089, loss: 1.3089 +2025-06-04 16:28:48,614 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:12:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4553, loss: 1.4553 +2025-06-04 16:29:31,739 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:12:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4443, loss: 1.4443 +2025-06-04 16:30:14,788 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:11:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.4886, loss: 1.4886 +2025-06-04 16:30:57,850 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:10:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9969, loss_cls: 1.4048, loss: 1.4048 +2025-06-04 16:31:40,946 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:10:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3865, loss: 1.3865 +2025-06-04 16:32:24,027 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:09:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3892, loss: 1.3892 +2025-06-04 16:33:07,127 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:08:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-04 16:33:50,325 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:07:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-06-04 16:34:33,499 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:07:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3555, loss: 1.3555 +2025-06-04 16:35:16,586 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:06:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.4245, loss: 1.4245 +2025-06-04 16:35:59,636 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:05:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.4145, loss: 1.4145 +2025-06-04 16:36:42,806 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:05:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3828, loss: 1.3828 +2025-06-04 16:37:25,899 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:04:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4274, loss: 1.4274 +2025-06-04 16:37:49,320 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-04 16:39:14,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:39:14,735 - pyskl - INFO - +top1_acc 0.9636 +top5_acc 0.9962 +2025-06-04 16:39:14,739 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9636, top5_acc: 0.9962 +2025-06-04 16:40:18,859 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:03:17, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3712, loss: 1.3712 +2025-06-04 16:41:02,031 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:02:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3395, loss: 1.3395 +2025-06-04 16:41:45,178 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:01:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4085, loss: 1.4085 +2025-06-04 16:42:28,379 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:01:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3767, loss: 1.3767 +2025-06-04 16:43:11,631 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:00:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4211, loss: 1.4211 +2025-06-04 16:43:55,007 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 4:59:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.4227, loss: 1.4227 +2025-06-04 16:44:38,568 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:58:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.3659, loss: 1.3659 +2025-06-04 16:45:21,985 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:58:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3596, loss: 1.3596 +2025-06-04 16:46:05,405 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:57:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3393, loss: 1.3393 +2025-06-04 16:46:48,723 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:56:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3975, loss: 1.3975 +2025-06-04 16:47:32,041 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:56:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3927, loss: 1.3927 +2025-06-04 16:48:15,314 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:55:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3929, loss: 1.3929 +2025-06-04 16:48:58,627 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:54:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3335, loss: 1.3335 +2025-06-04 16:49:41,831 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:53:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3549, loss: 1.3549 +2025-06-04 16:50:25,038 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:53:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-06-04 16:51:08,387 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:52:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3802, loss: 1.3802 +2025-06-04 16:51:51,674 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:51:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3487, loss: 1.3487 +2025-06-04 16:52:34,884 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:51:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.4216, loss: 1.4216 +2025-06-04 16:53:18,012 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:50:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3525, loss: 1.3525 +2025-06-04 16:54:01,206 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:49:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.3410, loss: 1.3410 +2025-06-04 16:54:44,437 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:48:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3918, loss: 1.3918 +2025-06-04 16:55:27,559 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:48:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 1.4900, loss: 1.4900 +2025-06-04 16:56:10,800 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3857, loss: 1.3857 +2025-06-04 16:56:34,289 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-04 16:57:59,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:57:59,792 - pyskl - INFO - +top1_acc 0.9649 +top5_acc 0.9957 +2025-06-04 16:57:59,845 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_130.pth was removed +2025-06-04 16:58:00,857 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-04 16:58:00,858 - pyskl - INFO - Best top1_acc is 0.9649 at 133 epoch. +2025-06-04 16:58:00,861 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9649, top5_acc: 0.9957 +2025-06-04 16:59:04,850 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:46:24, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3331, loss: 1.3331 +2025-06-04 16:59:48,103 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:45:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-04 17:00:31,289 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:44:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3566, loss: 1.3566 +2025-06-04 17:01:14,368 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:44:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-06-04 17:01:57,499 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:43:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3295, loss: 1.3295 +2025-06-04 17:02:40,899 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:42:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3686, loss: 1.3686 +2025-06-04 17:03:24,137 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:42:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.3884, loss: 1.3884 +2025-06-04 17:04:07,332 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:41:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2973, loss: 1.2973 +2025-06-04 17:04:50,574 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:40:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3327, loss: 1.3327 +2025-06-04 17:05:33,660 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:39:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3267, loss: 1.3267 +2025-06-04 17:06:16,720 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:39:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4018, loss: 1.4018 +2025-06-04 17:06:59,785 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:38:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3455, loss: 1.3455 +2025-06-04 17:07:42,787 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:37:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3396, loss: 1.3396 +2025-06-04 17:08:25,801 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:37:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3581, loss: 1.3581 +2025-06-04 17:09:08,876 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:36:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3723, loss: 1.3723 +2025-06-04 17:09:51,927 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:35:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3476, loss: 1.3476 +2025-06-04 17:10:35,063 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:34:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3529, loss: 1.3529 +2025-06-04 17:11:18,073 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:34:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.2994, loss: 1.2994 +2025-06-04 17:12:01,056 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:33:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3442, loss: 1.3442 +2025-06-04 17:12:44,135 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:32:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4099, loss: 1.4099 +2025-06-04 17:13:27,179 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:32:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3359, loss: 1.3359 +2025-06-04 17:14:10,138 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:31:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3839, loss: 1.3839 +2025-06-04 17:14:53,160 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:30:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3513, loss: 1.3513 +2025-06-04 17:15:16,512 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-04 17:16:41,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:16:41,866 - pyskl - INFO - +top1_acc 0.9480 +top5_acc 0.9797 +2025-06-04 17:16:41,869 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9480, top5_acc: 0.9797 +2025-06-04 17:17:45,628 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:29:30, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3577, loss: 1.3577 +2025-06-04 17:18:29,140 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:28:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3454, loss: 1.3454 +2025-06-04 17:19:12,339 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:28:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3284, loss: 1.3284 +2025-06-04 17:19:55,657 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:27:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3388, loss: 1.3388 +2025-06-04 17:20:38,891 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:26:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3347, loss: 1.3347 +2025-06-04 17:21:22,198 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:25:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3834, loss: 1.3834 +2025-06-04 17:22:05,598 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:25:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3488, loss: 1.3488 +2025-06-04 17:22:49,118 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:24:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.3368, loss: 1.3368 +2025-06-04 17:23:32,661 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:23:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3732, loss: 1.3732 +2025-06-04 17:24:15,981 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:23:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3063, loss: 1.3063 +2025-06-04 17:24:59,208 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:22:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-04 17:25:42,474 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:21:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3336, loss: 1.3336 +2025-06-04 17:26:25,773 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:20:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3599, loss: 1.3599 +2025-06-04 17:27:08,981 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:20:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3312, loss: 1.3312 +2025-06-04 17:27:52,195 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:19:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3518, loss: 1.3518 +2025-06-04 17:28:35,440 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:18:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-06-04 17:29:18,703 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:18:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3104, loss: 1.3104 +2025-06-04 17:30:01,995 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:17:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3722, loss: 1.3722 +2025-06-04 17:30:45,270 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:16:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3382, loss: 1.3382 +2025-06-04 17:31:28,476 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:15:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3410, loss: 1.3410 +2025-06-04 17:32:11,623 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:15:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3311, loss: 1.3311 +2025-06-04 17:32:54,864 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:14:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2649, loss: 1.2649 +2025-06-04 17:33:38,078 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:13:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3002, loss: 1.3002 +2025-06-04 17:34:01,560 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-04 17:43:00,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:43:00,896 - pyskl - INFO - +top1_acc 0.9657 +top5_acc 0.9960 +2025-06-04 17:43:00,948 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_133.pth was removed +2025-06-04 17:43:01,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-04 17:43:01,962 - pyskl - INFO - Best top1_acc is 0.9657 at 135 epoch. +2025-06-04 17:43:01,964 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9657, top5_acc: 0.9960 +2025-06-04 17:44:05,840 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:12:37, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.4011, loss: 1.4011 +2025-06-04 17:44:48,935 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:11:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.3253, loss: 1.3253 +2025-06-04 17:45:31,956 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:11:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3267, loss: 1.3267 +2025-06-04 17:46:15,037 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:10:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3372, loss: 1.3372 +2025-06-04 17:46:58,197 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:09:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3077, loss: 1.3077 +2025-06-04 17:47:41,244 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:09:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9975, loss_cls: 1.3232, loss: 1.3232 +2025-06-04 17:48:24,529 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:08:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3233, loss: 1.3233 +2025-06-04 17:49:07,767 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:07:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3087, loss: 1.3087 +2025-06-04 17:49:51,079 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:06:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3574, loss: 1.3574 +2025-06-04 17:50:34,323 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:06:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2921, loss: 1.2921 +2025-06-04 17:51:17,510 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:05:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3382, loss: 1.3382 +2025-06-04 17:52:00,581 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:04:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-06-04 17:52:43,790 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:04:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3253, loss: 1.3253 +2025-06-04 17:53:26,938 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:03:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3287, loss: 1.3287 +2025-06-04 17:54:10,077 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:02:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3556, loss: 1.3556 +2025-06-04 17:54:53,214 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:01:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3823, loss: 1.3823 +2025-06-04 17:55:36,454 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:01:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3469, loss: 1.3469 +2025-06-04 17:56:19,515 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:00:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3566, loss: 1.3566 +2025-06-04 17:57:02,836 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 3:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3485, loss: 1.3485 +2025-06-04 17:57:45,988 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:58:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3360, loss: 1.3360 +2025-06-04 17:58:29,119 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:58:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3217, loss: 1.3217 +2025-06-04 17:59:12,395 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:57:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3251, loss: 1.3251 +2025-06-04 17:59:55,551 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:56:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-06-04 18:00:18,902 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-04 18:02:28,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:02:29,068 - pyskl - INFO - +top1_acc 0.9664 +top5_acc 0.9960 +2025-06-04 18:02:29,124 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_135.pth was removed +2025-06-04 18:02:30,162 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-04 18:02:30,163 - pyskl - INFO - Best top1_acc is 0.9664 at 136 epoch. +2025-06-04 18:02:30,166 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9664, top5_acc: 0.9960 +2025-06-04 18:03:34,173 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:55:44, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3198, loss: 1.3198 +2025-06-04 18:04:17,336 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:55:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2594, loss: 1.2594 +2025-06-04 18:05:00,475 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.3501, loss: 1.3501 +2025-06-04 18:05:43,711 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:53:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3670, loss: 1.3670 +2025-06-04 18:06:27,108 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:52:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.3035, loss: 1.3035 +2025-06-04 18:07:10,505 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:52:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3463, loss: 1.3463 +2025-06-04 18:07:53,884 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:51:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3451, loss: 1.3451 +2025-06-04 18:08:37,074 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3077, loss: 1.3077 +2025-06-04 18:09:20,288 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:49:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2621, loss: 1.2621 +2025-06-04 18:10:03,483 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:49:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2894, loss: 1.2894 +2025-06-04 18:10:46,608 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:48:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3005, loss: 1.3005 +2025-06-04 18:11:29,668 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:47:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2976, loss: 1.2976 +2025-06-04 18:12:12,750 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:47:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.2892, loss: 1.2892 +2025-06-04 18:12:55,915 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:46:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2908, loss: 1.2908 +2025-06-04 18:13:39,024 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:45:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3788, loss: 1.3788 +2025-06-04 18:14:22,073 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:44:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2927, loss: 1.2927 +2025-06-04 18:15:05,150 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:44:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2993, loss: 1.2993 +2025-06-04 18:15:48,295 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:43:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3086, loss: 1.3086 +2025-06-04 18:16:31,427 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:42:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2954, loss: 1.2954 +2025-06-04 18:17:14,535 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:42:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2818, loss: 1.2818 +2025-06-04 18:17:57,688 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:41:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3192, loss: 1.3192 +2025-06-04 18:18:40,801 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:40:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-04 18:19:24,043 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:39:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3631, loss: 1.3631 +2025-06-04 18:19:47,591 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-04 18:21:12,943 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:21:13,018 - pyskl - INFO - +top1_acc 0.9656 +top5_acc 0.9957 +2025-06-04 18:21:13,022 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9656, top5_acc: 0.9957 +2025-06-04 18:22:17,171 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:38:50, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2717, loss: 1.2717 +2025-06-04 18:23:00,347 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:38:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3103, loss: 1.3103 +2025-06-04 18:23:43,547 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:37:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3010, loss: 1.3010 +2025-06-04 18:24:26,849 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:36:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2947, loss: 1.2947 +2025-06-04 18:25:10,168 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:35:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2944, loss: 1.2944 +2025-06-04 18:25:53,495 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:35:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2568, loss: 1.2568 +2025-06-04 18:26:36,649 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:34:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 1.2739, loss: 1.2739 +2025-06-04 18:27:19,687 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:33:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2802, loss: 1.2802 +2025-06-04 18:28:02,992 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:33:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2839, loss: 1.2839 +2025-06-04 18:28:46,193 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:32:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2612, loss: 1.2612 +2025-06-04 18:29:29,435 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:31:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2724, loss: 1.2724 +2025-06-04 18:30:12,609 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:30:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-04 18:30:55,890 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:30:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3333, loss: 1.3333 +2025-06-04 18:31:39,089 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:29:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-04 18:32:22,206 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:28:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.3144, loss: 1.3144 +2025-06-04 18:33:05,305 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:28:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2685, loss: 1.2685 +2025-06-04 18:33:48,596 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:27:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3136, loss: 1.3136 +2025-06-04 18:34:31,818 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:26:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3105, loss: 1.3105 +2025-06-04 18:35:15,175 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:25:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3117, loss: 1.3117 +2025-06-04 18:35:58,366 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:25:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3031, loss: 1.3031 +2025-06-04 18:36:41,596 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:24:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3126, loss: 1.3126 +2025-06-04 18:37:24,798 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:23:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2949, loss: 1.2949 +2025-06-04 18:38:08,040 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:23:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3173, loss: 1.3173 +2025-06-04 18:38:31,450 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-04 18:39:56,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:39:56,754 - pyskl - INFO - +top1_acc 0.9676 +top5_acc 0.9961 +2025-06-04 18:39:56,808 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_136.pth was removed +2025-06-04 18:39:57,888 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-04 18:39:57,889 - pyskl - INFO - Best top1_acc is 0.9676 at 138 epoch. +2025-06-04 18:39:57,892 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9676, top5_acc: 0.9961 +2025-06-04 18:41:01,807 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:21:57, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3166, loss: 1.3166 +2025-06-04 18:41:45,051 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:21:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2515, loss: 1.2515 +2025-06-04 18:42:28,194 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:20:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2648, loss: 1.2648 +2025-06-04 18:43:11,374 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:19:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-04 18:43:54,844 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:19:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.2320, loss: 1.2320 +2025-06-04 18:44:38,347 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:18:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3015, loss: 1.3015 +2025-06-04 18:45:21,464 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:17:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2791, loss: 1.2791 +2025-06-04 18:46:04,599 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:16:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2864, loss: 1.2864 +2025-06-04 18:46:47,798 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:16:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-04 18:47:30,843 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:15:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3090, loss: 1.3090 +2025-06-04 18:48:14,017 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:14:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3333, loss: 1.3333 +2025-06-04 18:48:57,277 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:14:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2723, loss: 1.2723 +2025-06-04 18:49:40,748 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:13:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2777, loss: 1.2777 +2025-06-04 18:50:24,135 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:12:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2924, loss: 1.2924 +2025-06-04 18:51:07,061 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:11:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2722, loss: 1.2722 +2025-06-04 18:51:50,236 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:11:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2439, loss: 1.2439 +2025-06-04 18:52:33,474 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:10:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3270, loss: 1.3270 +2025-06-04 18:53:16,801 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:09:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2558, loss: 1.2558 +2025-06-04 18:54:00,117 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:09:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.2792, loss: 1.2792 +2025-06-04 18:54:43,211 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:08:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2781, loss: 1.2781 +2025-06-04 18:55:26,338 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2848, loss: 1.2848 +2025-06-04 18:56:09,428 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:06:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3260, loss: 1.3260 +2025-06-04 18:56:52,522 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:06:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2397, loss: 1.2397 +2025-06-04 18:57:15,943 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-04 18:58:41,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:58:41,403 - pyskl - INFO - +top1_acc 0.9681 +top5_acc 0.9962 +2025-06-04 18:58:41,462 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_138.pth was removed +2025-06-04 18:58:42,493 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-04 18:58:42,494 - pyskl - INFO - Best top1_acc is 0.9681 at 139 epoch. +2025-06-04 18:58:42,497 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9681, top5_acc: 0.9962 +2025-06-04 18:59:46,552 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:05:04, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3699, loss: 1.3699 +2025-06-04 19:00:29,623 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:04:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3119, loss: 1.3119 +2025-06-04 19:01:12,708 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:03:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3168, loss: 1.3168 +2025-06-04 19:01:55,861 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:02:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3669, loss: 1.3669 +2025-06-04 19:02:39,346 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:02:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2726, loss: 1.2726 +2025-06-04 19:03:22,758 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:01:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2934, loss: 1.2934 +2025-06-04 19:04:06,073 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:00:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2721, loss: 1.2721 +2025-06-04 19:04:49,223 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:00:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2788, loss: 1.2788 +2025-06-04 19:05:32,296 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:59:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3031, loss: 1.3031 +2025-06-04 19:06:15,390 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:58:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2982, loss: 1.2982 +2025-06-04 19:06:58,423 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:57:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2811, loss: 1.2811 +2025-06-04 19:07:41,442 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:57:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2393, loss: 1.2393 +2025-06-04 19:08:24,498 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:56:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.2370, loss: 1.2370 +2025-06-04 19:09:07,586 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:55:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2611, loss: 1.2611 +2025-06-04 19:09:50,666 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2414, loss: 1.2414 +2025-06-04 19:10:33,647 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:54:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2829, loss: 1.2829 +2025-06-04 19:11:16,675 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:53:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3302, loss: 1.3302 +2025-06-04 19:11:59,647 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:52:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3025, loss: 1.3025 +2025-06-04 19:12:42,701 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:52:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-06-04 19:13:25,835 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:51:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2261, loss: 1.2261 +2025-06-04 19:14:08,846 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:50:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3281, loss: 1.3281 +2025-06-04 19:14:51,883 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:49:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2704, loss: 1.2704 +2025-06-04 19:15:35,010 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2303, loss: 1.2303 +2025-06-04 19:15:58,403 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-04 19:25:15,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:25:15,328 - pyskl - INFO - +top1_acc 0.9673 +top5_acc 0.9955 +2025-06-04 19:25:15,331 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9673, top5_acc: 0.9955 +2025-06-04 19:26:18,596 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:48:10, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3091, loss: 1.3091 +2025-06-04 19:27:01,579 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:47:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2677, loss: 1.2677 +2025-06-04 19:27:44,535 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:46:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2877, loss: 1.2877 +2025-06-04 19:28:27,631 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:46:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.2625, loss: 1.2625 +2025-06-04 19:29:10,858 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:45:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3037, loss: 1.3037 +2025-06-04 19:29:54,023 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:44:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2846, loss: 1.2846 +2025-06-04 19:30:37,263 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:43:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2636, loss: 1.2636 +2025-06-04 19:31:20,391 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:43:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2446, loss: 1.2446 +2025-06-04 19:32:03,552 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:42:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-04 19:32:46,648 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:41:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2495, loss: 1.2495 +2025-06-04 19:33:29,871 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:41:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2904, loss: 1.2904 +2025-06-04 19:34:12,996 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:40:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2763, loss: 1.2763 +2025-06-04 19:34:56,113 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:39:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2520, loss: 1.2520 +2025-06-04 19:35:39,187 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:38:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2515, loss: 1.2515 +2025-06-04 19:36:22,298 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:38:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.2585, loss: 1.2585 +2025-06-04 19:37:05,348 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:37:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-04 19:37:48,391 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:36:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2552, loss: 1.2552 +2025-06-04 19:38:31,401 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:35:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2701, loss: 1.2701 +2025-06-04 19:39:14,425 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:35:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1856, loss: 1.1856 +2025-06-04 19:39:57,499 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:34:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2738, loss: 1.2738 +2025-06-04 19:40:40,524 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:33:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2544, loss: 1.2544 +2025-06-04 19:41:23,608 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:33:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-06-04 19:42:06,648 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:32:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-06-04 19:42:29,964 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-04 19:43:55,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:43:55,456 - pyskl - INFO - +top1_acc 0.9670 +top5_acc 0.9956 +2025-06-04 19:43:55,459 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9670, top5_acc: 0.9956 +2025-06-04 19:44:59,072 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:31:17, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2214, loss: 1.2214 +2025-06-04 19:45:42,178 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:30:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2359, loss: 1.2359 +2025-06-04 19:46:25,271 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:29:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2870, loss: 1.2870 +2025-06-04 19:47:08,285 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:29:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2948, loss: 1.2948 +2025-06-04 19:47:51,584 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:28:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2657, loss: 1.2657 +2025-06-04 19:48:34,952 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:27:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-04 19:49:18,183 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:26:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2314, loss: 1.2314 +2025-06-04 19:50:01,432 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:26:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2110, loss: 1.2110 +2025-06-04 19:50:44,613 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:25:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2231, loss: 1.2231 +2025-06-04 19:51:27,788 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:24:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2715, loss: 1.2715 +2025-06-04 19:52:10,940 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:24:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.3114, loss: 1.3114 +2025-06-04 19:52:54,078 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:23:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2354, loss: 1.2354 +2025-06-04 19:53:37,259 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:22:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2610, loss: 1.2610 +2025-06-04 19:54:20,554 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:21:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2506, loss: 1.2506 +2025-06-04 19:55:03,787 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:21:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2304, loss: 1.2304 +2025-06-04 19:55:46,887 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:20:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2588, loss: 1.2588 +2025-06-04 19:56:29,951 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:19:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2526, loss: 1.2526 +2025-06-04 19:57:12,860 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:19:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2711, loss: 1.2711 +2025-06-04 19:57:55,741 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:18:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2697, loss: 1.2697 +2025-06-04 19:58:38,831 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:17:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2481, loss: 1.2481 +2025-06-04 19:59:21,947 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:16:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-04 20:00:05,019 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:16:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.2479, loss: 1.2479 +2025-06-04 20:00:48,136 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:15:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2615, loss: 1.2615 +2025-06-04 20:01:11,596 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-04 20:02:36,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:02:37,028 - pyskl - INFO - +top1_acc 0.9675 +top5_acc 0.9959 +2025-06-04 20:02:37,031 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9675, top5_acc: 0.9959 +2025-06-04 20:03:40,751 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:14:23, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-06-04 20:04:23,778 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:13:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2891, loss: 1.2891 +2025-06-04 20:05:06,827 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:12:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2889, loss: 1.2889 +2025-06-04 20:05:50,035 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:12:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2789, loss: 1.2789 +2025-06-04 20:06:33,363 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:11:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2267, loss: 1.2267 +2025-06-04 20:07:16,607 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:10:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2768, loss: 1.2768 +2025-06-04 20:07:59,855 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:10:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2439, loss: 1.2439 +2025-06-04 20:08:43,044 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:09:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2572, loss: 1.2572 +2025-06-04 20:09:26,315 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:08:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-06-04 20:10:09,540 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:07:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2788, loss: 1.2788 +2025-06-04 20:10:52,792 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:07:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.1819, loss: 1.1819 +2025-06-04 20:11:36,086 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:06:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2443, loss: 1.2443 +2025-06-04 20:12:19,298 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:05:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.2843, loss: 1.2843 +2025-06-04 20:13:02,540 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:05:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2450, loss: 1.2450 +2025-06-04 20:13:45,751 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:04:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2398, loss: 1.2398 +2025-06-04 20:14:28,850 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:03:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2087, loss: 1.2087 +2025-06-04 20:15:12,019 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:02:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2085, loss: 1.2085 +2025-06-04 20:15:55,287 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:02:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2783, loss: 1.2783 +2025-06-04 20:16:38,574 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:01:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2655, loss: 1.2655 +2025-06-04 20:17:21,820 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:00:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2800, loss: 1.2800 +2025-06-04 20:18:05,051 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:00:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2378, loss: 1.2378 +2025-06-04 20:18:48,318 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:59:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2494, loss: 1.2494 +2025-06-04 20:19:31,464 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:58:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2134, loss: 1.2134 +2025-06-04 20:19:54,922 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-04 20:21:20,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:21:20,558 - pyskl - INFO - +top1_acc 0.9577 +top5_acc 0.9939 +2025-06-04 20:21:20,561 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9577, top5_acc: 0.9939 +2025-06-04 20:22:24,441 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:57:30, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2624, loss: 1.2624 +2025-06-04 20:23:07,546 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:56:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2924, loss: 1.2924 +2025-06-04 20:23:50,669 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:56:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-06-04 20:24:33,882 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:55:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2232, loss: 1.2232 +2025-06-04 20:25:17,150 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:54:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2510, loss: 1.2510 +2025-06-04 20:26:00,368 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:53:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2340, loss: 1.2340 +2025-06-04 20:26:43,488 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:53:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2383, loss: 1.2383 +2025-06-04 20:27:26,577 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:52:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2457, loss: 1.2457 +2025-06-04 20:28:09,657 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:51:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2123, loss: 1.2123 +2025-06-04 20:28:52,752 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:51:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2321, loss: 1.2321 +2025-06-04 20:29:35,883 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:50:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1847, loss: 1.1847 +2025-06-04 20:30:19,045 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:49:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2243, loss: 1.2243 +2025-06-04 20:31:02,163 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:48:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9988, loss_cls: 1.2489, loss: 1.2489 +2025-06-04 20:31:45,169 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2880, loss: 1.2880 +2025-06-04 20:32:28,287 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:47:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2124, loss: 1.2124 +2025-06-04 20:33:11,381 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:46:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2192, loss: 1.2192 +2025-06-04 20:33:54,489 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:46:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2766, loss: 1.2766 +2025-06-04 20:34:37,512 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:45:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2834, loss: 1.2834 +2025-06-04 20:35:20,621 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:44:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2608, loss: 1.2608 +2025-06-04 20:36:03,940 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:43:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2580, loss: 1.2580 +2025-06-04 20:36:47,168 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:43:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2537, loss: 1.2537 +2025-06-04 20:37:30,302 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:42:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1904, loss: 1.1904 +2025-06-04 20:38:13,374 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:41:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2244, loss: 1.2244 +2025-06-04 20:38:36,911 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-04 20:40:02,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:40:02,314 - pyskl - INFO - +top1_acc 0.9677 +top5_acc 0.9960 +2025-06-04 20:40:02,317 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9677, top5_acc: 0.9960 +2025-06-04 20:41:06,347 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:40:37, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.2721, loss: 1.2721 +2025-06-04 20:41:49,531 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:39:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1909, loss: 1.1909 +2025-06-04 20:42:32,574 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:39:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2612, loss: 1.2612 +2025-06-04 20:43:15,755 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:38:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-04 20:43:58,979 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:37:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2464, loss: 1.2464 +2025-06-04 20:44:42,162 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:37:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2152, loss: 1.2152 +2025-06-04 20:45:25,326 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:36:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2149, loss: 1.2149 +2025-06-04 20:46:08,523 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:35:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2612, loss: 1.2612 +2025-06-04 20:46:51,596 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2448, loss: 1.2448 +2025-06-04 20:47:34,774 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:34:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2573, loss: 1.2573 +2025-06-04 20:48:17,867 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:33:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2230, loss: 1.2230 +2025-06-04 20:49:00,901 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:32:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2383, loss: 1.2383 +2025-06-04 20:49:43,933 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:32:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2557, loss: 1.2557 +2025-06-04 20:50:26,980 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:31:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2314, loss: 1.2314 +2025-06-04 20:51:10,092 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:30:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2240, loss: 1.2240 +2025-06-04 20:51:53,190 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:29:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2427, loss: 1.2427 +2025-06-04 20:52:36,311 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:29:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1932, loss: 1.1932 +2025-06-04 20:53:19,235 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:28:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2084, loss: 1.2084 +2025-06-04 20:54:02,269 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:27:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2492, loss: 1.2492 +2025-06-04 20:54:45,251 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:26:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2344, loss: 1.2344 +2025-06-04 20:55:28,261 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1988, loss: 1.1988 +2025-06-04 20:56:11,286 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:25:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-04 20:56:54,271 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:24:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2293, loss: 1.2293 +2025-06-04 20:57:17,622 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-04 21:06:06,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:06:06,510 - pyskl - INFO - +top1_acc 0.9679 +top5_acc 0.9958 +2025-06-04 21:06:06,513 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9679, top5_acc: 0.9958 +2025-06-04 21:07:09,962 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:23:43, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-06-04 21:07:52,933 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:23:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2440, loss: 1.2440 +2025-06-04 21:08:35,929 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:22:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2674, loss: 1.2674 +2025-06-04 21:09:19,040 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2280, loss: 1.2280 +2025-06-04 21:10:02,355 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:20:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2149, loss: 1.2149 +2025-06-04 21:10:45,618 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:20:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2643, loss: 1.2643 +2025-06-04 21:11:28,821 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2335, loss: 1.2335 +2025-06-04 21:12:11,835 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:18:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2503, loss: 1.2503 +2025-06-04 21:12:54,979 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:17:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2553, loss: 1.2553 +2025-06-04 21:13:38,116 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:17:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 +2025-06-04 21:14:21,444 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:16:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2386, loss: 1.2386 +2025-06-04 21:15:04,621 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:15:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2484, loss: 1.2484 +2025-06-04 21:15:47,750 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:15:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2211, loss: 1.2211 +2025-06-04 21:16:30,874 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:14:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2666, loss: 1.2666 +2025-06-04 21:17:14,016 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:13:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2162, loss: 1.2162 +2025-06-04 21:17:57,190 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:12:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2522, loss: 1.2522 +2025-06-04 21:18:40,423 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:12:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2399, loss: 1.2399 +2025-06-04 21:19:23,499 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:11:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2457, loss: 1.2457 +2025-06-04 21:20:06,720 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:10:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2018, loss: 1.2018 +2025-06-04 21:20:49,964 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:10:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2439, loss: 1.2439 +2025-06-04 21:21:33,117 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:09:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2239, loss: 1.2239 +2025-06-04 21:22:16,395 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:08:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2106, loss: 1.2106 +2025-06-04 21:22:59,510 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:07:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2881, loss: 1.2881 +2025-06-04 21:23:22,912 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-04 21:24:48,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:24:48,627 - pyskl - INFO - +top1_acc 0.9685 +top5_acc 0.9959 +2025-06-04 21:24:48,683 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_139.pth was removed +2025-06-04 21:24:49,697 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-04 21:24:49,698 - pyskl - INFO - Best top1_acc is 0.9685 at 146 epoch. +2025-06-04 21:24:49,701 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9685, top5_acc: 0.9959 +2025-06-04 21:25:53,797 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:06:50, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-04 21:26:37,059 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:06:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2720, loss: 1.2720 +2025-06-04 21:27:20,408 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:05:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2591, loss: 1.2591 +2025-06-04 21:28:03,772 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:04:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2061, loss: 1.2061 +2025-06-04 21:28:47,087 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:03:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.2290, loss: 1.2290 +2025-06-04 21:29:30,433 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:03:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2288, loss: 1.2288 +2025-06-04 21:30:13,780 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:02:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2338, loss: 1.2338 +2025-06-04 21:30:57,323 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:01:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1965, loss: 1.1965 +2025-06-04 21:31:40,583 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:01:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2439, loss: 1.2439 +2025-06-04 21:32:24,151 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:00:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2162, loss: 1.2162 +2025-06-04 21:33:07,528 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:59:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-04 21:33:50,792 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:58:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.2145, loss: 1.2145 +2025-06-04 21:34:34,001 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:58:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2391, loss: 1.2391 +2025-06-04 21:35:17,210 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:57:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2349, loss: 1.2349 +2025-06-04 21:36:00,346 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:56:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2346, loss: 1.2346 +2025-06-04 21:36:43,501 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:56:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2310, loss: 1.2310 +2025-06-04 21:37:26,702 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:55:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2574, loss: 1.2574 +2025-06-04 21:38:09,802 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:54:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2343, loss: 1.2343 +2025-06-04 21:38:52,805 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:53:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2380, loss: 1.2380 +2025-06-04 21:39:35,927 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:53:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2199, loss: 1.2199 +2025-06-04 21:40:19,164 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2285, loss: 1.2285 +2025-06-04 21:41:02,298 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:51:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2408, loss: 1.2408 +2025-06-04 21:41:45,402 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:51:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1941, loss: 1.1941 +2025-06-04 21:42:08,837 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-04 21:43:34,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:43:34,180 - pyskl - INFO - +top1_acc 0.9677 +top5_acc 0.9960 +2025-06-04 21:43:34,184 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9677, top5_acc: 0.9960 +2025-06-04 21:44:37,944 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:49:57, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9981, loss_cls: 1.2050, loss: 1.2050 +2025-06-04 21:45:21,056 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:49:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2277, loss: 1.2277 +2025-06-04 21:46:04,236 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2607, loss: 1.2607 +2025-06-04 21:46:47,401 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:47:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2223, loss: 1.2223 +2025-06-04 21:47:30,652 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:47:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2606, loss: 1.2606 +2025-06-04 21:48:13,877 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:46:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1907, loss: 1.1907 +2025-06-04 21:48:57,088 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:45:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2266, loss: 1.2266 +2025-06-04 21:49:40,259 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:44:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2034, loss: 1.2034 +2025-06-04 21:50:23,434 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:44:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2136, loss: 1.2136 +2025-06-04 21:51:06,560 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2391, loss: 1.2391 +2025-06-04 21:51:49,664 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2192, loss: 1.2192 +2025-06-04 21:52:32,781 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:42:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2086, loss: 1.2086 +2025-06-04 21:53:15,979 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:41:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2192, loss: 1.2192 +2025-06-04 21:53:59,026 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:40:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2356, loss: 1.2356 +2025-06-04 21:54:42,200 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:39:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2549, loss: 1.2549 +2025-06-04 21:55:25,541 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2389, loss: 1.2389 +2025-06-04 21:56:08,706 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.2575, loss: 1.2575 +2025-06-04 21:56:51,810 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:37:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-06-04 21:57:34,994 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2354, loss: 1.2354 +2025-06-04 21:58:18,110 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2614, loss: 1.2614 +2025-06-04 21:59:01,234 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2284, loss: 1.2284 +2025-06-04 21:59:44,303 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:34:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2422, loss: 1.2422 +2025-06-04 22:00:27,326 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2511, loss: 1.2511 +2025-06-04 22:00:50,815 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-04 22:02:16,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:02:16,243 - pyskl - INFO - +top1_acc 0.9674 +top5_acc 0.9959 +2025-06-04 22:02:16,246 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9674, top5_acc: 0.9959 +2025-06-04 22:03:20,343 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:03, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.2478, loss: 1.2478 +2025-06-04 22:04:03,622 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2367, loss: 1.2367 +2025-06-04 22:04:46,827 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2438, loss: 1.2438 +2025-06-04 22:05:30,185 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:30:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2397, loss: 1.2397 +2025-06-04 22:06:13,331 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2102, loss: 1.2102 +2025-06-04 22:06:56,590 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.2614, loss: 1.2614 +2025-06-04 22:07:39,690 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2177, loss: 1.2177 +2025-06-04 22:08:22,828 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2446, loss: 1.2446 +2025-06-04 22:09:05,946 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2503, loss: 1.2503 +2025-06-04 22:09:49,118 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2235, loss: 1.2235 +2025-06-04 22:10:32,243 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2655, loss: 1.2655 +2025-06-04 22:11:15,407 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2474, loss: 1.2474 +2025-06-04 22:11:58,513 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2223, loss: 1.2223 +2025-06-04 22:12:41,605 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2106, loss: 1.2106 +2025-06-04 22:13:24,822 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1988, loss: 1.1988 +2025-06-04 22:14:07,995 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 +2025-06-04 22:14:51,088 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-06-04 22:15:34,094 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2301, loss: 1.2301 +2025-06-04 22:16:17,154 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2164, loss: 1.2164 +2025-06-04 22:17:00,331 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2307, loss: 1.2307 +2025-06-04 22:17:43,542 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2276, loss: 1.2276 +2025-06-04 22:18:26,818 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:17:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2567, loss: 1.2567 +2025-06-04 22:19:09,994 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2195, loss: 1.2195 +2025-06-04 22:19:33,393 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-04 22:20:58,750 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:20:58,826 - pyskl - INFO - +top1_acc 0.9518 +top5_acc 0.9801 +2025-06-04 22:20:58,830 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9518, top5_acc: 0.9801 +2025-06-04 22:22:02,936 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:10, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2347, loss: 1.2347 +2025-06-04 22:22:46,068 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2556, loss: 1.2556 +2025-06-04 22:23:29,345 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2711, loss: 1.2711 +2025-06-04 22:24:12,702 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2161, loss: 1.2161 +2025-06-04 22:24:56,057 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2872, loss: 1.2872 +2025-06-04 22:25:39,243 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-06-04 22:26:22,371 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2094, loss: 1.2094 +2025-06-04 22:27:05,495 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2553, loss: 1.2553 +2025-06-04 22:27:48,611 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2172, loss: 1.2172 +2025-06-04 22:28:31,712 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1712, loss: 1.1712 +2025-06-04 22:29:14,823 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:08:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2185, loss: 1.2185 +2025-06-04 22:29:57,910 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.2497, loss: 1.2497 +2025-06-04 22:30:41,011 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-06-04 22:31:24,131 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2209, loss: 1.2209 +2025-06-04 22:32:07,264 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2443, loss: 1.2443 +2025-06-04 22:32:50,380 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2134, loss: 1.2134 +2025-06-04 22:33:33,450 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2287, loss: 1.2287 +2025-06-04 22:34:16,642 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2109, loss: 1.2109 +2025-06-04 22:35:00,145 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2215, loss: 1.2215 +2025-06-04 22:35:43,327 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2263, loss: 1.2263 +2025-06-04 22:36:26,542 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1616, loss: 1.1616 +2025-06-04 22:37:09,720 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2728, loss: 1.2728 +2025-06-04 22:37:52,863 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2378, loss: 1.2378 +2025-06-04 22:38:16,196 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-04 22:39:41,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:39:41,741 - pyskl - INFO - +top1_acc 0.9685 +top5_acc 0.9960 +2025-06-04 22:39:41,744 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9685, top5_acc: 0.9960 +2025-06-04 22:39:49,594 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-04 22:50:31,954 - pyskl - INFO - Testing results of the last checkpoint +2025-06-04 22:50:31,954 - pyskl - INFO - top1_acc: 0.9698 +2025-06-04 22:50:31,954 - pyskl - INFO - top5_acc: 0.9957 +2025-06-04 22:50:31,954 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/k_1/best_top1_acc_epoch_146.pth +2025-06-04 23:01:14,164 - pyskl - INFO - Testing results of the best checkpoint +2025-06-04 23:01:14,164 - pyskl - INFO - top1_acc: 0.9701 +2025-06-04 23:01:14,164 - pyskl - INFO - top5_acc: 0.9960 diff --git a/ntu60_xview/k_1/best_pred.pkl b/ntu60_xview/k_1/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..b962fc6c4c224d9647b69f4801f014ce2c8e6b26 --- /dev/null +++ b/ntu60_xview/k_1/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2f032106e3b674d65146df2629ba20099e46c1048d365e9d718bb4fbd3801a95 +size 7622107 diff --git a/ntu60_xview/k_1/best_top1_acc_epoch_146.pth b/ntu60_xview/k_1/best_top1_acc_epoch_146.pth new file mode 100644 index 0000000000000000000000000000000000000000..4fdac417385827f54bb6436a5f4a6beed6e42b9d --- /dev/null +++ b/ntu60_xview/k_1/best_top1_acc_epoch_146.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31dabf94ab56a212315ee77cca03540c6404bb11c6dd36d0472a699e7b2da35a +size 16153947 diff --git a/ntu60_xview/k_2/20250602_201646.log b/ntu60_xview/k_2/20250602_201646.log new file mode 100644 index 0000000000000000000000000000000000000000..59eccfb4c6bead3ca9d9298f0614d92babf78e2b --- /dev/null +++ b/ntu60_xview/k_2/20250602_201646.log @@ -0,0 +1,4709 @@ +2025-06-02 20:16:46,454 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-02 20:16:46,764 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/k_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-02 20:16:46,765 - pyskl - INFO - Set random seed to 203124161, deterministic: False +2025-06-02 20:16:56,237 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-06-02 20:17:01,780 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-02 20:17:01,802 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2 +2025-06-02 20:17:01,802 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-02 20:17:01,802 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-02 20:17:01,802 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2 by HardDiskBackend. +2025-06-02 20:18:06,653 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 15:33:33, time: 0.648, data_time: 0.211, memory: 13125, top1_acc: 0.0256, top5_acc: 0.1300, loss_cls: 10.1363, loss: 10.1363 +2025-06-02 20:18:49,686 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:51:12, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0381, top5_acc: 0.1719, loss_cls: 8.9859, loss: 8.9859 +2025-06-02 20:19:32,920 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 1:20:33, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0506, top5_acc: 0.2288, loss_cls: 8.7774, loss: 8.7774 +2025-06-02 20:20:16,193 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 23:35:26, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0600, top5_acc: 0.2562, loss_cls: 8.6007, loss: 8.6007 +2025-06-02 20:20:59,329 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 22:30:28, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0762, top5_acc: 0.3019, loss_cls: 8.3481, loss: 8.3481 +2025-06-02 20:21:42,346 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:45:45, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0825, top5_acc: 0.3244, loss_cls: 8.2901, loss: 8.2901 +2025-06-02 20:22:25,352 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 21:13:31, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0925, top5_acc: 0.3681, loss_cls: 8.1121, loss: 8.1121 +2025-06-02 20:23:08,372 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:49:16, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0988, top5_acc: 0.3825, loss_cls: 8.0493, loss: 8.0493 +2025-06-02 20:23:51,403 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:30:19, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1119, top5_acc: 0.3906, loss_cls: 7.9898, loss: 7.9898 +2025-06-02 20:24:34,508 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 20:15:27, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1100, top5_acc: 0.4088, loss_cls: 7.9137, loss: 7.9137 +2025-06-02 20:25:17,561 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 20:02:52, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1175, top5_acc: 0.4494, loss_cls: 7.8009, loss: 7.8009 +2025-06-02 20:26:00,535 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:51:53, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1225, top5_acc: 0.4462, loss_cls: 7.7582, loss: 7.7582 +2025-06-02 20:26:43,447 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:42:12, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1350, top5_acc: 0.4794, loss_cls: 7.6852, loss: 7.6852 +2025-06-02 20:27:26,403 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:33:59, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1469, top5_acc: 0.5075, loss_cls: 7.5886, loss: 7.5886 +2025-06-02 20:28:09,448 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:27:06, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1606, top5_acc: 0.5056, loss_cls: 7.5295, loss: 7.5295 +2025-06-02 20:28:52,488 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:20:59, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1600, top5_acc: 0.5350, loss_cls: 7.3978, loss: 7.3978 +2025-06-02 20:29:35,551 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:15:35, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1638, top5_acc: 0.5406, loss_cls: 7.4017, loss: 7.4017 +2025-06-02 20:30:18,685 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 19:10:56, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1600, top5_acc: 0.5787, loss_cls: 7.3459, loss: 7.3459 +2025-06-02 20:31:01,738 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 19:06:26, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1888, top5_acc: 0.5856, loss_cls: 7.2819, loss: 7.2819 +2025-06-02 20:31:44,789 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 19:02:19, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1950, top5_acc: 0.5981, loss_cls: 7.2245, loss: 7.2245 +2025-06-02 20:32:27,838 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 18:58:31, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1875, top5_acc: 0.5969, loss_cls: 7.2277, loss: 7.2277 +2025-06-02 20:33:10,845 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 18:54:53, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2000, top5_acc: 0.5881, loss_cls: 7.2673, loss: 7.2673 +2025-06-02 20:33:53,880 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 18:51:35, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.2100, top5_acc: 0.6044, loss_cls: 7.1926, loss: 7.1926 +2025-06-02 20:34:17,232 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-02 20:35:42,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 20:35:42,344 - pyskl - INFO - +top1_acc 0.2526 +top5_acc 0.6921 +2025-06-02 20:35:43,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-02 20:35:43,342 - pyskl - INFO - Best top1_acc is 0.2526 at 1 epoch. +2025-06-02 20:35:43,345 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.2526, top5_acc: 0.6921 +2025-06-02 20:36:46,846 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:41:21, time: 0.635, data_time: 0.206, memory: 13126, top1_acc: 0.2131, top5_acc: 0.6356, loss_cls: 7.0407, loss: 7.0407 +2025-06-02 20:37:30,052 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:39:09, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.2094, top5_acc: 0.6456, loss_cls: 7.1069, loss: 7.1069 +2025-06-02 20:38:13,579 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:37:46, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.2450, top5_acc: 0.6562, loss_cls: 7.0105, loss: 7.0105 +2025-06-02 20:38:56,922 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:36:03, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.2587, top5_acc: 0.6819, loss_cls: 6.8521, loss: 6.8521 +2025-06-02 20:39:40,046 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:33:57, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2587, top5_acc: 0.6981, loss_cls: 6.8791, loss: 6.8791 +2025-06-02 20:40:23,184 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:31:58, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2556, top5_acc: 0.6981, loss_cls: 6.8185, loss: 6.8185 +2025-06-02 20:41:06,289 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:30:01, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2681, top5_acc: 0.7013, loss_cls: 6.7681, loss: 6.7681 +2025-06-02 20:41:49,379 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:28:06, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2800, top5_acc: 0.7231, loss_cls: 6.6844, loss: 6.6844 +2025-06-02 20:42:32,501 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:26:19, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2825, top5_acc: 0.7256, loss_cls: 6.6406, loss: 6.6406 +2025-06-02 20:43:15,591 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:24:33, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3200, top5_acc: 0.7375, loss_cls: 6.5328, loss: 6.5328 +2025-06-02 20:43:58,672 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:22:50, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3225, top5_acc: 0.7388, loss_cls: 6.4698, loss: 6.4698 +2025-06-02 20:44:41,766 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:21:11, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3137, top5_acc: 0.7538, loss_cls: 6.4699, loss: 6.4699 +2025-06-02 20:45:24,855 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:19:35, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3375, top5_acc: 0.7575, loss_cls: 6.3912, loss: 6.3912 +2025-06-02 20:46:07,950 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:18:02, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.3594, top5_acc: 0.7987, loss_cls: 6.2358, loss: 6.2358 +2025-06-02 20:46:50,973 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:16:25, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3706, top5_acc: 0.7863, loss_cls: 6.2082, loss: 6.2082 +2025-06-02 20:47:33,918 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:14:44, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3869, top5_acc: 0.7981, loss_cls: 6.1670, loss: 6.1670 +2025-06-02 20:48:16,859 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 18:13:06, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3744, top5_acc: 0.7900, loss_cls: 6.1168, loss: 6.1168 +2025-06-02 20:48:59,847 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 18:11:34, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4081, top5_acc: 0.8225, loss_cls: 6.0795, loss: 6.0795 +2025-06-02 20:49:42,919 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 18:10:11, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.4025, top5_acc: 0.8250, loss_cls: 5.9267, loss: 5.9267 +2025-06-02 20:50:25,905 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 18:08:44, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4169, top5_acc: 0.8269, loss_cls: 5.8346, loss: 5.8346 +2025-06-02 20:51:08,978 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 18:07:25, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.4313, top5_acc: 0.8281, loss_cls: 5.9036, loss: 5.9036 +2025-06-02 20:51:52,177 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 18:06:17, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.4313, top5_acc: 0.8181, loss_cls: 5.8566, loss: 5.8566 +2025-06-02 20:52:35,315 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 18:05:06, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.4444, top5_acc: 0.8269, loss_cls: 5.8165, loss: 5.8165 +2025-06-02 20:52:58,745 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-02 20:54:24,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 20:54:24,128 - pyskl - INFO - +top1_acc 0.5272 +top5_acc 0.8883 +2025-06-02 20:54:24,184 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_1.pth was removed +2025-06-02 20:54:25,238 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-02 20:54:25,239 - pyskl - INFO - Best top1_acc is 0.5272 at 2 epoch. +2025-06-02 20:54:25,242 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5272, top5_acc: 0.8883 +2025-06-02 20:55:29,181 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 18:00:50, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.4419, top5_acc: 0.8319, loss_cls: 5.7996, loss: 5.7996 +2025-06-02 20:56:12,374 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 17:59:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4612, top5_acc: 0.8431, loss_cls: 5.6488, loss: 5.6488 +2025-06-02 20:56:55,502 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 17:58:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.4681, top5_acc: 0.8556, loss_cls: 5.6738, loss: 5.6738 +2025-06-02 20:57:38,657 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 17:57:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4906, top5_acc: 0.8625, loss_cls: 5.4526, loss: 5.4526 +2025-06-02 20:58:21,848 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 17:56:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4888, top5_acc: 0.8694, loss_cls: 5.5528, loss: 5.5528 +2025-06-02 20:59:04,949 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 17:55:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.4781, top5_acc: 0.8569, loss_cls: 5.5497, loss: 5.5497 +2025-06-02 20:59:48,066 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 17:54:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5069, top5_acc: 0.8788, loss_cls: 5.4263, loss: 5.4263 +2025-06-02 21:00:31,112 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 17:53:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5062, top5_acc: 0.8631, loss_cls: 5.5171, loss: 5.5171 +2025-06-02 21:01:14,218 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 17:52:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5200, top5_acc: 0.8688, loss_cls: 5.4096, loss: 5.4096 +2025-06-02 21:01:57,374 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 17:51:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5144, top5_acc: 0.8688, loss_cls: 5.4417, loss: 5.4417 +2025-06-02 21:02:40,505 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 17:50:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5481, top5_acc: 0.8688, loss_cls: 5.2195, loss: 5.2195 +2025-06-02 21:03:23,643 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 17:49:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5256, top5_acc: 0.8700, loss_cls: 5.4128, loss: 5.4128 +2025-06-02 21:04:06,770 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 17:48:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5269, top5_acc: 0.8781, loss_cls: 5.3120, loss: 5.3120 +2025-06-02 21:04:49,913 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 17:47:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5581, top5_acc: 0.8919, loss_cls: 5.1818, loss: 5.1818 +2025-06-02 21:05:33,068 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 17:46:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5537, top5_acc: 0.8794, loss_cls: 5.2396, loss: 5.2396 +2025-06-02 21:06:16,128 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 17:45:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5563, top5_acc: 0.8869, loss_cls: 5.2062, loss: 5.2062 +2025-06-02 21:06:59,273 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 17:44:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5469, top5_acc: 0.8862, loss_cls: 5.1493, loss: 5.1493 +2025-06-02 21:07:42,378 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 17:43:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5894, top5_acc: 0.8931, loss_cls: 5.1641, loss: 5.1641 +2025-06-02 21:08:25,436 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5950, top5_acc: 0.9056, loss_cls: 4.9620, loss: 4.9620 +2025-06-02 21:09:08,517 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:41:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5756, top5_acc: 0.8988, loss_cls: 5.0715, loss: 5.0715 +2025-06-02 21:09:51,570 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:40:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5800, top5_acc: 0.8962, loss_cls: 4.9701, loss: 4.9701 +2025-06-02 21:10:34,615 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:39:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6069, top5_acc: 0.8994, loss_cls: 4.8748, loss: 4.8748 +2025-06-02 21:11:17,822 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:39:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5894, top5_acc: 0.9081, loss_cls: 4.8919, loss: 4.8919 +2025-06-02 21:11:41,316 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-02 21:13:06,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:13:07,070 - pyskl - INFO - +top1_acc 0.6824 +top5_acc 0.9511 +2025-06-02 21:13:07,125 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_2.pth was removed +2025-06-02 21:13:08,147 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-02 21:13:08,148 - pyskl - INFO - Best top1_acc is 0.6824 at 3 epoch. +2025-06-02 21:13:08,151 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6824, top5_acc: 0.9511 +2025-06-02 21:14:11,825 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:35:47, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.6006, top5_acc: 0.9087, loss_cls: 4.7276, loss: 4.7276 +2025-06-02 21:14:55,289 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:35:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6125, top5_acc: 0.9038, loss_cls: 4.8484, loss: 4.8484 +2025-06-02 21:15:38,581 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:34:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.5988, top5_acc: 0.9181, loss_cls: 4.8404, loss: 4.8404 +2025-06-02 21:16:21,801 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:33:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.5988, top5_acc: 0.8938, loss_cls: 5.0264, loss: 5.0264 +2025-06-02 21:17:04,937 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:32:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.8994, loss_cls: 4.8571, loss: 4.8571 +2025-06-02 21:17:48,035 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:31:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5981, top5_acc: 0.9050, loss_cls: 4.8349, loss: 4.8349 +2025-06-02 21:18:31,150 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:31:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6231, top5_acc: 0.9113, loss_cls: 4.7497, loss: 4.7497 +2025-06-02 21:19:14,215 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:30:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6262, top5_acc: 0.9081, loss_cls: 4.8460, loss: 4.8460 +2025-06-02 21:19:57,334 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:29:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6200, top5_acc: 0.8988, loss_cls: 4.7718, loss: 4.7718 +2025-06-02 21:20:40,442 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:28:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5950, top5_acc: 0.9119, loss_cls: 4.8551, loss: 4.8551 +2025-06-02 21:21:23,590 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:27:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6006, top5_acc: 0.9031, loss_cls: 4.8127, loss: 4.8127 +2025-06-02 21:22:06,703 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:26:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9206, loss_cls: 4.6835, loss: 4.6835 +2025-06-02 21:22:49,802 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:25:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6250, top5_acc: 0.9200, loss_cls: 4.7199, loss: 4.7199 +2025-06-02 21:23:32,852 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:25:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9256, loss_cls: 4.5711, loss: 4.5711 +2025-06-02 21:24:16,010 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:24:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6194, top5_acc: 0.9181, loss_cls: 4.6764, loss: 4.6764 +2025-06-02 21:24:59,105 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:23:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6244, top5_acc: 0.9231, loss_cls: 4.6081, loss: 4.6081 +2025-06-02 21:25:42,138 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:22:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6369, top5_acc: 0.9106, loss_cls: 4.5868, loss: 4.5868 +2025-06-02 21:26:25,168 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:21:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6475, top5_acc: 0.9187, loss_cls: 4.5135, loss: 4.5135 +2025-06-02 21:27:08,245 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:20:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9225, loss_cls: 4.7453, loss: 4.7453 +2025-06-02 21:27:51,301 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:19:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6256, top5_acc: 0.9119, loss_cls: 4.6660, loss: 4.6660 +2025-06-02 21:28:34,381 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:19:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9275, loss_cls: 4.7139, loss: 4.7139 +2025-06-02 21:29:17,419 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:18:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6644, top5_acc: 0.9156, loss_cls: 4.5069, loss: 4.5069 +2025-06-02 21:30:00,546 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:17:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6556, top5_acc: 0.9275, loss_cls: 4.4842, loss: 4.4842 +2025-06-02 21:30:23,941 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-02 21:31:49,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:31:49,686 - pyskl - INFO - +top1_acc 0.7294 +top5_acc 0.9587 +2025-06-02 21:31:49,741 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_3.pth was removed +2025-06-02 21:31:50,753 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-02 21:31:50,754 - pyskl - INFO - Best top1_acc is 0.7294 at 4 epoch. +2025-06-02 21:31:50,757 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7294, top5_acc: 0.9587 +2025-06-02 21:32:54,410 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 17:14:49, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.6625, top5_acc: 0.9300, loss_cls: 4.4953, loss: 4.4953 +2025-06-02 21:33:37,420 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 17:13:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6338, top5_acc: 0.9219, loss_cls: 4.5803, loss: 4.5803 +2025-06-02 21:34:20,602 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 17:13:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6550, top5_acc: 0.9213, loss_cls: 4.5818, loss: 4.5818 +2025-06-02 21:35:03,914 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 17:12:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9156, loss_cls: 4.7019, loss: 4.7019 +2025-06-02 21:35:47,170 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 17:11:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9394, loss_cls: 4.4733, loss: 4.4733 +2025-06-02 21:36:30,380 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 17:11:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6506, top5_acc: 0.9131, loss_cls: 4.5054, loss: 4.5054 +2025-06-02 21:37:13,650 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 17:10:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9175, loss_cls: 4.5383, loss: 4.5383 +2025-06-02 21:37:56,886 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 17:09:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6369, top5_acc: 0.9206, loss_cls: 4.5576, loss: 4.5576 +2025-06-02 21:38:39,998 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 17:08:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6488, top5_acc: 0.9194, loss_cls: 4.5237, loss: 4.5237 +2025-06-02 21:39:23,073 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 17:08:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9313, loss_cls: 4.4063, loss: 4.4063 +2025-06-02 21:40:06,099 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 17:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9244, loss_cls: 4.4589, loss: 4.4589 +2025-06-02 21:40:49,266 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 17:06:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6800, top5_acc: 0.9344, loss_cls: 4.3706, loss: 4.3706 +2025-06-02 21:41:32,508 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 17:05:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6775, top5_acc: 0.9213, loss_cls: 4.3915, loss: 4.3915 +2025-06-02 21:42:15,651 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 17:05:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6781, top5_acc: 0.9300, loss_cls: 4.3909, loss: 4.3909 +2025-06-02 21:42:58,901 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 17:04:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6781, top5_acc: 0.9356, loss_cls: 4.2277, loss: 4.2277 +2025-06-02 21:43:42,025 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 17:03:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9263, loss_cls: 4.3843, loss: 4.3843 +2025-06-02 21:44:25,040 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 17:02:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9381, loss_cls: 4.3282, loss: 4.3282 +2025-06-02 21:45:08,096 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 17:01:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6850, top5_acc: 0.9244, loss_cls: 4.4647, loss: 4.4647 +2025-06-02 21:45:51,210 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 17:01:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6713, top5_acc: 0.9263, loss_cls: 4.3495, loss: 4.3495 +2025-06-02 21:46:34,276 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 17:00:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9325, loss_cls: 4.2641, loss: 4.2641 +2025-06-02 21:47:17,357 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 16:59:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9394, loss_cls: 4.3586, loss: 4.3586 +2025-06-02 21:48:00,422 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 16:58:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9319, loss_cls: 4.3539, loss: 4.3539 +2025-06-02 21:48:43,550 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 16:57:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9263, loss_cls: 4.3948, loss: 4.3948 +2025-06-02 21:49:06,885 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-02 21:57:42,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:57:42,761 - pyskl - INFO - +top1_acc 0.7248 +top5_acc 0.9573 +2025-06-02 21:57:42,764 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7248, top5_acc: 0.9573 +2025-06-02 21:58:47,074 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 16:55:59, time: 0.643, data_time: 0.209, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9344, loss_cls: 4.2204, loss: 4.2204 +2025-06-02 21:59:30,229 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 16:55:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9413, loss_cls: 4.1710, loss: 4.1710 +2025-06-02 22:00:13,446 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 16:54:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9344, loss_cls: 4.2198, loss: 4.2198 +2025-06-02 22:00:56,611 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 16:53:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9344, loss_cls: 4.1850, loss: 4.1850 +2025-06-02 22:01:39,737 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 16:53:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6787, top5_acc: 0.9300, loss_cls: 4.3179, loss: 4.3179 +2025-06-02 22:02:22,889 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 16:52:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9287, loss_cls: 4.2083, loss: 4.2083 +2025-06-02 22:03:06,058 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 16:51:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9287, loss_cls: 4.3107, loss: 4.3107 +2025-06-02 22:03:49,187 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 16:50:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9313, loss_cls: 4.2970, loss: 4.2970 +2025-06-02 22:04:32,398 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 16:50:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 4.2359, loss: 4.2359 +2025-06-02 22:05:15,588 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 16:49:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9450, loss_cls: 4.1234, loss: 4.1234 +2025-06-02 22:05:58,854 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 16:48:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6744, top5_acc: 0.9256, loss_cls: 4.3199, loss: 4.3199 +2025-06-02 22:06:41,993 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 16:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 4.2082, loss: 4.2082 +2025-06-02 22:07:25,069 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 16:47:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9313, loss_cls: 4.2668, loss: 4.2668 +2025-06-02 22:08:08,161 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 16:46:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9431, loss_cls: 4.1734, loss: 4.1734 +2025-06-02 22:08:51,294 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 16:45:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7100, top5_acc: 0.9437, loss_cls: 4.0083, loss: 4.0083 +2025-06-02 22:09:34,403 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 16:44:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6769, top5_acc: 0.9400, loss_cls: 4.3541, loss: 4.3541 +2025-06-02 22:10:17,530 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 16:44:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9337, loss_cls: 4.1792, loss: 4.1792 +2025-06-02 22:11:00,729 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 16:43:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9394, loss_cls: 4.2170, loss: 4.2170 +2025-06-02 22:11:43,842 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 16:42:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9350, loss_cls: 4.1590, loss: 4.1590 +2025-06-02 22:12:27,022 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:41:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9406, loss_cls: 4.0887, loss: 4.0887 +2025-06-02 22:13:10,098 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:41:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9463, loss_cls: 4.1515, loss: 4.1515 +2025-06-02 22:13:53,197 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:40:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6763, top5_acc: 0.9281, loss_cls: 4.3225, loss: 4.3225 +2025-06-02 22:14:36,271 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:39:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9394, loss_cls: 4.2142, loss: 4.2142 +2025-06-02 22:14:59,716 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-02 22:16:26,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:16:26,088 - pyskl - INFO - +top1_acc 0.7342 +top5_acc 0.9632 +2025-06-02 22:16:26,144 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_4.pth was removed +2025-06-02 22:16:27,174 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-02 22:16:27,175 - pyskl - INFO - Best top1_acc is 0.7342 at 6 epoch. +2025-06-02 22:16:27,177 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7342, top5_acc: 0.9632 +2025-06-02 22:17:30,693 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:37:30, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9450, loss_cls: 4.1339, loss: 4.1339 +2025-06-02 22:18:13,865 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:36:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 4.0132, loss: 4.0132 +2025-06-02 22:18:57,057 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:36:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9456, loss_cls: 4.0155, loss: 4.0155 +2025-06-02 22:19:40,315 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:35:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 4.0565, loss: 4.0565 +2025-06-02 22:20:23,473 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:34:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 4.0372, loss: 4.0372 +2025-06-02 22:21:06,818 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:34:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9375, loss_cls: 4.1513, loss: 4.1513 +2025-06-02 22:21:49,940 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:33:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9469, loss_cls: 4.0857, loss: 4.0857 +2025-06-02 22:22:33,019 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:32:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 4.1975, loss: 4.1975 +2025-06-02 22:23:16,129 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:31:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9500, loss_cls: 4.0523, loss: 4.0523 +2025-06-02 22:23:59,222 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:31:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7125, top5_acc: 0.9487, loss_cls: 4.0442, loss: 4.0442 +2025-06-02 22:24:42,318 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:30:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 4.0584, loss: 4.0584 +2025-06-02 22:25:25,511 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:29:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 4.0922, loss: 4.0922 +2025-06-02 22:26:08,622 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:28:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.0655, loss: 4.0655 +2025-06-02 22:26:51,780 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:28:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9544, loss_cls: 3.9370, loss: 3.9370 +2025-06-02 22:27:34,899 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:27:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9450, loss_cls: 4.0613, loss: 4.0613 +2025-06-02 22:28:18,050 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:26:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 4.0324, loss: 4.0324 +2025-06-02 22:29:01,099 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:25:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 3.9727, loss: 3.9727 +2025-06-02 22:29:44,235 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:25:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9444, loss_cls: 4.1042, loss: 4.1042 +2025-06-02 22:30:27,314 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:24:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9344, loss_cls: 4.0121, loss: 4.0121 +2025-06-02 22:31:10,426 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:23:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9525, loss_cls: 3.9959, loss: 3.9959 +2025-06-02 22:31:53,524 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:22:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 3.9977, loss: 3.9977 +2025-06-02 22:32:36,649 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:22:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9475, loss_cls: 3.9574, loss: 3.9574 +2025-06-02 22:33:19,728 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:21:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9419, loss_cls: 4.1292, loss: 4.1292 +2025-06-02 22:33:43,089 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-02 22:35:08,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:35:08,737 - pyskl - INFO - +top1_acc 0.7592 +top5_acc 0.9631 +2025-06-02 22:35:08,793 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_6.pth was removed +2025-06-02 22:35:09,817 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-02 22:35:09,817 - pyskl - INFO - Best top1_acc is 0.7592 at 7 epoch. +2025-06-02 22:35:09,820 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7592, top5_acc: 0.9631 +2025-06-02 22:36:13,415 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:19:27, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9600, loss_cls: 3.8444, loss: 3.8444 +2025-06-02 22:36:56,611 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:18:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 3.9416, loss: 3.9416 +2025-06-02 22:37:39,774 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:18:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 4.0632, loss: 4.0632 +2025-06-02 22:38:23,193 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:17:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9463, loss_cls: 3.9984, loss: 3.9984 +2025-06-02 22:39:06,426 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:16:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9469, loss_cls: 4.0158, loss: 4.0158 +2025-06-02 22:39:49,777 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 16:16:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9500, loss_cls: 4.0603, loss: 4.0603 +2025-06-02 22:40:32,986 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 16:15:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 4.0335, loss: 4.0335 +2025-06-02 22:41:16,211 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 16:14:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 3.9093, loss: 3.9093 +2025-06-02 22:41:59,324 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 16:13:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 3.9367, loss: 3.9367 +2025-06-02 22:42:42,431 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 16:13:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 3.9890, loss: 3.9890 +2025-06-02 22:43:25,544 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 16:12:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 3.8817, loss: 3.8817 +2025-06-02 22:44:08,666 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 16:11:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9494, loss_cls: 3.9914, loss: 3.9914 +2025-06-02 22:44:51,797 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 16:10:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 4.0114, loss: 4.0114 +2025-06-02 22:45:34,675 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 16:10:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 3.8914, loss: 3.8914 +2025-06-02 22:46:17,740 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 16:09:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 3.9630, loss: 3.9630 +2025-06-02 22:47:00,812 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 16:08:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 3.8476, loss: 3.8476 +2025-06-02 22:47:43,873 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 16:07:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9556, loss_cls: 3.8950, loss: 3.8950 +2025-06-02 22:48:26,963 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 16:07:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 3.9358, loss: 3.9358 +2025-06-02 22:49:09,980 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 16:06:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 3.9344, loss: 3.9344 +2025-06-02 22:49:53,057 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 16:05:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 3.9955, loss: 3.9955 +2025-06-02 22:50:36,174 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 16:04:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 3.9568, loss: 3.9568 +2025-06-02 22:51:19,233 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 16:04:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 3.8926, loss: 3.8926 +2025-06-02 22:52:02,309 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 16:03:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 4.0316, loss: 4.0316 +2025-06-02 22:52:25,741 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-02 22:53:51,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:53:51,242 - pyskl - INFO - +top1_acc 0.7795 +top5_acc 0.9671 +2025-06-02 22:53:51,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_7.pth was removed +2025-06-02 22:53:52,340 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-02 22:53:52,340 - pyskl - INFO - Best top1_acc is 0.7795 at 8 epoch. +2025-06-02 22:53:52,343 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7795, top5_acc: 0.9671 +2025-06-02 22:54:55,958 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 16:01:39, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9544, loss_cls: 3.8688, loss: 3.8688 +2025-06-02 22:55:39,023 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 16:00:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 3.8504, loss: 3.8504 +2025-06-02 22:56:22,200 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:00:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9581, loss_cls: 3.8205, loss: 3.8205 +2025-06-02 22:57:05,409 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 15:59:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.7704, loss: 3.7704 +2025-06-02 22:57:48,665 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 15:58:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 3.8849, loss: 3.8849 +2025-06-02 22:58:31,978 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 15:58:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 3.7445, loss: 3.7445 +2025-06-02 22:59:15,201 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 15:57:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 3.9211, loss: 3.9211 +2025-06-02 22:59:58,460 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 15:56:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 3.9714, loss: 3.9714 +2025-06-02 23:00:41,666 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 15:56:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 3.9150, loss: 3.9150 +2025-06-02 23:01:24,863 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 15:55:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9537, loss_cls: 3.8314, loss: 3.8314 +2025-06-02 23:02:08,079 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 15:54:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.8971, loss: 3.8971 +2025-06-02 23:02:51,258 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 15:53:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 4.0403, loss: 4.0403 +2025-06-02 23:03:34,434 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 15:53:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9569, loss_cls: 3.9097, loss: 3.9097 +2025-06-02 23:04:17,593 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 15:52:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 3.9204, loss: 3.9204 +2025-06-02 23:05:00,736 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 15:51:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 3.7937, loss: 3.7937 +2025-06-02 23:05:43,935 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 15:51:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 3.7340, loss: 3.7340 +2025-06-02 23:06:27,023 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 15:50:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 3.8560, loss: 3.8560 +2025-06-02 23:07:10,153 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 15:49:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 3.9230, loss: 3.9230 +2025-06-02 23:07:53,325 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 15:48:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 3.7877, loss: 3.7877 +2025-06-02 23:08:36,479 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 15:48:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 3.8036, loss: 3.8036 +2025-06-02 23:09:19,634 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 15:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 3.8431, loss: 3.8431 +2025-06-02 23:10:02,742 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 15:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 3.8101, loss: 3.8101 +2025-06-02 23:10:45,930 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 15:46:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.8464, loss: 3.8464 +2025-06-02 23:11:09,417 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-02 23:12:34,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:12:35,058 - pyskl - INFO - +top1_acc 0.8126 +top5_acc 0.9797 +2025-06-02 23:12:35,115 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_8.pth was removed +2025-06-02 23:12:36,186 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-06-02 23:12:36,187 - pyskl - INFO - Best top1_acc is 0.8126 at 9 epoch. +2025-06-02 23:12:36,190 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.8126, top5_acc: 0.9797 +2025-06-02 23:13:40,014 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 15:44:24, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 3.9300, loss: 3.9300 +2025-06-02 23:14:23,189 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 15:43:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 3.7870, loss: 3.7870 +2025-06-02 23:15:06,273 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 15:42:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.8367, loss: 3.8367 +2025-06-02 23:15:49,354 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:42:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 3.8230, loss: 3.8230 +2025-06-02 23:16:32,576 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:41:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 3.7603, loss: 3.7603 +2025-06-02 23:17:15,753 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:40:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 3.8264, loss: 3.8264 +2025-06-02 23:17:58,809 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:40:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 3.8741, loss: 3.8741 +2025-06-02 23:18:41,915 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:39:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 3.7559, loss: 3.7559 +2025-06-02 23:19:24,997 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:38:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 3.7942, loss: 3.7942 +2025-06-02 23:20:08,158 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:37:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.7883, loss: 3.7883 +2025-06-02 23:20:51,247 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:37:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 3.6775, loss: 3.6775 +2025-06-02 23:21:34,412 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:36:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 3.7742, loss: 3.7742 +2025-06-02 23:22:17,534 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:35:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 3.7462, loss: 3.7462 +2025-06-02 23:23:00,694 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:35:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 3.8466, loss: 3.8466 +2025-06-02 23:23:43,829 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:34:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 3.7892, loss: 3.7892 +2025-06-02 23:24:26,928 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:33:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 3.7577, loss: 3.7577 +2025-06-02 23:25:10,056 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:32:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 3.7092, loss: 3.7092 +2025-06-02 23:25:53,078 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:32:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 3.6710, loss: 3.6710 +2025-06-02 23:26:36,079 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:31:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 3.8108, loss: 3.8108 +2025-06-02 23:27:19,123 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:30:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.7101, loss: 3.7101 +2025-06-02 23:28:02,152 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:29:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 3.7306, loss: 3.7306 +2025-06-02 23:28:45,222 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:29:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.5906, loss: 3.5906 +2025-06-02 23:29:28,234 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:28:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 3.7832, loss: 3.7832 +2025-06-02 23:29:51,627 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-02 23:39:00,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:39:00,439 - pyskl - INFO - +top1_acc 0.8166 +top5_acc 0.9781 +2025-06-02 23:39:00,496 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_9.pth was removed +2025-06-02 23:39:01,500 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-02 23:39:01,501 - pyskl - INFO - Best top1_acc is 0.8166 at 10 epoch. +2025-06-02 23:39:01,504 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.8166, top5_acc: 0.9781 +2025-06-02 23:40:05,444 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:26:50, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 3.7206, loss: 3.7206 +2025-06-02 23:40:48,863 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:26:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.6945, loss: 3.6945 +2025-06-02 23:41:31,960 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:25:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.6058, loss: 3.6058 +2025-06-02 23:42:14,954 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:24:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 3.7753, loss: 3.7753 +2025-06-02 23:42:58,222 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:24:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.6849, loss: 3.6849 +2025-06-02 23:43:41,555 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:23:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 3.8251, loss: 3.8251 +2025-06-02 23:44:24,950 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:22:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.6156, loss: 3.6156 +2025-06-02 23:45:08,200 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:22:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 3.7549, loss: 3.7549 +2025-06-02 23:45:51,302 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:21:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.7352, loss: 3.7352 +2025-06-02 23:46:34,475 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:20:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 3.8556, loss: 3.8556 +2025-06-02 23:47:17,506 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:19:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 3.5433, loss: 3.5433 +2025-06-02 23:48:00,570 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:19:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 3.7958, loss: 3.7958 +2025-06-02 23:48:43,718 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:18:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.7311, loss: 3.7311 +2025-06-02 23:49:26,750 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:17:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 3.7990, loss: 3.7990 +2025-06-02 23:50:09,869 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:16:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.7237, loss: 3.7237 +2025-06-02 23:50:52,900 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 15:16:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 3.7128, loss: 3.7128 +2025-06-02 23:51:35,930 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 15:15:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9406, loss_cls: 3.6350, loss: 3.6350 +2025-06-02 23:52:18,993 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 15:14:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.7291, loss: 3.7291 +2025-06-02 23:53:02,181 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 15:14:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.6733, loss: 3.6733 +2025-06-02 23:53:45,321 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 15:13:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9619, loss_cls: 3.7100, loss: 3.7100 +2025-06-02 23:54:28,558 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 15:12:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 3.7484, loss: 3.7484 +2025-06-02 23:55:11,769 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 15:11:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.8306, loss: 3.8306 +2025-06-02 23:55:54,969 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 15:11:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.5550, loss: 3.5550 +2025-06-02 23:56:18,456 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-02 23:57:43,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:57:44,017 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9770 +2025-06-02 23:57:44,020 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.8096, top5_acc: 0.9770 +2025-06-02 23:58:47,479 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 15:09:34, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.6033, loss: 3.6033 +2025-06-02 23:59:30,697 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 15:08:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.6131, loss: 3.6131 +2025-06-03 00:00:13,796 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 15:08:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9556, loss_cls: 3.6842, loss: 3.6842 +2025-06-03 00:00:56,991 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 15:07:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 3.6115, loss: 3.6115 +2025-06-03 00:01:40,308 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 15:06:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 3.6627, loss: 3.6627 +2025-06-03 00:02:23,492 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 15:06:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.7363, loss: 3.7363 +2025-06-03 00:03:06,672 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 15:05:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.6852, loss: 3.6852 +2025-06-03 00:03:49,974 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 15:04:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 3.6557, loss: 3.6557 +2025-06-03 00:04:33,169 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 15:03:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9594, loss_cls: 3.7670, loss: 3.7670 +2025-06-03 00:05:16,209 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:03:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 3.7080, loss: 3.7080 +2025-06-03 00:05:59,299 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:02:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 3.6368, loss: 3.6368 +2025-06-03 00:06:42,406 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:01:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 3.7230, loss: 3.7230 +2025-06-03 00:07:25,506 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:01:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.5209, loss: 3.5209 +2025-06-03 00:08:08,630 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:00:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 3.5889, loss: 3.5889 +2025-06-03 00:08:51,714 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 14:59:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.5386, loss: 3.5386 +2025-06-03 00:09:34,867 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 14:58:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 3.7715, loss: 3.7715 +2025-06-03 00:10:17,954 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 14:58:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.6130, loss: 3.6130 +2025-06-03 00:11:01,038 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 14:57:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 3.6489, loss: 3.6489 +2025-06-03 00:11:44,150 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 14:56:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 3.5730, loss: 3.5730 +2025-06-03 00:12:27,355 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 14:56:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 3.6136, loss: 3.6136 +2025-06-03 00:13:10,572 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 14:55:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.7006, loss: 3.7006 +2025-06-03 00:13:53,683 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 14:54:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.5599, loss: 3.5599 +2025-06-03 00:14:36,729 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 14:53:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 3.7124, loss: 3.7124 +2025-06-03 00:15:00,067 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-03 00:16:25,554 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:16:25,631 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9828 +2025-06-03 00:16:25,682 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_10.pth was removed +2025-06-03 00:16:26,673 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-03 00:16:26,674 - pyskl - INFO - Best top1_acc is 0.8337 at 12 epoch. +2025-06-03 00:16:26,676 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8337, top5_acc: 0.9828 +2025-06-03 00:17:30,259 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 14:52:20, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 3.6491, loss: 3.6491 +2025-06-03 00:18:13,373 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 14:51:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 3.7018, loss: 3.7018 +2025-06-03 00:18:56,440 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 14:50:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.5484, loss: 3.5484 +2025-06-03 00:19:39,566 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 14:50:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.4765, loss: 3.4765 +2025-06-03 00:20:23,029 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 14:49:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.5344, loss: 3.5344 +2025-06-03 00:21:06,310 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 14:48:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.5878, loss: 3.5878 +2025-06-03 00:21:49,495 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 14:48:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.6081, loss: 3.6081 +2025-06-03 00:22:32,681 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 14:47:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 3.7457, loss: 3.7457 +2025-06-03 00:23:15,775 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 14:46:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 3.6161, loss: 3.6161 +2025-06-03 00:23:58,939 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 14:45:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.5277, loss: 3.5277 +2025-06-03 00:24:42,067 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 14:45:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.5866, loss: 3.5866 +2025-06-03 00:25:25,187 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 14:44:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 3.6121, loss: 3.6121 +2025-06-03 00:26:08,280 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 14:43:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.5324, loss: 3.5324 +2025-06-03 00:26:51,443 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:43:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.6085, loss: 3.6085 +2025-06-03 00:27:34,334 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:42:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 3.7423, loss: 3.7423 +2025-06-03 00:28:17,026 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:41:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 3.5642, loss: 3.5642 +2025-06-03 00:29:00,166 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:40:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 3.6126, loss: 3.6126 +2025-06-03 00:29:43,357 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:40:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 3.6716, loss: 3.6716 +2025-06-03 00:30:26,477 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:39:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.5528, loss: 3.5528 +2025-06-03 00:31:09,543 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:38:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.6099, loss: 3.6099 +2025-06-03 00:31:52,690 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:38:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.6629, loss: 3.6629 +2025-06-03 00:32:35,765 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:37:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.5100, loss: 3.5100 +2025-06-03 00:33:18,861 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:36:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 3.8196, loss: 3.8196 +2025-06-03 00:33:42,227 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-03 00:35:07,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:35:07,933 - pyskl - INFO - +top1_acc 0.8107 +top5_acc 0.9782 +2025-06-03 00:35:07,936 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8107, top5_acc: 0.9782 +2025-06-03 00:36:11,508 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:35:02, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.5965, loss: 3.5965 +2025-06-03 00:36:54,678 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:34:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.4766, loss: 3.4766 +2025-06-03 00:37:37,803 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:33:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.6199, loss: 3.6199 +2025-06-03 00:38:20,982 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:32:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 3.5744, loss: 3.5744 +2025-06-03 00:39:04,209 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:32:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.4960, loss: 3.4960 +2025-06-03 00:39:47,530 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:31:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.5724, loss: 3.5724 +2025-06-03 00:40:30,698 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:30:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9675, loss_cls: 3.5406, loss: 3.5406 +2025-06-03 00:41:14,001 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:30:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 3.6310, loss: 3.6310 +2025-06-03 00:41:57,237 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:29:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 3.6147, loss: 3.6147 +2025-06-03 00:42:40,422 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:28:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.5783, loss: 3.5783 +2025-06-03 00:43:23,542 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:28:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.5295, loss: 3.5295 +2025-06-03 00:44:06,845 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:27:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.5574, loss: 3.5574 +2025-06-03 00:44:50,013 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:26:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.6172, loss: 3.6172 +2025-06-03 00:45:33,170 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:25:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.5443, loss: 3.5443 +2025-06-03 00:46:16,298 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:25:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.4267, loss: 3.4267 +2025-06-03 00:46:59,409 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:24:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 3.5470, loss: 3.5470 +2025-06-03 00:47:42,489 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:23:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.4969, loss: 3.4969 +2025-06-03 00:48:25,615 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:23:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.6336, loss: 3.6336 +2025-06-03 00:49:08,765 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:22:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.4981, loss: 3.4981 +2025-06-03 00:49:51,915 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:21:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.5064, loss: 3.5064 +2025-06-03 00:50:35,233 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:20:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.4517, loss: 3.4517 +2025-06-03 00:51:18,389 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:20:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 3.6258, loss: 3.6258 +2025-06-03 00:52:01,461 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:19:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 3.6248, loss: 3.6248 +2025-06-03 00:52:24,912 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-03 00:53:50,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:53:50,593 - pyskl - INFO - +top1_acc 0.7236 +top5_acc 0.9527 +2025-06-03 00:53:50,596 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7236, top5_acc: 0.9527 +2025-06-03 00:54:53,846 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:17:58, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.4685, loss: 3.4685 +2025-06-03 00:55:36,889 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.4871, loss: 3.4871 +2025-06-03 00:56:19,957 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 14:16:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 3.6561, loss: 3.6561 +2025-06-03 00:57:03,017 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 14:15:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3760, loss: 3.3760 +2025-06-03 00:57:46,139 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 14:15:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 3.5005, loss: 3.5005 +2025-06-03 00:58:29,450 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 14:14:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 3.6317, loss: 3.6317 +2025-06-03 00:59:12,617 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 14:13:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.4629, loss: 3.4629 +2025-06-03 00:59:55,752 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 14:12:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.5100, loss: 3.5100 +2025-06-03 01:00:38,951 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 14:12:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.4332, loss: 3.4332 +2025-06-03 01:01:22,111 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 14:11:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.4542, loss: 3.4542 +2025-06-03 01:02:05,204 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 14:10:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.3577, loss: 3.3577 +2025-06-03 01:02:48,323 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 14:10:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 3.3935, loss: 3.3935 +2025-06-03 01:03:31,453 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 14:09:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.5557, loss: 3.5557 +2025-06-03 01:04:14,635 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 14:08:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 3.4999, loss: 3.4999 +2025-06-03 01:04:57,805 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 14:08:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.5189, loss: 3.5189 +2025-06-03 01:05:40,877 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:07:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.3654, loss: 3.3654 +2025-06-03 01:06:23,988 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 14:06:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.5528, loss: 3.5528 +2025-06-03 01:07:07,022 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 14:05:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.4673, loss: 3.4673 +2025-06-03 01:07:50,225 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 14:05:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5721, loss: 3.5721 +2025-06-03 01:08:33,216 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:04:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.6207, loss: 3.6207 +2025-06-03 01:09:16,226 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.4726, loss: 3.4726 +2025-06-03 01:09:59,218 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.5691, loss: 3.5691 +2025-06-03 01:10:42,242 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:02:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 3.4624, loss: 3.4624 +2025-06-03 01:11:05,591 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-03 01:20:17,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:20:17,281 - pyskl - INFO - +top1_acc 0.8245 +top5_acc 0.9845 +2025-06-03 01:20:17,284 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8245, top5_acc: 0.9845 +2025-06-03 01:21:20,851 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:00:44, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.4411, loss: 3.4411 +2025-06-03 01:22:03,877 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:00:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.6212, loss: 3.6212 +2025-06-03 01:22:46,912 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 13:59:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.5500, loss: 3.5500 +2025-06-03 01:23:29,974 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 13:58:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.4024, loss: 3.4024 +2025-06-03 01:24:12,992 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 13:57:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.5031, loss: 3.5031 +2025-06-03 01:24:56,245 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 13:57:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.4672, loss: 3.4672 +2025-06-03 01:25:39,518 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 13:56:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.5411, loss: 3.5411 +2025-06-03 01:26:23,008 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 13:55:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 3.4696, loss: 3.4696 +2025-06-03 01:27:06,097 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 13:55:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.4603, loss: 3.4603 +2025-06-03 01:27:49,248 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 13:54:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9700, loss_cls: 3.4359, loss: 3.4359 +2025-06-03 01:28:32,313 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 13:53:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.4756, loss: 3.4756 +2025-06-03 01:29:15,391 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 13:52:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.6081, loss: 3.6081 +2025-06-03 01:29:58,590 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 13:52:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9525, loss_cls: 3.4517, loss: 3.4517 +2025-06-03 01:30:41,808 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 13:51:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.4704, loss: 3.4704 +2025-06-03 01:31:24,877 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 13:50:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.4979, loss: 3.4979 +2025-06-03 01:32:07,977 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 13:50:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4254, loss: 3.4254 +2025-06-03 01:32:51,129 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 13:49:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.4011, loss: 3.4011 +2025-06-03 01:33:34,156 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 13:48:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.3624, loss: 3.3624 +2025-06-03 01:34:17,221 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 13:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.4976, loss: 3.4976 +2025-06-03 01:35:00,312 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 13:47:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.4182, loss: 3.4182 +2025-06-03 01:35:43,409 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 13:46:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 3.4563, loss: 3.4563 +2025-06-03 01:36:26,539 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 13:45:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.5185, loss: 3.5185 +2025-06-03 01:37:09,634 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 13:45:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.4555, loss: 3.4555 +2025-06-03 01:37:33,031 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-03 01:38:58,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:38:58,509 - pyskl - INFO - +top1_acc 0.8181 +top5_acc 0.9753 +2025-06-03 01:38:58,512 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8181, top5_acc: 0.9753 +2025-06-03 01:40:01,838 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:43:35, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.5140, loss: 3.5140 +2025-06-03 01:40:45,041 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:42:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 3.5110, loss: 3.5110 +2025-06-03 01:41:28,226 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:42:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 3.4983, loss: 3.4983 +2025-06-03 01:42:11,361 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:41:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 3.4755, loss: 3.4755 +2025-06-03 01:42:54,507 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:40:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.3297, loss: 3.3297 +2025-06-03 01:43:37,756 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:40:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.4637, loss: 3.4637 +2025-06-03 01:44:20,929 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:39:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.5379, loss: 3.5379 +2025-06-03 01:45:04,071 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:38:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9706, loss_cls: 3.4632, loss: 3.4632 +2025-06-03 01:45:47,188 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:37:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.2859, loss: 3.2859 +2025-06-03 01:46:30,214 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:37:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.3390, loss: 3.3390 +2025-06-03 01:47:13,326 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:36:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.4260, loss: 3.4260 +2025-06-03 01:47:56,515 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:35:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 3.6060, loss: 3.6060 +2025-06-03 01:48:39,561 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:35:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.4242, loss: 3.4242 +2025-06-03 01:49:22,621 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:34:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 3.4915, loss: 3.4915 +2025-06-03 01:50:05,695 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:33:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.4405, loss: 3.4405 +2025-06-03 01:50:48,769 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:32:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.4007, loss: 3.4007 +2025-06-03 01:51:31,844 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:32:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.5090, loss: 3.5090 +2025-06-03 01:52:14,854 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:31:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.3429, loss: 3.3429 +2025-06-03 01:52:57,903 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:30:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 3.5483, loss: 3.5483 +2025-06-03 01:53:40,957 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:29:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.5107, loss: 3.5107 +2025-06-03 01:54:24,014 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:29:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.2976, loss: 3.2976 +2025-06-03 01:55:07,142 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:28:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.4367, loss: 3.4367 +2025-06-03 01:55:50,254 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:27:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.4865, loss: 3.4865 +2025-06-03 01:56:13,663 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-03 01:57:39,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:57:39,215 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9830 +2025-06-03 01:57:39,268 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_12.pth was removed +2025-06-03 01:57:40,279 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-06-03 01:57:40,280 - pyskl - INFO - Best top1_acc is 0.8461 at 17 epoch. +2025-06-03 01:57:40,282 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8461, top5_acc: 0.9830 +2025-06-03 01:58:43,765 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:26:25, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.4831, loss: 3.4831 +2025-06-03 01:59:26,886 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:25:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.4047, loss: 3.4047 +2025-06-03 02:00:10,066 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:25:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.4378, loss: 3.4378 +2025-06-03 02:00:53,274 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:24:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.4375, loss: 3.4375 +2025-06-03 02:01:36,417 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:23:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.3319, loss: 3.3319 +2025-06-03 02:02:19,607 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:22:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.4622, loss: 3.4622 +2025-06-03 02:03:02,854 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:22:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.4502, loss: 3.4502 +2025-06-03 02:03:45,987 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:21:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.4620, loss: 3.4620 +2025-06-03 02:04:29,110 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:20:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.3963, loss: 3.3963 +2025-06-03 02:05:12,258 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:20:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.4484, loss: 3.4484 +2025-06-03 02:05:55,358 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:19:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 3.5047, loss: 3.5047 +2025-06-03 02:06:38,517 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:18:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 3.4107, loss: 3.4107 +2025-06-03 02:07:21,594 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:17:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.4567, loss: 3.4567 +2025-06-03 02:08:04,651 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:17:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 3.4497, loss: 3.4497 +2025-06-03 02:08:47,717 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:16:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.4671, loss: 3.4671 +2025-06-03 02:09:30,667 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 13:15:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.4159, loss: 3.4159 +2025-06-03 02:10:13,687 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 13:15:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.4590, loss: 3.4590 +2025-06-03 02:10:56,756 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 13:14:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.3787, loss: 3.3787 +2025-06-03 02:11:39,837 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 13:13:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.3771, loss: 3.3771 +2025-06-03 02:12:22,909 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 13:12:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4294, loss: 3.4294 +2025-06-03 02:13:06,008 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 13:12:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.3984, loss: 3.3984 +2025-06-03 02:13:49,105 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 13:11:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.3865, loss: 3.3865 +2025-06-03 02:14:32,234 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 13:10:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.2383, loss: 3.2383 +2025-06-03 02:14:55,642 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-03 02:16:21,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 02:16:21,169 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9838 +2025-06-03 02:16:21,221 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_17.pth was removed +2025-06-03 02:16:22,219 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-06-03 02:16:22,220 - pyskl - INFO - Best top1_acc is 0.8536 at 18 epoch. +2025-06-03 02:16:22,223 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8536, top5_acc: 0.9838 +2025-06-03 02:17:26,040 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:09:21, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.2786, loss: 3.2786 +2025-06-03 02:18:09,068 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:08:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.4159, loss: 3.4159 +2025-06-03 02:18:52,131 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:07:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.4830, loss: 3.4830 +2025-06-03 02:19:35,235 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:07:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.5223, loss: 3.5223 +2025-06-03 02:20:18,197 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:06:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9762, loss_cls: 3.4106, loss: 3.4106 +2025-06-03 02:21:01,292 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:05:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.4692, loss: 3.4692 +2025-06-03 02:21:44,530 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 13:05:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9769, loss_cls: 3.3460, loss: 3.3460 +2025-06-03 02:22:27,737 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 13:04:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.4677, loss: 3.4677 +2025-06-03 02:23:10,815 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 13:03:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.3285, loss: 3.3285 +2025-06-03 02:23:54,003 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 13:02:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.4044, loss: 3.4044 +2025-06-03 02:24:37,150 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 13:02:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.4099, loss: 3.4099 +2025-06-03 02:25:20,377 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 13:01:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.3833, loss: 3.3833 +2025-06-03 02:26:03,434 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 13:00:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.3832, loss: 3.3832 +2025-06-03 02:26:46,512 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 13:00:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.3839, loss: 3.3839 +2025-06-03 02:27:29,570 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 12:59:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.3626, loss: 3.3626 +2025-06-03 02:28:12,623 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 12:58:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.3816, loss: 3.3816 +2025-06-03 02:28:55,645 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 12:57:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.3656, loss: 3.3656 +2025-06-03 02:29:38,690 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 12:57:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.5592, loss: 3.5592 +2025-06-03 02:30:21,761 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 12:56:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 3.5031, loss: 3.5031 +2025-06-03 02:31:04,810 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 12:55:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.3769, loss: 3.3769 +2025-06-03 02:31:47,884 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 12:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.3209, loss: 3.3209 +2025-06-03 02:32:31,051 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 12:54:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 3.4179, loss: 3.4179 +2025-06-03 02:33:14,172 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 12:53:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.3654, loss: 3.3654 +2025-06-03 02:33:37,786 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-03 02:35:03,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 02:35:03,231 - pyskl - INFO - +top1_acc 0.8449 +top5_acc 0.9853 +2025-06-03 02:35:03,234 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8449, top5_acc: 0.9853 +2025-06-03 02:36:06,651 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 12:52:12, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.4241, loss: 3.4241 +2025-06-03 02:36:49,741 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 12:51:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.3866, loss: 3.3866 +2025-06-03 02:37:33,006 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 12:50:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.2884, loss: 3.2884 +2025-06-03 02:38:16,109 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 12:50:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.3449, loss: 3.3449 +2025-06-03 02:38:59,270 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 12:49:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.2774, loss: 3.2774 +2025-06-03 02:39:42,467 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 12:48:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.4512, loss: 3.4512 +2025-06-03 02:40:25,754 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 12:47:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.2927, loss: 3.2927 +2025-06-03 02:41:08,999 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 12:47:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.3056, loss: 3.3056 +2025-06-03 02:41:52,156 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 12:46:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.4844, loss: 3.4844 +2025-06-03 02:42:35,377 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 12:45:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.4333, loss: 3.4333 +2025-06-03 02:43:18,482 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 12:45:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.3827, loss: 3.3827 +2025-06-03 02:44:01,661 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 12:44:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 3.3367, loss: 3.3367 +2025-06-03 02:44:44,797 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:43:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 3.3805, loss: 3.3805 +2025-06-03 02:45:27,967 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:43:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.4164, loss: 3.4164 +2025-06-03 02:46:11,110 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:42:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.3814, loss: 3.3814 +2025-06-03 02:46:54,221 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:41:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 3.3335, loss: 3.3335 +2025-06-03 02:47:37,356 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:40:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 3.3743, loss: 3.3743 +2025-06-03 02:48:20,459 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:40:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 3.3762, loss: 3.3762 +2025-06-03 02:49:03,533 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:39:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.3124, loss: 3.3124 +2025-06-03 02:49:46,723 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:38:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.3269, loss: 3.3269 +2025-06-03 02:50:29,818 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:38:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.4378, loss: 3.4378 +2025-06-03 02:51:13,025 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:37:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.2746, loss: 3.2746 +2025-06-03 02:51:56,157 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:36:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.4799, loss: 3.4799 +2025-06-03 02:52:19,512 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-03 03:01:28,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:01:28,917 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9878 +2025-06-03 03:01:28,920 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8475, top5_acc: 0.9878 +2025-06-03 03:02:32,590 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:35:16, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.3369, loss: 3.3369 +2025-06-03 03:03:15,698 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:34:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.2999, loss: 3.2999 +2025-06-03 03:03:58,732 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:33:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.2806, loss: 3.2806 +2025-06-03 03:04:41,857 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:33:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.4484, loss: 3.4484 +2025-06-03 03:05:25,108 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:32:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.4076, loss: 3.4076 +2025-06-03 03:06:08,166 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:31:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.3492, loss: 3.3492 +2025-06-03 03:06:51,551 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:31:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.4095, loss: 3.4095 +2025-06-03 03:07:34,965 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:30:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.2492, loss: 3.2492 +2025-06-03 03:08:18,212 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:29:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.2442, loss: 3.2442 +2025-06-03 03:09:01,222 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:28:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.3503, loss: 3.3503 +2025-06-03 03:09:44,277 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:28:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.2811, loss: 3.2811 +2025-06-03 03:10:27,331 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:27:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.3784, loss: 3.3784 +2025-06-03 03:11:10,394 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:26:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.2646, loss: 3.2646 +2025-06-03 03:11:53,504 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:26:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.2394, loss: 3.2394 +2025-06-03 03:12:36,574 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:25:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 3.3491, loss: 3.3491 +2025-06-03 03:13:19,650 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:24:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.3790, loss: 3.3790 +2025-06-03 03:14:02,718 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:23:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.3564, loss: 3.3564 +2025-06-03 03:14:45,849 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:23:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.3312, loss: 3.3312 +2025-06-03 03:15:28,981 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:22:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.3637, loss: 3.3637 +2025-06-03 03:16:12,083 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:21:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9631, loss_cls: 3.2986, loss: 3.2986 +2025-06-03 03:16:55,218 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:21:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 3.3101, loss: 3.3101 +2025-06-03 03:17:38,301 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:20:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.3900, loss: 3.3900 +2025-06-03 03:18:21,388 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:19:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.4629, loss: 3.4629 +2025-06-03 03:18:44,749 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-03 03:20:10,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:20:10,717 - pyskl - INFO - +top1_acc 0.8552 +top5_acc 0.9837 +2025-06-03 03:20:10,775 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_18.pth was removed +2025-06-03 03:20:11,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-06-03 03:20:11,837 - pyskl - INFO - Best top1_acc is 0.8552 at 21 epoch. +2025-06-03 03:20:11,840 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8552, top5_acc: 0.9837 +2025-06-03 03:21:15,141 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:18:14, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.3602, loss: 3.3602 +2025-06-03 03:21:58,185 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.2332, loss: 3.2332 +2025-06-03 03:22:41,266 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:16:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.3334, loss: 3.3334 +2025-06-03 03:23:24,349 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:16:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.2937, loss: 3.2937 +2025-06-03 03:24:07,398 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 12:15:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.2362, loss: 3.2362 +2025-06-03 03:24:50,574 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 12:14:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 3.3537, loss: 3.3537 +2025-06-03 03:25:33,645 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 12:13:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.3333, loss: 3.3333 +2025-06-03 03:26:16,865 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 12:13:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.4213, loss: 3.4213 +2025-06-03 03:27:00,093 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 12:12:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.4053, loss: 3.4053 +2025-06-03 03:27:43,261 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 12:11:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 3.3540, loss: 3.3540 +2025-06-03 03:28:26,366 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 12:11:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.3078, loss: 3.3078 +2025-06-03 03:29:09,420 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:10:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.2896, loss: 3.2896 +2025-06-03 03:29:52,561 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:09:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 3.2548, loss: 3.2548 +2025-06-03 03:30:35,728 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:08:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.3716, loss: 3.3716 +2025-06-03 03:31:18,871 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:08:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.2607, loss: 3.2607 +2025-06-03 03:32:01,992 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:07:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.2226, loss: 3.2226 +2025-06-03 03:32:45,069 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:06:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.3271, loss: 3.3271 +2025-06-03 03:33:28,120 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:06:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.3229, loss: 3.3229 +2025-06-03 03:34:11,216 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:05:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.3513, loss: 3.3513 +2025-06-03 03:34:54,306 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 12:04:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.3107, loss: 3.3107 +2025-06-03 03:35:37,356 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 12:03:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.3220, loss: 3.3220 +2025-06-03 03:36:20,453 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 12:03:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2980, loss: 3.2980 +2025-06-03 03:37:03,550 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 12:02:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.3460, loss: 3.3460 +2025-06-03 03:37:26,941 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-03 03:38:52,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:38:52,655 - pyskl - INFO - +top1_acc 0.8378 +top5_acc 0.9832 +2025-06-03 03:38:52,658 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8378, top5_acc: 0.9832 +2025-06-03 03:39:56,253 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 12:01:12, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.3064, loss: 3.3064 +2025-06-03 03:40:39,347 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 12:00:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.3810, loss: 3.3810 +2025-06-03 03:41:22,524 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 11:59:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.3480, loss: 3.3480 +2025-06-03 03:42:05,640 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 11:59:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.1878, loss: 3.1878 +2025-06-03 03:42:48,673 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 11:58:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.2358, loss: 3.2358 +2025-06-03 03:43:31,875 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 11:57:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2980, loss: 3.2980 +2025-06-03 03:44:15,183 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 11:56:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.2055, loss: 3.2055 +2025-06-03 03:44:58,573 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 11:56:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.2246, loss: 3.2246 +2025-06-03 03:45:41,823 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 11:55:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.3910, loss: 3.3910 +2025-06-03 03:46:24,988 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 11:54:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 3.2638, loss: 3.2638 +2025-06-03 03:47:08,282 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 11:54:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.1465, loss: 3.1465 +2025-06-03 03:47:51,411 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 11:53:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.2494, loss: 3.2494 +2025-06-03 03:48:34,544 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 11:52:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.2594, loss: 3.2594 +2025-06-03 03:49:17,726 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 11:52:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 3.4334, loss: 3.4334 +2025-06-03 03:50:00,854 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 11:51:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.3399, loss: 3.3399 +2025-06-03 03:50:43,977 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 11:50:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.2962, loss: 3.2962 +2025-06-03 03:51:27,158 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 11:49:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.3133, loss: 3.3133 +2025-06-03 03:52:10,308 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 11:49:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 3.3843, loss: 3.3843 +2025-06-03 03:52:53,562 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 11:48:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.3434, loss: 3.3434 +2025-06-03 03:53:36,722 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 11:47:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.2585, loss: 3.2585 +2025-06-03 03:54:19,866 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 11:47:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 3.3132, loss: 3.3132 +2025-06-03 03:55:03,009 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 11:46:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.3536, loss: 3.3536 +2025-06-03 03:55:46,242 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 11:45:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.4649, loss: 3.4649 +2025-06-03 03:56:09,737 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-03 03:57:34,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:57:34,871 - pyskl - INFO - +top1_acc 0.8692 +top5_acc 0.9853 +2025-06-03 03:57:34,924 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_21.pth was removed +2025-06-03 03:57:35,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-06-03 03:57:35,909 - pyskl - INFO - Best top1_acc is 0.8692 at 23 epoch. +2025-06-03 03:57:35,911 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8692, top5_acc: 0.9853 +2025-06-03 03:58:39,930 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:44:22, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9663, loss_cls: 3.1761, loss: 3.1761 +2025-06-03 03:59:23,042 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:43:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.1689, loss: 3.1689 +2025-06-03 04:00:06,208 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:42:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.3447, loss: 3.3447 +2025-06-03 04:00:49,332 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:42:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.2380, loss: 3.2380 +2025-06-03 04:01:32,437 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:41:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.2471, loss: 3.2471 +2025-06-03 04:02:15,512 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:40:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.2993, loss: 3.2993 +2025-06-03 04:02:58,872 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:40:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2862, loss: 3.2862 +2025-06-03 04:03:42,183 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:39:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1334, loss: 3.1334 +2025-06-03 04:04:25,380 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:38:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.1501, loss: 3.1501 +2025-06-03 04:05:08,537 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:37:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.2978, loss: 3.2978 +2025-06-03 04:05:51,606 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:37:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3610, loss: 3.3610 +2025-06-03 04:06:34,697 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:36:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.3337, loss: 3.3337 +2025-06-03 04:07:17,805 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:35:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.2761, loss: 3.2761 +2025-06-03 04:08:00,961 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:35:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.3288, loss: 3.3288 +2025-06-03 04:08:44,099 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:34:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.2597, loss: 3.2597 +2025-06-03 04:09:27,302 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:33:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 3.3061, loss: 3.3061 +2025-06-03 04:10:10,557 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:33:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.4187, loss: 3.4187 +2025-06-03 04:10:53,696 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:32:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.4451, loss: 3.4451 +2025-06-03 04:11:36,983 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:31:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9631, loss_cls: 3.2647, loss: 3.2647 +2025-06-03 04:12:20,262 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:30:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.3014, loss: 3.3014 +2025-06-03 04:13:03,352 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:30:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3203, loss: 3.3203 +2025-06-03 04:13:46,521 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:29:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.2717, loss: 3.2717 +2025-06-03 04:14:29,731 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:28:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.2983, loss: 3.2983 +2025-06-03 04:14:53,236 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-03 04:16:18,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 04:16:18,795 - pyskl - INFO - +top1_acc 0.8378 +top5_acc 0.9789 +2025-06-03 04:16:18,798 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8378, top5_acc: 0.9789 +2025-06-03 04:17:22,710 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:27:30, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.2660, loss: 3.2660 +2025-06-03 04:18:05,870 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:26:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.3697, loss: 3.3697 +2025-06-03 04:18:48,922 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:26:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.2583, loss: 3.2583 +2025-06-03 04:19:32,118 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:25:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.3017, loss: 3.3017 +2025-06-03 04:20:15,231 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:24:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9781, loss_cls: 3.2670, loss: 3.2670 +2025-06-03 04:20:58,371 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:23:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9619, loss_cls: 3.2352, loss: 3.2352 +2025-06-03 04:21:41,465 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:23:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.2560, loss: 3.2560 +2025-06-03 04:22:24,577 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:22:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2659, loss: 3.2659 +2025-06-03 04:23:07,762 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:21:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2297, loss: 3.2297 +2025-06-03 04:23:50,873 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:21:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.1678, loss: 3.1678 +2025-06-03 04:24:33,990 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:20:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.2608, loss: 3.2608 +2025-06-03 04:25:17,033 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:19:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1076, loss: 3.1076 +2025-06-03 04:26:00,094 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:18:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.2096, loss: 3.2096 +2025-06-03 04:26:43,217 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:18:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.2207, loss: 3.2207 +2025-06-03 04:27:26,331 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:17:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 3.2570, loss: 3.2570 +2025-06-03 04:28:09,368 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:16:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.2302, loss: 3.2302 +2025-06-03 04:28:52,465 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:16:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.1671, loss: 3.1671 +2025-06-03 04:29:35,622 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 11:15:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 3.2695, loss: 3.2695 +2025-06-03 04:30:18,664 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 11:14:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.3594, loss: 3.3594 +2025-06-03 04:31:01,702 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 11:13:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.3275, loss: 3.3275 +2025-06-03 04:31:44,914 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 11:13:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.2217, loss: 3.2217 +2025-06-03 04:32:27,874 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 11:12:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.2524, loss: 3.2524 +2025-06-03 04:33:10,847 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:11:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.3077, loss: 3.3077 +2025-06-03 04:33:34,385 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-03 04:42:29,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 04:42:29,784 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9861 +2025-06-03 04:42:29,788 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8524, top5_acc: 0.9861 +2025-06-03 04:43:33,750 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:10:29, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 3.2066, loss: 3.2066 +2025-06-03 04:44:16,982 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:09:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.2535, loss: 3.2535 +2025-06-03 04:45:00,067 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:09:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.2806, loss: 3.2806 +2025-06-03 04:45:43,068 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:08:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.1028, loss: 3.1028 +2025-06-03 04:46:26,122 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:07:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.2431, loss: 3.2431 +2025-06-03 04:47:09,266 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:06:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.3071, loss: 3.3071 +2025-06-03 04:47:52,582 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:06:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.2172, loss: 3.2172 +2025-06-03 04:48:36,260 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:05:33, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.0979, loss: 3.0979 +2025-06-03 04:49:19,515 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:04:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.2099, loss: 3.2099 +2025-06-03 04:50:02,874 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 11:04:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.1420, loss: 3.1420 +2025-06-03 04:50:46,053 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 11:03:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.3373, loss: 3.3373 +2025-06-03 04:51:29,113 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 11:02:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.2677, loss: 3.2677 +2025-06-03 04:52:12,175 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:02:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.2877, loss: 3.2877 +2025-06-03 04:52:55,228 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:01:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.2650, loss: 3.2650 +2025-06-03 04:53:38,357 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:00:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.3422, loss: 3.3422 +2025-06-03 04:54:21,461 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 10:59:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.3053, loss: 3.3053 +2025-06-03 04:55:04,530 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 10:59:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.2899, loss: 3.2899 +2025-06-03 04:55:47,514 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 10:58:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.4108, loss: 3.4108 +2025-06-03 04:56:30,558 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 10:57:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 3.2601, loss: 3.2601 +2025-06-03 04:57:13,538 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 10:56:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.2837, loss: 3.2837 +2025-06-03 04:57:56,587 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 10:56:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.1992, loss: 3.1992 +2025-06-03 04:58:39,678 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 10:55:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 3.2009, loss: 3.2009 +2025-06-03 04:59:22,685 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 10:54:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.2541, loss: 3.2541 +2025-06-03 04:59:46,013 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-03 05:01:11,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:01:11,251 - pyskl - INFO - +top1_acc 0.8321 +top5_acc 0.9820 +2025-06-03 05:01:11,254 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8321, top5_acc: 0.9820 +2025-06-03 05:02:14,880 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 10:53:32, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.2196, loss: 3.2196 +2025-06-03 05:02:58,142 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 10:52:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.2794, loss: 3.2794 +2025-06-03 05:03:41,250 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 10:52:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.1927, loss: 3.1927 +2025-06-03 05:04:24,361 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 10:51:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.2571, loss: 3.2571 +2025-06-03 05:05:07,602 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 10:50:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0821, loss: 3.0821 +2025-06-03 05:05:50,743 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 10:49:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.1998, loss: 3.1998 +2025-06-03 05:06:34,180 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 10:49:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.3872, loss: 3.3872 +2025-06-03 05:07:17,394 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 10:48:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 3.3742, loss: 3.3742 +2025-06-03 05:08:00,581 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 10:47:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.2161, loss: 3.2161 +2025-06-03 05:08:43,698 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 10:47:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 3.1863, loss: 3.1863 +2025-06-03 05:09:26,917 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 10:46:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.1604, loss: 3.1604 +2025-06-03 05:10:10,125 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 10:45:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.1268, loss: 3.1268 +2025-06-03 05:10:53,227 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:45:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.2323, loss: 3.2323 +2025-06-03 05:11:36,314 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:44:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.1884, loss: 3.1884 +2025-06-03 05:12:19,384 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:43:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.2292, loss: 3.2292 +2025-06-03 05:13:02,480 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:42:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1732, loss: 3.1732 +2025-06-03 05:13:45,564 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:42:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.2803, loss: 3.2803 +2025-06-03 05:14:28,694 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:41:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.2773, loss: 3.2773 +2025-06-03 05:15:11,757 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:40:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.2133, loss: 3.2133 +2025-06-03 05:15:54,915 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:40:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.1527, loss: 3.1527 +2025-06-03 05:16:38,107 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:39:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.2295, loss: 3.2295 +2025-06-03 05:17:21,332 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:38:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.3627, loss: 3.3627 +2025-06-03 05:18:04,515 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:37:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.0676, loss: 3.0676 +2025-06-03 05:18:27,974 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-03 05:19:53,392 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:19:53,467 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9878 +2025-06-03 05:19:53,470 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8630, top5_acc: 0.9878 +2025-06-03 05:20:57,317 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:36:39, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.1441, loss: 3.1441 +2025-06-03 05:21:40,527 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:35:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1931, loss: 3.1931 +2025-06-03 05:22:23,786 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:35:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 3.3056, loss: 3.3056 +2025-06-03 05:23:06,906 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:34:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 3.1555, loss: 3.1555 +2025-06-03 05:23:50,196 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:33:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 3.2272, loss: 3.2272 +2025-06-03 05:24:33,357 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:33:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.3648, loss: 3.3648 +2025-06-03 05:25:16,570 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:32:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.2313, loss: 3.2313 +2025-06-03 05:25:59,697 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:31:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.2792, loss: 3.2792 +2025-06-03 05:26:42,824 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:30:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.1156, loss: 3.1156 +2025-06-03 05:27:25,882 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:30:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.2847, loss: 3.2847 +2025-06-03 05:28:08,976 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:29:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.2592, loss: 3.2592 +2025-06-03 05:28:52,121 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:28:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.1310, loss: 3.1310 +2025-06-03 05:29:35,185 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:28:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.1669, loss: 3.1669 +2025-06-03 05:30:18,254 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:27:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.3088, loss: 3.3088 +2025-06-03 05:31:01,386 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:26:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.1740, loss: 3.1740 +2025-06-03 05:31:44,482 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:25:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2625, loss: 3.2625 +2025-06-03 05:32:27,530 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:25:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.1895, loss: 3.1895 +2025-06-03 05:33:10,649 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:24:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.2319, loss: 3.2319 +2025-06-03 05:33:53,677 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:23:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.2433, loss: 3.2433 +2025-06-03 05:34:36,765 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:23:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.1101, loss: 3.1101 +2025-06-03 05:35:19,879 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:22:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.2026, loss: 3.2026 +2025-06-03 05:36:03,078 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:21:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.3033, loss: 3.3033 +2025-06-03 05:36:46,238 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:20:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1649, loss: 3.1649 +2025-06-03 05:37:09,635 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-03 05:38:35,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:38:35,092 - pyskl - INFO - +top1_acc 0.8717 +top5_acc 0.9875 +2025-06-03 05:38:35,147 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_23.pth was removed +2025-06-03 05:38:36,169 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-06-03 05:38:36,170 - pyskl - INFO - Best top1_acc is 0.8717 at 28 epoch. +2025-06-03 05:38:36,173 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8717, top5_acc: 0.9875 +2025-06-03 05:39:39,333 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:19:40, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 3.1575, loss: 3.1575 +2025-06-03 05:40:22,453 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:18:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9831, loss_cls: 3.2457, loss: 3.2457 +2025-06-03 05:41:05,501 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:18:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.2356, loss: 3.2356 +2025-06-03 05:41:48,577 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:17:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.1689, loss: 3.1689 +2025-06-03 05:42:31,689 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:16:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.2007, loss: 3.2007 +2025-06-03 05:43:14,819 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:16:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.1941, loss: 3.1941 +2025-06-03 05:43:57,926 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:15:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.2689, loss: 3.2689 +2025-06-03 05:44:41,067 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 10:14:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.1345, loss: 3.1345 +2025-06-03 05:45:24,249 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 10:13:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.1454, loss: 3.1454 +2025-06-03 05:46:07,323 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:13:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1437, loss: 3.1437 +2025-06-03 05:46:50,372 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:12:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.1922, loss: 3.1922 +2025-06-03 05:47:33,457 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:11:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.2108, loss: 3.2108 +2025-06-03 05:48:16,528 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:11:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9606, loss_cls: 3.1958, loss: 3.1958 +2025-06-03 05:48:59,602 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:10:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.1868, loss: 3.1868 +2025-06-03 05:49:42,743 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:09:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.1727, loss: 3.1727 +2025-06-03 05:50:25,859 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:08:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.2538, loss: 3.2538 +2025-06-03 05:51:08,933 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:08:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.1457, loss: 3.1457 +2025-06-03 05:51:52,118 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:07:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.1006, loss: 3.1006 +2025-06-03 05:52:35,268 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:06:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1015, loss: 3.1015 +2025-06-03 05:53:18,378 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:06:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 3.2277, loss: 3.2277 +2025-06-03 05:54:01,519 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:05:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.1712, loss: 3.1712 +2025-06-03 05:54:44,602 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:04:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.3553, loss: 3.3553 +2025-06-03 05:55:27,715 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:03:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.1627, loss: 3.1627 +2025-06-03 05:55:51,183 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-03 05:57:16,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:57:16,756 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9862 +2025-06-03 05:57:16,759 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8601, top5_acc: 0.9862 +2025-06-03 05:58:20,196 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:02:41, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.1063, loss: 3.1063 +2025-06-03 05:59:03,255 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:01:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.1523, loss: 3.1523 +2025-06-03 05:59:46,204 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:01:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.1852, loss: 3.1852 +2025-06-03 06:00:29,250 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:00:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.2697, loss: 3.2697 +2025-06-03 06:01:12,290 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 9:59:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.1482, loss: 3.1482 +2025-06-03 06:01:55,433 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 9:59:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.0794, loss: 3.0794 +2025-06-03 06:02:38,485 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 9:58:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.2392, loss: 3.2392 +2025-06-03 06:03:21,632 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 9:57:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.1698, loss: 3.1698 +2025-06-03 06:04:04,768 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 9:56:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.1974, loss: 3.1974 +2025-06-03 06:04:47,922 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 9:56:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.1487, loss: 3.1487 +2025-06-03 06:05:31,002 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 9:55:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.0591, loss: 3.0591 +2025-06-03 06:06:14,102 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 9:54:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.1853, loss: 3.1853 +2025-06-03 06:06:57,311 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 9:54:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2199, loss: 3.2199 +2025-06-03 06:07:40,518 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 9:53:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.1229, loss: 3.1229 +2025-06-03 06:08:23,689 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 9:52:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.2048, loss: 3.2048 +2025-06-03 06:09:06,893 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 9:51:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.2624, loss: 3.2624 +2025-06-03 06:09:49,945 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 9:51:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.2509, loss: 3.2509 +2025-06-03 06:10:33,017 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 9:50:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.1934, loss: 3.1934 +2025-06-03 06:11:16,063 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 9:49:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.1746, loss: 3.1746 +2025-06-03 06:11:59,143 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 9:49:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.2531, loss: 3.2531 +2025-06-03 06:12:42,206 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 9:48:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.2176, loss: 3.2176 +2025-06-03 06:13:25,210 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 9:47:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0682, loss: 3.0682 +2025-06-03 06:14:08,248 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 9:46:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.2158, loss: 3.2158 +2025-06-03 06:14:31,497 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-03 06:23:34,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 06:23:34,123 - pyskl - INFO - +top1_acc 0.8754 +top5_acc 0.9891 +2025-06-03 06:23:34,175 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_28.pth was removed +2025-06-03 06:23:35,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2025-06-03 06:23:35,159 - pyskl - INFO - Best top1_acc is 0.8754 at 30 epoch. +2025-06-03 06:23:35,162 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8754, top5_acc: 0.9891 +2025-06-03 06:24:38,421 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:45:40, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.0166, loss: 3.0166 +2025-06-03 06:25:21,513 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:44:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.0600, loss: 3.0600 +2025-06-03 06:26:04,660 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:44:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0488, loss: 3.0488 +2025-06-03 06:26:47,810 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:43:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 3.0738, loss: 3.0738 +2025-06-03 06:27:30,926 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.2126, loss: 3.2126 +2025-06-03 06:28:14,086 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:42:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.1610, loss: 3.1610 +2025-06-03 06:28:57,176 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:41:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.2524, loss: 3.2524 +2025-06-03 06:29:40,419 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:40:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.3159, loss: 3.3159 +2025-06-03 06:30:23,708 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:39:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.1640, loss: 3.1640 +2025-06-03 06:31:07,040 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:39:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 3.2618, loss: 3.2618 +2025-06-03 06:31:50,183 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:38:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.1575, loss: 3.1575 +2025-06-03 06:32:33,324 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:37:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.2374, loss: 3.2374 +2025-06-03 06:33:16,416 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:37:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.2438, loss: 3.2438 +2025-06-03 06:33:59,597 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:36:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.1940, loss: 3.1940 +2025-06-03 06:34:42,778 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:35:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.1408, loss: 3.1408 +2025-06-03 06:35:25,877 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:35:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 3.0071, loss: 3.0071 +2025-06-03 06:36:09,253 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:34:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.2252, loss: 3.2252 +2025-06-03 06:36:52,454 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:33:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.1869, loss: 3.1869 +2025-06-03 06:37:35,622 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:32:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.3534, loss: 3.3534 +2025-06-03 06:38:18,702 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:32:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1577, loss: 3.1577 +2025-06-03 06:39:01,815 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:31:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.3154, loss: 3.3154 +2025-06-03 06:39:44,913 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:30:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.2484, loss: 3.2484 +2025-06-03 06:40:28,022 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:30:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.2550, loss: 3.2550 +2025-06-03 06:40:51,455 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-03 06:42:16,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 06:42:16,917 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9880 +2025-06-03 06:42:16,969 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_30.pth was removed +2025-06-03 06:42:17,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-06-03 06:42:17,962 - pyskl - INFO - Best top1_acc is 0.8775 at 31 epoch. +2025-06-03 06:42:17,964 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8775, top5_acc: 0.9880 +2025-06-03 06:43:21,307 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:28:45, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.1740, loss: 3.1740 +2025-06-03 06:44:04,644 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:28:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.1692, loss: 3.1692 +2025-06-03 06:44:47,798 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:27:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.1769, loss: 3.1769 +2025-06-03 06:45:31,015 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:26:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.1400, loss: 3.1400 +2025-06-03 06:46:14,193 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:25:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.0950, loss: 3.0950 +2025-06-03 06:46:57,349 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:25:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1177, loss: 3.1177 +2025-06-03 06:47:40,424 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:24:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.2474, loss: 3.2474 +2025-06-03 06:48:23,641 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:23:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.0396, loss: 3.0396 +2025-06-03 06:49:06,917 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:23:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9675, loss_cls: 3.1301, loss: 3.1301 +2025-06-03 06:49:50,124 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:22:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1207, loss: 3.1207 +2025-06-03 06:50:33,266 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:21:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1044, loss: 3.1044 +2025-06-03 06:51:16,433 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:20:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.1020, loss: 3.1020 +2025-06-03 06:51:59,533 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:20:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.1172, loss: 3.1172 +2025-06-03 06:52:42,535 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:19:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.1508, loss: 3.1508 +2025-06-03 06:53:25,639 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:18:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.1381, loss: 3.1381 +2025-06-03 06:54:08,778 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:18:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2159, loss: 3.2159 +2025-06-03 06:54:51,942 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:17:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.2437, loss: 3.2437 +2025-06-03 06:55:35,059 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:16:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.2138, loss: 3.2138 +2025-06-03 06:56:17,909 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:15:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.2204, loss: 3.2204 +2025-06-03 06:57:01,080 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:15:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.1837, loss: 3.1837 +2025-06-03 06:57:44,285 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:14:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0611, loss: 3.0611 +2025-06-03 06:58:27,482 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:13:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.2002, loss: 3.2002 +2025-06-03 06:59:10,625 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:13:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.2309, loss: 3.2309 +2025-06-03 06:59:34,059 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-03 07:00:59,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:00:59,766 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9839 +2025-06-03 07:00:59,769 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8328, top5_acc: 0.9839 +2025-06-03 07:02:03,635 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:11:52, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.1513, loss: 3.1513 +2025-06-03 07:02:46,890 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:11:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.1754, loss: 3.1754 +2025-06-03 07:03:30,084 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:10:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.1610, loss: 3.1610 +2025-06-03 07:04:13,190 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:09:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.1128, loss: 3.1128 +2025-06-03 07:04:56,224 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:09:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.1385, loss: 3.1385 +2025-06-03 07:05:39,298 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:08:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.1072, loss: 3.1072 +2025-06-03 07:06:22,321 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:07:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1841, loss: 3.1841 +2025-06-03 07:07:05,433 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:06:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1208, loss: 3.1208 +2025-06-03 07:07:48,516 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:06:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.1834, loss: 3.1834 +2025-06-03 07:08:31,746 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:05:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.1733, loss: 3.1733 +2025-06-03 07:09:14,892 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:04:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.2197, loss: 3.2197 +2025-06-03 07:09:58,036 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:04:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.2187, loss: 3.2187 +2025-06-03 07:10:41,142 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:03:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.1045, loss: 3.1045 +2025-06-03 07:11:24,173 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:02:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.1026, loss: 3.1026 +2025-06-03 07:12:07,289 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:01:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.0032, loss: 3.0032 +2025-06-03 07:12:50,434 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:01:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.0488, loss: 3.0488 +2025-06-03 07:13:33,585 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:00:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.1181, loss: 3.1181 +2025-06-03 07:14:16,708 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 8:59:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1258, loss: 3.1258 +2025-06-03 07:14:59,878 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 8:59:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.1885, loss: 3.1885 +2025-06-03 07:15:42,953 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 8:58:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1250, loss: 3.1250 +2025-06-03 07:16:26,187 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 8:57:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 3.2614, loss: 3.2614 +2025-06-03 07:17:09,356 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 8:56:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.0603, loss: 3.0603 +2025-06-03 07:17:52,449 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 8:56:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.1489, loss: 3.1489 +2025-06-03 07:18:15,886 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-03 07:19:41,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:19:41,417 - pyskl - INFO - +top1_acc 0.8600 +top5_acc 0.9857 +2025-06-03 07:19:41,421 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8600, top5_acc: 0.9857 +2025-06-03 07:20:45,060 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 8:54:56, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2032, loss: 3.2032 +2025-06-03 07:21:28,426 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 8:54:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1085, loss: 3.1085 +2025-06-03 07:22:11,546 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 8:53:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.0239, loss: 3.0239 +2025-06-03 07:22:54,625 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 8:52:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1562, loss: 3.1562 +2025-06-03 07:23:37,750 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 8:52:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1358, loss: 3.1358 +2025-06-03 07:24:20,861 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 8:51:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.1658, loss: 3.1658 +2025-06-03 07:25:03,967 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 8:50:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.2183, loss: 3.2183 +2025-06-03 07:25:47,018 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 8:49:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9985, loss: 2.9985 +2025-06-03 07:26:30,146 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 8:49:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 3.1026, loss: 3.1026 +2025-06-03 07:27:13,118 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 8:48:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.0224, loss: 3.0224 +2025-06-03 07:27:56,246 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 8:47:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.0275, loss: 3.0275 +2025-06-03 07:28:39,337 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 8:47:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.1884, loss: 3.1884 +2025-06-03 07:29:22,501 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:46:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.2319, loss: 3.2319 +2025-06-03 07:30:05,544 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:45:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.1357, loss: 3.1357 +2025-06-03 07:30:48,477 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:44:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.0301, loss: 3.0301 +2025-06-03 07:31:31,480 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:44:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.0314, loss: 3.0314 +2025-06-03 07:32:14,554 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:43:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.1615, loss: 3.1615 +2025-06-03 07:32:57,577 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:42:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.1128, loss: 3.1128 +2025-06-03 07:33:40,557 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:42:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.1264, loss: 3.1264 +2025-06-03 07:34:23,659 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:41:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.1476, loss: 3.1476 +2025-06-03 07:35:06,855 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:40:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.1347, loss: 3.1347 +2025-06-03 07:35:49,927 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:39:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1458, loss: 3.1458 +2025-06-03 07:36:32,983 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:39:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.2937, loss: 3.2937 +2025-06-03 07:36:56,259 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-03 07:38:21,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:38:21,653 - pyskl - INFO - +top1_acc 0.8707 +top5_acc 0.9876 +2025-06-03 07:38:21,656 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8707, top5_acc: 0.9876 +2025-06-03 07:39:24,955 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:37:57, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.1309, loss: 3.1309 +2025-06-03 07:40:08,031 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:37:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 2.9860, loss: 2.9860 +2025-06-03 07:40:51,070 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:36:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 3.0442, loss: 3.0442 +2025-06-03 07:41:33,996 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:35:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.0818, loss: 3.0818 +2025-06-03 07:42:17,126 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:35:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 3.1638, loss: 3.1638 +2025-06-03 07:43:00,223 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:34:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.1765, loss: 3.1765 +2025-06-03 07:43:43,316 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:33:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.2543, loss: 3.2543 +2025-06-03 07:44:26,450 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:32:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.1168, loss: 3.1168 +2025-06-03 07:45:09,568 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:32:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.1506, loss: 3.1506 +2025-06-03 07:45:52,766 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:31:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.1231, loss: 3.1231 +2025-06-03 07:46:35,798 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:30:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.1108, loss: 3.1108 +2025-06-03 07:47:18,831 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:30:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1382, loss: 3.1382 +2025-06-03 07:48:01,869 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:29:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.1151, loss: 3.1151 +2025-06-03 07:48:44,899 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:28:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.1105, loss: 3.1105 +2025-06-03 07:49:28,003 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:27:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.1391, loss: 3.1391 +2025-06-03 07:50:11,106 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:27:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.2174, loss: 3.2174 +2025-06-03 07:50:54,309 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:26:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1488, loss: 3.1488 +2025-06-03 07:51:37,406 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:25:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.0968, loss: 3.0968 +2025-06-03 07:52:20,534 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:25:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.0876, loss: 3.0876 +2025-06-03 07:53:03,734 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:24:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.1741, loss: 3.1741 +2025-06-03 07:53:46,927 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:23:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0981, loss: 3.0981 +2025-06-03 07:54:30,118 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:22:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.2381, loss: 3.2381 +2025-06-03 07:55:13,250 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:22:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.0942, loss: 3.0942 +2025-06-03 07:55:36,733 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-03 08:04:43,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:04:43,887 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9883 +2025-06-03 08:04:43,891 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8724, top5_acc: 0.9883 +2025-06-03 08:05:47,551 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:21:00, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0202, loss: 3.0202 +2025-06-03 08:06:30,686 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:20:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0761, loss: 3.0761 +2025-06-03 08:07:13,910 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:19:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.1861, loss: 3.1861 +2025-06-03 08:07:57,150 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:18:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.2090, loss: 3.2090 +2025-06-03 08:08:40,343 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:18:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9792, loss: 2.9792 +2025-06-03 08:09:23,586 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:17:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 2.9491, loss: 2.9491 +2025-06-03 08:10:06,721 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:16:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.1496, loss: 3.1496 +2025-06-03 08:10:49,874 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:16:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0877, loss: 3.0877 +2025-06-03 08:11:33,131 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:15:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.0263, loss: 3.0263 +2025-06-03 08:12:16,351 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:14:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.0290, loss: 3.0290 +2025-06-03 08:12:59,565 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:13:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.2186, loss: 3.2186 +2025-06-03 08:13:42,694 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:13:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.2056, loss: 3.2056 +2025-06-03 08:14:25,793 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:12:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.1295, loss: 3.1295 +2025-06-03 08:15:08,919 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:11:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.0896, loss: 3.0896 +2025-06-03 08:15:52,109 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:11:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.1148, loss: 3.1148 +2025-06-03 08:16:35,253 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:10:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0420, loss: 3.0420 +2025-06-03 08:17:18,355 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:09:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 3.0290, loss: 3.0290 +2025-06-03 08:18:01,438 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:08:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.1217, loss: 3.1217 +2025-06-03 08:18:44,517 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:08:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0743, loss: 3.0743 +2025-06-03 08:19:27,591 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:07:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.0238, loss: 3.0238 +2025-06-03 08:20:10,616 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:06:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.0999, loss: 3.0999 +2025-06-03 08:20:53,693 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:06:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.2233, loss: 3.2233 +2025-06-03 08:21:36,874 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:05:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.1447, loss: 3.1447 +2025-06-03 08:22:00,327 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-03 08:23:25,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:23:25,972 - pyskl - INFO - +top1_acc 0.8532 +top5_acc 0.9877 +2025-06-03 08:23:25,975 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8532, top5_acc: 0.9877 +2025-06-03 08:24:30,358 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:04:09, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 2.9476, loss: 2.9476 +2025-06-03 08:25:13,614 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:03:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.1889, loss: 3.1889 +2025-06-03 08:25:56,802 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:02:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.0763, loss: 3.0763 +2025-06-03 08:26:40,008 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:02:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 3.0783, loss: 3.0783 +2025-06-03 08:27:23,164 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:01:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.1696, loss: 3.1696 +2025-06-03 08:28:06,295 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:00:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.1060, loss: 3.1060 +2025-06-03 08:28:49,414 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 7:59:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1500, loss: 3.1500 +2025-06-03 08:29:32,577 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 7:59:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0451, loss: 3.0451 +2025-06-03 08:30:15,933 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 7:58:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.1321, loss: 3.1321 +2025-06-03 08:30:59,145 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 7:57:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.1311, loss: 3.1311 +2025-06-03 08:31:42,301 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 7:57:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.1031, loss: 3.1031 +2025-06-03 08:32:25,333 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 7:56:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.1960, loss: 3.1960 +2025-06-03 08:33:08,296 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 7:55:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0732, loss: 3.0732 +2025-06-03 08:33:51,371 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 7:54:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.0571, loss: 3.0571 +2025-06-03 08:34:34,337 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 7:54:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.0938, loss: 3.0938 +2025-06-03 08:35:17,341 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 7:53:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.0452, loss: 3.0452 +2025-06-03 08:36:00,372 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 7:52:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9992, loss: 2.9992 +2025-06-03 08:36:43,422 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 7:52:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.1491, loss: 3.1491 +2025-06-03 08:37:26,473 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 7:51:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.1058, loss: 3.1058 +2025-06-03 08:38:09,519 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 7:50:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9688, loss_cls: 3.0057, loss: 3.0057 +2025-06-03 08:38:52,553 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 7:49:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.0380, loss: 3.0380 +2025-06-03 08:39:35,633 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 7:49:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0757, loss: 3.0757 +2025-06-03 08:40:18,759 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 7:48:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1542, loss: 3.1542 +2025-06-03 08:40:42,133 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-03 08:42:07,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:42:07,240 - pyskl - INFO - +top1_acc 0.8759 +top5_acc 0.9877 +2025-06-03 08:42:07,243 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8759, top5_acc: 0.9877 +2025-06-03 08:43:11,011 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 7:47:13, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0254, loss: 3.0254 +2025-06-03 08:43:54,166 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:46:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9818, loss: 2.9818 +2025-06-03 08:44:37,308 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:45:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0202, loss: 3.0202 +2025-06-03 08:45:20,429 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:45:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9866, loss: 2.9866 +2025-06-03 08:46:03,583 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:44:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.0174, loss: 3.0174 +2025-06-03 08:46:46,682 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:43:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1322, loss: 3.1322 +2025-06-03 08:47:29,777 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:42:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 3.0034, loss: 3.0034 +2025-06-03 08:48:12,939 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:42:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 2.9677, loss: 2.9677 +2025-06-03 08:48:56,175 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:41:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0861, loss: 3.0861 +2025-06-03 08:49:39,397 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:40:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.1408, loss: 3.1408 +2025-06-03 08:50:22,663 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:40:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.0664, loss: 3.0664 +2025-06-03 08:51:06,045 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:39:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 3.1376, loss: 3.1376 +2025-06-03 08:51:49,230 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:38:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.2152, loss: 3.2152 +2025-06-03 08:52:32,295 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:37:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 3.1727, loss: 3.1727 +2025-06-03 08:53:15,454 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:37:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.1485, loss: 3.1485 +2025-06-03 08:53:58,594 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:36:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0931, loss: 3.0931 +2025-06-03 08:54:41,689 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:35:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.0498, loss: 3.0498 +2025-06-03 08:55:24,806 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:35:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 3.1369, loss: 3.1369 +2025-06-03 08:56:08,051 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:34:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.0818, loss: 3.0818 +2025-06-03 08:56:51,164 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:33:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.1148, loss: 3.1148 +2025-06-03 08:57:34,223 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:32:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9400, loss: 2.9400 +2025-06-03 08:58:17,364 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:32:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9625, loss_cls: 3.1357, loss: 3.1357 +2025-06-03 08:59:00,426 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:31:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.0870, loss: 3.0870 +2025-06-03 08:59:23,850 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-03 09:00:49,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:00:49,252 - pyskl - INFO - +top1_acc 0.8819 +top5_acc 0.9897 +2025-06-03 09:00:49,306 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_31.pth was removed +2025-06-03 09:00:50,408 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2025-06-03 09:00:50,408 - pyskl - INFO - Best top1_acc is 0.8819 at 38 epoch. +2025-06-03 09:00:50,411 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8819, top5_acc: 0.9897 +2025-06-03 09:01:54,413 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:30:21, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.0199, loss: 3.0199 +2025-06-03 09:02:37,608 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:29:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.0176, loss: 3.0176 +2025-06-03 09:03:20,790 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:28:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.9815, loss: 2.9815 +2025-06-03 09:04:03,955 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:28:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.1544, loss: 3.1544 +2025-06-03 09:04:47,078 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:27:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0077, loss: 3.0077 +2025-06-03 09:05:30,191 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:26:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.0694, loss: 3.0694 +2025-06-03 09:06:13,445 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:26:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.1957, loss: 3.1957 +2025-06-03 09:06:56,612 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:25:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 3.0240, loss: 3.0240 +2025-06-03 09:07:39,863 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:24:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1186, loss: 3.1186 +2025-06-03 09:08:23,053 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:23:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 3.0836, loss: 3.0836 +2025-06-03 09:09:06,292 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:23:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1091, loss: 3.1091 +2025-06-03 09:09:49,359 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:22:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1051, loss: 3.1051 +2025-06-03 09:10:32,426 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:21:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0292, loss: 3.0292 +2025-06-03 09:11:15,482 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:21:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.0382, loss: 3.0382 +2025-06-03 09:11:58,674 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:20:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.9761, loss: 2.9761 +2025-06-03 09:12:41,937 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:19:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.0145, loss: 3.0145 +2025-06-03 09:13:25,157 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:18:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.1779, loss: 3.1779 +2025-06-03 09:14:08,270 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:18:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.1426, loss: 3.1426 +2025-06-03 09:14:51,539 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:17:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.1745, loss: 3.1745 +2025-06-03 09:15:34,697 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:16:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.1442, loss: 3.1442 +2025-06-03 09:16:17,917 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:16:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.0679, loss: 3.0679 +2025-06-03 09:17:01,046 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:15:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.0759, loss: 3.0759 +2025-06-03 09:17:44,230 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:14:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0472, loss: 3.0472 +2025-06-03 09:18:07,702 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-03 09:19:33,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:19:33,080 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9868 +2025-06-03 09:19:33,083 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8595, top5_acc: 0.9868 +2025-06-03 09:20:36,794 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:13:29, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9600, loss: 2.9600 +2025-06-03 09:21:19,985 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:12:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.9580, loss: 2.9580 +2025-06-03 09:22:03,256 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:12:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 3.0475, loss: 3.0475 +2025-06-03 09:22:46,370 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:11:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9965, loss: 2.9965 +2025-06-03 09:23:29,496 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:10:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.9393, loss: 2.9393 +2025-06-03 09:24:12,705 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:09:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.0675, loss: 3.0675 +2025-06-03 09:24:55,790 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:09:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9712, loss_cls: 2.9760, loss: 2.9760 +2025-06-03 09:25:38,954 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:08:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0245, loss: 3.0245 +2025-06-03 09:26:22,125 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:07:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 2.9568, loss: 2.9568 +2025-06-03 09:27:05,345 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:07:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.0519, loss: 3.0519 +2025-06-03 09:27:48,517 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:06:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.1344, loss: 3.1344 +2025-06-03 09:28:31,626 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:05:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 3.0305, loss: 3.0305 +2025-06-03 09:29:14,613 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:04:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.0240, loss: 3.0240 +2025-06-03 09:29:57,582 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:04:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.0530, loss: 3.0530 +2025-06-03 09:30:40,686 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:03:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.1671, loss: 3.1671 +2025-06-03 09:31:23,758 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:02:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.9901, loss: 2.9901 +2025-06-03 09:32:06,851 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:02:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0740, loss: 3.0740 +2025-06-03 09:32:49,971 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:01:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.1320, loss: 3.1320 +2025-06-03 09:33:33,202 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:00:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.1193, loss: 3.1193 +2025-06-03 09:34:16,233 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 6:59:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0332, loss: 3.0332 +2025-06-03 09:34:59,326 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 6:59:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.0977, loss: 3.0977 +2025-06-03 09:35:42,280 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 6:58:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9842, loss: 2.9842 +2025-06-03 09:36:25,227 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 6:57:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0902, loss: 3.0902 +2025-06-03 09:36:48,591 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-03 09:45:14,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:45:14,234 - pyskl - INFO - +top1_acc 0.8769 +top5_acc 0.9888 +2025-06-03 09:45:14,237 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8769, top5_acc: 0.9888 +2025-06-03 09:46:17,926 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 6:56:33, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9156, loss: 2.9156 +2025-06-03 09:47:01,053 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 6:55:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 2.9679, loss: 2.9679 +2025-06-03 09:47:44,211 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 6:55:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.0794, loss: 3.0794 +2025-06-03 09:48:27,323 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 6:54:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.9957, loss: 2.9957 +2025-06-03 09:49:10,428 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 6:53:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9838, loss_cls: 2.9949, loss: 2.9949 +2025-06-03 09:49:53,467 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 6:52:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.0019, loss: 3.0019 +2025-06-03 09:50:36,511 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 6:52:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 3.0104, loss: 3.0104 +2025-06-03 09:51:19,605 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 6:51:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.0044, loss: 3.0044 +2025-06-03 09:52:02,557 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 6:50:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.9213, loss: 2.9213 +2025-06-03 09:52:45,461 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 6:50:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.1493, loss: 3.1493 +2025-06-03 09:53:28,553 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 6:49:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.1595, loss: 3.1595 +2025-06-03 09:54:11,608 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 6:48:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.0347, loss: 3.0347 +2025-06-03 09:54:54,907 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 6:47:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0225, loss: 3.0225 +2025-06-03 09:55:37,973 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:47:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.1351, loss: 3.1351 +2025-06-03 09:56:21,001 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:46:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.0971, loss: 3.0971 +2025-06-03 09:57:04,117 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:45:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.1038, loss: 3.1038 +2025-06-03 09:57:47,174 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:45:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.1309, loss: 3.1309 +2025-06-03 09:58:30,192 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:44:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0398, loss: 3.0398 +2025-06-03 09:59:13,239 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:43:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 3.0492, loss: 3.0492 +2025-06-03 09:59:56,350 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:42:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.1125, loss: 3.1125 +2025-06-03 10:00:39,374 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:42:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.0804, loss: 3.0804 +2025-06-03 10:01:22,387 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:41:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.1515, loss: 3.1515 +2025-06-03 10:02:05,526 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:40:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.0975, loss: 3.0975 +2025-06-03 10:02:28,973 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-03 10:03:54,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:03:54,608 - pyskl - INFO - +top1_acc 0.8594 +top5_acc 0.9902 +2025-06-03 10:03:54,611 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8594, top5_acc: 0.9902 +2025-06-03 10:04:58,874 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:39:37, time: 0.643, data_time: 0.205, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.9342, loss: 2.9342 +2025-06-03 10:05:42,693 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:38:56, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0211, loss: 3.0211 +2025-06-03 10:06:26,281 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:38:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9819, loss: 2.9819 +2025-06-03 10:07:09,697 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:37:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.9410, loss: 2.9410 +2025-06-03 10:07:52,857 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:36:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.9019, loss: 2.9019 +2025-06-03 10:08:35,954 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:36:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 2.9601, loss: 2.9601 +2025-06-03 10:09:19,110 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:35:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9232, loss: 2.9232 +2025-06-03 10:10:02,361 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:34:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9817, loss: 2.9817 +2025-06-03 10:10:45,644 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:33:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.1012, loss: 3.1012 +2025-06-03 10:11:28,974 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:33:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2009, loss: 3.2009 +2025-06-03 10:12:12,106 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:32:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 3.0149, loss: 3.0149 +2025-06-03 10:12:55,211 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:31:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 2.9854, loss: 2.9854 +2025-06-03 10:13:38,400 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:31:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9723, loss: 2.9723 +2025-06-03 10:14:21,430 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:30:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0186, loss: 3.0186 +2025-06-03 10:15:04,478 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:29:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0177, loss: 3.0177 +2025-06-03 10:15:47,558 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:28:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.1285, loss: 3.1285 +2025-06-03 10:16:30,680 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:28:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 3.0609, loss: 3.0609 +2025-06-03 10:17:13,750 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:27:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 3.1225, loss: 3.1225 +2025-06-03 10:17:56,887 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:26:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0637, loss: 3.0637 +2025-06-03 10:18:40,002 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:26:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0710, loss: 3.0710 +2025-06-03 10:19:23,115 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:25:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.0823, loss: 3.0823 +2025-06-03 10:20:06,257 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:24:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 2.9825, loss: 2.9825 +2025-06-03 10:20:49,246 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:23:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 3.0330, loss: 3.0330 +2025-06-03 10:21:12,735 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-03 10:22:38,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:22:38,194 - pyskl - INFO - +top1_acc 0.8845 +top5_acc 0.9892 +2025-06-03 10:22:38,250 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_38.pth was removed +2025-06-03 10:22:39,285 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-06-03 10:22:39,285 - pyskl - INFO - Best top1_acc is 0.8845 at 42 epoch. +2025-06-03 10:22:39,288 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8845, top5_acc: 0.9892 +2025-06-03 10:23:42,650 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:22:45, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.9489, loss: 2.9489 +2025-06-03 10:24:25,719 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:22:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.0410, loss: 3.0410 +2025-06-03 10:25:08,863 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:21:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 2.8566, loss: 2.8566 +2025-06-03 10:25:52,157 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:20:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.9262, loss: 2.9262 +2025-06-03 10:26:35,307 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:19:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9453, loss: 2.9453 +2025-06-03 10:27:18,503 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:19:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.9901, loss: 2.9901 +2025-06-03 10:28:01,550 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9397, loss: 2.9397 +2025-06-03 10:28:44,658 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:17:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.1394, loss: 3.1394 +2025-06-03 10:29:27,769 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:17:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.9671, loss: 2.9671 +2025-06-03 10:30:10,856 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:16:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.0686, loss: 3.0686 +2025-06-03 10:30:53,988 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:15:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0958, loss: 3.0958 +2025-06-03 10:31:37,092 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:14:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.1038, loss: 3.1038 +2025-06-03 10:32:20,214 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:14:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0202, loss: 3.0202 +2025-06-03 10:33:03,261 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:13:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 2.9714, loss: 2.9714 +2025-06-03 10:33:46,393 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:12:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 3.1150, loss: 3.1150 +2025-06-03 10:34:29,472 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:12:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 3.0425, loss: 3.0425 +2025-06-03 10:35:12,643 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:11:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1191, loss: 3.1191 +2025-06-03 10:35:55,733 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:10:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9274, loss: 2.9274 +2025-06-03 10:36:38,841 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:09:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9675, loss_cls: 3.0483, loss: 3.0483 +2025-06-03 10:37:22,043 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:09:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.0581, loss: 3.0581 +2025-06-03 10:38:05,225 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:08:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.0281, loss: 3.0281 +2025-06-03 10:38:48,430 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:07:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.0115, loss: 3.0115 +2025-06-03 10:39:31,529 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:07:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0916, loss: 3.0916 +2025-06-03 10:39:54,976 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-03 10:41:20,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:41:20,596 - pyskl - INFO - +top1_acc 0.8871 +top5_acc 0.9882 +2025-06-03 10:41:20,648 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_42.pth was removed +2025-06-03 10:41:21,637 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-06-03 10:41:21,638 - pyskl - INFO - Best top1_acc is 0.8871 at 43 epoch. +2025-06-03 10:41:21,640 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8871, top5_acc: 0.9882 +2025-06-03 10:42:25,251 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:05:51, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9515, loss: 2.9515 +2025-06-03 10:43:08,454 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:05:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9716, loss: 2.9716 +2025-06-03 10:43:51,634 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:04:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0644, loss: 3.0644 +2025-06-03 10:44:34,664 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:03:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0413, loss: 3.0413 +2025-06-03 10:45:17,575 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:02:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.9019, loss: 2.9019 +2025-06-03 10:46:00,661 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:02:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 2.9454, loss: 2.9454 +2025-06-03 10:46:43,777 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:01:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.0483, loss: 3.0483 +2025-06-03 10:47:26,915 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:00:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9154, loss: 2.9154 +2025-06-03 10:48:10,014 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:00:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9148, loss: 2.9148 +2025-06-03 10:48:53,063 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 5:59:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 2.9352, loss: 2.9352 +2025-06-03 10:49:36,386 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 5:58:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.0474, loss: 3.0474 +2025-06-03 10:50:19,681 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 5:57:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9865, loss: 2.9865 +2025-06-03 10:51:03,017 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 5:57:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 2.9250, loss: 2.9250 +2025-06-03 10:51:46,244 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 5:56:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.0172, loss: 3.0172 +2025-06-03 10:52:29,304 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 5:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.1075, loss: 3.1075 +2025-06-03 10:53:12,368 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 5:55:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0835, loss: 3.0835 +2025-06-03 10:53:55,361 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 5:54:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.0493, loss: 3.0493 +2025-06-03 10:54:38,380 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 5:53:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9591, loss: 2.9591 +2025-06-03 10:55:21,602 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 5:52:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.9437, loss: 2.9437 +2025-06-03 10:56:04,712 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 5:52:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.8989, loss: 2.8989 +2025-06-03 10:56:47,885 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 5:51:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.9973, loss: 2.9973 +2025-06-03 10:57:30,978 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 5:50:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9781, loss: 2.9781 +2025-06-03 10:58:14,008 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 5:50:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 3.0384, loss: 3.0384 +2025-06-03 10:58:37,317 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-03 11:00:02,807 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:00:02,882 - pyskl - INFO - +top1_acc 0.8813 +top5_acc 0.9895 +2025-06-03 11:00:02,885 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8813, top5_acc: 0.9895 +2025-06-03 11:01:06,524 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 5:48:56, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9570, loss: 2.9570 +2025-06-03 11:01:49,779 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 5:48:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.1027, loss: 3.1027 +2025-06-03 11:02:32,917 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:47:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8661, loss: 2.8661 +2025-06-03 11:03:16,076 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:46:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9258, loss: 2.9258 +2025-06-03 11:03:59,222 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:46:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.9864, loss: 2.9864 +2025-06-03 11:04:42,336 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:45:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.0485, loss: 3.0485 +2025-06-03 11:05:25,378 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:44:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 2.9580, loss: 2.9580 +2025-06-03 11:06:08,246 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:43:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.0854, loss: 3.0854 +2025-06-03 11:06:51,352 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:43:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 3.0015, loss: 3.0015 +2025-06-03 11:07:34,639 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:42:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 2.9277, loss: 2.9277 +2025-06-03 11:08:17,830 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:41:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8999, loss: 2.8999 +2025-06-03 11:09:01,001 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:41:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0642, loss: 3.0642 +2025-06-03 11:09:44,367 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:40:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 2.9659, loss: 2.9659 +2025-06-03 11:10:27,749 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:39:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 2.9267, loss: 2.9267 +2025-06-03 11:11:11,016 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:38:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.0185, loss: 3.0185 +2025-06-03 11:11:54,063 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:38:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.0525, loss: 3.0525 +2025-06-03 11:12:37,168 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:37:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9385, loss: 2.9385 +2025-06-03 11:13:20,316 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:36:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9415, loss: 2.9415 +2025-06-03 11:14:03,370 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:36:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9694, loss_cls: 3.0270, loss: 3.0270 +2025-06-03 11:14:46,418 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:35:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0275, loss: 3.0275 +2025-06-03 11:15:29,555 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:34:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.0834, loss: 3.0834 +2025-06-03 11:16:12,704 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:33:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9294, loss: 2.9294 +2025-06-03 11:16:55,871 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:33:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0647, loss: 3.0647 +2025-06-03 11:17:19,249 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-03 11:26:39,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:26:39,691 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9897 +2025-06-03 11:26:39,745 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_43.pth was removed +2025-06-03 11:26:40,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2025-06-03 11:26:40,735 - pyskl - INFO - Best top1_acc is 0.8919 at 45 epoch. +2025-06-03 11:26:40,737 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8919, top5_acc: 0.9897 +2025-06-03 11:27:44,261 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:32:03, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.8950, loss: 2.8950 +2025-06-03 11:28:27,337 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:31:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.9333, loss: 2.9333 +2025-06-03 11:29:10,394 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:30:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.0061, loss: 3.0061 +2025-06-03 11:29:53,366 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:29:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 2.9847, loss: 2.9847 +2025-06-03 11:30:36,494 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:29:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 2.9967, loss: 2.9967 +2025-06-03 11:31:19,418 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:28:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.0188, loss: 3.0188 +2025-06-03 11:32:02,470 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:27:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.9581, loss: 2.9581 +2025-06-03 11:32:45,594 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:27:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.9726, loss: 2.9726 +2025-06-03 11:33:28,700 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.0656, loss: 3.0656 +2025-06-03 11:34:11,934 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:25:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.0092, loss: 3.0092 +2025-06-03 11:34:55,112 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:24:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 3.0678, loss: 3.0678 +2025-06-03 11:35:38,230 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:24:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.0593, loss: 3.0593 +2025-06-03 11:36:21,100 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:23:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9609, loss: 2.9609 +2025-06-03 11:37:04,277 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:22:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9385, loss: 2.9385 +2025-06-03 11:37:47,653 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:22:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.8728, loss: 2.8728 +2025-06-03 11:38:30,986 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:21:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.0769, loss: 3.0769 +2025-06-03 11:39:14,179 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:20:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 2.9929, loss: 2.9929 +2025-06-03 11:39:57,313 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:19:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9850, loss_cls: 2.9113, loss: 2.9113 +2025-06-03 11:40:40,525 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:19:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 2.9765, loss: 2.9765 +2025-06-03 11:41:23,811 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:18:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 2.9759, loss: 2.9759 +2025-06-03 11:42:07,134 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:17:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.9922, loss: 2.9922 +2025-06-03 11:42:50,349 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:17:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.9504, loss: 2.9504 +2025-06-03 11:43:33,425 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:16:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.0294, loss: 3.0294 +2025-06-03 11:43:56,916 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-03 11:45:22,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:45:22,592 - pyskl - INFO - +top1_acc 0.8722 +top5_acc 0.9879 +2025-06-03 11:45:22,595 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8722, top5_acc: 0.9879 +2025-06-03 11:46:26,385 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:15:10, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.8308, loss: 2.8308 +2025-06-03 11:47:09,605 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:14:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.9199, loss: 2.9199 +2025-06-03 11:47:52,882 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:13:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 2.9151, loss: 2.9151 +2025-06-03 11:48:35,994 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:13:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.9675, loss: 2.9675 +2025-06-03 11:49:19,157 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:12:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.8980, loss: 2.8980 +2025-06-03 11:50:02,273 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:11:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0562, loss: 3.0562 +2025-06-03 11:50:45,422 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:10:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.0062, loss: 3.0062 +2025-06-03 11:51:28,624 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:10:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.0514, loss: 3.0514 +2025-06-03 11:52:11,704 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:09:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8968, loss: 2.8968 +2025-06-03 11:52:54,899 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:08:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.0048, loss: 3.0048 +2025-06-03 11:53:38,047 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:08:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.9613, loss: 2.9613 +2025-06-03 11:54:21,066 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:07:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8486, loss: 2.8486 +2025-06-03 11:55:04,215 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:06:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.9247, loss: 2.9247 +2025-06-03 11:55:47,284 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:05:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 2.9948, loss: 2.9948 +2025-06-03 11:56:30,394 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:05:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 2.9724, loss: 2.9724 +2025-06-03 11:57:13,484 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:04:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.0704, loss: 3.0704 +2025-06-03 11:57:56,442 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:03:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.0508, loss: 3.0508 +2025-06-03 11:58:39,565 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:03:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9650, loss: 2.9650 +2025-06-03 11:59:22,679 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:02:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.9689, loss: 2.9689 +2025-06-03 12:00:05,749 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:01:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.0227, loss: 3.0227 +2025-06-03 12:00:48,811 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:00:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.9843, loss: 2.9843 +2025-06-03 12:01:31,931 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:00:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 2.9738, loss: 2.9738 +2025-06-03 12:02:15,006 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 4:59:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 3.0078, loss: 3.0078 +2025-06-03 12:02:38,388 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-03 12:04:03,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:04:03,799 - pyskl - INFO - +top1_acc 0.8673 +top5_acc 0.9908 +2025-06-03 12:04:03,802 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8673, top5_acc: 0.9908 +2025-06-03 12:05:07,795 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 4:58:16, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9731, loss_cls: 2.8468, loss: 2.8468 +2025-06-03 12:05:50,853 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 4:57:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.9170, loss: 2.9170 +2025-06-03 12:06:33,972 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 4:56:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.9005, loss: 2.9005 +2025-06-03 12:07:17,082 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 4:56:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9213, loss: 2.9213 +2025-06-03 12:08:00,319 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 4:55:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.8744, loss: 2.8744 +2025-06-03 12:08:43,209 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 4:54:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.8869, loss: 2.8869 +2025-06-03 12:09:26,353 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 4:53:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.0358, loss: 3.0358 +2025-06-03 12:10:09,526 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 4:53:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 2.9300, loss: 2.9300 +2025-06-03 12:10:52,646 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 4:52:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 3.0012, loss: 3.0012 +2025-06-03 12:11:35,759 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 4:51:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.9687, loss: 2.9687 +2025-06-03 12:12:18,819 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 4:51:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8566, loss: 2.8566 +2025-06-03 12:13:01,945 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 4:50:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 2.9749, loss: 2.9749 +2025-06-03 12:13:44,961 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 4:49:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.0199, loss: 3.0199 +2025-06-03 12:14:28,037 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 4:48:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 2.9639, loss: 2.9639 +2025-06-03 12:15:11,134 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:48:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 3.1041, loss: 3.1041 +2025-06-03 12:15:54,142 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:47:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.0034, loss: 3.0034 +2025-06-03 12:16:37,138 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:46:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.9049, loss: 2.9049 +2025-06-03 12:17:20,114 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:46:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.0082, loss: 3.0082 +2025-06-03 12:18:03,141 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:45:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.0218, loss: 3.0218 +2025-06-03 12:18:46,149 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:44:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 2.9411, loss: 2.9411 +2025-06-03 12:19:29,120 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:43:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0215, loss: 3.0215 +2025-06-03 12:20:12,093 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:43:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0512, loss: 3.0512 +2025-06-03 12:20:55,153 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:42:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.9863, loss: 2.9863 +2025-06-03 12:21:18,479 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-03 12:22:44,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:22:44,172 - pyskl - INFO - +top1_acc 0.8671 +top5_acc 0.9864 +2025-06-03 12:22:44,175 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8671, top5_acc: 0.9864 +2025-06-03 12:23:47,518 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:41:18, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.9213, loss: 2.9213 +2025-06-03 12:24:30,677 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:40:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9395, loss: 2.9395 +2025-06-03 12:25:13,550 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:39:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 2.9099, loss: 2.9099 +2025-06-03 12:25:56,591 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:39:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.8802, loss: 2.8802 +2025-06-03 12:26:39,645 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:38:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.8908, loss: 2.8908 +2025-06-03 12:27:22,558 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:37:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9281, loss: 2.9281 +2025-06-03 12:28:05,622 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:36:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9700, loss_cls: 2.9165, loss: 2.9165 +2025-06-03 12:28:48,746 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:36:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.8809, loss: 2.8809 +2025-06-03 12:29:31,766 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:35:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9681, loss_cls: 2.9648, loss: 2.9648 +2025-06-03 12:30:14,885 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:34:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.9149, loss: 2.9149 +2025-06-03 12:30:58,353 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:34:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.9637, loss: 2.9637 +2025-06-03 12:31:41,479 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:33:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 2.9602, loss: 2.9602 +2025-06-03 12:32:24,466 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:32:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8667, loss: 2.8667 +2025-06-03 12:33:07,628 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:31:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.8620, loss: 2.8620 +2025-06-03 12:33:50,751 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:31:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 2.9949, loss: 2.9949 +2025-06-03 12:34:33,924 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:30:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9825, loss: 2.9825 +2025-06-03 12:35:16,906 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:29:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9579, loss: 2.9579 +2025-06-03 12:36:00,054 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:29:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0068, loss: 3.0068 +2025-06-03 12:36:43,114 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:28:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0576, loss: 3.0576 +2025-06-03 12:37:26,136 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:27:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.9917, loss: 2.9917 +2025-06-03 12:38:09,132 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:26:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 2.9491, loss: 2.9491 +2025-06-03 12:38:52,140 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:26:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.9370, loss: 2.9370 +2025-06-03 12:39:35,250 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:25:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0112, loss: 3.0112 +2025-06-03 12:39:58,606 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-03 12:41:24,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:41:24,202 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9911 +2025-06-03 12:41:24,256 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_45.pth was removed +2025-06-03 12:41:25,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-06-03 12:41:25,262 - pyskl - INFO - Best top1_acc is 0.8928 at 49 epoch. +2025-06-03 12:41:25,265 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8928, top5_acc: 0.9911 +2025-06-03 12:42:29,430 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:24:23, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.9344, loss: 2.9344 +2025-06-03 12:43:12,608 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:23:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.8830, loss: 2.8830 +2025-06-03 12:43:55,762 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:22:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.8610, loss: 2.8610 +2025-06-03 12:44:38,940 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:22:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 2.8987, loss: 2.8987 +2025-06-03 12:45:22,015 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:21:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8943, loss: 2.8943 +2025-06-03 12:46:05,174 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:20:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9318, loss: 2.9318 +2025-06-03 12:46:48,226 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:20:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.9320, loss: 2.9320 +2025-06-03 12:47:31,375 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:19:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8713, loss: 2.8713 +2025-06-03 12:48:14,537 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:18:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.0169, loss: 3.0169 +2025-06-03 12:48:57,660 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:17:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 2.9340, loss: 2.9340 +2025-06-03 12:49:40,887 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:17:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 2.9781, loss: 2.9781 +2025-06-03 12:50:24,157 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:16:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 2.9597, loss: 2.9597 +2025-06-03 12:51:07,289 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:15:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.9037, loss: 2.9037 +2025-06-03 12:51:50,431 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:15:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.9695, loss: 2.9695 +2025-06-03 12:52:33,513 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:14:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 2.9845, loss: 2.9845 +2025-06-03 12:53:16,594 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:13:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8635, loss: 2.8635 +2025-06-03 12:53:59,749 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:12:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 2.8989, loss: 2.8989 +2025-06-03 12:54:42,809 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:12:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9914, loss: 2.9914 +2025-06-03 12:55:25,911 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:11:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.9640, loss: 2.9640 +2025-06-03 12:56:08,972 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:10:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.0011, loss: 3.0011 +2025-06-03 12:56:52,062 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:10:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9728, loss: 2.9728 +2025-06-03 12:57:35,286 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:09:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.9237, loss: 2.9237 +2025-06-03 12:58:18,397 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:08:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.0013, loss: 3.0013 +2025-06-03 12:58:41,845 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-03 13:07:30,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:07:30,539 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9900 +2025-06-03 13:07:30,598 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_49.pth was removed +2025-06-03 13:07:31,651 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2025-06-03 13:07:31,652 - pyskl - INFO - Best top1_acc is 0.8965 at 50 epoch. +2025-06-03 13:07:31,655 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8965, top5_acc: 0.9900 +2025-06-03 13:08:35,634 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:07:30, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 2.8788, loss: 2.8788 +2025-06-03 13:09:18,761 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:06:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.8857, loss: 2.8857 +2025-06-03 13:10:01,935 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:06:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.9346, loss: 2.9346 +2025-06-03 13:10:45,181 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:05:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8517, loss: 2.8517 +2025-06-03 13:11:28,287 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:04:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.8132, loss: 2.8132 +2025-06-03 13:12:11,334 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:03:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8158, loss: 2.8158 +2025-06-03 13:12:54,414 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:03:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.8871, loss: 2.8871 +2025-06-03 13:13:37,456 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.9188, loss: 2.9188 +2025-06-03 13:14:20,518 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:01:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 2.9530, loss: 2.9530 +2025-06-03 13:15:03,638 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:01:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.9829, loss: 2.9829 +2025-06-03 13:15:46,814 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:00:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9944, loss: 2.9944 +2025-06-03 13:16:29,880 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 3:59:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9925, loss: 2.9925 +2025-06-03 13:17:13,108 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 3:58:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.8163, loss: 2.8163 +2025-06-03 13:17:56,260 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 3:58:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 3.0320, loss: 3.0320 +2025-06-03 13:18:39,298 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 3:57:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9293, loss: 2.9293 +2025-06-03 13:19:22,391 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 3:56:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 2.9615, loss: 2.9615 +2025-06-03 13:20:05,578 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 3:56:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 2.8968, loss: 2.8968 +2025-06-03 13:20:48,783 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 3:55:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.8823, loss: 2.8823 +2025-06-03 13:21:32,030 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 3:54:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.9733, loss: 2.9733 +2025-06-03 13:22:15,166 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 3:53:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9694, loss_cls: 3.0315, loss: 3.0315 +2025-06-03 13:22:58,265 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 3:53:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0686, loss: 3.0686 +2025-06-03 13:23:41,370 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 3:52:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.0652, loss: 3.0652 +2025-06-03 13:24:24,498 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 3:51:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.8846, loss: 2.8846 +2025-06-03 13:24:47,935 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-03 13:26:13,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:26:13,519 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9851 +2025-06-03 13:26:13,522 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8630, top5_acc: 0.9851 +2025-06-03 13:27:17,538 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 3:50:37, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.8287, loss: 2.8287 +2025-06-03 13:28:00,717 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 3:49:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.8165, loss: 2.8165 +2025-06-03 13:28:43,922 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 3:49:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8246, loss: 2.8246 +2025-06-03 13:29:27,001 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:48:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8443, loss: 2.8443 +2025-06-03 13:30:10,007 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:47:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.8676, loss: 2.8676 +2025-06-03 13:30:53,377 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:47:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.0632, loss: 3.0632 +2025-06-03 13:31:36,490 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:46:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9196, loss: 2.9196 +2025-06-03 13:32:19,607 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:45:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.0130, loss: 3.0130 +2025-06-03 13:33:02,764 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:44:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.8296, loss: 2.8296 +2025-06-03 13:33:45,893 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:44:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.8984, loss: 2.8984 +2025-06-03 13:34:29,135 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:43:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.8476, loss: 2.8476 +2025-06-03 13:35:12,382 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:42:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.9366, loss: 2.9366 +2025-06-03 13:35:55,526 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:42:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0871, loss: 3.0871 +2025-06-03 13:36:38,420 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:41:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.8897, loss: 2.8897 +2025-06-03 13:37:21,528 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:40:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9061, loss: 2.9061 +2025-06-03 13:38:04,637 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:39:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8628, loss: 2.8628 +2025-06-03 13:38:47,781 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:39:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.9755, loss: 2.9755 +2025-06-03 13:39:30,872 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9404, loss: 2.9404 +2025-06-03 13:40:13,913 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:37:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9645, loss: 2.9645 +2025-06-03 13:40:56,960 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:37:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.9809, loss: 2.9809 +2025-06-03 13:41:40,005 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:36:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 2.8960, loss: 2.8960 +2025-06-03 13:42:23,073 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:35:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8677, loss: 2.8677 +2025-06-03 13:43:06,174 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 2.9548, loss: 2.9548 +2025-06-03 13:43:29,508 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-03 13:44:54,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:44:54,990 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9878 +2025-06-03 13:44:54,993 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8753, top5_acc: 0.9878 +2025-06-03 13:45:58,270 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:33:42, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 2.9740, loss: 2.9740 +2025-06-03 13:46:41,373 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:32:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9053, loss: 2.9053 +2025-06-03 13:47:24,562 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:32:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.8558, loss: 2.8558 +2025-06-03 13:48:07,966 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:31:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.8930, loss: 2.8930 +2025-06-03 13:48:51,154 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:30:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.8181, loss: 2.8181 +2025-06-03 13:49:34,279 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:30:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8211, loss: 2.8211 +2025-06-03 13:50:17,357 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:29:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.9430, loss: 2.9430 +2025-06-03 13:51:00,423 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:28:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.8833, loss: 2.8833 +2025-06-03 13:51:43,545 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:27:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.8893, loss: 2.8893 +2025-06-03 13:52:26,642 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:27:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 2.9752, loss: 2.9752 +2025-06-03 13:53:09,863 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:26:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 2.9934, loss: 2.9934 +2025-06-03 13:53:53,132 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:25:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.9158, loss: 2.9158 +2025-06-03 13:54:36,306 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:25:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.9223, loss: 2.9223 +2025-06-03 13:55:19,326 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:24:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9141, loss: 2.9141 +2025-06-03 13:56:02,322 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:23:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.8684, loss: 2.8684 +2025-06-03 13:56:45,402 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:22:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.8733, loss: 2.8733 +2025-06-03 13:57:28,499 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:22:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.9497, loss: 2.9497 +2025-06-03 13:58:11,547 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:21:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.9416, loss: 2.9416 +2025-06-03 13:58:54,510 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:20:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9440, loss: 2.9440 +2025-06-03 13:59:37,449 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:20:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.8782, loss: 2.8782 +2025-06-03 14:00:20,739 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:19:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.8403, loss: 2.8403 +2025-06-03 14:01:03,818 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:18:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 2.9719, loss: 2.9719 +2025-06-03 14:01:46,935 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:17:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8339, loss: 2.8339 +2025-06-03 14:02:10,359 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-03 14:03:35,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:03:36,000 - pyskl - INFO - +top1_acc 0.8854 +top5_acc 0.9903 +2025-06-03 14:03:36,003 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8854, top5_acc: 0.9903 +2025-06-03 14:04:39,370 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:16:47, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9775, loss_cls: 2.7195, loss: 2.7195 +2025-06-03 14:05:22,546 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:16:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.8147, loss: 2.8147 +2025-06-03 14:06:05,654 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:15:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8254, loss: 2.8254 +2025-06-03 14:06:48,784 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:14:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 2.9120, loss: 2.9120 +2025-06-03 14:07:31,921 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:13:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9900, loss_cls: 2.9462, loss: 2.9462 +2025-06-03 14:08:15,038 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:13:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 2.9916, loss: 2.9916 +2025-06-03 14:08:58,168 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:12:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.9434, loss: 2.9434 +2025-06-03 14:09:41,394 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:11:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8718, loss: 2.8718 +2025-06-03 14:10:24,450 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:11:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8249, loss: 2.8249 +2025-06-03 14:11:07,538 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:10:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8037, loss: 2.8037 +2025-06-03 14:11:50,802 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:09:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.9144, loss: 2.9144 +2025-06-03 14:12:34,096 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:08:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 2.9670, loss: 2.9670 +2025-06-03 14:13:17,223 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:08:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.8456, loss: 2.8456 +2025-06-03 14:14:00,215 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:07:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9057, loss: 2.9057 +2025-06-03 14:14:43,263 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:06:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.0297, loss: 3.0297 +2025-06-03 14:15:26,170 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:06:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9541, loss: 2.9541 +2025-06-03 14:16:09,279 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:05:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9644, loss: 2.9644 +2025-06-03 14:16:52,442 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:04:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 2.9351, loss: 2.9351 +2025-06-03 14:17:35,663 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:03:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9882, loss: 2.9882 +2025-06-03 14:18:18,658 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:03:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8758, loss: 2.8758 +2025-06-03 14:19:01,678 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:02:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.8911, loss: 2.8911 +2025-06-03 14:19:44,717 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:01:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7351, loss: 2.7351 +2025-06-03 14:20:27,833 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:01:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7675, loss: 2.7675 +2025-06-03 14:20:51,248 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-03 14:22:16,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:22:16,779 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9886 +2025-06-03 14:22:16,782 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8823, top5_acc: 0.9886 +2025-06-03 14:23:20,054 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 2:59:52, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9194, loss: 2.9194 +2025-06-03 14:24:03,179 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 2:59:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8061, loss: 2.8061 +2025-06-03 14:24:46,350 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 2:58:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.7982, loss: 2.7982 +2025-06-03 14:25:29,448 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 2:57:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9342, loss: 2.9342 +2025-06-03 14:26:12,655 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 2:57:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 2.8565, loss: 2.8565 +2025-06-03 14:26:55,807 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 2:56:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.9374, loss: 2.9374 +2025-06-03 14:27:38,878 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 2:55:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7713, loss: 2.7713 +2025-06-03 14:28:21,930 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 2:54:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8830, loss: 2.8830 +2025-06-03 14:29:05,088 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 2:54:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.9953, loss: 2.9953 +2025-06-03 14:29:48,174 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 2:53:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9869, loss_cls: 2.7813, loss: 2.7813 +2025-06-03 14:30:31,370 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 2:52:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8571, loss: 2.8571 +2025-06-03 14:31:14,911 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 2:52:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8035, loss: 2.8035 +2025-06-03 14:31:58,291 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 2:51:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.9073, loss: 2.9073 +2025-06-03 14:32:41,314 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 2:50:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 2.8498, loss: 2.8498 +2025-06-03 14:33:24,368 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 2:49:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 2.9767, loss: 2.9767 +2025-06-03 14:34:07,489 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 2:49:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9444, loss: 2.9444 +2025-06-03 14:34:50,590 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:48:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.0158, loss: 3.0158 +2025-06-03 14:35:33,780 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:47:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.8640, loss: 2.8640 +2025-06-03 14:36:17,258 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:47:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.9209, loss: 2.9209 +2025-06-03 14:37:00,534 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:46:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 2.9005, loss: 2.9005 +2025-06-03 14:37:43,789 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:45:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 2.9970, loss: 2.9970 +2025-06-03 14:38:26,963 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:44:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.8379, loss: 2.8379 +2025-06-03 14:39:10,354 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 2.8121, loss: 2.8121 +2025-06-03 14:39:33,738 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-03 14:48:52,665 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:48:52,741 - pyskl - INFO - +top1_acc 0.8907 +top5_acc 0.9903 +2025-06-03 14:48:52,744 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8907, top5_acc: 0.9903 +2025-06-03 14:49:56,675 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:43:02, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.7054, loss: 2.7054 +2025-06-03 14:50:39,929 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:42:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.7453, loss: 2.7453 +2025-06-03 14:51:23,078 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:41:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9762, loss_cls: 2.9092, loss: 2.9092 +2025-06-03 14:52:06,305 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:40:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.8313, loss: 2.8313 +2025-06-03 14:52:49,424 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:40:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8525, loss: 2.8525 +2025-06-03 14:53:32,536 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:39:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.8938, loss: 2.8938 +2025-06-03 14:54:15,771 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:38:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.7832, loss: 2.7832 +2025-06-03 14:54:59,079 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:38:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.8741, loss: 2.8741 +2025-06-03 14:55:42,217 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:37:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8638, loss: 2.8638 +2025-06-03 14:56:25,409 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:36:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.7781, loss: 2.7781 +2025-06-03 14:57:08,553 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:35:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8915, loss: 2.8915 +2025-06-03 14:57:51,732 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:35:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.8254, loss: 2.8254 +2025-06-03 14:58:34,923 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:34:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.8135, loss: 2.8135 +2025-06-03 14:59:18,127 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:33:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.7507, loss: 2.7507 +2025-06-03 15:00:01,283 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:33:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.8955, loss: 2.8955 +2025-06-03 15:00:44,370 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:32:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.9128, loss: 2.9128 +2025-06-03 15:01:27,529 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:31:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.8737, loss: 2.8737 +2025-06-03 15:02:10,569 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:30:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8609, loss: 2.8609 +2025-06-03 15:02:53,555 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:30:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.8661, loss: 2.8661 +2025-06-03 15:03:36,489 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:29:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8697, loss: 2.8697 +2025-06-03 15:04:19,458 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:28:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.8682, loss: 2.8682 +2025-06-03 15:05:02,492 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:28:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9138, loss: 2.9138 +2025-06-03 15:05:45,614 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:27:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.0390, loss: 3.0390 +2025-06-03 15:06:08,963 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-03 15:07:34,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:07:34,917 - pyskl - INFO - +top1_acc 0.8981 +top5_acc 0.9898 +2025-06-03 15:07:34,970 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_50.pth was removed +2025-06-03 15:07:35,964 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-06-03 15:07:35,965 - pyskl - INFO - Best top1_acc is 0.8981 at 56 epoch. +2025-06-03 15:07:35,967 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8981, top5_acc: 0.9898 +2025-06-03 15:08:39,463 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:26:08, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.9015, loss: 2.9015 +2025-06-03 15:09:22,479 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:25:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8545, loss: 2.8545 +2025-06-03 15:10:05,497 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:24:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.8387, loss: 2.8387 +2025-06-03 15:10:48,537 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:23:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.7975, loss: 2.7975 +2025-06-03 15:11:31,562 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:23:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.8290, loss: 2.8290 +2025-06-03 15:12:14,591 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:22:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.7909, loss: 2.7909 +2025-06-03 15:12:57,646 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:21:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8880, loss: 2.8880 +2025-06-03 15:13:40,634 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:21:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 2.9335, loss: 2.9335 +2025-06-03 15:14:23,637 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:20:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9912, loss_cls: 2.7464, loss: 2.7464 +2025-06-03 15:15:06,700 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:19:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.7457, loss: 2.7457 +2025-06-03 15:15:49,856 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:18:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.8035, loss: 2.8035 +2025-06-03 15:16:32,972 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:18:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 2.9102, loss: 2.9102 +2025-06-03 15:17:16,051 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:17:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7872, loss: 2.7872 +2025-06-03 15:17:59,174 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:16:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8172, loss: 2.8172 +2025-06-03 15:18:42,451 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:16:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.8708, loss: 2.8708 +2025-06-03 15:19:25,575 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:15:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.8243, loss: 2.8243 +2025-06-03 15:20:08,724 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:14:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 2.8846, loss: 2.8846 +2025-06-03 15:20:51,905 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:13:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.9660, loss: 2.9660 +2025-06-03 15:21:35,146 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:13:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 2.9435, loss: 2.9435 +2025-06-03 15:22:18,440 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:12:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.9921, loss: 2.9921 +2025-06-03 15:23:01,666 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:11:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 2.8093, loss: 2.8093 +2025-06-03 15:23:44,898 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:11:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.8063, loss: 2.8063 +2025-06-03 15:24:28,034 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:10:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8558, loss: 2.8558 +2025-06-03 15:24:51,510 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-03 15:26:16,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:26:16,959 - pyskl - INFO - +top1_acc 0.8531 +top5_acc 0.9853 +2025-06-03 15:26:16,963 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8531, top5_acc: 0.9853 +2025-06-03 15:27:20,675 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:09:14, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8286, loss: 2.8286 +2025-06-03 15:28:03,858 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:08:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.8476, loss: 2.8476 +2025-06-03 15:28:47,107 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:07:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9517, loss: 2.9517 +2025-06-03 15:29:30,514 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:07:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.8243, loss: 2.8243 +2025-06-03 15:30:13,671 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:06:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.7990, loss: 2.7990 +2025-06-03 15:30:56,869 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:05:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8252, loss: 2.8252 +2025-06-03 15:31:39,993 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:04:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.9441, loss: 2.9441 +2025-06-03 15:32:23,074 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:04:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.8626, loss: 2.8626 +2025-06-03 15:33:06,139 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:03:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7672, loss: 2.7672 +2025-06-03 15:33:49,239 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:02:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8417, loss: 2.8417 +2025-06-03 15:34:32,187 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:02:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.6872, loss: 2.6872 +2025-06-03 15:35:15,201 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:01:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.8445, loss: 2.8445 +2025-06-03 15:35:58,265 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:00:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8527, loss: 2.8527 +2025-06-03 15:36:41,348 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 1:59:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 2.8995, loss: 2.8995 +2025-06-03 15:37:24,467 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 1:59:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.8158, loss: 2.8158 +2025-06-03 15:38:07,553 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 1:58:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.7999, loss: 2.7999 +2025-06-03 15:38:50,502 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 1:57:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7082, loss: 2.7082 +2025-06-03 15:39:33,607 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 1:57:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.8680, loss: 2.8680 +2025-06-03 15:40:16,573 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 1:56:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 2.9749, loss: 2.9749 +2025-06-03 15:40:59,584 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 1:55:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7856, loss: 2.7856 +2025-06-03 15:41:42,660 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 1:54:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8199, loss: 2.8199 +2025-06-03 15:42:25,644 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 1:54:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7735, loss: 2.7735 +2025-06-03 15:43:08,743 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 1:53:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9111, loss: 2.9111 +2025-06-03 15:43:32,185 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-03 15:44:57,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:44:57,375 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9882 +2025-06-03 15:44:57,378 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8758, top5_acc: 0.9882 +2025-06-03 15:46:01,454 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 1:52:20, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.8066, loss: 2.8066 +2025-06-03 15:46:44,624 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 1:51:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7668, loss: 2.7668 +2025-06-03 15:47:27,721 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 1:50:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8357, loss: 2.8357 +2025-06-03 15:48:10,879 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 1:50:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6904, loss: 2.6904 +2025-06-03 15:48:54,002 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:49:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7384, loss: 2.7384 +2025-06-03 15:49:37,151 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:48:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8568, loss: 2.8568 +2025-06-03 15:50:20,217 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:48:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.8825, loss: 2.8825 +2025-06-03 15:51:03,324 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:47:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.7801, loss: 2.7801 +2025-06-03 15:51:46,435 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:46:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.9201, loss: 2.9201 +2025-06-03 15:52:29,697 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:45:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 2.7472, loss: 2.7472 +2025-06-03 15:53:12,844 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:45:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7668, loss: 2.7668 +2025-06-03 15:53:56,186 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:44:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7639, loss: 2.7639 +2025-06-03 15:54:39,332 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:43:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7364, loss: 2.7364 +2025-06-03 15:55:22,494 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:43:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.8217, loss: 2.8217 +2025-06-03 15:56:05,687 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:42:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9040, loss: 2.9040 +2025-06-03 15:56:48,897 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:41:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7803, loss: 2.7803 +2025-06-03 15:57:31,997 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:40:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.8239, loss: 2.8239 +2025-06-03 15:58:15,037 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:40:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.8664, loss: 2.8664 +2025-06-03 15:58:58,085 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:39:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.8397, loss: 2.8397 +2025-06-03 15:59:41,193 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:38:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8154, loss: 2.8154 +2025-06-03 16:00:24,238 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:38:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8603, loss: 2.8603 +2025-06-03 16:01:07,366 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:37:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.8245, loss: 2.8245 +2025-06-03 16:01:50,555 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:36:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.9640, loss: 2.9640 +2025-06-03 16:02:14,003 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-03 16:03:39,295 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:03:39,369 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9912 +2025-06-03 16:03:39,372 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8931, top5_acc: 0.9912 +2025-06-03 16:04:42,794 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:35:27, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 2.6865, loss: 2.6865 +2025-06-03 16:05:25,846 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:34:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.6961, loss: 2.6961 +2025-06-03 16:06:09,005 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:34:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8508, loss: 2.8508 +2025-06-03 16:06:52,175 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:33:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.7978, loss: 2.7978 +2025-06-03 16:07:35,249 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:32:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.8616, loss: 2.8616 +2025-06-03 16:08:18,393 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:31:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.8420, loss: 2.8420 +2025-06-03 16:09:01,566 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:31:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.7226, loss: 2.7226 +2025-06-03 16:09:44,777 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:30:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8448, loss: 2.8448 +2025-06-03 16:10:28,089 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:29:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.7502, loss: 2.7502 +2025-06-03 16:11:11,354 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:29:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6476, loss: 2.6476 +2025-06-03 16:11:54,457 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:28:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7305, loss: 2.7305 +2025-06-03 16:12:37,766 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:27:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 2.8293, loss: 2.8293 +2025-06-03 16:13:21,083 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:26:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8176, loss: 2.8176 +2025-06-03 16:14:04,419 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:26:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.7700, loss: 2.7700 +2025-06-03 16:14:47,546 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:25:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8990, loss: 2.8990 +2025-06-03 16:15:30,688 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:24:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.7988, loss: 2.7988 +2025-06-03 16:16:13,985 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:24:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 2.9296, loss: 2.9296 +2025-06-03 16:16:57,192 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:23:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8680, loss: 2.8680 +2025-06-03 16:17:40,410 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:22:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.7795, loss: 2.7795 +2025-06-03 16:18:23,715 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:21:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.6688, loss: 2.6688 +2025-06-03 16:19:06,836 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:21:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 2.8409, loss: 2.8409 +2025-06-03 16:19:50,051 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:20:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8404, loss: 2.8404 +2025-06-03 16:20:33,418 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:19:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.8957, loss: 2.8957 +2025-06-03 16:20:56,807 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-03 16:29:47,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:29:47,462 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9882 +2025-06-03 16:29:47,465 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8920, top5_acc: 0.9882 +2025-06-03 16:30:50,733 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:18:35, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.8229, loss: 2.8229 +2025-06-03 16:31:33,900 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:17:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.8175, loss: 2.8175 +2025-06-03 16:32:17,126 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:17:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.7265, loss: 2.7265 +2025-06-03 16:33:00,112 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:16:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.8020, loss: 2.8020 +2025-06-03 16:33:43,082 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:15:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7225, loss: 2.7225 +2025-06-03 16:34:25,951 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:15:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.7818, loss: 2.7818 +2025-06-03 16:35:08,959 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:14:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.6930, loss: 2.6930 +2025-06-03 16:35:51,880 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:13:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7549, loss: 2.7549 +2025-06-03 16:36:34,939 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:12:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.7736, loss: 2.7736 +2025-06-03 16:37:17,943 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:12:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8259, loss: 2.8259 +2025-06-03 16:38:00,970 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:11:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.7812, loss: 2.7812 +2025-06-03 16:38:44,155 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:10:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.7655, loss: 2.7655 +2025-06-03 16:39:27,378 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:09:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.8167, loss: 2.8167 +2025-06-03 16:40:10,541 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:09:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8094, loss: 2.8094 +2025-06-03 16:40:53,763 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:08:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 2.8767, loss: 2.8767 +2025-06-03 16:41:36,923 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:07:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 2.7933, loss: 2.7933 +2025-06-03 16:42:19,914 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:07:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.9382, loss: 2.9382 +2025-06-03 16:43:03,010 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:06:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.7631, loss: 2.7631 +2025-06-03 16:43:46,067 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:05:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.8638, loss: 2.8638 +2025-06-03 16:44:29,133 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:04:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.7974, loss: 2.7974 +2025-06-03 16:45:12,222 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:04:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.7867, loss: 2.7867 +2025-06-03 16:45:55,297 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:03:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9725, loss_cls: 2.7972, loss: 2.7972 +2025-06-03 16:46:38,381 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:02:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.8206, loss: 2.8206 +2025-06-03 16:47:01,760 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-03 16:48:27,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:48:27,156 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9919 +2025-06-03 16:48:27,213 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_56.pth was removed +2025-06-03 16:48:28,244 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-03 16:48:28,244 - pyskl - INFO - Best top1_acc is 0.9000 at 61 epoch. +2025-06-03 16:48:28,247 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.9000, top5_acc: 0.9919 +2025-06-03 16:49:31,972 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:01:40, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7529, loss: 2.7529 +2025-06-03 16:50:15,330 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:00:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.7772, loss: 2.7772 +2025-06-03 16:50:58,548 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:00:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7483, loss: 2.7483 +2025-06-03 16:51:41,813 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 0:59:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7709, loss: 2.7709 +2025-06-03 16:52:25,024 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 0:58:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 2.8456, loss: 2.8456 +2025-06-03 16:53:08,213 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 0:58:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.7205, loss: 2.7205 +2025-06-03 16:53:51,417 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 0:57:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 2.8769, loss: 2.8769 +2025-06-03 16:54:34,573 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 0:56:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8323, loss: 2.8323 +2025-06-03 16:55:17,749 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 0:55:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8471, loss: 2.8471 +2025-06-03 16:56:00,843 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 0:55:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7339, loss: 2.7339 +2025-06-03 16:56:44,008 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 0:54:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7781, loss: 2.7781 +2025-06-03 16:57:27,269 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 0:53:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.7973, loss: 2.7973 +2025-06-03 16:58:10,522 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 0:53:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.8153, loss: 2.8153 +2025-06-03 16:58:53,747 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 0:52:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.8627, loss: 2.8627 +2025-06-03 16:59:36,932 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 0:51:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9750, loss_cls: 2.7735, loss: 2.7735 +2025-06-03 17:00:20,010 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 0:50:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7919, loss: 2.7919 +2025-06-03 17:01:03,128 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 0:50:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.8213, loss: 2.8213 +2025-06-03 17:01:46,350 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:49:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.6760, loss: 2.6760 +2025-06-03 17:02:29,453 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:48:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.7699, loss: 2.7699 +2025-06-03 17:03:12,567 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:48:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.8777, loss: 2.8777 +2025-06-03 17:03:55,766 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:47:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.7970, loss: 2.7970 +2025-06-03 17:04:38,688 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:46:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.7844, loss: 2.7844 +2025-06-03 17:05:21,842 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:45:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7675, loss: 2.7675 +2025-06-03 17:05:45,316 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-03 17:07:10,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:07:10,454 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9896 +2025-06-03 17:07:10,457 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8931, top5_acc: 0.9896 +2025-06-03 17:08:13,468 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:44:47, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.6482, loss: 2.6482 +2025-06-03 17:08:56,674 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:44:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7495, loss: 2.7495 +2025-06-03 17:09:39,943 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:43:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.7267, loss: 2.7267 +2025-06-03 17:10:23,119 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:42:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6818, loss: 2.6818 +2025-06-03 17:11:06,262 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:41:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 2.8298, loss: 2.8298 +2025-06-03 17:11:49,369 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:41:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.8428, loss: 2.8428 +2025-06-03 17:12:32,411 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:40:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.6775, loss: 2.6775 +2025-06-03 17:13:15,442 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:39:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.6848, loss: 2.6848 +2025-06-03 17:13:58,556 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:39:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.7640, loss: 2.7640 +2025-06-03 17:14:41,610 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:38:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7769, loss: 2.7769 +2025-06-03 17:15:24,727 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:37:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7740, loss: 2.7740 +2025-06-03 17:16:07,903 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:36:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7670, loss: 2.7670 +2025-06-03 17:16:50,943 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:36:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.8221, loss: 2.8221 +2025-06-03 17:17:34,183 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:35:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7367, loss: 2.7367 +2025-06-03 17:18:17,368 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:34:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.7530, loss: 2.7530 +2025-06-03 17:19:00,486 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:34:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.8430, loss: 2.8430 +2025-06-03 17:19:43,595 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:33:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7879, loss: 2.7879 +2025-06-03 17:20:26,795 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:32:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.7195, loss: 2.7195 +2025-06-03 17:21:10,051 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:31:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.6978, loss: 2.6978 +2025-06-03 17:21:53,159 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:31:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 2.7674, loss: 2.7674 +2025-06-03 17:22:36,281 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:30:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.8077, loss: 2.8077 +2025-06-03 17:23:19,530 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:29:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9900, loss_cls: 2.7725, loss: 2.7725 +2025-06-03 17:24:02,686 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:29:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.8225, loss: 2.8225 +2025-06-03 17:24:26,005 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-03 17:25:51,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:25:51,567 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9914 +2025-06-03 17:25:51,620 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_61.pth was removed +2025-06-03 17:25:52,600 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. +2025-06-03 17:25:52,600 - pyskl - INFO - Best top1_acc is 0.9076 at 63 epoch. +2025-06-03 17:25:52,603 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.9076, top5_acc: 0.9914 +2025-06-03 17:26:55,800 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:27:54, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6789, loss: 2.6789 +2025-06-03 17:27:38,851 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:27:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5996, loss: 2.5996 +2025-06-03 17:28:21,972 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:26:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.6698, loss: 2.6698 +2025-06-03 17:29:05,120 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:25:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.8149, loss: 2.8149 +2025-06-03 17:29:48,215 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:25:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.8245, loss: 2.8245 +2025-06-03 17:30:31,285 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:24:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7329, loss: 2.7329 +2025-06-03 17:31:14,367 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:23:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7237, loss: 2.7237 +2025-06-03 17:31:57,488 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:22:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 2.6367, loss: 2.6367 +2025-06-03 17:32:40,686 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:22:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7384, loss: 2.7384 +2025-06-03 17:33:23,963 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:21:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.8725, loss: 2.8725 +2025-06-03 17:34:07,170 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:20:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.8487, loss: 2.8487 +2025-06-03 17:34:50,527 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:20:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7465, loss: 2.7465 +2025-06-03 17:35:33,717 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:19:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.7609, loss: 2.7609 +2025-06-03 17:36:16,897 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:18:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.7878, loss: 2.7878 +2025-06-03 17:37:00,053 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:17:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.8062, loss: 2.8062 +2025-06-03 17:37:43,161 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:17:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7829, loss: 2.7829 +2025-06-03 17:38:26,195 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:16:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7200, loss: 2.7200 +2025-06-03 17:39:09,326 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:15:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 2.6840, loss: 2.6840 +2025-06-03 17:39:52,460 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:15:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.7956, loss: 2.7956 +2025-06-03 17:40:35,594 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:14:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8393, loss: 2.8393 +2025-06-03 17:41:18,708 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:13:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9356, loss: 2.9356 +2025-06-03 17:42:01,803 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:12:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.7961, loss: 2.7961 +2025-06-03 17:42:44,857 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:12:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.8246, loss: 2.8246 +2025-06-03 17:43:08,261 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-03 17:44:34,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:44:34,892 - pyskl - INFO - +top1_acc 0.9146 +top5_acc 0.9929 +2025-06-03 17:44:34,949 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_63.pth was removed +2025-06-03 17:44:35,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-06-03 17:44:35,995 - pyskl - INFO - Best top1_acc is 0.9146 at 64 epoch. +2025-06-03 17:44:35,998 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.9146, top5_acc: 0.9929 +2025-06-03 17:45:39,196 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:11:00, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.7103, loss: 2.7103 +2025-06-03 17:46:22,389 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:10:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.7644, loss: 2.7644 +2025-06-03 17:47:05,611 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:09:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.6897, loss: 2.6897 +2025-06-03 17:47:48,921 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:08:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.6378, loss: 2.6378 +2025-06-03 17:48:32,196 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:08:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 2.7018, loss: 2.7018 +2025-06-03 17:49:15,478 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:07:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9756, loss_cls: 2.7508, loss: 2.7508 +2025-06-03 17:49:58,621 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:06:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.7843, loss: 2.7843 +2025-06-03 17:50:41,692 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:06:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 2.6721, loss: 2.6721 +2025-06-03 17:51:24,780 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:05:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.8331, loss: 2.8331 +2025-06-03 17:52:07,897 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.6167, loss: 2.6167 +2025-06-03 17:52:51,002 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:03:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7054, loss: 2.7054 +2025-06-03 17:53:34,125 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:03:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 2.8601, loss: 2.8601 +2025-06-03 17:54:17,258 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:02:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7666, loss: 2.7666 +2025-06-03 17:55:00,514 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:01:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.7244, loss: 2.7244 +2025-06-03 17:55:43,826 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:01:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.7233, loss: 2.7233 +2025-06-03 17:56:27,032 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:00:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7917, loss: 2.7917 +2025-06-03 17:57:10,153 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 23:59:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7490, loss: 2.7490 +2025-06-03 17:57:53,274 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 23:58:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.7978, loss: 2.7978 +2025-06-03 17:58:36,321 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 23:58:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7260, loss: 2.7260 +2025-06-03 17:59:19,390 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 23:57:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.8714, loss: 2.8714 +2025-06-03 18:00:02,430 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 23:56:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.7445, loss: 2.7445 +2025-06-03 18:00:45,642 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 23:56:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.7912, loss: 2.7912 +2025-06-03 18:01:29,083 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 23:55:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8148, loss: 2.8148 +2025-06-03 18:01:52,570 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-03 18:11:08,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:11:09,034 - pyskl - INFO - +top1_acc 0.8929 +top5_acc 0.9904 +2025-06-03 18:11:09,038 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8929, top5_acc: 0.9904 +2025-06-03 18:12:12,456 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 23:54:08, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7066, loss: 2.7066 +2025-06-03 18:12:55,573 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 23:53:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.7704, loss: 2.7704 +2025-06-03 18:13:38,742 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 23:52:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7001, loss: 2.7001 +2025-06-03 18:14:21,989 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 23:51:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8162, loss: 2.8162 +2025-06-03 18:15:05,117 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 23:51:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.6989, loss: 2.6989 +2025-06-03 18:15:48,286 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 23:50:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 2.6897, loss: 2.6897 +2025-06-03 18:16:31,565 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:49:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.7138, loss: 2.7138 +2025-06-03 18:17:14,763 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:49:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.6381, loss: 2.6381 +2025-06-03 18:17:57,898 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:48:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7387, loss: 2.7387 +2025-06-03 18:18:40,926 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:47:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.8256, loss: 2.8256 +2025-06-03 18:19:23,933 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:46:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.6802, loss: 2.6802 +2025-06-03 18:20:07,046 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:46:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6907, loss: 2.6907 +2025-06-03 18:20:50,250 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:45:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7263, loss: 2.7263 +2025-06-03 18:21:33,451 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:44:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7230, loss: 2.7230 +2025-06-03 18:22:16,518 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:44:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.7928, loss: 2.7928 +2025-06-03 18:22:59,622 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:43:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.5933, loss: 2.5933 +2025-06-03 18:23:42,894 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:42:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.6729, loss: 2.6729 +2025-06-03 18:24:26,188 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:41:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.7555, loss: 2.7555 +2025-06-03 18:25:09,496 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:41:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8791, loss: 2.8791 +2025-06-03 18:25:52,736 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:40:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.7340, loss: 2.7340 +2025-06-03 18:26:35,991 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:39:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.7521, loss: 2.7521 +2025-06-03 18:27:19,213 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:39:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7722, loss: 2.7722 +2025-06-03 18:28:02,318 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:38:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.7180, loss: 2.7180 +2025-06-03 18:28:25,607 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-03 18:29:50,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:29:50,875 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9917 +2025-06-03 18:29:50,878 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8962, top5_acc: 0.9917 +2025-06-03 18:30:54,714 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:37:16, time: 0.638, data_time: 0.207, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.7096, loss: 2.7096 +2025-06-03 18:31:37,749 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:36:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6202, loss: 2.6202 +2025-06-03 18:32:21,137 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:35:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.7318, loss: 2.7318 +2025-06-03 18:33:04,389 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:35:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.8026, loss: 2.8026 +2025-06-03 18:33:47,517 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:34:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.7134, loss: 2.7134 +2025-06-03 18:34:30,661 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:33:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.7383, loss: 2.7383 +2025-06-03 18:35:13,816 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:32:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6631, loss: 2.6631 +2025-06-03 18:35:56,872 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:32:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.6593, loss: 2.6593 +2025-06-03 18:36:39,971 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:31:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.6779, loss: 2.6779 +2025-06-03 18:37:23,054 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:30:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.7003, loss: 2.7003 +2025-06-03 18:38:06,107 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:30:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6956, loss: 2.6956 +2025-06-03 18:38:49,178 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:29:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.7891, loss: 2.7891 +2025-06-03 18:39:32,518 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7224, loss: 2.7224 +2025-06-03 18:40:15,902 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:27:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7231, loss: 2.7231 +2025-06-03 18:40:58,932 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:27:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.7260, loss: 2.7260 +2025-06-03 18:41:42,043 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:26:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9775, loss_cls: 2.7421, loss: 2.7421 +2025-06-03 18:42:25,079 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:25:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7651, loss: 2.7651 +2025-06-03 18:43:08,133 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:25:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7805, loss: 2.7805 +2025-06-03 18:43:51,258 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:24:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 2.6624, loss: 2.6624 +2025-06-03 18:44:34,365 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:23:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7286, loss: 2.7286 +2025-06-03 18:45:17,429 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:22:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.7425, loss: 2.7425 +2025-06-03 18:46:00,520 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:22:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7407, loss: 2.7407 +2025-06-03 18:46:43,555 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:21:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.7742, loss: 2.7742 +2025-06-03 18:47:06,999 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-03 18:48:32,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:48:32,376 - pyskl - INFO - +top1_acc 0.9058 +top5_acc 0.9923 +2025-06-03 18:48:32,379 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.9058, top5_acc: 0.9923 +2025-06-03 18:49:36,044 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:20:23, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.5902, loss: 2.5902 +2025-06-03 18:50:19,315 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:19:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6571, loss: 2.6571 +2025-06-03 18:51:02,430 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:18:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.6613, loss: 2.6613 +2025-06-03 18:51:45,596 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:18:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.5779, loss: 2.5779 +2025-06-03 18:52:28,783 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:17:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7088, loss: 2.7088 +2025-06-03 18:53:12,031 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:16:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.6263, loss: 2.6263 +2025-06-03 18:53:55,274 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:16:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 2.6366, loss: 2.6366 +2025-06-03 18:54:38,480 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:15:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.7092, loss: 2.7092 +2025-06-03 18:55:21,589 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:14:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.6512, loss: 2.6512 +2025-06-03 18:56:04,689 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:13:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.7382, loss: 2.7382 +2025-06-03 18:56:47,858 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:13:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.6564, loss: 2.6564 +2025-06-03 18:57:31,070 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7270, loss: 2.7270 +2025-06-03 18:58:14,510 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:11:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.6959, loss: 2.6959 +2025-06-03 18:58:57,837 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:11:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.8250, loss: 2.8250 +2025-06-03 18:59:41,068 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:10:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8094, loss: 2.8094 +2025-06-03 19:00:24,202 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:09:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8281, loss: 2.8281 +2025-06-03 19:01:07,304 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:08:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.6233, loss: 2.6233 +2025-06-03 19:01:50,422 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:08:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8165, loss: 2.8165 +2025-06-03 19:02:33,534 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:07:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.8181, loss: 2.8181 +2025-06-03 19:03:16,498 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:06:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7200, loss: 2.7200 +2025-06-03 19:03:59,563 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:06:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6476, loss: 2.6476 +2025-06-03 19:04:42,762 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:05:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6325, loss: 2.6325 +2025-06-03 19:05:25,783 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:04:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9800, loss_cls: 2.6567, loss: 2.6567 +2025-06-03 19:05:48,967 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-03 19:07:14,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:07:14,262 - pyskl - INFO - +top1_acc 0.9106 +top5_acc 0.9907 +2025-06-03 19:07:14,265 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.9106, top5_acc: 0.9907 +2025-06-03 19:08:17,445 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:03:30, time: 0.632, data_time: 0.201, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6259, loss: 2.6259 +2025-06-03 19:09:00,458 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:02:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.7008, loss: 2.7008 +2025-06-03 19:09:43,586 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:02:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.6779, loss: 2.6779 +2025-06-03 19:10:26,698 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:01:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6521, loss: 2.6521 +2025-06-03 19:11:09,901 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:00:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7319, loss: 2.7319 +2025-06-03 19:11:52,985 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 22:59:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.7035, loss: 2.7035 +2025-06-03 19:12:36,141 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 22:59:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.5786, loss: 2.5786 +2025-06-03 19:13:19,335 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 22:58:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.7803, loss: 2.7803 +2025-06-03 19:14:02,524 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 22:57:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.7038, loss: 2.7038 +2025-06-03 19:14:45,725 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 22:57:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.6225, loss: 2.6225 +2025-06-03 19:15:28,932 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 22:56:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.6898, loss: 2.6898 +2025-06-03 19:16:11,889 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 22:55:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.7614, loss: 2.7614 +2025-06-03 19:16:55,141 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 22:54:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6389, loss: 2.6389 +2025-06-03 19:17:38,491 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 22:54:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7014, loss: 2.7014 +2025-06-03 19:18:21,936 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 22:53:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.6740, loss: 2.6740 +2025-06-03 19:19:05,174 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 22:52:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5982, loss: 2.5982 +2025-06-03 19:19:48,403 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 22:52:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7508, loss: 2.7508 +2025-06-03 19:20:31,481 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 22:51:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.7642, loss: 2.7642 +2025-06-03 19:21:14,658 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:50:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8005, loss: 2.8005 +2025-06-03 19:21:57,800 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:49:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.7176, loss: 2.7176 +2025-06-03 19:22:40,954 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:49:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 2.6965, loss: 2.6965 +2025-06-03 19:23:24,079 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:48:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9756, loss_cls: 2.6854, loss: 2.6854 +2025-06-03 19:24:07,217 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:47:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.6162, loss: 2.6162 +2025-06-03 19:24:30,588 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-03 19:25:56,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:25:56,368 - pyskl - INFO - +top1_acc 0.9107 +top5_acc 0.9922 +2025-06-03 19:25:56,371 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.9107, top5_acc: 0.9922 +2025-06-03 19:26:59,690 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:46:38, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.6210, loss: 2.6210 +2025-06-03 19:27:42,828 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:45:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.6425, loss: 2.6425 +2025-06-03 19:28:25,998 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:45:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.7585, loss: 2.7585 +2025-06-03 19:29:09,138 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:44:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.5430, loss: 2.5430 +2025-06-03 19:29:52,258 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:43:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.7514, loss: 2.7514 +2025-06-03 19:30:35,408 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:43:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7692, loss: 2.7692 +2025-06-03 19:31:18,586 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:42:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.6041, loss: 2.6041 +2025-06-03 19:32:01,787 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:41:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.6158, loss: 2.6158 +2025-06-03 19:32:44,898 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:40:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.6479, loss: 2.6479 +2025-06-03 19:33:28,045 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:40:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9788, loss_cls: 2.5793, loss: 2.5793 +2025-06-03 19:34:11,163 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:39:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.7211, loss: 2.7211 +2025-06-03 19:34:54,297 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:38:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.6870, loss: 2.6870 +2025-06-03 19:35:37,308 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:38:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6127, loss: 2.6127 +2025-06-03 19:36:20,331 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:37:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.6873, loss: 2.6873 +2025-06-03 19:37:03,867 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:36:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.6520, loss: 2.6520 +2025-06-03 19:37:47,267 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:35:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6835, loss: 2.6835 +2025-06-03 19:38:30,493 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:35:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.7838, loss: 2.7838 +2025-06-03 19:39:13,689 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:34:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.5575, loss: 2.5575 +2025-06-03 19:39:56,878 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:33:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6942, loss: 2.6942 +2025-06-03 19:40:40,024 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:33:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.5824, loss: 2.5824 +2025-06-03 19:41:23,122 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:32:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.8819, loss: 2.8819 +2025-06-03 19:42:06,191 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:31:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6979, loss: 2.6979 +2025-06-03 19:42:49,286 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:30:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7639, loss: 2.7639 +2025-06-03 19:43:12,637 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-03 19:52:33,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:52:34,071 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9909 +2025-06-03 19:52:34,074 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9104, top5_acc: 0.9909 +2025-06-03 19:53:37,484 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:29:45, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5349, loss: 2.5349 +2025-06-03 19:54:20,607 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:29:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.5731, loss: 2.5731 +2025-06-03 19:55:03,654 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:28:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6588, loss: 2.6588 +2025-06-03 19:55:46,760 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:27:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6071, loss: 2.6071 +2025-06-03 19:56:29,823 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:26:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.6836, loss: 2.6836 +2025-06-03 19:57:12,894 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:26:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.6418, loss: 2.6418 +2025-06-03 19:57:56,022 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:25:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5621, loss: 2.5621 +2025-06-03 19:58:39,157 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:24:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.7038, loss: 2.7038 +2025-06-03 19:59:22,281 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:24:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.6233, loss: 2.6233 +2025-06-03 20:00:05,261 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:23:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6798, loss: 2.6798 +2025-06-03 20:00:48,302 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:22:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 2.6996, loss: 2.6996 +2025-06-03 20:01:31,461 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:21:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7908, loss: 2.7908 +2025-06-03 20:02:14,787 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:21:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6698, loss: 2.6698 +2025-06-03 20:02:58,187 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:20:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.7685, loss: 2.7685 +2025-06-03 20:03:41,478 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:19:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.7238, loss: 2.7238 +2025-06-03 20:04:24,633 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:19:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7271, loss: 2.7271 +2025-06-03 20:05:07,790 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:18:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6761, loss: 2.6761 +2025-06-03 20:05:50,880 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:17:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5928, loss: 2.5928 +2025-06-03 20:06:33,968 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:16:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.6558, loss: 2.6558 +2025-06-03 20:07:17,121 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:16:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.6379, loss: 2.6379 +2025-06-03 20:08:00,306 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:15:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.6675, loss: 2.6675 +2025-06-03 20:08:43,480 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:14:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.5494, loss: 2.5494 +2025-06-03 20:09:26,627 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:14:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9762, loss_cls: 2.6854, loss: 2.6854 +2025-06-03 20:09:50,089 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-03 20:11:15,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:11:15,962 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9921 +2025-06-03 20:11:15,966 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.9070, top5_acc: 0.9921 +2025-06-03 20:12:19,857 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:12:52, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5926, loss: 2.5926 +2025-06-03 20:13:02,899 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6799, loss: 2.6799 +2025-06-03 20:13:45,984 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:11:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6508, loss: 2.6508 +2025-06-03 20:14:29,081 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:10:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6355, loss: 2.6355 +2025-06-03 20:15:12,183 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:10:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6278, loss: 2.6278 +2025-06-03 20:15:55,292 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:09:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.6410, loss: 2.6410 +2025-06-03 20:16:38,341 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:08:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5833, loss: 2.5833 +2025-06-03 20:17:21,487 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:07:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.6344, loss: 2.6344 +2025-06-03 20:18:04,621 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:07:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7867, loss: 2.7867 +2025-06-03 20:18:47,789 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:06:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.6190, loss: 2.6190 +2025-06-03 20:19:30,919 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:05:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5503, loss: 2.5503 +2025-06-03 20:20:14,142 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:05:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.6483, loss: 2.6483 +2025-06-03 20:20:57,425 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:04:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.6547, loss: 2.6547 +2025-06-03 20:21:40,660 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:03:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.6591, loss: 2.6591 +2025-06-03 20:22:23,744 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:02:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 2.7929, loss: 2.7929 +2025-06-03 20:23:06,749 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:02:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.6962, loss: 2.6962 +2025-06-03 20:23:49,851 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:01:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6397, loss: 2.6397 +2025-06-03 20:24:32,988 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:00:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7328, loss: 2.7328 +2025-06-03 20:25:16,088 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 21:59:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.6738, loss: 2.6738 +2025-06-03 20:25:59,131 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 21:59:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.6330, loss: 2.6330 +2025-06-03 20:26:42,155 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 21:58:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.6048, loss: 2.6048 +2025-06-03 20:27:25,225 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 21:57:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.6007, loss: 2.6007 +2025-06-03 20:28:08,330 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 21:57:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.6508, loss: 2.6508 +2025-06-03 20:28:31,724 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-03 20:29:57,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:29:57,339 - pyskl - INFO - +top1_acc 0.9066 +top5_acc 0.9911 +2025-06-03 20:29:57,342 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.9066, top5_acc: 0.9911 +2025-06-03 20:31:00,633 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 21:55:58, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.6549, loss: 2.6549 +2025-06-03 20:31:43,708 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 21:55:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.5412, loss: 2.5412 +2025-06-03 20:32:26,762 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 21:54:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 2.5737, loss: 2.5737 +2025-06-03 20:33:09,786 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 21:53:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9794, loss_cls: 2.6006, loss: 2.6006 +2025-06-03 20:33:52,891 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 21:53:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6139, loss: 2.6139 +2025-06-03 20:34:36,010 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 21:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6276, loss: 2.6276 +2025-06-03 20:35:19,109 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 21:51:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.6874, loss: 2.6874 +2025-06-03 20:36:02,218 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:50:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6224, loss: 2.6224 +2025-06-03 20:36:45,298 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:50:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5953, loss: 2.5953 +2025-06-03 20:37:28,259 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:49:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.6260, loss: 2.6260 +2025-06-03 20:38:11,353 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:48:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.6906, loss: 2.6906 +2025-06-03 20:38:54,569 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:48:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.6131, loss: 2.6131 +2025-06-03 20:39:37,794 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:47:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6114, loss: 2.6114 +2025-06-03 20:40:21,026 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:46:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.5602, loss: 2.5602 +2025-06-03 20:41:04,201 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:45:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-03 20:41:47,363 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:45:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6674, loss: 2.6674 +2025-06-03 20:42:30,563 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:44:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.5804, loss: 2.5804 +2025-06-03 20:43:13,729 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:43:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.6911, loss: 2.6911 +2025-06-03 20:43:56,928 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:43:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6590, loss: 2.6590 +2025-06-03 20:44:40,195 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:42:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.6123, loss: 2.6123 +2025-06-03 20:45:23,401 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:41:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9756, loss_cls: 2.5713, loss: 2.5713 +2025-06-03 20:46:06,491 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:40:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.6637, loss: 2.6637 +2025-06-03 20:46:49,601 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:40:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6329, loss: 2.6329 +2025-06-03 20:47:12,905 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-03 20:48:38,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:48:38,093 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9929 +2025-06-03 20:48:38,097 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.9112, top5_acc: 0.9929 +2025-06-03 20:49:41,469 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:39:05, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5922, loss: 2.5922 +2025-06-03 20:50:24,645 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:38:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.5052, loss: 2.5052 +2025-06-03 20:51:07,727 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:37:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.4985, loss: 2.4985 +2025-06-03 20:51:50,689 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:36:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.6264, loss: 2.6264 +2025-06-03 20:52:33,953 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:36:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5542, loss: 2.5542 +2025-06-03 20:53:17,093 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:35:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6366, loss: 2.6366 +2025-06-03 20:54:00,139 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:34:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.7235, loss: 2.7235 +2025-06-03 20:54:43,206 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:34:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6477, loss: 2.6477 +2025-06-03 20:55:26,299 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:33:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.5768, loss: 2.5768 +2025-06-03 20:56:09,401 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:32:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6215, loss: 2.6215 +2025-06-03 20:56:52,525 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:31:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.5675, loss: 2.5675 +2025-06-03 20:57:35,654 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:31:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.6468, loss: 2.6468 +2025-06-03 20:58:18,797 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:30:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.5904, loss: 2.5904 +2025-06-03 20:59:01,981 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:29:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.5289, loss: 2.5289 +2025-06-03 20:59:45,202 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:29:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6734, loss: 2.6734 +2025-06-03 21:00:28,294 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:28:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9762, loss_cls: 2.6948, loss: 2.6948 +2025-06-03 21:01:11,441 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:27:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6454, loss: 2.6454 +2025-06-03 21:01:54,630 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:26:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6148, loss: 2.6148 +2025-06-03 21:02:37,758 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:26:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5795, loss: 2.5795 +2025-06-03 21:03:20,905 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:25:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6178, loss: 2.6178 +2025-06-03 21:04:04,129 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:24:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.7007, loss: 2.7007 +2025-06-03 21:04:47,269 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:24:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.6013, loss: 2.6013 +2025-06-03 21:05:30,313 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:23:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 2.7177, loss: 2.7177 +2025-06-03 21:05:53,707 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-03 21:07:18,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:07:19,021 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9903 +2025-06-03 21:07:19,024 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8823, top5_acc: 0.9903 +2025-06-03 21:08:22,083 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:22:11, time: 0.631, data_time: 0.201, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 2.6013, loss: 2.6013 +2025-06-03 21:09:05,213 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:21:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5256, loss: 2.5256 +2025-06-03 21:09:48,154 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:20:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.4633, loss: 2.4633 +2025-06-03 21:10:31,290 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:20:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.5290, loss: 2.5290 +2025-06-03 21:11:14,400 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:19:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.5415, loss: 2.5415 +2025-06-03 21:11:57,417 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:18:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5995, loss: 2.5995 +2025-06-03 21:12:40,156 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:17:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4903, loss: 2.4903 +2025-06-03 21:13:23,184 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:17:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.5637, loss: 2.5637 +2025-06-03 21:14:06,269 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:16:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5420, loss: 2.5420 +2025-06-03 21:14:49,331 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:15:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.5673, loss: 2.5673 +2025-06-03 21:15:32,454 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:15:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.5953, loss: 2.5953 +2025-06-03 21:16:15,677 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:14:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.5750, loss: 2.5750 +2025-06-03 21:16:59,182 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:13:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5678, loss: 2.5678 +2025-06-03 21:17:42,625 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:12:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.6757, loss: 2.6757 +2025-06-03 21:18:25,902 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:12:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6151, loss: 2.6151 +2025-06-03 21:19:09,152 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:11:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9794, loss_cls: 2.7026, loss: 2.7026 +2025-06-03 21:19:52,346 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:10:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.6659, loss: 2.6659 +2025-06-03 21:20:35,427 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:10:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5941, loss: 2.5941 +2025-06-03 21:21:18,406 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:09:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.5984, loss: 2.5984 +2025-06-03 21:22:01,529 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:08:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6231, loss: 2.6231 +2025-06-03 21:22:44,775 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:07:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.6806, loss: 2.6806 +2025-06-03 21:23:28,041 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:07:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5628, loss: 2.5628 +2025-06-03 21:24:11,082 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:06:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5953, loss: 2.5953 +2025-06-03 21:24:34,501 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-03 21:33:46,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:33:46,083 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9928 +2025-06-03 21:33:46,086 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.9111, top5_acc: 0.9928 +2025-06-03 21:34:49,402 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:05:18, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.6178, loss: 2.6178 +2025-06-03 21:35:32,638 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:04:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.5785, loss: 2.5785 +2025-06-03 21:36:15,719 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:03:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.6138, loss: 2.6138 +2025-06-03 21:36:58,913 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:03:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.4912, loss: 2.4912 +2025-06-03 21:37:42,173 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:02:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.5709, loss: 2.5709 +2025-06-03 21:38:25,309 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:01:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.6189, loss: 2.6189 +2025-06-03 21:39:08,489 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:01:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.5198, loss: 2.5198 +2025-06-03 21:39:51,543 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:00:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.4796, loss: 2.4796 +2025-06-03 21:40:34,610 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 20:59:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5394, loss: 2.5394 +2025-06-03 21:41:17,717 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 20:58:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9788, loss_cls: 2.6970, loss: 2.6970 +2025-06-03 21:42:00,804 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 20:58:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5514, loss: 2.5514 +2025-06-03 21:42:43,899 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 20:57:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.5811, loss: 2.5811 +2025-06-03 21:43:27,262 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 20:56:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5891, loss: 2.5891 +2025-06-03 21:44:10,617 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 20:56:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.5557, loss: 2.5557 +2025-06-03 21:44:53,805 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 20:55:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9806, loss_cls: 2.6310, loss: 2.6310 +2025-06-03 21:45:36,977 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6399, loss: 2.6399 +2025-06-03 21:46:20,169 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:53:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.5925, loss: 2.5925 +2025-06-03 21:47:03,338 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:53:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.5316, loss: 2.5316 +2025-06-03 21:47:46,514 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:52:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5574, loss: 2.5574 +2025-06-03 21:48:29,720 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:51:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.6389, loss: 2.6389 +2025-06-03 21:49:12,916 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:50:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.6340, loss: 2.6340 +2025-06-03 21:49:56,086 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:50:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.6134, loss: 2.6134 +2025-06-03 21:50:39,249 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:49:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6423, loss: 2.6423 +2025-06-03 21:51:02,630 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-03 21:52:27,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:52:27,978 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9937 +2025-06-03 21:52:27,981 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.9131, top5_acc: 0.9937 +2025-06-03 21:53:31,553 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:48:25, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.5758, loss: 2.5758 +2025-06-03 21:54:14,727 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:47:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5300, loss: 2.5300 +2025-06-03 21:54:58,210 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:47:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.5846, loss: 2.5846 +2025-06-03 21:55:41,413 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:46:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.6977, loss: 2.6977 +2025-06-03 21:56:24,499 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:45:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 2.4979, loss: 2.4979 +2025-06-03 21:57:07,550 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:44:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.6505, loss: 2.6505 +2025-06-03 21:57:50,649 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:44:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5687, loss: 2.5687 +2025-06-03 21:58:33,735 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:43:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.5468, loss: 2.5468 +2025-06-03 21:59:16,729 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.5891, loss: 2.5891 +2025-06-03 21:59:59,725 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:41:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.5335, loss: 2.5335 +2025-06-03 22:00:42,819 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:41:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.5611, loss: 2.5611 +2025-06-03 22:01:25,910 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:40:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.5579, loss: 2.5579 +2025-06-03 22:02:09,303 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:39:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5329, loss: 2.5329 +2025-06-03 22:02:52,982 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:39:08, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.5666, loss: 2.5666 +2025-06-03 22:03:36,665 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:38:25, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5938, loss: 2.5938 +2025-06-03 22:04:20,139 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:37:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.5500, loss: 2.5500 +2025-06-03 22:05:03,562 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:37:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9806, loss_cls: 2.5656, loss: 2.5656 +2025-06-03 22:05:46,636 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:36:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6357, loss: 2.6357 +2025-06-03 22:06:29,786 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:35:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.5228, loss: 2.5228 +2025-06-03 22:07:12,918 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:34:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.5938, loss: 2.5938 +2025-06-03 22:07:56,042 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:34:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.4549, loss: 2.4549 +2025-06-03 22:08:39,137 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:33:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 2.5636, loss: 2.5636 +2025-06-03 22:09:22,282 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:32:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.6357, loss: 2.6357 +2025-06-03 22:09:45,717 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-03 22:11:11,302 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:11:11,377 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9921 +2025-06-03 22:11:11,381 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.9113, top5_acc: 0.9921 +2025-06-03 22:12:14,973 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:31:34, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4554, loss: 2.4554 +2025-06-03 22:12:57,970 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:30:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5404, loss: 2.5404 +2025-06-03 22:13:41,047 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:30:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.5499, loss: 2.5499 +2025-06-03 22:14:24,181 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:29:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5548, loss: 2.5548 +2025-06-03 22:15:07,214 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:28:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.5696, loss: 2.5696 +2025-06-03 22:15:50,188 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:27:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5365, loss: 2.5365 +2025-06-03 22:16:33,234 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:27:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.6028, loss: 2.6028 +2025-06-03 22:17:16,231 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:26:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4568, loss: 2.4568 +2025-06-03 22:17:59,228 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:25:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4893, loss: 2.4893 +2025-06-03 22:18:42,291 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:25:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.5043, loss: 2.5043 +2025-06-03 22:19:25,319 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:24:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5974, loss: 2.5974 +2025-06-03 22:20:08,436 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:23:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.5914, loss: 2.5914 +2025-06-03 22:20:51,565 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:22:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.4566, loss: 2.4566 +2025-06-03 22:21:34,665 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:22:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 2.5050, loss: 2.5050 +2025-06-03 22:22:17,733 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:21:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.5591, loss: 2.5591 +2025-06-03 22:23:00,809 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:20:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.4664, loss: 2.4664 +2025-06-03 22:23:43,861 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:20:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.5393, loss: 2.5393 +2025-06-03 22:24:26,956 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:19:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.5672, loss: 2.5672 +2025-06-03 22:25:10,023 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:18:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5425, loss: 2.5425 +2025-06-03 22:25:53,157 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:17:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.5650, loss: 2.5650 +2025-06-03 22:26:36,218 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:17:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.6202, loss: 2.6202 +2025-06-03 22:27:19,298 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:16:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.5950, loss: 2.5950 +2025-06-03 22:28:02,447 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:15:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4745, loss: 2.4745 +2025-06-03 22:28:25,866 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-03 22:29:51,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:29:51,275 - pyskl - INFO - +top1_acc 0.9215 +top5_acc 0.9927 +2025-06-03 22:29:51,326 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_64.pth was removed +2025-06-03 22:29:52,327 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-06-03 22:29:52,328 - pyskl - INFO - Best top1_acc is 0.9215 at 78 epoch. +2025-06-03 22:29:52,330 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.9215, top5_acc: 0.9927 +2025-06-03 22:30:55,864 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:14:39, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.4327, loss: 2.4327 +2025-06-03 22:31:39,011 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:13:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5184, loss: 2.5184 +2025-06-03 22:32:22,162 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:13:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.4881, loss: 2.4881 +2025-06-03 22:33:05,330 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.4416, loss: 2.4416 +2025-06-03 22:33:48,583 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:11:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.4788, loss: 2.4788 +2025-06-03 22:34:31,776 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:11:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6022, loss: 2.6022 +2025-06-03 22:35:15,215 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:10:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.5016, loss: 2.5016 +2025-06-03 22:35:58,324 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:09:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4618, loss: 2.4618 +2025-06-03 22:36:41,526 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:08:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.5765, loss: 2.5765 +2025-06-03 22:37:24,849 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:08:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5827, loss: 2.5827 +2025-06-03 22:38:08,047 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:07:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.5207, loss: 2.5207 +2025-06-03 22:38:51,258 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:06:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.4852, loss: 2.4852 +2025-06-03 22:39:34,674 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:06:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.4705, loss: 2.4705 +2025-06-03 22:40:18,078 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:05:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.5758, loss: 2.5758 +2025-06-03 22:41:01,357 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:04:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5816, loss: 2.5816 +2025-06-03 22:41:44,644 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:03:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4637, loss: 2.4637 +2025-06-03 22:42:27,804 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:03:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.5869, loss: 2.5869 +2025-06-03 22:43:11,007 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:02:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4801, loss: 2.4801 +2025-06-03 22:43:54,141 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:01:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 2.5668, loss: 2.5668 +2025-06-03 22:44:37,297 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:01:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.4843, loss: 2.4843 +2025-06-03 22:45:20,466 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:00:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5490, loss: 2.5490 +2025-06-03 22:46:03,518 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 19:59:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4810, loss: 2.4810 +2025-06-03 22:46:46,666 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 19:58:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.6753, loss: 2.6753 +2025-06-03 22:47:10,196 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-03 22:48:35,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:48:35,901 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9914 +2025-06-03 22:48:35,904 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8920, top5_acc: 0.9914 +2025-06-03 22:49:39,634 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 19:57:48, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.4484, loss: 2.4484 +2025-06-03 22:50:22,780 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 19:57:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.4217, loss: 2.4217 +2025-06-03 22:51:06,032 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 19:56:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5880, loss: 2.5880 +2025-06-03 22:51:49,276 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 19:55:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4369, loss: 2.4369 +2025-06-03 22:52:32,342 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:54:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.4169, loss: 2.4169 +2025-06-03 22:53:15,578 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:54:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6425, loss: 2.6425 +2025-06-03 22:53:58,699 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:53:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.5165, loss: 2.5165 +2025-06-03 22:54:41,730 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:52:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5318, loss: 2.5318 +2025-06-03 22:55:24,787 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:52:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5338, loss: 2.5338 +2025-06-03 22:56:07,753 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:51:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4982, loss: 2.4982 +2025-06-03 22:56:50,803 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:50:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 2.4636, loss: 2.4636 +2025-06-03 22:57:33,797 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:49:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5385, loss: 2.5385 +2025-06-03 22:58:17,023 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:49:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.6222, loss: 2.6222 +2025-06-03 22:59:00,382 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:48:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.5365, loss: 2.5365 +2025-06-03 22:59:43,995 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:47:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.5077, loss: 2.5077 +2025-06-03 23:00:27,539 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:47:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4903, loss: 2.4903 +2025-06-03 23:01:11,031 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:46:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.4850, loss: 2.4850 +2025-06-03 23:01:54,468 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:45:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.5443, loss: 2.5443 +2025-06-03 23:02:38,117 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:44:57, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5906, loss: 2.5906 +2025-06-03 23:03:21,605 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:44:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4996, loss: 2.4996 +2025-06-03 23:04:04,986 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:43:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6176, loss: 2.6176 +2025-06-03 23:04:48,385 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:42:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.4719, loss: 2.4719 +2025-06-03 23:05:31,728 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:42:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4679, loss: 2.4679 +2025-06-03 23:05:55,348 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-03 23:15:05,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:15:06,058 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9928 +2025-06-03 23:15:06,061 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9042, top5_acc: 0.9928 +2025-06-03 23:16:10,348 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:40:58, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.4130, loss: 2.4130 +2025-06-03 23:16:53,763 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:40:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.3547, loss: 2.3547 +2025-06-03 23:17:37,225 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:39:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.5254, loss: 2.5254 +2025-06-03 23:18:20,949 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:38:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.4049, loss: 2.4049 +2025-06-03 23:19:04,664 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:38:08, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.4325, loss: 2.4325 +2025-06-03 23:19:48,118 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:37:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.5042, loss: 2.5042 +2025-06-03 23:20:31,700 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:36:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.5634, loss: 2.5634 +2025-06-03 23:21:15,295 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:36:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9800, loss_cls: 2.4984, loss: 2.4984 +2025-06-03 23:21:58,841 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:35:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.5016, loss: 2.5016 +2025-06-03 23:22:42,372 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:34:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4724, loss: 2.4724 +2025-06-03 23:23:25,860 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:33:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5042, loss: 2.5042 +2025-06-03 23:24:09,283 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:33:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.5738, loss: 2.5738 +2025-06-03 23:24:52,867 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:32:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.5232, loss: 2.5232 +2025-06-03 23:25:36,397 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:31:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.4523, loss: 2.4523 +2025-06-03 23:26:19,832 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:31:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.6154, loss: 2.6154 +2025-06-03 23:27:03,317 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:30:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.5209, loss: 2.5209 +2025-06-03 23:27:46,799 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:29:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.5839, loss: 2.5839 +2025-06-03 23:28:30,308 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:28:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.5546, loss: 2.5546 +2025-06-03 23:29:13,852 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:28:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.4364, loss: 2.4364 +2025-06-03 23:29:57,362 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:27:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6100, loss: 2.6100 +2025-06-03 23:30:40,744 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:26:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4585, loss: 2.4585 +2025-06-03 23:31:24,096 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:26:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.4977, loss: 2.4977 +2025-06-03 23:32:07,500 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:25:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.5929, loss: 2.5929 +2025-06-03 23:32:31,079 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-03 23:33:57,053 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:33:57,129 - pyskl - INFO - +top1_acc 0.9201 +top5_acc 0.9931 +2025-06-03 23:33:57,133 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9201, top5_acc: 0.9931 +2025-06-03 23:35:01,699 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:24:13, time: 0.646, data_time: 0.209, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3989, loss: 2.3989 +2025-06-03 23:35:45,043 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:23:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.4473, loss: 2.4473 +2025-06-03 23:36:28,407 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:22:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3989, loss: 2.3989 +2025-06-03 23:37:11,924 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:22:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4227, loss: 2.4227 +2025-06-03 23:37:55,220 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:21:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3884, loss: 2.3884 +2025-06-03 23:38:38,537 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:20:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.5048, loss: 2.5048 +2025-06-03 23:39:21,832 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:19:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4555, loss: 2.4555 +2025-06-03 23:40:05,185 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:19:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.4778, loss: 2.4778 +2025-06-03 23:40:48,489 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:18:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.5565, loss: 2.5565 +2025-06-03 23:41:31,887 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:17:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4781, loss: 2.4781 +2025-06-03 23:42:15,471 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:17:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.5359, loss: 2.5359 +2025-06-03 23:42:59,027 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:16:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.4762, loss: 2.4762 +2025-06-03 23:43:42,588 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:15:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5559, loss: 2.5559 +2025-06-03 23:44:26,219 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:14:57, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.4784, loss: 2.4784 +2025-06-03 23:45:09,631 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:14:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5719, loss: 2.5719 +2025-06-03 23:45:52,856 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:13:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4953, loss: 2.4953 +2025-06-03 23:46:36,163 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:12:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4904, loss: 2.4904 +2025-06-03 23:47:19,470 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:12:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5896, loss: 2.5896 +2025-06-03 23:48:02,854 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:11:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4696, loss: 2.4696 +2025-06-03 23:48:46,166 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:10:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5747, loss: 2.5747 +2025-06-03 23:49:29,414 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:09:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4810, loss: 2.4810 +2025-06-03 23:50:12,754 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:09:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.5450, loss: 2.5450 +2025-06-03 23:50:56,010 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:08:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.5379, loss: 2.5379 +2025-06-03 23:51:19,503 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-03 23:52:45,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:52:45,387 - pyskl - INFO - +top1_acc 0.9059 +top5_acc 0.9911 +2025-06-03 23:52:45,390 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.9059, top5_acc: 0.9911 +2025-06-03 23:53:49,172 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:07:24, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3687, loss: 2.3687 +2025-06-03 23:54:32,505 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:06:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4694, loss: 2.4694 +2025-06-03 23:55:15,760 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:05:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.4383, loss: 2.4383 +2025-06-03 23:55:59,034 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:05:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.5038, loss: 2.5038 +2025-06-03 23:56:42,315 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:04:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.3940, loss: 2.3940 +2025-06-03 23:57:25,535 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:03:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.4912, loss: 2.4912 +2025-06-03 23:58:08,859 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:03:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.4792, loss: 2.4792 +2025-06-03 23:58:52,199 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:02:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.5359, loss: 2.5359 +2025-06-03 23:59:35,532 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:01:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4223, loss: 2.4223 +2025-06-04 00:00:18,953 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:00:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.4803, loss: 2.4803 +2025-06-04 00:01:02,270 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:00:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.4338, loss: 2.4338 +2025-06-04 00:01:45,720 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 18:59:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4916, loss: 2.4916 +2025-06-04 00:02:29,136 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 18:58:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.4666, loss: 2.4666 +2025-06-04 00:03:12,571 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 18:58:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.4176, loss: 2.4176 +2025-06-04 00:03:56,028 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 18:57:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.5383, loss: 2.5383 +2025-06-04 00:04:39,443 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 18:56:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.4531, loss: 2.4531 +2025-06-04 00:05:22,853 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 18:55:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4645, loss: 2.4645 +2025-06-04 00:06:06,264 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:55:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.3638, loss: 2.3638 +2025-06-04 00:06:49,706 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:54:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4826, loss: 2.4826 +2025-06-04 00:07:33,047 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:53:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.5708, loss: 2.5708 +2025-06-04 00:08:16,370 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:53:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3770, loss: 2.3770 +2025-06-04 00:08:59,666 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:52:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.5734, loss: 2.5734 +2025-06-04 00:09:43,089 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:51:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.5596, loss: 2.5596 +2025-06-04 00:10:06,722 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-04 00:11:32,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:11:32,731 - pyskl - INFO - +top1_acc 0.9218 +top5_acc 0.9926 +2025-06-04 00:11:32,801 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_78.pth was removed +2025-06-04 00:11:33,945 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-04 00:11:33,946 - pyskl - INFO - Best top1_acc is 0.9218 at 83 epoch. +2025-06-04 00:11:33,949 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9218, top5_acc: 0.9926 +2025-06-04 00:12:38,364 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:50:35, time: 0.644, data_time: 0.207, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.3685, loss: 2.3685 +2025-06-04 00:13:21,899 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:49:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4777, loss: 2.4777 +2025-06-04 00:14:05,455 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:49:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.4721, loss: 2.4721 +2025-06-04 00:14:48,974 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:48:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.3470, loss: 2.3470 +2025-06-04 00:15:32,633 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:47:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.4504, loss: 2.4504 +2025-06-04 00:16:16,062 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:47:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.4259, loss: 2.4259 +2025-06-04 00:16:59,559 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:46:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3778, loss: 2.3778 +2025-06-04 00:17:43,187 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:45:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.4211, loss: 2.4211 +2025-06-04 00:18:26,862 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:44:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.4482, loss: 2.4482 +2025-06-04 00:19:10,276 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.5083, loss: 2.5083 +2025-06-04 00:19:53,664 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:43:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4180, loss: 2.4180 +2025-06-04 00:20:37,096 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:42:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3806, loss: 2.3806 +2025-06-04 00:21:20,554 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:42:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.4476, loss: 2.4476 +2025-06-04 00:22:04,035 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:41:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4524, loss: 2.4524 +2025-06-04 00:22:47,502 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:40:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.4896, loss: 2.4896 +2025-06-04 00:23:30,995 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:39:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.3892, loss: 2.3892 +2025-06-04 00:24:14,404 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:39:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.6057, loss: 2.6057 +2025-06-04 00:24:57,914 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:38:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.4185, loss: 2.4185 +2025-06-04 00:25:41,404 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:37:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.3912, loss: 2.3912 +2025-06-04 00:26:24,923 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:37:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.5324, loss: 2.5324 +2025-06-04 00:27:08,363 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:36:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4950, loss: 2.4950 +2025-06-04 00:27:51,813 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:35:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5042, loss: 2.5042 +2025-06-04 00:28:35,242 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:34:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4658, loss: 2.4658 +2025-06-04 00:28:58,901 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-04 00:30:24,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:30:24,731 - pyskl - INFO - +top1_acc 0.9163 +top5_acc 0.9934 +2025-06-04 00:30:24,734 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9163, top5_acc: 0.9934 +2025-06-04 00:31:28,567 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:33:48, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.3193, loss: 2.3193 +2025-06-04 00:32:11,814 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:33:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.4586, loss: 2.4586 +2025-06-04 00:32:55,123 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:32:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.4072, loss: 2.4072 +2025-06-04 00:33:38,444 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:31:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.4175, loss: 2.4175 +2025-06-04 00:34:21,844 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:30:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.3069, loss: 2.3069 +2025-06-04 00:35:05,189 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:30:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 2.4113, loss: 2.4113 +2025-06-04 00:35:48,616 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:29:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.5191, loss: 2.5191 +2025-06-04 00:36:31,882 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:28:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4292, loss: 2.4292 +2025-06-04 00:37:15,206 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:28:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5098, loss: 2.5098 +2025-06-04 00:37:58,522 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:27:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.4224, loss: 2.4224 +2025-06-04 00:38:41,943 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:26:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3692, loss: 2.3692 +2025-06-04 00:39:25,205 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:25:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 2.4490, loss: 2.4490 +2025-06-04 00:40:08,627 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:25:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.4021, loss: 2.4021 +2025-06-04 00:40:52,008 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:24:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5220, loss: 2.5220 +2025-06-04 00:41:35,372 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:23:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.5151, loss: 2.5151 +2025-06-04 00:42:18,579 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:23:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.3877, loss: 2.3877 +2025-06-04 00:43:01,968 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:22:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.4105, loss: 2.4105 +2025-06-04 00:43:45,305 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:21:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3988, loss: 2.3988 +2025-06-04 00:44:28,732 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:20:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 2.4891, loss: 2.4891 +2025-06-04 00:45:12,115 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:20:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.4522, loss: 2.4522 +2025-06-04 00:45:55,576 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:19:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.4652, loss: 2.4652 +2025-06-04 00:46:39,023 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:18:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.5158, loss: 2.5158 +2025-06-04 00:47:22,295 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:18:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.4703, loss: 2.4703 +2025-06-04 00:47:45,931 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-04 00:56:27,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:56:28,013 - pyskl - INFO - +top1_acc 0.9116 +top5_acc 0.9924 +2025-06-04 00:56:28,016 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.9116, top5_acc: 0.9924 +2025-06-04 00:57:32,251 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:16:59, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.3885, loss: 2.3885 +2025-06-04 00:58:15,544 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:16:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9888, loss_cls: 2.3616, loss: 2.3616 +2025-06-04 00:58:58,866 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:15:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3351, loss: 2.3351 +2025-06-04 00:59:42,112 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:14:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.4414, loss: 2.4414 +2025-06-04 01:00:25,398 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:14:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3969, loss: 2.3969 +2025-06-04 01:01:08,695 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:13:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.4509, loss: 2.4509 +2025-06-04 01:01:52,027 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:12:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.4230, loss: 2.4230 +2025-06-04 01:02:35,266 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:11:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.5160, loss: 2.5160 +2025-06-04 01:03:18,529 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:11:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.3903, loss: 2.3903 +2025-06-04 01:04:01,812 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:10:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.4040, loss: 2.4040 +2025-06-04 01:04:44,976 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:09:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4330, loss: 2.4330 +2025-06-04 01:05:28,216 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:09:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9950, loss_cls: 2.4638, loss: 2.4638 +2025-06-04 01:06:11,484 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:08:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3361, loss: 2.3361 +2025-06-04 01:06:54,750 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:07:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.3388, loss: 2.3388 +2025-06-04 01:07:38,042 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:06:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.4400, loss: 2.4400 +2025-06-04 01:08:21,335 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:06:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.4372, loss: 2.4372 +2025-06-04 01:09:04,679 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:05:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4024, loss: 2.4024 +2025-06-04 01:09:48,052 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:04:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.4961, loss: 2.4961 +2025-06-04 01:10:31,560 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:04:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.4082, loss: 2.4082 +2025-06-04 01:11:14,943 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:03:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3809, loss: 2.3809 +2025-06-04 01:11:58,315 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 18:02:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4621, loss: 2.4621 +2025-06-04 01:12:41,717 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 18:01:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.5708, loss: 2.5708 +2025-06-04 01:13:25,010 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 18:01:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9831, loss_cls: 2.4508, loss: 2.4508 +2025-06-04 01:13:48,578 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-04 01:15:14,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:15:14,649 - pyskl - INFO - +top1_acc 0.9223 +top5_acc 0.9929 +2025-06-04 01:15:14,707 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_83.pth was removed +2025-06-04 01:15:15,801 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-06-04 01:15:15,802 - pyskl - INFO - Best top1_acc is 0.9223 at 86 epoch. +2025-06-04 01:15:15,805 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9223, top5_acc: 0.9929 +2025-06-04 01:16:19,603 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 18:00:08, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.3944, loss: 2.3944 +2025-06-04 01:17:02,845 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 17:59:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3337, loss: 2.3337 +2025-06-04 01:17:46,164 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 17:58:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.3473, loss: 2.3473 +2025-06-04 01:18:29,499 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 17:57:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3887, loss: 2.3887 +2025-06-04 01:19:12,783 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 17:57:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9831, loss_cls: 2.4387, loss: 2.4387 +2025-06-04 01:19:56,131 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 17:56:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.3449, loss: 2.3449 +2025-06-04 01:20:39,814 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:55:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.4209, loss: 2.4209 +2025-06-04 01:21:23,255 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:55:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.4219, loss: 2.4219 +2025-06-04 01:22:06,539 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:54:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.4608, loss: 2.4608 +2025-06-04 01:22:49,880 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:53:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2952, loss: 2.2952 +2025-06-04 01:23:33,211 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:52:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.4092, loss: 2.4092 +2025-06-04 01:24:16,577 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:52:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3447, loss: 2.3447 +2025-06-04 01:24:59,893 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:51:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.3804, loss: 2.3804 +2025-06-04 01:25:43,378 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:50:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4436, loss: 2.4436 +2025-06-04 01:26:26,869 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:50:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.4600, loss: 2.4600 +2025-06-04 01:27:10,367 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:49:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.4402, loss: 2.4402 +2025-06-04 01:27:53,766 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:48:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.4675, loss: 2.4675 +2025-06-04 01:28:37,113 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:48:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.3114, loss: 2.3114 +2025-06-04 01:29:20,236 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:47:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.5053, loss: 2.5053 +2025-06-04 01:30:03,657 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:46:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.3913, loss: 2.3913 +2025-06-04 01:30:46,925 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:45:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.4990, loss: 2.4990 +2025-06-04 01:31:30,141 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:45:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4628, loss: 2.4628 +2025-06-04 01:32:13,579 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:44:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.4391, loss: 2.4391 +2025-06-04 01:32:37,061 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-04 01:34:02,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:34:02,250 - pyskl - INFO - +top1_acc 0.9165 +top5_acc 0.9932 +2025-06-04 01:34:02,253 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9165, top5_acc: 0.9932 +2025-06-04 01:35:06,040 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:43:18, time: 0.638, data_time: 0.202, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.2959, loss: 2.2959 +2025-06-04 01:35:49,407 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:42:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.3051, loss: 2.3051 +2025-06-04 01:36:32,633 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:41:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.3168, loss: 2.3168 +2025-06-04 01:37:15,943 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:41:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3962, loss: 2.3962 +2025-06-04 01:37:59,320 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:40:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.3426, loss: 2.3426 +2025-06-04 01:38:42,952 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:39:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.3785, loss: 2.3785 +2025-06-04 01:39:26,368 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:39:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.3982, loss: 2.3982 +2025-06-04 01:40:09,686 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:38:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.3823, loss: 2.3823 +2025-06-04 01:40:53,011 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:37:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.3437, loss: 2.3437 +2025-06-04 01:41:36,283 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:36:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.3006, loss: 2.3006 +2025-06-04 01:42:19,532 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:36:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.3497, loss: 2.3497 +2025-06-04 01:43:02,775 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:35:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.4249, loss: 2.4249 +2025-06-04 01:43:46,057 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:34:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 2.3608, loss: 2.3608 +2025-06-04 01:44:29,527 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:34:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.3482, loss: 2.3482 +2025-06-04 01:45:12,979 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:33:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.4602, loss: 2.4602 +2025-06-04 01:45:56,310 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:32:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4814, loss: 2.4814 +2025-06-04 01:46:39,691 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:31:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.3812, loss: 2.3812 +2025-06-04 01:47:23,064 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:31:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.3435, loss: 2.3435 +2025-06-04 01:48:06,491 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:30:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3955, loss: 2.3955 +2025-06-04 01:48:49,972 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:29:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9838, loss_cls: 2.4031, loss: 2.4031 +2025-06-04 01:49:33,333 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:29:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9875, loss_cls: 2.4074, loss: 2.4074 +2025-06-04 01:50:16,634 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:28:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 2.4547, loss: 2.4547 +2025-06-04 01:51:00,048 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:27:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3486, loss: 2.3486 +2025-06-04 01:51:23,674 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-04 01:52:49,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:52:49,849 - pyskl - INFO - +top1_acc 0.9117 +top5_acc 0.9938 +2025-06-04 01:52:49,852 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9117, top5_acc: 0.9938 +2025-06-04 01:53:53,790 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:26:28, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.2538, loss: 2.2538 +2025-06-04 01:54:37,102 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:25:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.2853, loss: 2.2853 +2025-06-04 01:55:20,434 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:25:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.4010, loss: 2.4010 +2025-06-04 01:56:03,952 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:24:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.2310, loss: 2.2310 +2025-06-04 01:56:47,359 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:23:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3458, loss: 2.3458 +2025-06-04 01:57:30,650 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:22:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 2.3317, loss: 2.3317 +2025-06-04 01:58:14,012 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:22:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2973, loss: 2.2973 +2025-06-04 01:58:57,524 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:21:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.3542, loss: 2.3542 +2025-06-04 01:59:40,793 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:20:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3084, loss: 2.3084 +2025-06-04 02:00:24,077 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:20:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2646, loss: 2.2646 +2025-06-04 02:01:07,436 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:19:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.3731, loss: 2.3731 +2025-06-04 02:01:50,900 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:18:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.4542, loss: 2.4542 +2025-06-04 02:02:34,266 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:17:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.4002, loss: 2.4002 +2025-06-04 02:03:17,763 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:17:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.3481, loss: 2.3481 +2025-06-04 02:04:01,148 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:16:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.3987, loss: 2.3987 +2025-06-04 02:04:44,616 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:15:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.3567, loss: 2.3567 +2025-06-04 02:05:28,011 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:15:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.3238, loss: 2.3238 +2025-06-04 02:06:11,366 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:14:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4671, loss: 2.4671 +2025-06-04 02:06:54,768 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:13:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4582, loss: 2.4582 +2025-06-04 02:07:38,162 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:12:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.3884, loss: 2.3884 +2025-06-04 02:08:21,412 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:12:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3646, loss: 2.3646 +2025-06-04 02:09:04,726 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:11:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.4295, loss: 2.4295 +2025-06-04 02:09:48,070 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:10:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.3918, loss: 2.3918 +2025-06-04 02:10:11,662 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-04 02:11:37,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:11:37,735 - pyskl - INFO - +top1_acc 0.9236 +top5_acc 0.9932 +2025-06-04 02:11:37,792 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_86.pth was removed +2025-06-04 02:11:38,863 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-04 02:11:38,864 - pyskl - INFO - Best top1_acc is 0.9236 at 89 epoch. +2025-06-04 02:11:38,867 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9236, top5_acc: 0.9932 +2025-06-04 02:12:42,920 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:09:38, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.3416, loss: 2.3416 +2025-06-04 02:13:26,499 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:08:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9881, loss_cls: 2.2899, loss: 2.2899 +2025-06-04 02:14:10,070 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:08:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.3043, loss: 2.3043 +2025-06-04 02:14:53,597 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:07:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.3052, loss: 2.3052 +2025-06-04 02:15:37,185 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:06:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.3408, loss: 2.3408 +2025-06-04 02:16:20,581 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:06:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.3641, loss: 2.3641 +2025-06-04 02:17:03,952 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:05:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.3175, loss: 2.3175 +2025-06-04 02:17:47,332 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:04:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.3484, loss: 2.3484 +2025-06-04 02:18:30,631 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:03:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3324, loss: 2.3324 +2025-06-04 02:19:13,938 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 17:03:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.3012, loss: 2.3012 +2025-06-04 02:19:57,337 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 17:02:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2658, loss: 2.2658 +2025-06-04 02:20:40,631 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 17:01:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.3644, loss: 2.3644 +2025-06-04 02:21:23,915 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 17:01:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.3973, loss: 2.3973 +2025-06-04 02:22:07,384 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 17:00:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.3659, loss: 2.3659 +2025-06-04 02:22:50,707 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 16:59:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.3112, loss: 2.3112 +2025-06-04 02:23:34,158 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 16:58:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.3209, loss: 2.3209 +2025-06-04 02:24:17,522 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 16:58:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.3155, loss: 2.3155 +2025-06-04 02:25:00,990 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 16:57:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.3503, loss: 2.3503 +2025-06-04 02:25:44,432 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 16:56:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.4157, loss: 2.4157 +2025-06-04 02:26:27,894 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:56:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.3895, loss: 2.3895 +2025-06-04 02:27:11,265 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:55:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4545, loss: 2.4545 +2025-06-04 02:27:54,500 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:54:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.3461, loss: 2.3461 +2025-06-04 02:28:37,705 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:53:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.3268, loss: 2.3268 +2025-06-04 02:29:01,180 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-04 02:37:57,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:37:58,047 - pyskl - INFO - +top1_acc 0.9236 +top5_acc 0.9937 +2025-06-04 02:37:58,100 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_89.pth was removed +2025-06-04 02:37:59,152 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-06-04 02:37:59,152 - pyskl - INFO - Best top1_acc is 0.9236 at 90 epoch. +2025-06-04 02:37:59,155 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9236, top5_acc: 0.9937 +2025-06-04 02:39:03,041 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:52:48, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.3400, loss: 2.3400 +2025-06-04 02:39:46,273 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:52:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.2184, loss: 2.2184 +2025-06-04 02:40:29,646 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:51:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.3173, loss: 2.3173 +2025-06-04 02:41:12,956 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:50:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.2680, loss: 2.2680 +2025-06-04 02:41:56,335 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:49:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 2.2712, loss: 2.2712 +2025-06-04 02:42:39,718 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:49:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3155, loss: 2.3155 +2025-06-04 02:43:23,310 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:48:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.2966, loss: 2.2966 +2025-06-04 02:44:06,669 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:47:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.2251, loss: 2.2251 +2025-06-04 02:44:49,980 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:47:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 2.3343, loss: 2.3343 +2025-06-04 02:45:33,284 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:46:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.3759, loss: 2.3759 +2025-06-04 02:46:16,570 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:45:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2317, loss: 2.2317 +2025-06-04 02:46:59,945 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:44:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3845, loss: 2.3845 +2025-06-04 02:47:43,200 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:44:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4281, loss: 2.4281 +2025-06-04 02:48:26,586 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:43:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3053, loss: 2.3053 +2025-06-04 02:49:10,001 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:42:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3353, loss: 2.3353 +2025-06-04 02:49:53,312 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:42:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.4543, loss: 2.4543 +2025-06-04 02:50:36,643 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:41:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3476, loss: 2.3476 +2025-06-04 02:51:20,000 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:40:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.3434, loss: 2.3434 +2025-06-04 02:52:03,376 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:39:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.4127, loss: 2.4127 +2025-06-04 02:52:46,601 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:39:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 2.3440, loss: 2.3440 +2025-06-04 02:53:29,980 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:38:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3697, loss: 2.3697 +2025-06-04 02:54:13,271 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:37:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.3630, loss: 2.3630 +2025-06-04 02:54:56,569 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:37:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3995, loss: 2.3995 +2025-06-04 02:55:20,028 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-04 02:56:45,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:56:45,880 - pyskl - INFO - +top1_acc 0.9280 +top5_acc 0.9938 +2025-06-04 02:56:45,937 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_90.pth was removed +2025-06-04 02:56:47,023 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2025-06-04 02:56:47,023 - pyskl - INFO - Best top1_acc is 0.9280 at 91 epoch. +2025-06-04 02:56:47,026 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9280, top5_acc: 0.9938 +2025-06-04 02:57:50,963 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:35:57, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.2874, loss: 2.2874 +2025-06-04 02:58:34,316 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:35:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.3312, loss: 2.3312 +2025-06-04 02:59:17,691 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:34:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.2056, loss: 2.2056 +2025-06-04 03:00:01,060 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:33:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 2.2380, loss: 2.2380 +2025-06-04 03:00:44,520 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:33:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.4250, loss: 2.4250 +2025-06-04 03:01:27,898 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:32:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2494, loss: 2.2494 +2025-06-04 03:02:11,257 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:31:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3646, loss: 2.3646 +2025-06-04 03:02:54,572 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:30:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2428, loss: 2.2428 +2025-06-04 03:03:37,903 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:30:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.3451, loss: 2.3451 +2025-06-04 03:04:21,268 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:29:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.3746, loss: 2.3746 +2025-06-04 03:05:04,615 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:28:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2866, loss: 2.2866 +2025-06-04 03:05:47,983 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:28:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2423, loss: 2.2423 +2025-06-04 03:06:31,322 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:27:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2126, loss: 2.2126 +2025-06-04 03:07:14,728 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:26:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 2.3377, loss: 2.3377 +2025-06-04 03:07:58,057 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:25:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.4130, loss: 2.4130 +2025-06-04 03:08:41,395 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:25:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.3000, loss: 2.3000 +2025-06-04 03:09:24,716 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:24:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3673, loss: 2.3673 +2025-06-04 03:10:07,999 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:23:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3463, loss: 2.3463 +2025-06-04 03:10:51,342 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:23:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.4094, loss: 2.4094 +2025-06-04 03:11:34,595 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:22:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.3443, loss: 2.3443 +2025-06-04 03:12:17,906 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:21:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 2.3657, loss: 2.3657 +2025-06-04 03:13:01,155 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:20:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 2.3212, loss: 2.3212 +2025-06-04 03:13:44,498 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:20:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.2382, loss: 2.2382 +2025-06-04 03:14:08,045 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-04 03:15:33,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:15:33,431 - pyskl - INFO - +top1_acc 0.9294 +top5_acc 0.9937 +2025-06-04 03:15:33,486 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_91.pth was removed +2025-06-04 03:15:34,564 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-04 03:15:34,565 - pyskl - INFO - Best top1_acc is 0.9294 at 92 epoch. +2025-06-04 03:15:34,568 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9294, top5_acc: 0.9937 +2025-06-04 03:16:38,078 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:19:05, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1782, loss: 2.1782 +2025-06-04 03:17:21,384 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:18:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 2.2505, loss: 2.2505 +2025-06-04 03:18:04,754 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:17:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.1792, loss: 2.1792 +2025-06-04 03:18:48,560 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:16:57, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9869, loss_cls: 2.1606, loss: 2.1606 +2025-06-04 03:19:32,187 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:16:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9962, loss_cls: 2.2508, loss: 2.2508 +2025-06-04 03:20:15,595 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:15:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.2218, loss: 2.2218 +2025-06-04 03:20:59,038 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:14:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 2.2051, loss: 2.2051 +2025-06-04 03:21:42,371 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:14:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3005, loss: 2.3005 +2025-06-04 03:22:25,671 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:13:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.3058, loss: 2.3058 +2025-06-04 03:23:09,013 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:12:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2733, loss: 2.2733 +2025-06-04 03:23:52,274 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:11:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1629, loss: 2.1629 +2025-06-04 03:24:35,588 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:11:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.2359, loss: 2.2359 +2025-06-04 03:25:18,959 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:10:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2118, loss: 2.2118 +2025-06-04 03:26:02,420 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:09:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3586, loss: 2.3586 +2025-06-04 03:26:45,961 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:09:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 2.3029, loss: 2.3029 +2025-06-04 03:27:29,372 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:08:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1808, loss: 2.1808 +2025-06-04 03:28:12,763 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:07:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.4066, loss: 2.4066 +2025-06-04 03:28:56,255 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:06:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9850, loss_cls: 2.4106, loss: 2.4106 +2025-06-04 03:29:39,635 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:06:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.3205, loss: 2.3205 +2025-06-04 03:30:22,991 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:05:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2625, loss: 2.2625 +2025-06-04 03:31:06,438 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:04:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.3069, loss: 2.3069 +2025-06-04 03:31:49,880 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:04:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.3332, loss: 2.3332 +2025-06-04 03:32:33,257 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:03:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2525, loss: 2.2525 +2025-06-04 03:32:56,849 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-04 03:34:22,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:34:22,753 - pyskl - INFO - +top1_acc 0.9346 +top5_acc 0.9947 +2025-06-04 03:34:22,812 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_92.pth was removed +2025-06-04 03:34:23,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2025-06-04 03:34:23,920 - pyskl - INFO - Best top1_acc is 0.9346 at 93 epoch. +2025-06-04 03:34:23,923 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9346, top5_acc: 0.9947 +2025-06-04 03:35:27,840 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 16:02:15, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.1873, loss: 2.1873 +2025-06-04 03:36:11,308 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 16:01:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.1670, loss: 2.1670 +2025-06-04 03:36:54,853 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 16:00:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1585, loss: 2.1585 +2025-06-04 03:37:38,356 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 16:00:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.3184, loss: 2.3184 +2025-06-04 03:38:21,773 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 15:59:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.2484, loss: 2.2484 +2025-06-04 03:39:05,243 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 15:58:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3553, loss: 2.3553 +2025-06-04 03:39:48,662 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 15:57:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.3172, loss: 2.3172 +2025-06-04 03:40:31,955 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 15:57:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2870, loss: 2.2870 +2025-06-04 03:41:15,245 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:56:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.2031, loss: 2.2031 +2025-06-04 03:41:58,608 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:55:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3598, loss: 2.3598 +2025-06-04 03:42:42,127 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:55:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2284, loss: 2.2284 +2025-06-04 03:43:25,506 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:54:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1757, loss: 2.1757 +2025-06-04 03:44:08,951 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:53:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.2967, loss: 2.2967 +2025-06-04 03:44:52,332 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:52:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2995, loss: 2.2995 +2025-06-04 03:45:35,614 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:52:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.3411, loss: 2.3411 +2025-06-04 03:46:18,995 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:51:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.2983, loss: 2.2983 +2025-06-04 03:47:02,337 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:50:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.2271, loss: 2.2271 +2025-06-04 03:47:45,764 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:50:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.4335, loss: 2.4335 +2025-06-04 03:48:29,135 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:49:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.2278, loss: 2.2278 +2025-06-04 03:49:12,455 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:48:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.2250, loss: 2.2250 +2025-06-04 03:49:55,832 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:47:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2437, loss: 2.2437 +2025-06-04 03:50:39,220 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:47:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 2.3445, loss: 2.3445 +2025-06-04 03:51:22,589 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:46:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1974, loss: 2.1974 +2025-06-04 03:51:46,244 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-04 03:53:11,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:53:11,924 - pyskl - INFO - +top1_acc 0.9218 +top5_acc 0.9928 +2025-06-04 03:53:11,928 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9218, top5_acc: 0.9928 +2025-06-04 03:54:15,626 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:45:24, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1713, loss: 2.1713 +2025-06-04 03:54:58,934 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:44:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.2160, loss: 2.2160 +2025-06-04 03:55:42,554 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:43:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 2.1659, loss: 2.1659 +2025-06-04 03:56:26,006 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:43:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 2.2148, loss: 2.2148 +2025-06-04 03:57:09,503 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:42:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.2487, loss: 2.2487 +2025-06-04 03:57:52,992 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:41:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.2671, loss: 2.2671 +2025-06-04 03:58:36,406 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:41:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2222, loss: 2.2222 +2025-06-04 03:59:19,807 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:40:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.2571, loss: 2.2571 +2025-06-04 04:00:03,196 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:39:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2555, loss: 2.2555 +2025-06-04 04:00:46,650 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:38:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2278, loss: 2.2278 +2025-06-04 04:01:30,024 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:38:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.4103, loss: 2.4103 +2025-06-04 04:02:13,415 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:37:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2028, loss: 2.2028 +2025-06-04 04:02:56,874 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:36:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.2576, loss: 2.2576 +2025-06-04 04:03:40,304 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:36:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 2.2448, loss: 2.2448 +2025-06-04 04:04:24,056 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:35:24, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.2605, loss: 2.2605 +2025-06-04 04:05:07,488 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:34:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.2356, loss: 2.2356 +2025-06-04 04:05:50,928 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:33:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.3118, loss: 2.3118 +2025-06-04 04:06:34,296 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:33:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2175, loss: 2.2175 +2025-06-04 04:07:17,605 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:32:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2105, loss: 2.2105 +2025-06-04 04:08:00,966 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:31:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 2.2012, loss: 2.2012 +2025-06-04 04:08:44,396 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:31:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.2154, loss: 2.2154 +2025-06-04 04:09:27,727 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:30:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.2745, loss: 2.2745 +2025-06-04 04:10:11,036 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:29:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.3124, loss: 2.3124 +2025-06-04 04:10:34,533 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-04 04:19:34,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:19:34,875 - pyskl - INFO - +top1_acc 0.9331 +top5_acc 0.9945 +2025-06-04 04:19:34,878 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9331, top5_acc: 0.9945 +2025-06-04 04:20:38,660 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:28:34, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1424, loss: 2.1424 +2025-06-04 04:21:22,030 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:27:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.1981, loss: 2.1981 +2025-06-04 04:22:05,588 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:27:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1945, loss: 2.1945 +2025-06-04 04:22:49,142 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:26:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.2376, loss: 2.2376 +2025-06-04 04:23:32,559 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:25:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1034, loss: 2.1034 +2025-06-04 04:24:16,040 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:24:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2112, loss: 2.2112 +2025-06-04 04:24:59,403 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:24:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.3091, loss: 2.3091 +2025-06-04 04:25:42,788 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:23:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 2.2895, loss: 2.2895 +2025-06-04 04:26:26,177 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:22:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.2545, loss: 2.2545 +2025-06-04 04:27:09,358 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:22:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.2330, loss: 2.2330 +2025-06-04 04:27:52,680 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:21:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.2382, loss: 2.2382 +2025-06-04 04:28:35,952 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:20:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.1621, loss: 2.1621 +2025-06-04 04:29:19,396 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:19:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.1949, loss: 2.1949 +2025-06-04 04:30:02,892 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:19:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1943, loss: 2.1943 +2025-06-04 04:30:46,337 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:18:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2731, loss: 2.2731 +2025-06-04 04:31:29,626 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:17:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2891, loss: 2.2891 +2025-06-04 04:32:13,070 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:17:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2549, loss: 2.2549 +2025-06-04 04:32:56,523 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:16:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.2802, loss: 2.2802 +2025-06-04 04:33:39,927 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:15:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.1198, loss: 2.1198 +2025-06-04 04:34:23,428 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:14:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.3436, loss: 2.3436 +2025-06-04 04:35:06,518 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:14:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1787, loss: 2.1787 +2025-06-04 04:35:49,816 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:13:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2108, loss: 2.2108 +2025-06-04 04:36:33,108 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:12:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.3190, loss: 2.3190 +2025-06-04 04:36:56,830 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-04 04:38:22,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:38:22,629 - pyskl - INFO - +top1_acc 0.9311 +top5_acc 0.9941 +2025-06-04 04:38:22,632 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9311, top5_acc: 0.9941 +2025-06-04 04:39:26,623 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:11:42, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.1645, loss: 2.1645 +2025-06-04 04:40:10,047 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:11:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1971, loss: 2.1971 +2025-06-04 04:40:53,524 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:10:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.1611, loss: 2.1611 +2025-06-04 04:41:36,896 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:09:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.2012, loss: 2.2012 +2025-06-04 04:42:20,285 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:08:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.2308, loss: 2.2308 +2025-06-04 04:43:03,566 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:08:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.1476, loss: 2.1476 +2025-06-04 04:43:46,823 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:07:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2526, loss: 2.2526 +2025-06-04 04:44:30,102 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:06:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.2340, loss: 2.2340 +2025-06-04 04:45:13,488 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:05:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2575, loss: 2.2575 +2025-06-04 04:45:56,735 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:05:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.2481, loss: 2.2481 +2025-06-04 04:46:40,014 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:04:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.2317, loss: 2.2317 +2025-06-04 04:47:23,319 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:03:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.2075, loss: 2.2075 +2025-06-04 04:48:06,673 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 15:03:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.1987, loss: 2.1987 +2025-06-04 04:48:50,051 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 15:02:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.2640, loss: 2.2640 +2025-06-04 04:49:33,475 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 15:01:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.2358, loss: 2.2358 +2025-06-04 04:50:16,980 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 15:00:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2654, loss: 2.2654 +2025-06-04 04:51:00,469 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 15:00:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 2.2536, loss: 2.2536 +2025-06-04 04:51:43,924 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 14:59:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2629, loss: 2.2629 +2025-06-04 04:52:27,405 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 14:58:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1917, loss: 2.1917 +2025-06-04 04:53:10,841 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 14:58:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.2157, loss: 2.2157 +2025-06-04 04:53:54,211 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 14:57:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.2677, loss: 2.2677 +2025-06-04 04:54:37,782 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:56:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9869, loss_cls: 2.3168, loss: 2.3168 +2025-06-04 04:55:21,422 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:55:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2604, loss: 2.2604 +2025-06-04 04:55:45,098 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-04 04:57:10,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:57:10,484 - pyskl - INFO - +top1_acc 0.9317 +top5_acc 0.9945 +2025-06-04 04:57:10,487 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9317, top5_acc: 0.9945 +2025-06-04 04:58:14,448 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:54:51, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.1440, loss: 2.1440 +2025-06-04 04:58:58,031 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:54:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1562, loss: 2.1562 +2025-06-04 04:59:41,479 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:53:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9894, loss_cls: 2.1065, loss: 2.1065 +2025-06-04 05:00:24,966 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:52:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.1789, loss: 2.1789 +2025-06-04 05:01:08,359 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:52:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.1722, loss: 2.1722 +2025-06-04 05:01:51,621 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:51:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1728, loss: 2.1728 +2025-06-04 05:02:34,928 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:50:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1984, loss: 2.1984 +2025-06-04 05:03:18,122 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:49:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.0876, loss: 2.0876 +2025-06-04 05:04:01,569 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:49:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1162, loss: 2.1162 +2025-06-04 05:04:44,991 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:48:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.1860, loss: 2.1860 +2025-06-04 05:05:28,419 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:47:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.2395, loss: 2.2395 +2025-06-04 05:06:11,988 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:46:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.2489, loss: 2.2489 +2025-06-04 05:06:55,477 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:46:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1875, loss: 2.1875 +2025-06-04 05:07:38,931 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:45:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 2.2440, loss: 2.2440 +2025-06-04 05:08:22,386 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:44:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.2603, loss: 2.2603 +2025-06-04 05:09:05,828 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:44:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.1690, loss: 2.1690 +2025-06-04 05:09:49,291 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:43:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.2837, loss: 2.2837 +2025-06-04 05:10:32,695 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:42:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2531, loss: 2.2531 +2025-06-04 05:11:16,164 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:41:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1773, loss: 2.1773 +2025-06-04 05:11:59,644 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:41:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.2358, loss: 2.2358 +2025-06-04 05:12:43,091 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:40:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2691, loss: 2.2691 +2025-06-04 05:13:26,558 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:39:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.3107, loss: 2.3107 +2025-06-04 05:14:09,984 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:39:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.2071, loss: 2.2071 +2025-06-04 05:14:33,572 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-04 05:15:59,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:15:59,488 - pyskl - INFO - +top1_acc 0.9337 +top5_acc 0.9948 +2025-06-04 05:15:59,491 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9337, top5_acc: 0.9948 +2025-06-04 05:17:03,450 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:38:00, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.1346, loss: 2.1346 +2025-06-04 05:17:47,177 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:37:18, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1873, loss: 2.1873 +2025-06-04 05:18:30,523 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:36:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.2129, loss: 2.2129 +2025-06-04 05:19:13,921 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:35:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1492, loss: 2.1492 +2025-06-04 05:19:57,285 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:35:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1234, loss: 2.1234 +2025-06-04 05:20:40,640 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:34:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1811, loss: 2.1811 +2025-06-04 05:21:24,106 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:33:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1891, loss: 2.1891 +2025-06-04 05:22:07,471 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:33:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 2.1471, loss: 2.1471 +2025-06-04 05:22:51,087 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:32:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 2.0569, loss: 2.0569 +2025-06-04 05:23:34,673 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:31:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1230, loss: 2.1230 +2025-06-04 05:24:18,001 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:30:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1568, loss: 2.1568 +2025-06-04 05:25:01,463 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:30:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2216, loss: 2.2216 +2025-06-04 05:25:44,823 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9869, loss_cls: 2.3140, loss: 2.3140 +2025-06-04 05:26:28,260 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:28:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.1514, loss: 2.1514 +2025-06-04 05:27:11,769 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:28:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.0819, loss: 2.0819 +2025-06-04 05:27:55,142 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:27:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1494, loss: 2.1494 +2025-06-04 05:28:38,560 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:26:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1333, loss: 2.1333 +2025-06-04 05:29:21,932 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:25:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 2.1593, loss: 2.1593 +2025-06-04 05:30:05,279 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:25:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.1856, loss: 2.1856 +2025-06-04 05:30:48,576 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:24:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2557, loss: 2.2557 +2025-06-04 05:31:31,964 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:23:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.2565, loss: 2.2565 +2025-06-04 05:32:15,336 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:22:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.2689, loss: 2.2689 +2025-06-04 05:32:58,737 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:22:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.2269, loss: 2.2269 +2025-06-04 05:33:22,272 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-04 05:34:48,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:34:48,110 - pyskl - INFO - +top1_acc 0.9318 +top5_acc 0.9943 +2025-06-04 05:34:48,114 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9318, top5_acc: 0.9943 +2025-06-04 05:35:51,867 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:21:09, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.1351, loss: 2.1351 +2025-06-04 05:36:35,215 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:20:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 2.0598, loss: 2.0598 +2025-06-04 05:37:18,605 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:19:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.1571, loss: 2.1571 +2025-06-04 05:38:02,002 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:19:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.0973, loss: 2.0973 +2025-06-04 05:38:45,407 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:18:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.0375, loss: 2.0375 +2025-06-04 05:39:28,709 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:17:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1925, loss: 2.1925 +2025-06-04 05:40:12,144 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:16:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1103, loss: 2.1103 +2025-06-04 05:40:55,555 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:16:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1585, loss: 2.1585 +2025-06-04 05:41:39,033 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:15:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0738, loss: 2.0738 +2025-06-04 05:42:22,397 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:14:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 2.1485, loss: 2.1485 +2025-06-04 05:43:05,783 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:14:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0862, loss: 2.0862 +2025-06-04 05:43:49,159 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:13:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0857, loss: 2.0857 +2025-06-04 05:44:32,570 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:12:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1992, loss: 2.1992 +2025-06-04 05:45:16,140 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:11:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.2091, loss: 2.2091 +2025-06-04 05:45:59,637 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:11:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.2204, loss: 2.2204 +2025-06-04 05:46:43,084 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:10:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1391, loss: 2.1391 +2025-06-04 05:47:26,432 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:09:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.2055, loss: 2.2055 +2025-06-04 05:48:09,783 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:08:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.1634, loss: 2.1634 +2025-06-04 05:48:53,009 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:08:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 2.2180, loss: 2.2180 +2025-06-04 05:49:36,322 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:07:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.2124, loss: 2.2124 +2025-06-04 05:50:19,544 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:06:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1783, loss: 2.1783 +2025-06-04 05:51:02,792 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:06:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.2159, loss: 2.2159 +2025-06-04 05:51:46,062 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:05:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.1967, loss: 2.1967 +2025-06-04 05:52:09,507 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-04 06:01:10,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:01:10,720 - pyskl - INFO - +top1_acc 0.9264 +top5_acc 0.9940 +2025-06-04 06:01:10,724 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9264, top5_acc: 0.9940 +2025-06-04 06:02:15,225 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:04:18, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.1187, loss: 2.1187 +2025-06-04 06:02:58,346 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.1144, loss: 2.1144 +2025-06-04 06:03:41,489 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:02:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 2.0452, loss: 2.0452 +2025-06-04 06:04:24,627 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 14:02:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 2.0284, loss: 2.0284 +2025-06-04 06:05:07,874 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 14:01:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.0936, loss: 2.0936 +2025-06-04 06:05:51,227 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 14:00:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.1436, loss: 2.1436 +2025-06-04 06:06:34,645 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 13:59:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1857, loss: 2.1857 +2025-06-04 06:07:18,002 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 13:59:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 2.1751, loss: 2.1751 +2025-06-04 06:08:01,311 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 13:58:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 2.1078, loss: 2.1078 +2025-06-04 06:08:44,619 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 13:57:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9740, loss: 1.9740 +2025-06-04 06:09:27,975 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:57:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.1516, loss: 2.1516 +2025-06-04 06:10:11,252 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1544, loss: 2.1544 +2025-06-04 06:10:54,637 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:55:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.1381, loss: 2.1381 +2025-06-04 06:11:38,043 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:54:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1025, loss: 2.1025 +2025-06-04 06:12:21,395 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:54:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.1049, loss: 2.1049 +2025-06-04 06:13:04,856 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:53:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1799, loss: 2.1799 +2025-06-04 06:13:48,279 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:52:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0873, loss: 2.0873 +2025-06-04 06:14:31,716 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:52:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1397, loss: 2.1397 +2025-06-04 06:15:15,093 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:51:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.1601, loss: 2.1601 +2025-06-04 06:15:58,455 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:50:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2611, loss: 2.2611 +2025-06-04 06:16:41,795 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:49:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0722, loss: 2.0722 +2025-06-04 06:17:25,115 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:49:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.2363, loss: 2.2363 +2025-06-04 06:18:08,549 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:48:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.0832, loss: 2.0832 +2025-06-04 06:18:32,267 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-04 06:19:57,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:19:57,950 - pyskl - INFO - +top1_acc 0.9312 +top5_acc 0.9941 +2025-06-04 06:19:57,953 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9312, top5_acc: 0.9941 +2025-06-04 06:21:01,711 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:47:25, time: 0.638, data_time: 0.202, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.1358, loss: 2.1358 +2025-06-04 06:21:45,131 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:46:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.2068, loss: 2.2068 +2025-06-04 06:22:28,781 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:45:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.0605, loss: 2.0605 +2025-06-04 06:23:12,190 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:45:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.1055, loss: 2.1055 +2025-06-04 06:23:55,553 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:44:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.1003, loss: 2.1003 +2025-06-04 06:24:38,960 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:43:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1605, loss: 2.1605 +2025-06-04 06:25:22,343 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:43:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0738, loss: 2.0738 +2025-06-04 06:26:05,726 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:42:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1573, loss: 2.1573 +2025-06-04 06:26:49,127 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:41:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 2.1276, loss: 2.1276 +2025-06-04 06:27:32,520 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:40:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9919, loss_cls: 2.0626, loss: 2.0626 +2025-06-04 06:28:15,947 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:40:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 2.1305, loss: 2.1305 +2025-06-04 06:28:59,272 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:39:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.1175, loss: 2.1175 +2025-06-04 06:29:42,694 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:38:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0702, loss: 2.0702 +2025-06-04 06:30:26,094 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:38:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.0573, loss: 2.0573 +2025-06-04 06:31:09,546 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:37:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1287, loss: 2.1287 +2025-06-04 06:31:52,991 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:36:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.0885, loss: 2.0885 +2025-06-04 06:32:36,428 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:35:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1532, loss: 2.1532 +2025-06-04 06:33:19,842 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:35:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 2.1591, loss: 2.1591 +2025-06-04 06:34:03,204 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:34:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1028, loss: 2.1028 +2025-06-04 06:34:46,614 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:33:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.1851, loss: 2.1851 +2025-06-04 06:35:30,056 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:33:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.0904, loss: 2.0904 +2025-06-04 06:36:13,481 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:32:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.0361, loss: 2.0361 +2025-06-04 06:36:56,866 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:31:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1854, loss: 2.1854 +2025-06-04 06:37:20,537 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-04 06:38:45,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:38:45,679 - pyskl - INFO - +top1_acc 0.9385 +top5_acc 0.9942 +2025-06-04 06:38:45,731 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_93.pth was removed +2025-06-04 06:38:46,760 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2025-06-04 06:38:46,760 - pyskl - INFO - Best top1_acc is 0.9385 at 102 epoch. +2025-06-04 06:38:46,763 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9385, top5_acc: 0.9942 +2025-06-04 06:39:50,036 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:30:33, time: 0.633, data_time: 0.201, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.1207, loss: 2.1207 +2025-06-04 06:40:33,461 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:29:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0411, loss: 2.0411 +2025-06-04 06:41:16,879 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:29:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0775, loss: 2.0775 +2025-06-04 06:42:00,230 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:28:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0409, loss: 2.0409 +2025-06-04 06:42:43,546 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:27:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 2.0964, loss: 2.0964 +2025-06-04 06:43:26,965 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:26:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.1033, loss: 2.1033 +2025-06-04 06:44:10,263 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:26:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0756, loss: 2.0756 +2025-06-04 06:44:53,584 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:25:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.1095, loss: 2.1095 +2025-06-04 06:45:37,101 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:24:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.1039, loss: 2.1039 +2025-06-04 06:46:20,701 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:24:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.2239, loss: 2.2239 +2025-06-04 06:47:04,329 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:23:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1203, loss: 2.1203 +2025-06-04 06:47:47,748 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:22:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1399, loss: 2.1399 +2025-06-04 06:48:31,158 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:21:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.1473, loss: 2.1473 +2025-06-04 06:49:14,592 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:21:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1015, loss: 2.1015 +2025-06-04 06:49:58,034 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:20:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 2.0361, loss: 2.0361 +2025-06-04 06:50:41,435 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:19:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1202, loss: 2.1202 +2025-06-04 06:51:24,876 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:19:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1753, loss: 2.1753 +2025-06-04 06:52:08,239 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:18:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0899, loss: 2.0899 +2025-06-04 06:52:51,600 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:17:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.1445, loss: 2.1445 +2025-06-04 06:53:34,922 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:16:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.0848, loss: 2.0848 +2025-06-04 06:54:18,305 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:16:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1178, loss: 2.1178 +2025-06-04 06:55:01,640 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:15:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.1304, loss: 2.1304 +2025-06-04 06:55:45,135 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:14:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.0366, loss: 2.0366 +2025-06-04 06:56:08,691 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-04 06:57:34,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:57:34,196 - pyskl - INFO - +top1_acc 0.9405 +top5_acc 0.9946 +2025-06-04 06:57:34,249 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_102.pth was removed +2025-06-04 06:57:35,324 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-06-04 06:57:35,325 - pyskl - INFO - Best top1_acc is 0.9405 at 103 epoch. +2025-06-04 06:57:35,328 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9405, top5_acc: 0.9946 +2025-06-04 06:58:39,659 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:13:41, time: 0.643, data_time: 0.209, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0531, loss: 2.0531 +2025-06-04 06:59:23,277 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:12:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0373, loss: 2.0373 +2025-06-04 07:00:06,671 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:12:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.0428, loss: 2.0428 +2025-06-04 07:00:50,085 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:11:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.0780, loss: 2.0780 +2025-06-04 07:01:33,380 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:10:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.0063, loss: 2.0063 +2025-06-04 07:02:16,771 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:10:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 2.0509, loss: 2.0509 +2025-06-04 07:03:00,147 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:09:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 2.0041, loss: 2.0041 +2025-06-04 07:03:43,434 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:08:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0052, loss: 2.0052 +2025-06-04 07:04:26,931 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:07:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.0594, loss: 2.0594 +2025-06-04 07:05:10,281 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:07:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.0503, loss: 2.0503 +2025-06-04 07:05:53,711 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:06:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0027, loss: 2.0027 +2025-06-04 07:06:37,174 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:05:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.0848, loss: 2.0848 +2025-06-04 07:07:20,599 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:05:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 2.0378, loss: 2.0378 +2025-06-04 07:08:03,887 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:04:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.1365, loss: 2.1365 +2025-06-04 07:08:47,459 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:03:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1013, loss: 2.1013 +2025-06-04 07:09:30,802 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:02:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.1400, loss: 2.1400 +2025-06-04 07:10:14,123 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:02:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0894, loss: 2.0894 +2025-06-04 07:10:57,496 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:01:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.0986, loss: 2.0986 +2025-06-04 07:11:40,827 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:00:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.0412, loss: 2.0412 +2025-06-04 07:12:24,119 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 13:00:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0678, loss: 2.0678 +2025-06-04 07:13:07,476 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 12:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.1659, loss: 2.1659 +2025-06-04 07:13:50,784 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 12:58:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.1029, loss: 2.1029 +2025-06-04 07:14:34,180 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 12:57:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1299, loss: 2.1299 +2025-06-04 07:14:57,827 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-04 07:16:23,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:16:23,396 - pyskl - INFO - +top1_acc 0.9449 +top5_acc 0.9953 +2025-06-04 07:16:23,448 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_103.pth was removed +2025-06-04 07:16:24,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-06-04 07:16:24,465 - pyskl - INFO - Best top1_acc is 0.9449 at 104 epoch. +2025-06-04 07:16:24,468 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9449, top5_acc: 0.9953 +2025-06-04 07:17:27,936 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:56:49, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9644, loss: 1.9644 +2025-06-04 07:18:11,213 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:56:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.9341, loss: 1.9341 +2025-06-04 07:18:54,560 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:55:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9598, loss: 1.9598 +2025-06-04 07:19:37,916 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:54:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0699, loss: 2.0699 +2025-06-04 07:20:21,407 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:53:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.0763, loss: 2.0763 +2025-06-04 07:21:04,804 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:53:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.0176, loss: 2.0176 +2025-06-04 07:21:48,039 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:52:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.9704, loss: 1.9704 +2025-06-04 07:22:31,335 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:51:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.0126, loss: 2.0126 +2025-06-04 07:23:14,936 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:51:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0879, loss: 2.0879 +2025-06-04 07:23:58,395 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:50:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.0629, loss: 2.0629 +2025-06-04 07:24:41,795 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:49:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.0588, loss: 2.0588 +2025-06-04 07:25:25,214 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:48:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 2.0531, loss: 2.0531 +2025-06-04 07:26:08,613 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:48:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.0325, loss: 2.0325 +2025-06-04 07:26:51,628 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:47:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.0390, loss: 2.0390 +2025-06-04 07:27:35,380 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:46:47, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.1411, loss: 2.1411 +2025-06-04 07:28:18,924 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:46:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0410, loss: 2.0410 +2025-06-04 07:29:02,224 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:45:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.0875, loss: 2.0875 +2025-06-04 07:29:45,761 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:44:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.1254, loss: 2.1254 +2025-06-04 07:30:29,091 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:43:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.0414, loss: 2.0414 +2025-06-04 07:31:12,397 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:43:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 2.2210, loss: 2.2210 +2025-06-04 07:31:55,706 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:42:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0821, loss: 2.0821 +2025-06-04 07:32:39,036 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:41:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.1111, loss: 2.1111 +2025-06-04 07:33:22,588 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:41:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.9891, loss: 1.9891 +2025-06-04 07:33:46,279 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-04 07:42:38,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:42:38,127 - pyskl - INFO - +top1_acc 0.9384 +top5_acc 0.9938 +2025-06-04 07:42:38,130 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9384, top5_acc: 0.9938 +2025-06-04 07:43:42,956 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:39:57, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 1.9239, loss: 1.9239 +2025-06-04 07:44:26,450 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:39:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9830, loss: 1.9830 +2025-06-04 07:45:09,865 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:38:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 2.0450, loss: 2.0450 +2025-06-04 07:45:53,118 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:37:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.9379, loss: 1.9379 +2025-06-04 07:46:36,328 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:37:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.9268, loss: 1.9268 +2025-06-04 07:47:19,566 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:36:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.9817, loss: 1.9817 +2025-06-04 07:48:02,715 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:35:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0184, loss: 2.0184 +2025-06-04 07:48:45,849 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:34:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 2.0212, loss: 2.0212 +2025-06-04 07:49:28,994 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:34:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0105, loss: 2.0105 +2025-06-04 07:50:12,043 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:33:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9730, loss: 1.9730 +2025-06-04 07:50:55,111 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:32:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 2.0069, loss: 2.0069 +2025-06-04 07:51:38,139 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:32:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.0081, loss: 2.0081 +2025-06-04 07:52:21,168 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:31:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 2.0030, loss: 2.0030 +2025-06-04 07:53:04,403 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:30:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.0205, loss: 2.0205 +2025-06-04 07:53:47,844 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:29:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 2.0631, loss: 2.0631 +2025-06-04 07:54:31,246 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:29:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 2.0374, loss: 2.0374 +2025-06-04 07:55:14,422 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:28:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 2.0668, loss: 2.0668 +2025-06-04 07:55:57,609 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:27:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 1.9569, loss: 1.9569 +2025-06-04 07:56:40,798 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:27:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.0944, loss: 2.0944 +2025-06-04 07:57:23,834 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:26:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.0852, loss: 2.0852 +2025-06-04 07:58:06,953 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:25:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.0225, loss: 2.0225 +2025-06-04 07:58:50,113 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:24:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.0873, loss: 2.0873 +2025-06-04 07:59:33,242 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:24:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.0637, loss: 2.0637 +2025-06-04 07:59:56,766 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-04 08:01:22,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:01:22,412 - pyskl - INFO - +top1_acc 0.9394 +top5_acc 0.9945 +2025-06-04 08:01:22,415 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9394, top5_acc: 0.9945 +2025-06-04 08:02:27,449 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:23:03, time: 0.650, data_time: 0.217, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.9604, loss: 1.9604 +2025-06-04 08:03:10,715 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:22:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9519, loss: 1.9519 +2025-06-04 08:03:53,738 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:21:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.0700, loss: 2.0700 +2025-06-04 08:04:36,841 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:20:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 2.0230, loss: 2.0230 +2025-06-04 08:05:19,981 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:20:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9611, loss: 1.9611 +2025-06-04 08:06:03,063 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:19:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0069, loss: 2.0069 +2025-06-04 08:06:46,328 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:18:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0803, loss: 2.0803 +2025-06-04 08:07:29,563 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:18:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.0706, loss: 2.0706 +2025-06-04 08:08:12,640 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:17:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.9701, loss: 1.9701 +2025-06-04 08:08:55,786 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:16:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.0369, loss: 2.0369 +2025-06-04 08:09:38,869 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:15:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.9990, loss: 1.9990 +2025-06-04 08:10:21,948 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:15:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.9714, loss: 1.9714 +2025-06-04 08:11:05,057 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:14:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.0420, loss: 2.0420 +2025-06-04 08:11:48,164 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:13:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9932, loss: 1.9932 +2025-06-04 08:12:31,512 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:13:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.0168, loss: 2.0168 +2025-06-04 08:13:14,688 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:12:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.9818, loss: 1.9818 +2025-06-04 08:13:58,013 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:11:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 2.0582, loss: 2.0582 +2025-06-04 08:14:41,121 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:10:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 2.0527, loss: 2.0527 +2025-06-04 08:15:24,234 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:10:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0452, loss: 2.0452 +2025-06-04 08:16:07,257 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:09:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 2.0089, loss: 2.0089 +2025-06-04 08:16:50,317 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:08:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.0250, loss: 2.0250 +2025-06-04 08:17:33,517 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:07:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9888, loss_cls: 2.1125, loss: 2.1125 +2025-06-04 08:18:16,837 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:07:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.0601, loss: 2.0601 +2025-06-04 08:18:40,288 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-04 08:20:07,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:20:07,367 - pyskl - INFO - +top1_acc 0.9452 +top5_acc 0.9943 +2025-06-04 08:20:07,440 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_104.pth was removed +2025-06-04 08:20:08,502 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-04 08:20:08,502 - pyskl - INFO - Best top1_acc is 0.9452 at 107 epoch. +2025-06-04 08:20:08,505 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9452, top5_acc: 0.9943 +2025-06-04 08:21:12,743 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:06:09, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.8787, loss: 1.8787 +2025-06-04 08:21:55,933 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:05:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.9392, loss: 1.9392 +2025-06-04 08:22:39,026 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:04:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 1.9585, loss: 1.9585 +2025-06-04 08:23:22,113 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:03:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9581, loss: 1.9581 +2025-06-04 08:24:05,198 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:03:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.9152, loss: 1.9152 +2025-06-04 08:24:48,301 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:02:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.0710, loss: 2.0710 +2025-06-04 08:25:31,289 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:01:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 1.9937, loss: 1.9937 +2025-06-04 08:26:14,297 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:01:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9671, loss: 1.9671 +2025-06-04 08:26:57,369 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 12:00:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.9916, loss: 1.9916 +2025-06-04 08:27:40,541 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 11:59:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0270, loss: 2.0270 +2025-06-04 08:28:23,569 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 11:58:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9540, loss: 1.9540 +2025-06-04 08:29:06,643 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 11:58:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9891, loss: 1.9891 +2025-06-04 08:29:49,626 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:57:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0219, loss: 2.0219 +2025-06-04 08:30:32,778 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:56:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.9422, loss: 1.9422 +2025-06-04 08:31:16,118 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:56:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0687, loss: 2.0687 +2025-06-04 08:31:59,452 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:55:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9362, loss: 1.9362 +2025-06-04 08:32:42,586 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:54:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.0649, loss: 2.0649 +2025-06-04 08:33:25,625 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:53:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.9474, loss: 1.9474 +2025-06-04 08:34:08,726 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:53:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9653, loss: 1.9653 +2025-06-04 08:34:51,820 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:52:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9451, loss: 1.9451 +2025-06-04 08:35:34,964 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:51:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.9488, loss: 1.9488 +2025-06-04 08:36:18,148 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:51:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.9977, loss: 1.9977 +2025-06-04 08:37:01,285 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:50:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9944, loss: 1.9944 +2025-06-04 08:37:24,713 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-04 08:38:50,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:38:50,276 - pyskl - INFO - +top1_acc 0.9435 +top5_acc 0.9946 +2025-06-04 08:38:50,279 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9435, top5_acc: 0.9946 +2025-06-04 08:39:53,666 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:49:13, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9393, loss: 1.9393 +2025-06-04 08:40:36,794 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:48:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.9063, loss: 1.9063 +2025-06-04 08:41:19,841 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:47:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.9066, loss: 1.9066 +2025-06-04 08:42:02,985 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:47:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8697, loss: 1.8697 +2025-06-04 08:42:46,091 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:46:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9883, loss: 1.9883 +2025-06-04 08:43:29,170 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:45:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.9925, loss: 1.9925 +2025-06-04 08:44:12,204 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:44:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9147, loss: 1.9147 +2025-06-04 08:44:55,277 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:44:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 2.0012, loss: 2.0012 +2025-06-04 08:45:38,357 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:43:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.9055, loss: 1.9055 +2025-06-04 08:46:21,492 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.9510, loss: 1.9510 +2025-06-04 08:47:04,537 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:42:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.9373, loss: 1.9373 +2025-06-04 08:47:47,566 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:41:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0031, loss: 2.0031 +2025-06-04 08:48:30,668 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:40:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.9649, loss: 1.9649 +2025-06-04 08:49:13,813 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:39:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0168, loss: 2.0168 +2025-06-04 08:49:56,942 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:39:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.9966, loss: 1.9966 +2025-06-04 08:50:40,077 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:38:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.0000, loss: 2.0000 +2025-06-04 08:51:23,167 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:37:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 2.0310, loss: 2.0310 +2025-06-04 08:52:06,282 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:37:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.9584, loss: 1.9584 +2025-06-04 08:52:49,422 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:36:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.9509, loss: 1.9509 +2025-06-04 08:53:32,413 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:35:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 2.0303, loss: 2.0303 +2025-06-04 08:54:15,452 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:34:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.9233, loss: 1.9233 +2025-06-04 08:54:58,472 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:34:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0573, loss: 2.0573 +2025-06-04 08:55:41,679 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:33:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0048, loss: 2.0048 +2025-06-04 08:56:05,119 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-04 08:57:30,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:57:30,718 - pyskl - INFO - +top1_acc 0.9429 +top5_acc 0.9949 +2025-06-04 08:57:30,722 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9429, top5_acc: 0.9949 +2025-06-04 08:58:34,245 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:32:18, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.9131, loss: 1.9131 +2025-06-04 08:59:17,321 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:31:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8797, loss: 1.8797 +2025-06-04 09:00:00,400 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:30:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.9682, loss: 1.9682 +2025-06-04 09:00:43,551 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:30:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.9846, loss: 1.9846 +2025-06-04 09:01:26,643 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:29:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.9143, loss: 1.9143 +2025-06-04 09:02:09,799 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:28:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9660, loss: 1.9660 +2025-06-04 09:02:52,884 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:28:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.9904, loss: 1.9904 +2025-06-04 09:03:35,889 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:27:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.9359, loss: 1.9359 +2025-06-04 09:04:18,888 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:26:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.9372, loss: 1.9372 +2025-06-04 09:05:02,038 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:25:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9633, loss: 1.9633 +2025-06-04 09:05:45,184 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:25:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.9119, loss: 1.9119 +2025-06-04 09:06:28,273 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:24:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0154, loss: 2.0154 +2025-06-04 09:07:11,363 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:23:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9608, loss: 1.9608 +2025-06-04 09:07:54,510 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:22:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.9948, loss: 1.9948 +2025-06-04 09:08:37,532 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:22:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.9482, loss: 1.9482 +2025-06-04 09:09:20,576 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:21:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.9116, loss: 1.9116 +2025-06-04 09:10:03,642 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:20:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.9752, loss: 1.9752 +2025-06-04 09:10:46,611 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:20:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.9257, loss: 1.9257 +2025-06-04 09:11:29,550 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:19:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.9599, loss: 1.9599 +2025-06-04 09:12:12,516 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:18:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.9934, loss: 1.9934 +2025-06-04 09:12:55,496 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:17:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9152, loss: 1.9152 +2025-06-04 09:13:38,497 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:17:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0761, loss: 2.0761 +2025-06-04 09:14:21,505 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:16:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.9339, loss: 1.9339 +2025-06-04 09:14:44,833 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-04 09:23:43,060 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:23:43,135 - pyskl - INFO - +top1_acc 0.9402 +top5_acc 0.9947 +2025-06-04 09:23:43,138 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9402, top5_acc: 0.9947 +2025-06-04 09:24:46,317 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:15:23, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.9129, loss: 1.9129 +2025-06-04 09:25:29,278 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:14:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.9590, loss: 1.9590 +2025-06-04 09:26:12,349 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:13:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.9086, loss: 1.9086 +2025-06-04 09:26:55,375 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:13:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 1.9589, loss: 1.9589 +2025-06-04 09:27:38,451 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:12:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9287, loss: 1.9287 +2025-06-04 09:28:21,485 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:11:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.9583, loss: 1.9583 +2025-06-04 09:29:04,592 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:11:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8066, loss: 1.8066 +2025-06-04 09:29:47,610 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:10:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.9073, loss: 1.9073 +2025-06-04 09:30:30,701 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:09:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.8170, loss: 1.8170 +2025-06-04 09:31:13,823 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:08:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.9502, loss: 1.9502 +2025-06-04 09:31:56,928 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:08:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.8690, loss: 1.8690 +2025-06-04 09:32:40,093 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:07:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.9794, loss: 1.9794 +2025-06-04 09:33:23,134 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:06:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.9010, loss: 1.9010 +2025-06-04 09:34:06,231 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:06:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.8924, loss: 1.8924 +2025-06-04 09:34:49,382 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:05:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8461, loss: 1.8461 +2025-06-04 09:35:32,570 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:04:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.8770, loss: 1.8770 +2025-06-04 09:36:15,686 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:03:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 1.9669, loss: 1.9669 +2025-06-04 09:36:58,745 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:03:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.9609, loss: 1.9609 +2025-06-04 09:37:41,877 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:02:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8674, loss: 1.8674 +2025-06-04 09:38:24,958 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:01:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.9262, loss: 1.9262 +2025-06-04 09:39:08,005 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:01:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.9299, loss: 1.9299 +2025-06-04 09:39:51,125 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 11:00:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.9377, loss: 1.9377 +2025-06-04 09:40:34,328 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 10:59:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.0048, loss: 2.0048 +2025-06-04 09:40:57,707 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-04 09:42:23,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:42:23,118 - pyskl - INFO - +top1_acc 0.9443 +top5_acc 0.9950 +2025-06-04 09:42:23,121 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9443, top5_acc: 0.9950 +2025-06-04 09:43:26,415 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 10:58:28, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.8522, loss: 1.8522 +2025-06-04 09:44:09,282 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:57:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8739, loss: 1.8739 +2025-06-04 09:44:52,389 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:57:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.9046, loss: 1.9046 +2025-06-04 09:45:35,473 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:56:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 1.9191, loss: 1.9191 +2025-06-04 09:46:18,728 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:55:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 1.8812, loss: 1.8812 +2025-06-04 09:47:01,894 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:54:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.8646, loss: 1.8646 +2025-06-04 09:47:45,054 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:54:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8794, loss: 1.8794 +2025-06-04 09:48:28,138 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:53:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 1.9082, loss: 1.9082 +2025-06-04 09:49:11,252 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:52:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9717, loss: 1.9717 +2025-06-04 09:49:54,487 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:52:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.9147, loss: 1.9147 +2025-06-04 09:50:37,675 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:51:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9931, loss_cls: 1.8898, loss: 1.8898 +2025-06-04 09:51:20,735 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:50:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.8775, loss: 1.8775 +2025-06-04 09:52:03,823 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:49:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8868, loss: 1.8868 +2025-06-04 09:52:46,962 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:49:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.9898, loss: 1.9898 +2025-06-04 09:53:30,202 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:48:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.8987, loss: 1.8987 +2025-06-04 09:54:13,294 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:47:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8540, loss: 1.8540 +2025-06-04 09:54:56,390 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:46:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.8730, loss: 1.8730 +2025-06-04 09:55:39,502 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:46:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.9093, loss: 1.9093 +2025-06-04 09:56:22,525 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:45:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9064, loss: 1.9064 +2025-06-04 09:57:05,706 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:44:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9938, loss_cls: 1.9255, loss: 1.9255 +2025-06-04 09:57:48,769 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:44:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9007, loss: 1.9007 +2025-06-04 09:58:31,913 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:43:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.9783, loss: 1.9783 +2025-06-04 09:59:14,976 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:42:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.8216, loss: 1.8216 +2025-06-04 09:59:38,428 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-04 10:01:03,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:01:04,014 - pyskl - INFO - +top1_acc 0.9506 +top5_acc 0.9956 +2025-06-04 10:01:04,066 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_107.pth was removed +2025-06-04 10:01:05,058 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-06-04 10:01:05,059 - pyskl - INFO - Best top1_acc is 0.9506 at 112 epoch. +2025-06-04 10:01:05,062 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9506, top5_acc: 0.9956 +2025-06-04 10:02:08,030 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:41:33, time: 0.630, data_time: 0.199, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.8711, loss: 1.8711 +2025-06-04 10:02:51,074 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:40:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.8087, loss: 1.8087 +2025-06-04 10:03:34,202 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:40:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.8232, loss: 1.8232 +2025-06-04 10:04:17,355 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:39:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8998, loss: 1.8998 +2025-06-04 10:05:00,455 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:38:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.8316, loss: 1.8316 +2025-06-04 10:05:43,871 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:37:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 1.8372, loss: 1.8372 +2025-06-04 10:06:26,929 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:37:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.8542, loss: 1.8542 +2025-06-04 10:07:10,010 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:36:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.8402, loss: 1.8402 +2025-06-04 10:07:53,109 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:35:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 1.8165, loss: 1.8165 +2025-06-04 10:08:36,365 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:35:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7916, loss: 1.7916 +2025-06-04 10:09:19,514 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:34:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7968, loss: 1.7968 +2025-06-04 10:10:02,507 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:33:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.8737, loss: 1.8737 +2025-06-04 10:10:45,720 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:32:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8753, loss: 1.8753 +2025-06-04 10:11:28,754 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:32:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8531, loss: 1.8531 +2025-06-04 10:12:11,819 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8252, loss: 1.8252 +2025-06-04 10:12:55,192 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:30:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 1.9325, loss: 1.9325 +2025-06-04 10:13:38,437 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:30:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.9257, loss: 1.9257 +2025-06-04 10:14:21,521 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:29:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.8932, loss: 1.8932 +2025-06-04 10:15:04,584 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:28:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.9727, loss: 1.9727 +2025-06-04 10:15:47,733 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:27:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7980, loss: 1.7980 +2025-06-04 10:16:30,827 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:27:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.8983, loss: 1.8983 +2025-06-04 10:17:13,922 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:26:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8678, loss: 1.8678 +2025-06-04 10:17:57,245 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:25:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8258, loss: 1.8258 +2025-06-04 10:18:20,700 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-04 10:19:46,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:19:46,313 - pyskl - INFO - +top1_acc 0.9471 +top5_acc 0.9949 +2025-06-04 10:19:46,316 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9471, top5_acc: 0.9949 +2025-06-04 10:20:49,597 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:24:38, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.8503, loss: 1.8503 +2025-06-04 10:21:32,627 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:23:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7397, loss: 1.7397 +2025-06-04 10:22:15,693 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:23:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 1.7916, loss: 1.7916 +2025-06-04 10:22:58,769 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:22:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.8295, loss: 1.8295 +2025-06-04 10:23:41,882 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:21:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.8102, loss: 1.8102 +2025-06-04 10:24:24,998 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:21:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.9148, loss: 1.9148 +2025-06-04 10:25:08,054 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:20:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8633, loss: 1.8633 +2025-06-04 10:25:51,169 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:19:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8325, loss: 1.8325 +2025-06-04 10:26:34,358 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:18:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.8207, loss: 1.8207 +2025-06-04 10:27:17,530 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:18:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7970, loss: 1.7970 +2025-06-04 10:28:00,662 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:17:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.8795, loss: 1.8795 +2025-06-04 10:28:43,726 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:16:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.9269, loss: 1.9269 +2025-06-04 10:29:26,868 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:16:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8888, loss: 1.8888 +2025-06-04 10:30:09,952 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:15:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8689, loss: 1.8689 +2025-06-04 10:30:53,219 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:14:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.8223, loss: 1.8223 +2025-06-04 10:31:36,438 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:13:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.8189, loss: 1.8189 +2025-06-04 10:32:19,774 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:13:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.8816, loss: 1.8816 +2025-06-04 10:33:03,103 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:12:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.8104, loss: 1.8104 +2025-06-04 10:33:46,335 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:11:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8510, loss: 1.8510 +2025-06-04 10:34:29,563 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:10:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.8888, loss: 1.8888 +2025-06-04 10:35:12,717 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:10:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8197, loss: 1.8197 +2025-06-04 10:35:55,834 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:09:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8036, loss: 1.8036 +2025-06-04 10:36:38,916 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:08:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7937, loss: 1.7937 +2025-06-04 10:37:02,541 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-04 10:38:29,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:38:29,148 - pyskl - INFO - +top1_acc 0.9508 +top5_acc 0.9953 +2025-06-04 10:38:29,227 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_112.pth was removed +2025-06-04 10:38:30,274 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-06-04 10:38:30,275 - pyskl - INFO - Best top1_acc is 0.9508 at 114 epoch. +2025-06-04 10:38:30,278 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9508, top5_acc: 0.9953 +2025-06-04 10:39:35,541 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:07:44, time: 0.653, data_time: 0.219, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.8057, loss: 1.8057 +2025-06-04 10:40:18,729 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:07:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7138, loss: 1.7138 +2025-06-04 10:41:01,990 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:06:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.8358, loss: 1.8358 +2025-06-04 10:41:45,182 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:05:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.8370, loss: 1.8370 +2025-06-04 10:42:28,354 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:04:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.8086, loss: 1.8086 +2025-06-04 10:43:11,638 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:04:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.8727, loss: 1.8727 +2025-06-04 10:43:54,990 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:03:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.7718, loss: 1.7718 +2025-06-04 10:44:38,169 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:02:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.8402, loss: 1.8402 +2025-06-04 10:45:21,286 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:01:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.8702, loss: 1.8702 +2025-06-04 10:46:04,417 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.8183, loss: 1.8183 +2025-06-04 10:46:47,903 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:00:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.7228, loss: 1.7228 +2025-06-04 10:47:31,012 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 9:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8027, loss: 1.8027 +2025-06-04 10:48:14,210 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 9:59:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 1.8470, loss: 1.8470 +2025-06-04 10:48:57,267 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 9:58:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.8901, loss: 1.8901 +2025-06-04 10:49:40,425 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:57:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8026, loss: 1.8026 +2025-06-04 10:50:23,469 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:56:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.7557, loss: 1.7557 +2025-06-04 10:51:06,562 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:56:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8570, loss: 1.8570 +2025-06-04 10:51:49,711 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:55:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 1.9105, loss: 1.9105 +2025-06-04 10:52:32,834 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:54:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8439, loss: 1.8439 +2025-06-04 10:53:15,922 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:54:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.8683, loss: 1.8683 +2025-06-04 10:53:59,003 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.8250, loss: 1.8250 +2025-06-04 10:54:42,130 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:52:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.8434, loss: 1.8434 +2025-06-04 10:55:25,387 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:51:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.8447, loss: 1.8447 +2025-06-04 10:55:48,803 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-04 11:04:25,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:04:25,533 - pyskl - INFO - +top1_acc 0.9467 +top5_acc 0.9954 +2025-06-04 11:04:25,537 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9467, top5_acc: 0.9954 +2025-06-04 11:05:29,585 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:50:50, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7251, loss: 1.7251 +2025-06-04 11:06:12,695 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:50:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7311, loss: 1.7311 +2025-06-04 11:06:55,749 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:49:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.8530, loss: 1.8530 +2025-06-04 11:07:38,819 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:48:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8481, loss: 1.8481 +2025-06-04 11:08:21,978 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:47:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.7109, loss: 1.7109 +2025-06-04 11:09:05,227 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:47:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 1.8060, loss: 1.8060 +2025-06-04 11:09:48,342 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:46:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.8406, loss: 1.8406 +2025-06-04 11:10:31,586 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:45:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7640, loss: 1.7640 +2025-06-04 11:11:14,822 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:45:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.7889, loss: 1.7889 +2025-06-04 11:11:57,985 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:44:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.8416, loss: 1.8416 +2025-06-04 11:12:41,399 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:43:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.8186, loss: 1.8186 +2025-06-04 11:13:24,937 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:42:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7970, loss: 1.7970 +2025-06-04 11:14:08,414 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:42:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7831, loss: 1.7831 +2025-06-04 11:14:51,603 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:41:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8270, loss: 1.8270 +2025-06-04 11:15:34,787 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:40:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.7940, loss: 1.7940 +2025-06-04 11:16:18,240 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:40:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8587, loss: 1.8587 +2025-06-04 11:17:01,470 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:39:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.8154, loss: 1.8154 +2025-06-04 11:17:44,738 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:38:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.7919, loss: 1.7919 +2025-06-04 11:18:27,880 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:37:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7508, loss: 1.7508 +2025-06-04 11:19:11,065 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:37:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.8814, loss: 1.8814 +2025-06-04 11:19:54,266 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:36:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.8279, loss: 1.8279 +2025-06-04 11:20:37,407 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:35:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.8272, loss: 1.8272 +2025-06-04 11:21:20,545 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:35:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7922, loss: 1.7922 +2025-06-04 11:21:43,956 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-04 11:23:09,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:23:09,566 - pyskl - INFO - +top1_acc 0.9521 +top5_acc 0.9950 +2025-06-04 11:23:09,619 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_114.pth was removed +2025-06-04 11:23:10,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-06-04 11:23:10,649 - pyskl - INFO - Best top1_acc is 0.9521 at 116 epoch. +2025-06-04 11:23:10,652 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9521, top5_acc: 0.9950 +2025-06-04 11:24:14,108 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:33:56, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7234, loss: 1.7234 +2025-06-04 11:24:57,133 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:33:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.8095, loss: 1.8095 +2025-06-04 11:25:40,289 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:32:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.7576, loss: 1.7576 +2025-06-04 11:26:23,384 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:31:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.8141, loss: 1.8141 +2025-06-04 11:27:06,461 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:31:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.8144, loss: 1.8144 +2025-06-04 11:27:49,494 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:30:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7568, loss: 1.7568 +2025-06-04 11:28:32,675 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:29:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7761, loss: 1.7761 +2025-06-04 11:29:15,896 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:28:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7311, loss: 1.7311 +2025-06-04 11:29:58,967 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:28:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.7052, loss: 1.7052 +2025-06-04 11:30:42,036 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:27:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.8340, loss: 1.8340 +2025-06-04 11:31:25,250 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:26:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.8448, loss: 1.8448 +2025-06-04 11:32:08,348 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:26:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.7836, loss: 1.7836 +2025-06-04 11:32:51,493 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:25:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.8227, loss: 1.8227 +2025-06-04 11:33:34,663 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:24:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7817, loss: 1.7817 +2025-06-04 11:34:17,772 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:23:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.7897, loss: 1.7897 +2025-06-04 11:35:00,967 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:23:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7783, loss: 1.7783 +2025-06-04 11:35:44,330 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:22:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7370, loss: 1.7370 +2025-06-04 11:36:27,555 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:21:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.7688, loss: 1.7688 +2025-06-04 11:37:10,707 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:21:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.7532, loss: 1.7532 +2025-06-04 11:37:53,733 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:20:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 1.8487, loss: 1.8487 +2025-06-04 11:38:36,804 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:19:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7304, loss: 1.7304 +2025-06-04 11:39:19,926 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:18:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8071, loss: 1.8071 +2025-06-04 11:40:03,034 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:18:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7835, loss: 1.7835 +2025-06-04 11:40:26,364 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-04 11:41:52,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:41:52,306 - pyskl - INFO - +top1_acc 0.9489 +top5_acc 0.9952 +2025-06-04 11:41:52,309 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9489, top5_acc: 0.9952 +2025-06-04 11:42:55,682 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:17:01, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7468, loss: 1.7468 +2025-06-04 11:43:38,811 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:16:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6730, loss: 1.6730 +2025-06-04 11:44:21,918 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:15:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7914, loss: 1.7914 +2025-06-04 11:45:05,000 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:14:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7750, loss: 1.7750 +2025-06-04 11:45:48,153 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:14:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7596, loss: 1.7596 +2025-06-04 11:46:31,274 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:13:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.7282, loss: 1.7282 +2025-06-04 11:47:14,270 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:12:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.7032, loss: 1.7032 +2025-06-04 11:47:57,352 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:11:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.7862, loss: 1.7862 +2025-06-04 11:48:40,428 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:11:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7747, loss: 1.7747 +2025-06-04 11:49:23,494 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:10:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.6962, loss: 1.6962 +2025-06-04 11:50:06,576 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:09:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 1.7200, loss: 1.7200 +2025-06-04 11:50:49,626 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:09:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7390, loss: 1.7390 +2025-06-04 11:51:32,634 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:08:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.7391, loss: 1.7391 +2025-06-04 11:52:15,681 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:07:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9950, loss_cls: 1.7583, loss: 1.7583 +2025-06-04 11:52:58,721 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:06:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.7931, loss: 1.7931 +2025-06-04 11:53:41,963 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:06:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7514, loss: 1.7514 +2025-06-04 11:54:25,215 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:05:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.7278, loss: 1.7278 +2025-06-04 11:55:08,474 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:04:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7074, loss: 1.7074 +2025-06-04 11:55:51,623 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:04:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7525, loss: 1.7525 +2025-06-04 11:56:34,919 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:03:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7373, loss: 1.7373 +2025-06-04 11:57:18,033 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:02:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7282, loss: 1.7282 +2025-06-04 11:58:01,110 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:01:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7363, loss: 1.7363 +2025-06-04 11:58:44,247 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:01:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7376, loss: 1.7376 +2025-06-04 11:59:07,626 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-04 12:00:33,359 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:00:33,435 - pyskl - INFO - +top1_acc 0.9458 +top5_acc 0.9948 +2025-06-04 12:00:33,439 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9458, top5_acc: 0.9948 +2025-06-04 12:01:36,743 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 9:00:06, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.6913, loss: 1.6913 +2025-06-04 12:02:19,829 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 8:59:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7048, loss: 1.7048 +2025-06-04 12:03:02,914 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 8:58:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7749, loss: 1.7749 +2025-06-04 12:03:45,966 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:57:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6949, loss: 1.6949 +2025-06-04 12:04:29,021 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:57:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.7070, loss: 1.7070 +2025-06-04 12:05:12,057 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:56:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.7413, loss: 1.7413 +2025-06-04 12:05:55,011 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:55:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.7703, loss: 1.7703 +2025-06-04 12:06:38,038 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:55:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.6774, loss: 1.6774 +2025-06-04 12:07:21,106 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:54:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.7455, loss: 1.7455 +2025-06-04 12:08:04,057 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:53:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.7244, loss: 1.7244 +2025-06-04 12:08:47,184 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:52:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.6928, loss: 1.6928 +2025-06-04 12:09:30,411 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:52:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.7204, loss: 1.7204 +2025-06-04 12:10:13,496 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:51:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.6642, loss: 1.6642 +2025-06-04 12:10:56,656 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:50:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7071, loss: 1.7071 +2025-06-04 12:11:39,814 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:50:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6608, loss: 1.6608 +2025-06-04 12:12:23,039 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:49:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.8192, loss: 1.8192 +2025-06-04 12:13:06,314 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:48:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.7086, loss: 1.7086 +2025-06-04 12:13:49,312 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:47:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6694, loss: 1.6694 +2025-06-04 12:14:32,269 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:47:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6744, loss: 1.6744 +2025-06-04 12:15:15,499 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:46:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.8038, loss: 1.8038 +2025-06-04 12:15:58,679 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:45:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7294, loss: 1.7294 +2025-06-04 12:16:41,870 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:45:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.7008, loss: 1.7008 +2025-06-04 12:17:24,960 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:44:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7280, loss: 1.7280 +2025-06-04 12:17:48,393 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-04 12:19:14,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:19:14,329 - pyskl - INFO - +top1_acc 0.9543 +top5_acc 0.9959 +2025-06-04 12:19:14,382 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_116.pth was removed +2025-06-04 12:19:15,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-04 12:19:15,358 - pyskl - INFO - Best top1_acc is 0.9543 at 119 epoch. +2025-06-04 12:19:15,361 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9543, top5_acc: 0.9959 +2025-06-04 12:20:18,971 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:43:12, time: 0.636, data_time: 0.204, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6771, loss: 1.6771 +2025-06-04 12:21:02,162 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:42:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7127, loss: 1.7127 +2025-06-04 12:21:45,332 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:41:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6127, loss: 1.6127 +2025-06-04 12:22:28,562 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:41:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6373, loss: 1.6373 +2025-06-04 12:23:11,689 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:40:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.7215, loss: 1.7215 +2025-06-04 12:23:54,806 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:39:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6996, loss: 1.6996 +2025-06-04 12:24:37,894 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:38:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.7018, loss: 1.7018 +2025-06-04 12:25:20,981 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:38:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7459, loss: 1.7459 +2025-06-04 12:26:04,129 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:37:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6803, loss: 1.6803 +2025-06-04 12:26:47,291 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:36:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7651, loss: 1.7651 +2025-06-04 12:27:30,408 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:36:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.6288, loss: 1.6288 +2025-06-04 12:28:13,614 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:35:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6881, loss: 1.6881 +2025-06-04 12:28:56,801 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:34:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7452, loss: 1.7452 +2025-06-04 12:29:39,942 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:33:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7147, loss: 1.7147 +2025-06-04 12:30:22,879 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:33:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7233, loss: 1.7233 +2025-06-04 12:31:06,013 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:32:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7718, loss: 1.7718 +2025-06-04 12:31:49,105 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:31:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6350, loss: 1.6350 +2025-06-04 12:32:32,193 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:30:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6906, loss: 1.6906 +2025-06-04 12:33:15,329 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:30:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6914, loss: 1.6914 +2025-06-04 12:33:58,438 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:29:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.7221, loss: 1.7221 +2025-06-04 12:34:41,551 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:28:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.7612, loss: 1.7612 +2025-06-04 12:35:24,655 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:28:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7484, loss: 1.7484 +2025-06-04 12:36:07,699 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:27:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.7562, loss: 1.7562 +2025-06-04 12:36:31,082 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-04 12:45:33,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:45:33,461 - pyskl - INFO - +top1_acc 0.9566 +top5_acc 0.9958 +2025-06-04 12:45:33,515 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_119.pth was removed +2025-06-04 12:45:34,550 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-04 12:45:34,551 - pyskl - INFO - Best top1_acc is 0.9566 at 120 epoch. +2025-06-04 12:45:34,554 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9566, top5_acc: 0.9958 +2025-06-04 12:46:38,191 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:26:17, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6944, loss: 1.6944 +2025-06-04 12:47:21,213 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:25:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.6118, loss: 1.6118 +2025-06-04 12:48:04,276 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:24:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.6595, loss: 1.6595 +2025-06-04 12:48:47,524 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:24:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.6813, loss: 1.6813 +2025-06-04 12:49:30,683 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:23:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6600, loss: 1.6600 +2025-06-04 12:50:13,753 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:22:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6787, loss: 1.6787 +2025-06-04 12:50:56,834 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:21:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6212, loss: 1.6212 +2025-06-04 12:51:39,895 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:21:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7013, loss: 1.7013 +2025-06-04 12:52:22,941 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:20:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6705, loss: 1.6705 +2025-06-04 12:53:05,985 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:19:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7034, loss: 1.7034 +2025-06-04 12:53:49,009 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:19:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7114, loss: 1.7114 +2025-06-04 12:54:32,212 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:18:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 1.6157, loss: 1.6157 +2025-06-04 12:55:15,404 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:17:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7176, loss: 1.7176 +2025-06-04 12:55:58,422 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:16:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7012, loss: 1.7012 +2025-06-04 12:56:41,523 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:16:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.7366, loss: 1.7366 +2025-06-04 12:57:24,589 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:15:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7088, loss: 1.7088 +2025-06-04 12:58:07,598 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:14:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.6728, loss: 1.6728 +2025-06-04 12:58:50,724 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:14:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.6893, loss: 1.6893 +2025-06-04 12:59:33,941 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:13:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 1.6784, loss: 1.6784 +2025-06-04 13:00:17,098 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.7262, loss: 1.7262 +2025-06-04 13:01:00,334 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:11:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6801, loss: 1.6801 +2025-06-04 13:01:43,394 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:11:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6604, loss: 1.6604 +2025-06-04 13:02:26,473 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:10:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6910, loss: 1.6910 +2025-06-04 13:02:49,988 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-04 13:04:15,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:04:15,680 - pyskl - INFO - +top1_acc 0.9566 +top5_acc 0.9956 +2025-06-04 13:04:15,683 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9566, top5_acc: 0.9956 +2025-06-04 13:05:19,360 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:09:23, time: 0.637, data_time: 0.202, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.6250, loss: 1.6250 +2025-06-04 13:06:02,607 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:08:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6573, loss: 1.6573 +2025-06-04 13:06:45,789 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:07:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6767, loss: 1.6767 +2025-06-04 13:07:29,037 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:07:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5817, loss: 1.5817 +2025-06-04 13:08:12,226 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:06:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6359, loss: 1.6359 +2025-06-04 13:08:55,139 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:05:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.5938, loss: 1.5938 +2025-06-04 13:09:38,116 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:05:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.6297, loss: 1.6297 +2025-06-04 13:10:21,123 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:04:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6425, loss: 1.6425 +2025-06-04 13:11:04,270 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:03:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.6629, loss: 1.6629 +2025-06-04 13:11:47,274 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:02:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9950, loss_cls: 1.6163, loss: 1.6163 +2025-06-04 13:12:30,398 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:02:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6508, loss: 1.6508 +2025-06-04 13:13:13,461 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:01:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.6757, loss: 1.6757 +2025-06-04 13:13:56,486 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:00:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.6848, loss: 1.6848 +2025-06-04 13:14:39,574 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 8:00:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.6202, loss: 1.6202 +2025-06-04 13:15:22,685 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 7:59:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6500, loss: 1.6500 +2025-06-04 13:16:05,834 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:58:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.6522, loss: 1.6522 +2025-06-04 13:16:48,909 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:57:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2025-06-04 13:17:32,058 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:57:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.6748, loss: 1.6748 +2025-06-04 13:18:15,191 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:56:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6463, loss: 1.6463 +2025-06-04 13:18:58,325 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:55:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6604, loss: 1.6604 +2025-06-04 13:19:41,489 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:55:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.6082, loss: 1.6082 +2025-06-04 13:20:24,434 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:54:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6153, loss: 1.6153 +2025-06-04 13:21:07,515 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:53:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7084, loss: 1.7084 +2025-06-04 13:21:30,977 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-04 13:22:56,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:22:56,749 - pyskl - INFO - +top1_acc 0.9488 +top5_acc 0.9946 +2025-06-04 13:22:56,752 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9488, top5_acc: 0.9946 +2025-06-04 13:23:59,938 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:52:28, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.6317, loss: 1.6317 +2025-06-04 13:24:42,965 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:51:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9962, loss_cls: 1.6776, loss: 1.6776 +2025-06-04 13:25:25,962 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:51:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7586, loss: 1.7586 +2025-06-04 13:26:08,977 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:50:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.6100, loss: 1.6100 +2025-06-04 13:26:52,012 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:49:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5889, loss: 1.5889 +2025-06-04 13:27:35,090 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:48:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.6787, loss: 1.6787 +2025-06-04 13:28:18,140 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:48:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6450, loss: 1.6450 +2025-06-04 13:29:01,209 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:47:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.6249, loss: 1.6249 +2025-06-04 13:29:44,370 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:46:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6059, loss: 1.6059 +2025-06-04 13:30:27,389 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:46:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5705, loss: 1.5705 +2025-06-04 13:31:10,456 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:45:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6611, loss: 1.6611 +2025-06-04 13:31:53,512 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:44:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.6973, loss: 1.6973 +2025-06-04 13:32:36,486 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5317, loss: 1.5317 +2025-06-04 13:33:19,470 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:43:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.6047, loss: 1.6047 +2025-06-04 13:34:02,617 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:42:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6176, loss: 1.6176 +2025-06-04 13:34:45,763 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:41:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.7383, loss: 1.7383 +2025-06-04 13:35:29,075 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:40:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6154, loss: 1.6154 +2025-06-04 13:36:12,240 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:40:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.6544, loss: 1.6544 +2025-06-04 13:36:55,337 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:39:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.6868, loss: 1.6868 +2025-06-04 13:37:38,539 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:38:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.7151, loss: 1.7151 +2025-06-04 13:38:21,727 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:38:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 1.6674, loss: 1.6674 +2025-06-04 13:39:04,838 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:37:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5889, loss: 1.5889 +2025-06-04 13:39:47,974 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:36:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 1.6374, loss: 1.6374 +2025-06-04 13:40:11,461 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-04 13:41:37,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:41:37,263 - pyskl - INFO - +top1_acc 0.9523 +top5_acc 0.9957 +2025-06-04 13:41:37,266 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9523, top5_acc: 0.9957 +2025-06-04 13:42:40,594 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:35:34, time: 0.633, data_time: 0.203, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.5851, loss: 1.5851 +2025-06-04 13:43:23,510 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:34:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.6108, loss: 1.6108 +2025-06-04 13:44:06,580 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:34:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 1.6219, loss: 1.6219 +2025-06-04 13:44:49,641 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:33:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.6032, loss: 1.6032 +2025-06-04 13:45:32,734 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:32:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.5931, loss: 1.5931 +2025-06-04 13:46:15,814 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:31:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.6011, loss: 1.6011 +2025-06-04 13:46:58,892 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:31:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.5903, loss: 1.5903 +2025-06-04 13:47:41,960 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:30:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6287, loss: 1.6287 +2025-06-04 13:48:25,086 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:29:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 1.6249, loss: 1.6249 +2025-06-04 13:49:08,210 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:29:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.6080, loss: 1.6080 +2025-06-04 13:49:51,197 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:28:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5544, loss: 1.5544 +2025-06-04 13:50:34,195 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:27:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.6462, loss: 1.6462 +2025-06-04 13:51:17,228 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:26:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.6019, loss: 1.6019 +2025-06-04 13:52:00,301 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:26:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.6285, loss: 1.6285 +2025-06-04 13:52:43,372 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:25:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.7086, loss: 1.7086 +2025-06-04 13:53:26,411 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:24:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6544, loss: 1.6544 +2025-06-04 13:54:09,497 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:24:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.6107, loss: 1.6107 +2025-06-04 13:54:52,640 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:23:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5972, loss: 1.5972 +2025-06-04 13:55:35,642 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:22:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6321, loss: 1.6321 +2025-06-04 13:56:18,823 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:21:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.5697, loss: 1.5697 +2025-06-04 13:57:02,106 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:21:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.6501, loss: 1.6501 +2025-06-04 13:57:45,320 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:20:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-06-04 13:58:28,500 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:19:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.6110, loss: 1.6110 +2025-06-04 13:58:51,830 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-04 14:00:17,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:00:17,518 - pyskl - INFO - +top1_acc 0.9608 +top5_acc 0.9956 +2025-06-04 14:00:17,576 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_120.pth was removed +2025-06-04 14:00:18,621 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-04 14:00:18,621 - pyskl - INFO - Best top1_acc is 0.9608 at 124 epoch. +2025-06-04 14:00:18,625 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9608, top5_acc: 0.9956 +2025-06-04 14:01:22,175 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:18:39, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.6089, loss: 1.6089 +2025-06-04 14:02:05,340 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:17:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5599, loss: 1.5599 +2025-06-04 14:02:48,476 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:17:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.5667, loss: 1.5667 +2025-06-04 14:03:31,594 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:16:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5283, loss: 1.5283 +2025-06-04 14:04:14,782 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:15:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5487, loss: 1.5487 +2025-06-04 14:04:57,921 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:15:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5575, loss: 1.5575 +2025-06-04 14:05:40,984 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:14:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9962, loss_cls: 1.5265, loss: 1.5265 +2025-06-04 14:06:24,182 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:13:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.5107, loss: 1.5107 +2025-06-04 14:07:07,274 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:12:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.5615, loss: 1.5615 +2025-06-04 14:07:50,360 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:12:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5227, loss: 1.5227 +2025-06-04 14:08:33,410 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:11:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5946, loss: 1.5946 +2025-06-04 14:09:16,461 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:10:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5688, loss: 1.5688 +2025-06-04 14:09:59,576 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:10:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.6452, loss: 1.6452 +2025-06-04 14:10:42,593 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:09:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.6486, loss: 1.6486 +2025-06-04 14:11:25,739 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:08:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.6180, loss: 1.6180 +2025-06-04 14:12:08,950 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:07:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5448, loss: 1.5448 +2025-06-04 14:12:52,127 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:07:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.6712, loss: 1.6712 +2025-06-04 14:13:35,246 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:06:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5949, loss: 1.5949 +2025-06-04 14:14:18,377 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:05:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5677, loss: 1.5677 +2025-06-04 14:15:01,425 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:05:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5925, loss: 1.5925 +2025-06-04 14:15:44,431 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:04:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5907, loss: 1.5907 +2025-06-04 14:16:27,366 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:03:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5865, loss: 1.5865 +2025-06-04 14:17:10,374 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:02:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.6071, loss: 1.6071 +2025-06-04 14:17:33,889 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-04 14:26:02,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:26:02,601 - pyskl - INFO - +top1_acc 0.9582 +top5_acc 0.9954 +2025-06-04 14:26:02,604 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9582, top5_acc: 0.9954 +2025-06-04 14:27:06,490 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:01:45, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5515, loss: 1.5515 +2025-06-04 14:27:49,708 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:01:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.6028, loss: 1.6028 +2025-06-04 14:28:32,890 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:00:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.5807, loss: 1.5807 +2025-06-04 14:29:15,999 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 6:59:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5838, loss: 1.5838 +2025-06-04 14:29:59,117 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 6:58:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.6238, loss: 1.6238 +2025-06-04 14:30:42,296 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:58:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.6198, loss: 1.6198 +2025-06-04 14:31:25,444 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:57:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5771, loss: 1.5771 +2025-06-04 14:32:08,517 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:56:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5029, loss: 1.5029 +2025-06-04 14:32:51,655 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:56:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5383, loss: 1.5383 +2025-06-04 14:33:34,843 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:55:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.5530, loss: 1.5530 +2025-06-04 14:34:17,900 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:54:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5527, loss: 1.5527 +2025-06-04 14:35:01,071 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:53:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.6103, loss: 1.6103 +2025-06-04 14:35:44,148 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:53:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5502, loss: 1.5502 +2025-06-04 14:36:27,427 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:52:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5194, loss: 1.5194 +2025-06-04 14:37:10,730 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:51:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.6222, loss: 1.6222 +2025-06-04 14:37:53,874 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:50:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5374, loss: 1.5374 +2025-06-04 14:38:37,024 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:50:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.5394, loss: 1.5394 +2025-06-04 14:39:20,546 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:49:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.5256, loss: 1.5256 +2025-06-04 14:40:03,897 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:48:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5700, loss: 1.5700 +2025-06-04 14:40:47,128 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:48:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.6276, loss: 1.6276 +2025-06-04 14:41:30,305 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:47:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.5901, loss: 1.5901 +2025-06-04 14:42:13,575 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:46:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5550, loss: 1.5550 +2025-06-04 14:42:56,672 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:45:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.6062, loss: 1.6062 +2025-06-04 14:43:20,105 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-04 14:44:45,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:44:45,853 - pyskl - INFO - +top1_acc 0.9521 +top5_acc 0.9952 +2025-06-04 14:44:45,856 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9521, top5_acc: 0.9952 +2025-06-04 14:45:49,636 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:44:51, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.5039, loss: 1.5039 +2025-06-04 14:46:32,722 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:44:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5095, loss: 1.5095 +2025-06-04 14:47:15,693 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:43:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5083, loss: 1.5083 +2025-06-04 14:47:58,790 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:42:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.5980, loss: 1.5980 +2025-06-04 14:48:41,775 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:41:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.4930, loss: 1.4930 +2025-06-04 14:49:24,762 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:41:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.5665, loss: 1.5665 +2025-06-04 14:50:07,837 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:40:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.5190, loss: 1.5190 +2025-06-04 14:50:50,876 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:39:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5356, loss: 1.5356 +2025-06-04 14:51:33,885 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:39:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.5889, loss: 1.5889 +2025-06-04 14:52:16,965 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:38:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.5111, loss: 1.5111 +2025-06-04 14:52:59,961 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:37:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.5387, loss: 1.5387 +2025-06-04 14:53:43,031 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:36:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9956, loss_cls: 1.5690, loss: 1.5690 +2025-06-04 14:54:26,089 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:36:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.5621, loss: 1.5621 +2025-06-04 14:55:09,213 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:35:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4912, loss: 1.4912 +2025-06-04 14:55:52,319 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:34:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5681, loss: 1.5681 +2025-06-04 14:56:35,549 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:34:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4857, loss: 1.4857 +2025-06-04 14:57:18,754 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:33:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.5569, loss: 1.5569 +2025-06-04 14:58:01,967 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:32:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5484, loss: 1.5484 +2025-06-04 14:58:45,189 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:31:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.5744, loss: 1.5744 +2025-06-04 14:59:28,366 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:31:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5438, loss: 1.5438 +2025-06-04 15:00:11,501 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:30:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.5645, loss: 1.5645 +2025-06-04 15:00:54,612 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:29:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5077, loss: 1.5077 +2025-06-04 15:01:37,746 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:29:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5433, loss: 1.5433 +2025-06-04 15:02:01,147 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-04 15:03:26,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:03:26,531 - pyskl - INFO - +top1_acc 0.9594 +top5_acc 0.9950 +2025-06-04 15:03:26,535 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9594, top5_acc: 0.9950 +2025-06-04 15:04:30,341 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:27:57, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5630, loss: 1.5630 +2025-06-04 15:05:13,401 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:27:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4997, loss: 1.4997 +2025-06-04 15:05:56,385 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:26:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-06-04 15:06:39,472 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:25:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.5290, loss: 1.5290 +2025-06-04 15:07:22,493 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:25:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4887, loss: 1.4887 +2025-06-04 15:08:05,449 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:24:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.5859, loss: 1.5859 +2025-06-04 15:08:48,481 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:23:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5076, loss: 1.5076 +2025-06-04 15:09:31,475 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:22:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.5257, loss: 1.5257 +2025-06-04 15:10:14,537 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:22:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.5475, loss: 1.5475 +2025-06-04 15:10:57,671 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:21:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4980, loss: 1.4980 +2025-06-04 15:11:40,570 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:20:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4908, loss: 1.4908 +2025-06-04 15:12:23,567 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:20:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5877, loss: 1.5877 +2025-06-04 15:13:06,633 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:19:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4484, loss: 1.4484 +2025-06-04 15:13:49,625 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:18:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4829, loss: 1.4829 +2025-06-04 15:14:32,596 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:17:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5881, loss: 1.5881 +2025-06-04 15:15:15,598 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:17:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.4952, loss: 1.4952 +2025-06-04 15:15:58,803 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:16:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5507, loss: 1.5507 +2025-06-04 15:16:42,132 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:15:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4593, loss: 1.4593 +2025-06-04 15:17:25,359 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:15:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4918, loss: 1.4918 +2025-06-04 15:18:08,829 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:14:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.5278, loss: 1.5278 +2025-06-04 15:18:52,014 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:13:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4955, loss: 1.4955 +2025-06-04 15:19:35,107 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:12:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5070, loss: 1.5070 +2025-06-04 15:20:18,185 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:12:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.5651, loss: 1.5651 +2025-06-04 15:20:41,597 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-04 15:22:07,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:22:07,542 - pyskl - INFO - +top1_acc 0.9603 +top5_acc 0.9956 +2025-06-04 15:22:07,545 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9603, top5_acc: 0.9956 +2025-06-04 15:23:11,225 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:11:02, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4689, loss: 1.4689 +2025-06-04 15:23:54,315 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:10:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5355, loss: 1.5355 +2025-06-04 15:24:37,430 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:09:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4765, loss: 1.4765 +2025-06-04 15:25:20,560 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:08:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.4877, loss: 1.4877 +2025-06-04 15:26:03,694 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:08:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-06-04 15:26:46,844 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:07:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.4633, loss: 1.4633 +2025-06-04 15:27:29,863 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:06:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4788, loss: 1.4788 +2025-06-04 15:28:12,954 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:06:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4612, loss: 1.4612 +2025-06-04 15:28:56,097 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:05:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.5036, loss: 1.5036 +2025-06-04 15:29:39,241 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:04:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.5684, loss: 1.5684 +2025-06-04 15:30:22,344 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:03:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.5356, loss: 1.5356 +2025-06-04 15:31:05,485 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:03:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4714, loss: 1.4714 +2025-06-04 15:31:48,529 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:02:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.5253, loss: 1.5253 +2025-06-04 15:32:31,601 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:01:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.4657, loss: 1.4657 +2025-06-04 15:33:14,721 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:00:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4380, loss: 1.4380 +2025-06-04 15:33:57,831 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5895, loss: 1.5895 +2025-06-04 15:34:40,921 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 5:59:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4658, loss: 1.4658 +2025-06-04 15:35:24,039 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:58:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4878, loss: 1.4878 +2025-06-04 15:36:07,233 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:58:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.4933, loss: 1.4933 +2025-06-04 15:36:50,443 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:57:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.4267, loss: 1.4267 +2025-06-04 15:37:33,697 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:56:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.5011, loss: 1.5011 +2025-06-04 15:38:16,882 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:55:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5094, loss: 1.5094 +2025-06-04 15:39:00,002 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:55:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-06-04 15:39:23,419 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-04 15:40:49,235 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:40:49,310 - pyskl - INFO - +top1_acc 0.9611 +top5_acc 0.9962 +2025-06-04 15:40:49,363 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_124.pth was removed +2025-06-04 15:40:50,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-04 15:40:50,359 - pyskl - INFO - Best top1_acc is 0.9611 at 129 epoch. +2025-06-04 15:40:50,362 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9611, top5_acc: 0.9962 +2025-06-04 15:41:53,862 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:54:08, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.4686, loss: 1.4686 +2025-06-04 15:42:36,862 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:53:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5015, loss: 1.5015 +2025-06-04 15:43:19,909 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:52:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.4915, loss: 1.4915 +2025-06-04 15:44:02,957 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:51:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4750, loss: 1.4750 +2025-06-04 15:44:45,956 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:51:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4874, loss: 1.4874 +2025-06-04 15:45:28,981 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:50:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.5126, loss: 1.5126 +2025-06-04 15:46:12,021 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:49:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4688, loss: 1.4688 +2025-06-04 15:46:55,021 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:49:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4556, loss: 1.4556 +2025-06-04 15:47:38,138 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:48:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 1.4860, loss: 1.4860 +2025-06-04 15:48:21,109 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:47:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4333, loss: 1.4333 +2025-06-04 15:49:04,110 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:46:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4868, loss: 1.4868 +2025-06-04 15:49:47,057 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:46:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4819, loss: 1.4819 +2025-06-04 15:50:30,113 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:45:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4590, loss: 1.4590 +2025-06-04 15:51:13,161 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:44:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.5048, loss: 1.5048 +2025-06-04 15:51:56,213 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:44:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.4703, loss: 1.4703 +2025-06-04 15:52:39,234 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:43:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4495, loss: 1.4495 +2025-06-04 15:53:22,271 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:42:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.4702, loss: 1.4702 +2025-06-04 15:54:05,325 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:41:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4493, loss: 1.4493 +2025-06-04 15:54:48,254 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:41:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4026, loss: 1.4026 +2025-06-04 15:55:31,239 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4568, loss: 1.4568 +2025-06-04 15:56:14,231 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:39:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.4870, loss: 1.4870 +2025-06-04 15:56:57,288 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:39:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3798, loss: 1.3798 +2025-06-04 15:57:40,216 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:38:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4800, loss: 1.4800 +2025-06-04 15:58:03,540 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-04 16:06:58,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:06:58,103 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9960 +2025-06-04 16:06:58,156 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_129.pth was removed +2025-06-04 16:06:59,151 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-04 16:06:59,152 - pyskl - INFO - Best top1_acc is 0.9615 at 130 epoch. +2025-06-04 16:06:59,155 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9615, top5_acc: 0.9960 +2025-06-04 16:08:02,705 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:37:14, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4934, loss: 1.4934 +2025-06-04 16:08:45,711 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:36:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4915, loss: 1.4915 +2025-06-04 16:09:28,791 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:35:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4983, loss: 1.4983 +2025-06-04 16:10:11,941 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:35:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-06-04 16:10:55,030 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:34:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.4650, loss: 1.4650 +2025-06-04 16:11:38,163 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:33:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.5123, loss: 1.5123 +2025-06-04 16:12:21,204 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:32:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4586, loss: 1.4586 +2025-06-04 16:13:04,304 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:32:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4486, loss: 1.4486 +2025-06-04 16:13:47,311 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:31:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.4424, loss: 1.4424 +2025-06-04 16:14:30,387 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:30:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3942, loss: 1.3942 +2025-06-04 16:15:13,402 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:30:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.4603, loss: 1.4603 +2025-06-04 16:15:56,453 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:29:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4861, loss: 1.4861 +2025-06-04 16:16:39,455 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:28:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4962, loss: 1.4962 +2025-06-04 16:17:22,499 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:27:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4094, loss: 1.4094 +2025-06-04 16:18:05,641 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:27:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.4704, loss: 1.4704 +2025-06-04 16:18:48,835 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:26:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4551, loss: 1.4551 +2025-06-04 16:19:31,940 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:25:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4371, loss: 1.4371 +2025-06-04 16:20:15,538 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:25:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.4338, loss: 1.4338 +2025-06-04 16:20:59,162 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:24:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4707, loss: 1.4707 +2025-06-04 16:21:42,589 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:23:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4877, loss: 1.4877 +2025-06-04 16:22:25,739 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:22:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3905, loss: 1.3905 +2025-06-04 16:23:08,987 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:22:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4556, loss: 1.4556 +2025-06-04 16:23:52,166 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:21:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.4660, loss: 1.4660 +2025-06-04 16:24:15,516 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-04 16:25:41,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:25:41,078 - pyskl - INFO - +top1_acc 0.9610 +top5_acc 0.9962 +2025-06-04 16:25:41,081 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9610, top5_acc: 0.9962 +2025-06-04 16:26:44,359 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:20:20, time: 0.633, data_time: 0.202, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3816, loss: 1.3816 +2025-06-04 16:27:27,502 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:19:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4306, loss: 1.4306 +2025-06-04 16:28:10,733 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:18:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4382, loss: 1.4382 +2025-06-04 16:28:53,883 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:18:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.4093, loss: 1.4093 +2025-06-04 16:29:36,990 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:17:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9969, loss_cls: 1.4001, loss: 1.4001 +2025-06-04 16:30:20,248 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:16:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.4789, loss: 1.4789 +2025-06-04 16:31:03,429 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:16:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.5106, loss: 1.5106 +2025-06-04 16:31:46,713 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:15:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4297, loss: 1.4297 +2025-06-04 16:32:30,045 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:14:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3765, loss: 1.3765 +2025-06-04 16:33:13,282 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:13:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.4564, loss: 1.4564 +2025-06-04 16:33:56,558 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:13:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3981, loss: 1.3981 +2025-06-04 16:34:39,922 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:12:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4158, loss: 1.4158 +2025-06-04 16:35:23,325 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:11:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4663, loss: 1.4663 +2025-06-04 16:36:06,607 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:11:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4743, loss: 1.4743 +2025-06-04 16:36:49,890 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:10:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.4426, loss: 1.4426 +2025-06-04 16:37:33,233 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:09:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4594, loss: 1.4594 +2025-06-04 16:38:16,692 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:08:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4280, loss: 1.4280 +2025-06-04 16:39:00,046 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:08:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.4382, loss: 1.4382 +2025-06-04 16:39:43,298 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:07:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3798, loss: 1.3798 +2025-06-04 16:40:26,547 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:06:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4450, loss: 1.4450 +2025-06-04 16:41:09,709 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:05:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4442, loss: 1.4442 +2025-06-04 16:41:52,903 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:05:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4501, loss: 1.4501 +2025-06-04 16:42:35,978 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:04:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3724, loss: 1.3724 +2025-06-04 16:42:59,369 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-04 16:44:24,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:44:24,962 - pyskl - INFO - +top1_acc 0.9604 +top5_acc 0.9960 +2025-06-04 16:44:24,965 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9604, top5_acc: 0.9960 +2025-06-04 16:45:28,856 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:03:26, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3746, loss: 1.3746 +2025-06-04 16:46:11,985 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:02:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3862, loss: 1.3862 +2025-06-04 16:46:55,034 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:02:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4173, loss: 1.4173 +2025-06-04 16:47:38,054 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:01:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4329, loss: 1.4329 +2025-06-04 16:48:21,197 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:00:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4453, loss: 1.4453 +2025-06-04 16:49:04,195 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 4:59:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4640, loss: 1.4640 +2025-06-04 16:49:47,358 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:59:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3828, loss: 1.3828 +2025-06-04 16:50:30,510 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:58:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-04 16:51:13,623 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:57:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3907, loss: 1.3907 +2025-06-04 16:51:56,755 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:56:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4793, loss: 1.4793 +2025-06-04 16:52:39,832 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:56:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3885, loss: 1.3885 +2025-06-04 16:53:23,028 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:55:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4008, loss: 1.4008 +2025-06-04 16:54:06,243 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:54:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4401, loss: 1.4401 +2025-06-04 16:54:49,302 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:54:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4352, loss: 1.4352 +2025-06-04 16:55:32,341 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:53:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4290, loss: 1.4290 +2025-06-04 16:56:15,456 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:52:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3807, loss: 1.3807 +2025-06-04 16:56:58,689 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:51:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3892, loss: 1.3892 +2025-06-04 16:57:41,918 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:51:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4169, loss: 1.4169 +2025-06-04 16:58:25,205 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:50:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4514, loss: 1.4514 +2025-06-04 16:59:08,562 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:49:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4103, loss: 1.4103 +2025-06-04 16:59:51,774 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:49:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3692, loss: 1.3692 +2025-06-04 17:00:35,051 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:48:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4161, loss: 1.4161 +2025-06-04 17:01:18,157 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:47:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4545, loss: 1.4545 +2025-06-04 17:01:41,946 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-04 17:03:08,563 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:03:08,646 - pyskl - INFO - +top1_acc 0.9643 +top5_acc 0.9960 +2025-06-04 17:03:08,720 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_130.pth was removed +2025-06-04 17:03:09,739 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-06-04 17:03:09,740 - pyskl - INFO - Best top1_acc is 0.9643 at 133 epoch. +2025-06-04 17:03:09,743 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9643, top5_acc: 0.9960 +2025-06-04 17:04:15,291 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:46:32, time: 0.655, data_time: 0.219, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.4018, loss: 1.4018 +2025-06-04 17:04:58,784 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:45:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4247, loss: 1.4247 +2025-06-04 17:05:42,144 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:45:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3751, loss: 1.3751 +2025-06-04 17:06:25,523 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:44:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4084, loss: 1.4084 +2025-06-04 17:07:08,799 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:43:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3673, loss: 1.3673 +2025-06-04 17:07:52,178 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:42:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4604, loss: 1.4604 +2025-06-04 17:08:35,483 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:42:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3700, loss: 1.3700 +2025-06-04 17:09:18,637 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:41:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-06-04 17:10:01,766 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:40:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3642, loss: 1.3642 +2025-06-04 17:10:44,855 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:40:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3871, loss: 1.3871 +2025-06-04 17:11:27,918 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4056, loss: 1.4056 +2025-06-04 17:12:11,049 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:38:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4122, loss: 1.4122 +2025-06-04 17:12:54,238 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:37:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3919, loss: 1.3919 +2025-06-04 17:13:37,410 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:37:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.4076, loss: 1.4076 +2025-06-04 17:14:20,554 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:36:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4323, loss: 1.4323 +2025-06-04 17:15:03,697 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:35:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4314, loss: 1.4314 +2025-06-04 17:15:46,890 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:35:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3847, loss: 1.3847 +2025-06-04 17:16:30,014 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:34:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.4309, loss: 1.4309 +2025-06-04 17:17:13,270 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:33:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3842, loss: 1.3842 +2025-06-04 17:17:56,379 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:32:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3981, loss: 1.3981 +2025-06-04 17:18:39,577 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:32:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4013, loss: 1.4013 +2025-06-04 17:19:22,711 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:31:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 1.3855, loss: 1.3855 +2025-06-04 17:20:05,862 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:30:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4292, loss: 1.4292 +2025-06-04 17:20:29,293 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-04 17:21:55,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:21:55,646 - pyskl - INFO - +top1_acc 0.9613 +top5_acc 0.9960 +2025-06-04 17:21:55,649 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9613, top5_acc: 0.9960 +2025-06-04 17:23:00,168 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:29:38, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.3828, loss: 1.3828 +2025-06-04 17:23:43,334 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:28:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3873, loss: 1.3873 +2025-06-04 17:24:26,497 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:28:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.4414, loss: 1.4414 +2025-06-04 17:25:09,626 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:27:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3655, loss: 1.3655 +2025-06-04 17:25:52,837 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:26:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-04 17:26:35,995 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:26:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4349, loss: 1.4349 +2025-06-04 17:27:19,087 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:25:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.4034, loss: 1.4034 +2025-06-04 17:28:02,137 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:24:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-06-04 17:28:45,186 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:23:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4214, loss: 1.4214 +2025-06-04 17:29:28,272 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:23:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.4039, loss: 1.4039 +2025-06-04 17:30:11,314 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:22:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3606, loss: 1.3606 +2025-06-04 17:30:54,369 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:21:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3745, loss: 1.3745 +2025-06-04 17:31:37,275 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:21:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3659, loss: 1.3659 +2025-06-04 17:32:20,310 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:20:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4646, loss: 1.4646 +2025-06-04 17:33:03,419 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:19:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4039, loss: 1.4039 +2025-06-04 17:33:46,470 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3691, loss: 1.3691 +2025-06-04 17:34:29,642 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:18:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3549, loss: 1.3549 +2025-06-04 17:35:12,656 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:17:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.3238, loss: 1.3238 +2025-06-04 17:35:55,171 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:16:43, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3744, loss: 1.3744 +2025-06-04 17:36:38,015 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3849, loss: 1.3849 +2025-06-04 17:37:21,100 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:15:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3158, loss: 1.3158 +2025-06-04 17:38:04,039 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:14:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3603, loss: 1.3603 +2025-06-04 17:38:46,929 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:13:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9988, loss_cls: 1.3534, loss: 1.3534 +2025-06-04 17:39:10,272 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-04 17:48:05,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:48:05,732 - pyskl - INFO - +top1_acc 0.9656 +top5_acc 0.9959 +2025-06-04 17:48:05,783 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_133.pth was removed +2025-06-04 17:48:06,815 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-04 17:48:06,815 - pyskl - INFO - Best top1_acc is 0.9656 at 135 epoch. +2025-06-04 17:48:06,818 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9656, top5_acc: 0.9959 +2025-06-04 17:49:10,334 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:12:44, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3486, loss: 1.3486 +2025-06-04 17:49:53,415 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:12:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3607, loss: 1.3607 +2025-06-04 17:50:36,405 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:11:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3368, loss: 1.3368 +2025-06-04 17:51:19,316 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:10:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3446, loss: 1.3446 +2025-06-04 17:52:02,367 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:09:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3428, loss: 1.3428 +2025-06-04 17:52:45,449 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:09:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.4151, loss: 1.4151 +2025-06-04 17:53:28,553 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:08:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3752, loss: 1.3752 +2025-06-04 17:54:11,546 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:07:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3798, loss: 1.3798 +2025-06-04 17:54:54,467 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:06:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3814, loss: 1.3814 +2025-06-04 17:55:37,385 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:06:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3444, loss: 1.3444 +2025-06-04 17:56:20,438 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:05:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.3385, loss: 1.3385 +2025-06-04 17:57:03,585 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:04:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3616, loss: 1.3616 +2025-06-04 17:57:46,720 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:04:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3719, loss: 1.3719 +2025-06-04 17:58:29,799 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:03:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.3683, loss: 1.3683 +2025-06-04 17:59:12,980 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:02:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3614, loss: 1.3614 +2025-06-04 17:59:55,934 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:01:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3438, loss: 1.3438 +2025-06-04 18:00:39,099 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:01:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3724, loss: 1.3724 +2025-06-04 18:01:22,542 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:00:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3405, loss: 1.3405 +2025-06-04 18:02:05,658 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 3:59:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3113, loss: 1.3113 +2025-06-04 18:02:48,793 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:59:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.3274, loss: 1.3274 +2025-06-04 18:03:31,941 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:58:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3888, loss: 1.3888 +2025-06-04 18:04:15,086 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:57:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3731, loss: 1.3731 +2025-06-04 18:04:58,276 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:56:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3695, loss: 1.3695 +2025-06-04 18:05:21,713 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-04 18:06:47,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:06:47,507 - pyskl - INFO - +top1_acc 0.9647 +top5_acc 0.9961 +2025-06-04 18:06:47,511 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9647, top5_acc: 0.9961 +2025-06-04 18:07:50,943 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:55:50, time: 0.634, data_time: 0.200, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3803, loss: 1.3803 +2025-06-04 18:08:34,077 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:55:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3567, loss: 1.3567 +2025-06-04 18:09:17,193 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:54:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3532, loss: 1.3532 +2025-06-04 18:10:00,325 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:53:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3540, loss: 1.3540 +2025-06-04 18:10:43,389 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:52:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3603, loss: 1.3603 +2025-06-04 18:11:26,402 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:52:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3257, loss: 1.3257 +2025-06-04 18:12:09,457 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:51:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3738, loss: 1.3738 +2025-06-04 18:12:52,525 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:50:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-06-04 18:13:35,625 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:50:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-06-04 18:14:18,722 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:49:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2821, loss: 1.2821 +2025-06-04 18:15:01,782 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:48:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.3688, loss: 1.3688 +2025-06-04 18:15:44,813 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:47:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3481, loss: 1.3481 +2025-06-04 18:16:27,871 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:47:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3741, loss: 1.3741 +2025-06-04 18:17:10,838 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:46:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2891, loss: 1.2891 +2025-06-04 18:17:53,928 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:45:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3626, loss: 1.3626 +2025-06-04 18:18:36,934 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:45:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3505, loss: 1.3505 +2025-06-04 18:19:19,911 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:44:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3263, loss: 1.3263 +2025-06-04 18:20:02,942 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:43:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3327, loss: 1.3327 +2025-06-04 18:20:46,005 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:42:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4044, loss: 1.4044 +2025-06-04 18:21:29,209 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:42:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3753, loss: 1.3753 +2025-06-04 18:22:12,362 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:41:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3222, loss: 1.3222 +2025-06-04 18:22:55,504 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:40:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-06-04 18:23:38,712 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:40:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3566, loss: 1.3566 +2025-06-04 18:24:02,160 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-04 18:25:27,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:25:27,858 - pyskl - INFO - +top1_acc 0.9651 +top5_acc 0.9966 +2025-06-04 18:25:27,862 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9651, top5_acc: 0.9966 +2025-06-04 18:26:32,720 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:38:56, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3387, loss: 1.3387 +2025-06-04 18:27:15,913 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:38:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3048, loss: 1.3048 +2025-06-04 18:27:59,047 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:37:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2995, loss: 1.2995 +2025-06-04 18:28:42,118 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:36:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3059, loss: 1.3059 +2025-06-04 18:29:25,161 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:36:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-06-04 18:30:08,238 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:35:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3170, loss: 1.3170 +2025-06-04 18:30:51,245 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:34:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.3111, loss: 1.3111 +2025-06-04 18:31:34,248 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:33:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3369, loss: 1.3369 +2025-06-04 18:32:17,271 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:33:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3323, loss: 1.3323 +2025-06-04 18:33:00,327 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:32:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.3296, loss: 1.3296 +2025-06-04 18:33:43,384 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:31:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3760, loss: 1.3760 +2025-06-04 18:34:26,402 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:31:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3457, loss: 1.3457 +2025-06-04 18:35:09,477 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:30:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2741, loss: 1.2741 +2025-06-04 18:35:52,534 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:29:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3326, loss: 1.3326 +2025-06-04 18:36:35,651 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:28:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 1.2925, loss: 1.2925 +2025-06-04 18:37:18,777 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:28:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3231, loss: 1.3231 +2025-06-04 18:38:01,903 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:27:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3521, loss: 1.3521 +2025-06-04 18:38:44,801 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:26:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3442, loss: 1.3442 +2025-06-04 18:39:28,014 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:26:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3306, loss: 1.3306 +2025-06-04 18:40:11,198 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:25:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3057, loss: 1.3057 +2025-06-04 18:40:54,628 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:24:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3201, loss: 1.3201 +2025-06-04 18:41:37,802 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:23:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3056, loss: 1.3056 +2025-06-04 18:42:20,922 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:23:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3347, loss: 1.3347 +2025-06-04 18:42:44,335 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-04 18:44:10,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:44:10,470 - pyskl - INFO - +top1_acc 0.9659 +top5_acc 0.9962 +2025-06-04 18:44:10,526 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_135.pth was removed +2025-06-04 18:44:11,583 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-04 18:44:11,584 - pyskl - INFO - Best top1_acc is 0.9659 at 138 epoch. +2025-06-04 18:44:11,587 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9659, top5_acc: 0.9962 +2025-06-04 18:45:15,269 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:22:02, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-04 18:45:58,357 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:21:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3276, loss: 1.3276 +2025-06-04 18:46:41,427 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:20:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3230, loss: 1.3230 +2025-06-04 18:47:24,461 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:19:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3352, loss: 1.3352 +2025-06-04 18:48:07,658 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:19:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3127, loss: 1.3127 +2025-06-04 18:48:50,723 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:18:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.3479, loss: 1.3479 +2025-06-04 18:49:33,867 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:17:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3040, loss: 1.3040 +2025-06-04 18:50:16,948 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:17:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2963, loss: 1.2963 +2025-06-04 18:51:00,052 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:16:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3069, loss: 1.3069 +2025-06-04 18:51:43,206 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:15:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3227, loss: 1.3227 +2025-06-04 18:52:26,317 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:14:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3053, loss: 1.3053 +2025-06-04 18:53:09,358 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:14:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-06-04 18:53:52,474 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:13:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2980, loss: 1.2980 +2025-06-04 18:54:35,549 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:12:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3384, loss: 1.3384 +2025-06-04 18:55:18,582 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:11:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3532, loss: 1.3532 +2025-06-04 18:56:01,620 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:11:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3297, loss: 1.3297 +2025-06-04 18:56:44,695 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:10:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3233, loss: 1.3233 +2025-06-04 18:57:27,800 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:09:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3660, loss: 1.3660 +2025-06-04 18:58:10,920 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:09:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2956, loss: 1.2956 +2025-06-04 18:58:54,395 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:08:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.3081, loss: 1.3081 +2025-06-04 18:59:37,782 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:07:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.3490, loss: 1.3490 +2025-06-04 19:00:20,940 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:06:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3326, loss: 1.3326 +2025-06-04 19:01:04,068 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:06:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2933, loss: 1.2933 +2025-06-04 19:01:27,273 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-04 19:02:52,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:02:52,998 - pyskl - INFO - +top1_acc 0.9660 +top5_acc 0.9956 +2025-06-04 19:02:53,052 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_138.pth was removed +2025-06-04 19:02:54,045 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-04 19:02:54,046 - pyskl - INFO - Best top1_acc is 0.9660 at 139 epoch. +2025-06-04 19:02:54,048 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9660, top5_acc: 0.9956 +2025-06-04 19:03:57,211 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:05:08, time: 0.632, data_time: 0.202, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3155, loss: 1.3155 +2025-06-04 19:04:40,269 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:04:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3035, loss: 1.3035 +2025-06-04 19:05:23,282 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:03:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3361, loss: 1.3361 +2025-06-04 19:06:06,446 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2880, loss: 1.2880 +2025-06-04 19:06:49,649 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:02:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2882, loss: 1.2882 +2025-06-04 19:07:32,892 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:01:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3159, loss: 1.3159 +2025-06-04 19:08:15,884 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:00:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3255, loss: 1.3255 +2025-06-04 19:08:59,176 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:00:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2509, loss: 1.2509 +2025-06-04 19:09:42,367 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:59:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2647, loss: 1.2647 +2025-06-04 19:10:25,479 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:58:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3158, loss: 1.3158 +2025-06-04 19:11:08,579 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:57:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2897, loss: 1.2897 +2025-06-04 19:11:51,646 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:57:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3401, loss: 1.3401 +2025-06-04 19:12:34,763 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:56:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.2901, loss: 1.2901 +2025-06-04 19:13:17,981 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:55:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2870, loss: 1.2870 +2025-06-04 19:14:01,277 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:55:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3397, loss: 1.3397 +2025-06-04 19:14:44,374 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:54:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2562, loss: 1.2562 +2025-06-04 19:15:27,503 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:53:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3120, loss: 1.3120 +2025-06-04 19:16:10,612 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:52:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3066, loss: 1.3066 +2025-06-04 19:16:53,655 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:52:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2700, loss: 1.2700 +2025-06-04 19:17:36,728 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:51:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2728, loss: 1.2728 +2025-06-04 19:18:19,758 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:50:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3182, loss: 1.3182 +2025-06-04 19:19:02,762 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.2652, loss: 1.2652 +2025-06-04 19:19:45,772 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:49:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3153, loss: 1.3153 +2025-06-04 19:20:09,105 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-04 19:29:31,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:29:31,369 - pyskl - INFO - +top1_acc 0.9664 +top5_acc 0.9956 +2025-06-04 19:29:31,423 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_139.pth was removed +2025-06-04 19:29:32,434 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-04 19:29:32,434 - pyskl - INFO - Best top1_acc is 0.9664 at 140 epoch. +2025-06-04 19:29:32,437 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9664, top5_acc: 0.9956 +2025-06-04 19:30:36,062 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:48:14, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3057, loss: 1.3057 +2025-06-04 19:31:19,210 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:47:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2851, loss: 1.2851 +2025-06-04 19:32:02,394 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:46:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3545, loss: 1.3545 +2025-06-04 19:32:45,486 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:46:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-06-04 19:33:28,514 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:45:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3208, loss: 1.3208 +2025-06-04 19:34:11,621 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:44:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3176, loss: 1.3176 +2025-06-04 19:34:54,752 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:43:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.3155, loss: 1.3155 +2025-06-04 19:35:37,854 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:43:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2790, loss: 1.2790 +2025-06-04 19:36:20,928 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:42:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2707, loss: 1.2707 +2025-06-04 19:37:04,061 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:41:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2864, loss: 1.2864 +2025-06-04 19:37:47,029 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:41:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3061, loss: 1.3061 +2025-06-04 19:38:30,048 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:40:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3104, loss: 1.3104 +2025-06-04 19:39:13,041 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:39:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3024, loss: 1.3024 +2025-06-04 19:39:56,099 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:38:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2785, loss: 1.2785 +2025-06-04 19:40:39,149 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:38:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2780, loss: 1.2780 +2025-06-04 19:41:22,210 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:37:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3309, loss: 1.3309 +2025-06-04 19:42:05,253 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:36:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2954, loss: 1.2954 +2025-06-04 19:42:48,360 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:36:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3299, loss: 1.3299 +2025-06-04 19:43:31,613 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:35:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2452, loss: 1.2452 +2025-06-04 19:44:14,793 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:34:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3267, loss: 1.3267 +2025-06-04 19:44:57,984 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:33:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2891, loss: 1.2891 +2025-06-04 19:45:41,049 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:33:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3021, loss: 1.3021 +2025-06-04 19:46:24,025 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:32:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3098, loss: 1.3098 +2025-06-04 19:46:47,403 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-04 19:48:12,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:48:12,965 - pyskl - INFO - +top1_acc 0.9651 +top5_acc 0.9958 +2025-06-04 19:48:12,969 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9651, top5_acc: 0.9958 +2025-06-04 19:49:16,787 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:31:20, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.3009, loss: 1.3009 +2025-06-04 19:49:59,946 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:30:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3094, loss: 1.3094 +2025-06-04 19:50:42,962 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:29:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2874, loss: 1.2874 +2025-06-04 19:51:26,038 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:29:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2563, loss: 1.2563 +2025-06-04 19:52:09,080 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:28:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2499, loss: 1.2499 +2025-06-04 19:52:52,177 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:27:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3102, loss: 1.3102 +2025-06-04 19:53:35,193 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:27:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3292, loss: 1.3292 +2025-06-04 19:54:18,240 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:26:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3345, loss: 1.3345 +2025-06-04 19:55:01,382 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:25:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2998, loss: 1.2998 +2025-06-04 19:55:44,528 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:24:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.2794, loss: 1.2794 +2025-06-04 19:56:27,646 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:24:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2848, loss: 1.2848 +2025-06-04 19:57:10,926 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:23:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-06-04 19:57:53,950 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:22:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.2576, loss: 1.2576 +2025-06-04 19:58:37,015 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:22:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3002, loss: 1.3002 +2025-06-04 19:59:20,107 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:21:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2999, loss: 1.2999 +2025-06-04 20:00:03,181 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:20:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 +2025-06-04 20:00:46,252 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:19:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-06-04 20:01:29,249 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:19:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2274, loss: 1.2274 +2025-06-04 20:02:12,434 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:18:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2658, loss: 1.2658 +2025-06-04 20:02:55,523 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:17:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3259, loss: 1.3259 +2025-06-04 20:03:38,689 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:16:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2914, loss: 1.2914 +2025-06-04 20:04:21,647 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:16:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2581, loss: 1.2581 +2025-06-04 20:05:04,576 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:15:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3152, loss: 1.3152 +2025-06-04 20:05:27,942 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-04 20:06:53,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:06:53,593 - pyskl - INFO - +top1_acc 0.9681 +top5_acc 0.9962 +2025-06-04 20:06:53,646 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_140.pth was removed +2025-06-04 20:06:54,691 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-04 20:06:54,692 - pyskl - INFO - Best top1_acc is 0.9681 at 142 epoch. +2025-06-04 20:06:54,695 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9681, top5_acc: 0.9962 +2025-06-04 20:07:58,175 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:14:26, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2441, loss: 1.2441 +2025-06-04 20:08:41,284 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:13:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.2693, loss: 1.2693 +2025-06-04 20:09:24,440 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:13:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2949, loss: 1.2949 +2025-06-04 20:10:07,578 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:12:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.3213, loss: 1.3213 +2025-06-04 20:10:50,673 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:11:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2282, loss: 1.2282 +2025-06-04 20:11:33,788 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:10:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3606, loss: 1.3606 +2025-06-04 20:12:16,867 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:10:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3047, loss: 1.3047 +2025-06-04 20:13:00,005 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:09:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2603, loss: 1.2603 +2025-06-04 20:13:43,171 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:08:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-06-04 20:14:26,268 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:07:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3117, loss: 1.3117 +2025-06-04 20:15:09,282 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:07:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3004, loss: 1.3004 +2025-06-04 20:15:52,389 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:06:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-04 20:16:35,490 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:05:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2200, loss: 1.2200 +2025-06-04 20:17:18,662 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:05:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2700, loss: 1.2700 +2025-06-04 20:18:01,881 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:04:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2344, loss: 1.2344 +2025-06-04 20:18:44,892 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2712, loss: 1.2712 +2025-06-04 20:19:27,951 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:02:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2696, loss: 1.2696 +2025-06-04 20:20:11,168 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:02:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2969, loss: 1.2969 +2025-06-04 20:20:54,418 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:01:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.2738, loss: 1.2738 +2025-06-04 20:21:37,609 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:00:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2960, loss: 1.2960 +2025-06-04 20:22:20,716 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:00:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2673, loss: 1.2673 +2025-06-04 20:23:03,755 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:59:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2793, loss: 1.2793 +2025-06-04 20:23:46,703 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:58:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2903, loss: 1.2903 +2025-06-04 20:24:10,078 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-04 20:25:35,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:25:35,872 - pyskl - INFO - +top1_acc 0.9668 +top5_acc 0.9963 +2025-06-04 20:25:35,875 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9668, top5_acc: 0.9963 +2025-06-04 20:26:39,829 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:57:33, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.2746, loss: 1.2746 +2025-06-04 20:27:22,956 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:56:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2241, loss: 1.2241 +2025-06-04 20:28:06,183 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:56:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2716, loss: 1.2716 +2025-06-04 20:28:49,274 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:55:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3255, loss: 1.3255 +2025-06-04 20:29:32,344 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:54:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2846, loss: 1.2846 +2025-06-04 20:30:15,412 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:53:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-06-04 20:30:58,477 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:53:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2636, loss: 1.2636 +2025-06-04 20:31:41,642 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:52:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2429, loss: 1.2429 +2025-06-04 20:32:25,018 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:51:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-06-04 20:33:08,181 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:51:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2906, loss: 1.2906 +2025-06-04 20:33:51,289 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:50:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2734, loss: 1.2734 +2025-06-04 20:34:34,242 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:49:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2945, loss: 1.2945 +2025-06-04 20:35:17,187 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:48:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2579, loss: 1.2579 +2025-06-04 20:36:00,155 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:48:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2894, loss: 1.2894 +2025-06-04 20:36:43,133 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:47:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2546, loss: 1.2546 +2025-06-04 20:37:26,192 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2615, loss: 1.2615 +2025-06-04 20:38:09,127 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:46:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-04 20:38:52,241 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:45:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2544, loss: 1.2544 +2025-06-04 20:39:35,663 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:44:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2725, loss: 1.2725 +2025-06-04 20:40:18,836 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2761, loss: 1.2761 +2025-06-04 20:41:01,932 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:43:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2197, loss: 1.2197 +2025-06-04 20:41:45,008 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:42:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2828, loss: 1.2828 +2025-06-04 20:42:28,061 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:41:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2412, loss: 1.2412 +2025-06-04 20:42:51,379 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-04 20:44:16,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:44:16,721 - pyskl - INFO - +top1_acc 0.9676 +top5_acc 0.9961 +2025-06-04 20:44:16,725 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9676, top5_acc: 0.9961 +2025-06-04 20:45:20,506 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:40:39, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.2779, loss: 1.2779 +2025-06-04 20:46:03,570 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:39:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2561, loss: 1.2561 +2025-06-04 20:46:46,792 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:39:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2273, loss: 1.2273 +2025-06-04 20:47:30,112 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:38:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2281, loss: 1.2281 +2025-06-04 20:48:13,237 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:37:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2736, loss: 1.2736 +2025-06-04 20:48:56,414 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:37:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2872, loss: 1.2872 +2025-06-04 20:49:39,487 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:36:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3101, loss: 1.3101 +2025-06-04 20:50:22,658 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:35:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2676, loss: 1.2676 +2025-06-04 20:51:05,731 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:34:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2695, loss: 1.2695 +2025-06-04 20:51:48,951 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:34:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3068, loss: 1.3068 +2025-06-04 20:52:32,110 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:33:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.2634, loss: 1.2634 +2025-06-04 20:53:15,129 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3119, loss: 1.3119 +2025-06-04 20:53:58,114 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:32:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2491, loss: 1.2491 +2025-06-04 20:54:41,493 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:31:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2770, loss: 1.2770 +2025-06-04 20:55:24,604 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:30:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2668, loss: 1.2668 +2025-06-04 20:56:07,583 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:29:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2555, loss: 1.2555 +2025-06-04 20:56:50,481 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:29:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3066, loss: 1.3066 +2025-06-04 20:57:33,756 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:28:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3032, loss: 1.3032 +2025-06-04 20:58:16,851 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:27:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2735, loss: 1.2735 +2025-06-04 20:58:59,862 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:27:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2989, loss: 1.2989 +2025-06-04 20:59:42,817 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:26:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-04 21:00:25,733 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:25:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9988, loss_cls: 1.2767, loss: 1.2767 +2025-06-04 21:01:08,686 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:24:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2804, loss: 1.2804 +2025-06-04 21:01:32,010 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-04 21:10:19,181 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:10:19,257 - pyskl - INFO - +top1_acc 0.9666 +top5_acc 0.9959 +2025-06-04 21:10:19,260 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9666, top5_acc: 0.9959 +2025-06-04 21:11:23,057 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:23:45, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2753, loss: 1.2753 +2025-06-04 21:12:06,272 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:23:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2868, loss: 1.2868 +2025-06-04 21:12:49,395 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:22:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-06-04 21:13:32,413 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:21:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.2781, loss: 1.2781 +2025-06-04 21:14:15,517 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:20:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-06-04 21:14:58,635 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:20:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2256, loss: 1.2256 +2025-06-04 21:15:41,759 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:19:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2861, loss: 1.2861 +2025-06-04 21:16:24,905 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:18:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2683, loss: 1.2683 +2025-06-04 21:17:08,002 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:18:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2086, loss: 1.2086 +2025-06-04 21:17:51,101 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:17:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2767, loss: 1.2767 +2025-06-04 21:18:34,266 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:16:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2295, loss: 1.2295 +2025-06-04 21:19:17,365 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:15:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2394, loss: 1.2394 +2025-06-04 21:20:00,418 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:15:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2534, loss: 1.2534 +2025-06-04 21:20:43,555 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:14:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2342, loss: 1.2342 +2025-06-04 21:21:26,678 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3219, loss: 1.3219 +2025-06-04 21:22:09,842 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:12:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1958, loss: 1.1958 +2025-06-04 21:22:52,933 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:12:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2673, loss: 1.2673 +2025-06-04 21:23:36,062 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:11:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.2899, loss: 1.2899 +2025-06-04 21:24:19,281 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:10:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2368, loss: 1.2368 +2025-06-04 21:25:02,362 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:10:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2806, loss: 1.2806 +2025-06-04 21:25:45,429 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:09:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2983, loss: 1.2983 +2025-06-04 21:26:28,391 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:08:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2558, loss: 1.2558 +2025-06-04 21:27:11,489 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:07:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2725, loss: 1.2725 +2025-06-04 21:27:34,821 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-04 21:29:00,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:29:01,048 - pyskl - INFO - +top1_acc 0.9673 +top5_acc 0.9960 +2025-06-04 21:29:01,051 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9673, top5_acc: 0.9960 +2025-06-04 21:30:04,808 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:06:51, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2769, loss: 1.2769 +2025-06-04 21:30:48,137 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:06:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.2389, loss: 1.2389 +2025-06-04 21:31:31,784 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:05:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2587, loss: 1.2587 +2025-06-04 21:32:15,364 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:04:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2526, loss: 1.2526 +2025-06-04 21:32:58,867 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:03:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2880, loss: 1.2880 +2025-06-04 21:33:42,185 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:03:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2432, loss: 1.2432 +2025-06-04 21:34:25,383 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:02:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2744, loss: 1.2744 +2025-06-04 21:35:08,476 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:01:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2694, loss: 1.2694 +2025-06-04 21:35:51,632 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:01:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.2838, loss: 1.2838 +2025-06-04 21:36:34,776 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:00:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2378, loss: 1.2378 +2025-06-04 21:37:17,818 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:59:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2266, loss: 1.2266 +2025-06-04 21:38:00,815 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:58:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.2928, loss: 1.2928 +2025-06-04 21:38:43,787 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:58:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2377, loss: 1.2377 +2025-06-04 21:39:26,730 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:57:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2093, loss: 1.2093 +2025-06-04 21:40:09,718 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2763, loss: 1.2763 +2025-06-04 21:40:52,718 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:56:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2798, loss: 1.2798 +2025-06-04 21:41:35,743 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:55:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2575, loss: 1.2575 +2025-06-04 21:42:18,746 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:54:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2580, loss: 1.2580 +2025-06-04 21:43:02,122 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:53:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9988, loss_cls: 1.2296, loss: 1.2296 +2025-06-04 21:43:45,353 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:53:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2651, loss: 1.2651 +2025-06-04 21:44:28,695 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9975, loss_cls: 1.2762, loss: 1.2762 +2025-06-04 21:45:11,816 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:51:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2984, loss: 1.2984 +2025-06-04 21:45:54,911 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:51:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2969, loss: 1.2969 +2025-06-04 21:46:18,308 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-04 21:47:43,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:47:44,021 - pyskl - INFO - +top1_acc 0.9664 +top5_acc 0.9960 +2025-06-04 21:47:44,024 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9664, top5_acc: 0.9960 +2025-06-04 21:48:47,818 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:49:58, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-04 21:49:30,906 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:49:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2759, loss: 1.2759 +2025-06-04 21:50:14,162 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2728, loss: 1.2728 +2025-06-04 21:50:57,310 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:47:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2591, loss: 1.2591 +2025-06-04 21:51:40,307 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:47:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2514, loss: 1.2514 +2025-06-04 21:52:23,378 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:46:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-06-04 21:53:06,654 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:45:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-06-04 21:53:49,778 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:44:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2370, loss: 1.2370 +2025-06-04 21:54:32,802 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:44:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2501, loss: 1.2501 +2025-06-04 21:55:15,944 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2701, loss: 1.2701 +2025-06-04 21:55:58,947 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:42:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2372, loss: 1.2372 +2025-06-04 21:56:41,877 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:42:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.3164, loss: 1.3164 +2025-06-04 21:57:25,082 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:41:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2335, loss: 1.2335 +2025-06-04 21:58:08,198 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:40:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2697, loss: 1.2697 +2025-06-04 21:58:51,218 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:39:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2434, loss: 1.2434 +2025-06-04 21:59:34,221 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:39:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2152, loss: 1.2152 +2025-06-04 22:00:17,313 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2954, loss: 1.2954 +2025-06-04 22:01:00,440 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:37:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2729, loss: 1.2729 +2025-06-04 22:01:43,554 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2837, loss: 1.2837 +2025-06-04 22:02:26,659 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2943, loss: 1.2943 +2025-06-04 22:03:09,766 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-06-04 22:03:52,858 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2841, loss: 1.2841 +2025-06-04 22:04:35,936 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2643, loss: 1.2643 +2025-06-04 22:04:59,343 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-04 22:06:24,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:06:25,001 - pyskl - INFO - +top1_acc 0.9669 +top5_acc 0.9963 +2025-06-04 22:06:25,005 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9669, top5_acc: 0.9963 +2025-06-04 22:07:28,692 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:04, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2497, loss: 1.2497 +2025-06-04 22:08:11,865 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-06-04 22:08:54,961 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2174, loss: 1.2174 +2025-06-04 22:09:38,039 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:30:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2509, loss: 1.2509 +2025-06-04 22:10:21,130 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2933, loss: 1.2933 +2025-06-04 22:11:04,207 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2451, loss: 1.2451 +2025-06-04 22:11:47,290 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2886, loss: 1.2886 +2025-06-04 22:12:30,341 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2679, loss: 1.2679 +2025-06-04 22:13:13,511 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2539, loss: 1.2539 +2025-06-04 22:13:56,697 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2814, loss: 1.2814 +2025-06-04 22:14:39,780 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2676, loss: 1.2676 +2025-06-04 22:15:22,911 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.2901, loss: 1.2901 +2025-06-04 22:16:05,981 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2172, loss: 1.2172 +2025-06-04 22:16:49,058 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2043, loss: 1.2043 +2025-06-04 22:17:32,204 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-06-04 22:18:15,505 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2906, loss: 1.2906 +2025-06-04 22:18:58,687 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2318, loss: 1.2318 +2025-06-04 22:19:41,829 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2510, loss: 1.2510 +2025-06-04 22:20:25,030 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2302, loss: 1.2302 +2025-06-04 22:21:08,186 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2491, loss: 1.2491 +2025-06-04 22:21:51,349 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2162, loss: 1.2162 +2025-06-04 22:22:34,492 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:17:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2532, loss: 1.2532 +2025-06-04 22:23:17,601 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2357, loss: 1.2357 +2025-06-04 22:23:41,052 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-04 22:25:06,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:25:06,928 - pyskl - INFO - +top1_acc 0.9679 +top5_acc 0.9963 +2025-06-04 22:25:06,930 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9679, top5_acc: 0.9963 +2025-06-04 22:26:10,665 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:10, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2703, loss: 1.2703 +2025-06-04 22:26:53,741 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2858, loss: 1.2858 +2025-06-04 22:27:36,914 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2151, loss: 1.2151 +2025-06-04 22:28:20,095 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2436, loss: 1.2436 +2025-06-04 22:29:03,107 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2596, loss: 1.2596 +2025-06-04 22:29:46,211 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2674, loss: 1.2674 +2025-06-04 22:30:29,325 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2440, loss: 1.2440 +2025-06-04 22:31:12,454 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2416, loss: 1.2416 +2025-06-04 22:31:55,702 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2360, loss: 1.2360 +2025-06-04 22:32:38,986 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2265, loss: 1.2265 +2025-06-04 22:33:22,297 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:08:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2558, loss: 1.2558 +2025-06-04 22:34:05,515 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2332, loss: 1.2332 +2025-06-04 22:34:48,800 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2832, loss: 1.2832 +2025-06-04 22:35:32,062 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2502, loss: 1.2502 +2025-06-04 22:36:15,341 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2684, loss: 1.2684 +2025-06-04 22:36:58,585 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2510, loss: 1.2510 +2025-06-04 22:37:41,838 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9988, loss_cls: 1.2202, loss: 1.2202 +2025-06-04 22:38:25,110 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2473, loss: 1.2473 +2025-06-04 22:39:08,302 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2362, loss: 1.2362 +2025-06-04 22:39:51,362 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2721, loss: 1.2721 +2025-06-04 22:40:34,499 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2472, loss: 1.2472 +2025-06-04 22:41:17,570 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3043, loss: 1.3043 +2025-06-04 22:42:00,776 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2296, loss: 1.2296 +2025-06-04 22:42:24,338 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-04 22:43:50,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:43:50,471 - pyskl - INFO - +top1_acc 0.9664 +top5_acc 0.9960 +2025-06-04 22:43:50,474 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9664, top5_acc: 0.9960 +2025-06-04 22:43:58,455 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-04 22:54:46,754 - pyskl - INFO - Testing results of the last checkpoint +2025-06-04 22:54:46,755 - pyskl - INFO - top1_acc: 0.9678 +2025-06-04 22:54:46,755 - pyskl - INFO - top5_acc: 0.9966 +2025-06-04 22:54:46,755 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/k_2/best_top1_acc_epoch_142.pth +2025-06-04 23:05:35,246 - pyskl - INFO - Testing results of the best checkpoint +2025-06-04 23:05:35,246 - pyskl - INFO - top1_acc: 0.9689 +2025-06-04 23:05:35,246 - pyskl - INFO - top5_acc: 0.9964 diff --git a/ntu60_xview/k_2/best_pred.pkl b/ntu60_xview/k_2/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..c319ce9b408bdc1e6e134f9bc89a9588c184fd9d --- /dev/null +++ b/ntu60_xview/k_2/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3fd44818a24bc8d3a7315a92489d8fe6602cbe7c90ea2198f0543ca7ce9b591 +size 7623964 diff --git a/ntu60_xview/k_2/best_top1_acc_epoch_142.pth b/ntu60_xview/k_2/best_top1_acc_epoch_142.pth new file mode 100644 index 0000000000000000000000000000000000000000..9b37b6df0f35575ebd386b9df613824a5520ca21 --- /dev/null +++ b/ntu60_xview/k_2/best_top1_acc_epoch_142.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0ac1065f2c026907eb8ca9b7df4d929ce39730b8d9333faafbdc52f16b14877 +size 16153947 diff --git a/ntu60_xview/km/20250602_201925.log b/ntu60_xview/km/20250602_201925.log new file mode 100644 index 0000000000000000000000000000000000000000..9a0f12d00d9aad4ae5abb393db4a78dac6e8f79e --- /dev/null +++ b/ntu60_xview/km/20250602_201925.log @@ -0,0 +1,4682 @@ +2025-06-02 20:19:25,520 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-02 20:19:25,844 - pyskl - INFO - Config: modality = 'km' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xview/km' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='km', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xview/km', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-02 20:19:25,844 - pyskl - INFO - Set random seed to 1727692598, deterministic: False +2025-06-02 20:19:35,312 - pyskl - INFO - 37646 videos remain after valid thresholding +2025-06-02 20:19:40,655 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-02 20:19:40,678 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km +2025-06-02 20:19:40,678 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-02 20:19:40,678 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-02 20:19:40,678 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km by HardDiskBackend. +2025-06-02 20:20:44,990 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 15:01:49, time: 0.643, data_time: 0.205, memory: 13125, top1_acc: 0.0206, top5_acc: 0.1325, loss_cls: 9.8579, loss: 9.8579 +2025-06-02 20:21:28,213 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 4:40:57, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0525, top5_acc: 0.2394, loss_cls: 9.0038, loss: 9.0038 +2025-06-02 20:22:11,494 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 1:14:38, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0606, top5_acc: 0.2656, loss_cls: 8.7530, loss: 8.7530 +2025-06-02 20:22:54,772 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 23:31:05, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0694, top5_acc: 0.2888, loss_cls: 8.4899, loss: 8.4899 +2025-06-02 20:23:38,080 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 22:29:00, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0881, top5_acc: 0.3206, loss_cls: 8.3708, loss: 8.3708 +2025-06-02 20:24:21,395 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 21:47:27, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0900, top5_acc: 0.3369, loss_cls: 8.3213, loss: 8.3213 +2025-06-02 20:25:04,703 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 21:17:31, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1056, top5_acc: 0.3500, loss_cls: 8.2842, loss: 8.2842 +2025-06-02 20:25:48,093 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 20:55:28, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.1081, top5_acc: 0.3962, loss_cls: 8.1095, loss: 8.1095 +2025-06-02 20:26:31,520 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 20:38:24, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.1219, top5_acc: 0.4219, loss_cls: 7.9356, loss: 7.9356 +2025-06-02 20:27:14,803 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 20:23:46, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1381, top5_acc: 0.4544, loss_cls: 7.8606, loss: 7.8606 +2025-06-02 20:27:58,211 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 20:12:20, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.1450, top5_acc: 0.4500, loss_cls: 7.8316, loss: 7.8316 +2025-06-02 20:28:41,690 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 20:03:01, time: 0.435, data_time: 0.000, memory: 13125, top1_acc: 0.1594, top5_acc: 0.4763, loss_cls: 7.6547, loss: 7.6547 +2025-06-02 20:29:25,138 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:54:54, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.1737, top5_acc: 0.5244, loss_cls: 7.6008, loss: 7.6008 +2025-06-02 20:30:08,519 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:47:33, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.1737, top5_acc: 0.5294, loss_cls: 7.5457, loss: 7.5457 +2025-06-02 20:30:51,887 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:41:02, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.2069, top5_acc: 0.5569, loss_cls: 7.4136, loss: 7.4136 +2025-06-02 20:31:35,222 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:35:07, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2319, top5_acc: 0.6094, loss_cls: 7.2032, loss: 7.2032 +2025-06-02 20:32:18,593 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:29:56, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.2444, top5_acc: 0.6369, loss_cls: 7.1466, loss: 7.1466 +2025-06-02 20:33:01,970 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 19:25:16, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.2506, top5_acc: 0.6456, loss_cls: 7.0570, loss: 7.0570 +2025-06-02 20:33:45,260 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 19:20:45, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2506, top5_acc: 0.6600, loss_cls: 7.0172, loss: 7.0172 +2025-06-02 20:34:28,650 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 19:16:55, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.2800, top5_acc: 0.6706, loss_cls: 6.9139, loss: 6.9139 +2025-06-02 20:35:12,347 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 19:14:13, time: 0.437, data_time: 0.000, memory: 13125, top1_acc: 0.3000, top5_acc: 0.6825, loss_cls: 6.7700, loss: 6.7700 +2025-06-02 20:35:55,787 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 19:11:01, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3113, top5_acc: 0.7025, loss_cls: 6.7238, loss: 6.7238 +2025-06-02 20:36:39,157 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 19:07:51, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.2963, top5_acc: 0.7000, loss_cls: 6.7199, loss: 6.7199 +2025-06-02 20:37:02,756 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-02 20:38:29,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 20:38:29,273 - pyskl - INFO - +top1_acc 0.3416 +top5_acc 0.7272 +2025-06-02 20:38:30,243 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-02 20:38:30,244 - pyskl - INFO - Best top1_acc is 0.3416 at 1 epoch. +2025-06-02 20:38:30,246 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.3416, top5_acc: 0.7272 +2025-06-02 20:39:33,878 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 18:56:55, time: 0.636, data_time: 0.202, memory: 13126, top1_acc: 0.3275, top5_acc: 0.7394, loss_cls: 6.4888, loss: 6.4888 +2025-06-02 20:40:17,243 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 18:54:28, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.3563, top5_acc: 0.7431, loss_cls: 6.3571, loss: 6.3571 +2025-06-02 20:41:00,683 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 18:52:19, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.3519, top5_acc: 0.7462, loss_cls: 6.3483, loss: 6.3483 +2025-06-02 20:41:44,062 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 18:50:08, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.3694, top5_acc: 0.7725, loss_cls: 6.2962, loss: 6.2962 +2025-06-02 20:42:27,467 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:48:07, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.3819, top5_acc: 0.7669, loss_cls: 6.2191, loss: 6.2191 +2025-06-02 20:43:10,874 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 18:46:11, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.3850, top5_acc: 0.7919, loss_cls: 6.0972, loss: 6.0972 +2025-06-02 20:43:54,238 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 18:44:15, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.3987, top5_acc: 0.8100, loss_cls: 6.0262, loss: 6.0262 +2025-06-02 20:44:37,605 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:42:24, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4437, top5_acc: 0.7863, loss_cls: 5.9919, loss: 5.9919 +2025-06-02 20:45:21,038 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:40:44, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4450, top5_acc: 0.8063, loss_cls: 5.7680, loss: 5.7680 +2025-06-02 20:46:04,447 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:39:05, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4469, top5_acc: 0.8113, loss_cls: 5.8716, loss: 5.8716 +2025-06-02 20:46:47,871 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:37:31, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4375, top5_acc: 0.8025, loss_cls: 5.8129, loss: 5.8129 +2025-06-02 20:47:31,393 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:36:09, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.4562, top5_acc: 0.8037, loss_cls: 5.8641, loss: 5.8641 +2025-06-02 20:48:14,796 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:34:38, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4656, top5_acc: 0.8231, loss_cls: 5.6117, loss: 5.6117 +2025-06-02 20:48:58,209 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:33:10, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4713, top5_acc: 0.8394, loss_cls: 5.6065, loss: 5.6065 +2025-06-02 20:49:41,657 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:31:48, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4750, top5_acc: 0.8237, loss_cls: 5.7568, loss: 5.7568 +2025-06-02 20:50:25,054 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:30:24, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4625, top5_acc: 0.8413, loss_cls: 5.5736, loss: 5.5736 +2025-06-02 20:51:08,410 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 18:28:57, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4794, top5_acc: 0.8556, loss_cls: 5.5429, loss: 5.5429 +2025-06-02 20:51:51,864 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 18:27:42, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.4963, top5_acc: 0.8475, loss_cls: 5.5009, loss: 5.5009 +2025-06-02 20:52:35,258 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 18:26:22, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5106, top5_acc: 0.8462, loss_cls: 5.4061, loss: 5.4061 +2025-06-02 20:53:18,779 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 18:25:15, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5081, top5_acc: 0.8544, loss_cls: 5.4342, loss: 5.4342 +2025-06-02 20:54:02,476 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 18:24:22, time: 0.437, data_time: 0.000, memory: 13126, top1_acc: 0.5281, top5_acc: 0.8638, loss_cls: 5.3842, loss: 5.3842 +2025-06-02 20:54:46,138 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 18:23:27, time: 0.437, data_time: 0.000, memory: 13126, top1_acc: 0.5162, top5_acc: 0.8688, loss_cls: 5.2740, loss: 5.2740 +2025-06-02 20:55:29,669 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 18:22:23, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5200, top5_acc: 0.8638, loss_cls: 5.2489, loss: 5.2489 +2025-06-02 20:55:53,263 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-02 20:57:19,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 20:57:19,885 - pyskl - INFO - +top1_acc 0.5464 +top5_acc 0.8965 +2025-06-02 20:57:19,936 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_1.pth was removed +2025-06-02 20:57:21,002 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-02 20:57:21,003 - pyskl - INFO - Best top1_acc is 0.5464 at 2 epoch. +2025-06-02 20:57:21,006 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5464, top5_acc: 0.8965 +2025-06-02 20:58:24,546 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 18:17:05, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.5525, top5_acc: 0.8925, loss_cls: 5.1380, loss: 5.1380 +2025-06-02 20:59:08,019 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 18:16:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.5519, top5_acc: 0.8812, loss_cls: 5.1754, loss: 5.1754 +2025-06-02 20:59:51,527 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 18:15:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.5469, top5_acc: 0.8762, loss_cls: 5.1891, loss: 5.1891 +2025-06-02 21:00:34,978 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 18:14:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.5669, top5_acc: 0.8719, loss_cls: 5.1276, loss: 5.1276 +2025-06-02 21:01:18,423 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 18:13:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5644, top5_acc: 0.8819, loss_cls: 5.0938, loss: 5.0938 +2025-06-02 21:02:01,838 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 18:11:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5856, top5_acc: 0.8875, loss_cls: 5.0635, loss: 5.0635 +2025-06-02 21:02:45,310 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 18:11:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.5700, top5_acc: 0.8806, loss_cls: 5.0751, loss: 5.0751 +2025-06-02 21:03:28,787 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 18:10:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.5500, top5_acc: 0.8669, loss_cls: 5.1638, loss: 5.1638 +2025-06-02 21:04:12,294 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 18:09:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.5813, top5_acc: 0.8856, loss_cls: 4.9480, loss: 4.9480 +2025-06-02 21:04:55,712 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 18:08:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.8888, loss_cls: 4.9528, loss: 4.9528 +2025-06-02 21:05:39,066 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 18:07:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6056, top5_acc: 0.8938, loss_cls: 4.8579, loss: 4.8579 +2025-06-02 21:06:22,515 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 18:06:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5825, top5_acc: 0.8906, loss_cls: 4.9255, loss: 4.9255 +2025-06-02 21:07:05,926 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 18:05:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5994, top5_acc: 0.8838, loss_cls: 4.8689, loss: 4.8689 +2025-06-02 21:07:49,325 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 18:04:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.5969, top5_acc: 0.9000, loss_cls: 4.8251, loss: 4.8251 +2025-06-02 21:08:32,743 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 18:03:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6081, top5_acc: 0.8894, loss_cls: 4.9185, loss: 4.9185 +2025-06-02 21:09:16,161 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 18:02:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9025, loss_cls: 4.8014, loss: 4.8014 +2025-06-02 21:09:59,486 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 18:01:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6056, top5_acc: 0.9019, loss_cls: 4.7941, loss: 4.7941 +2025-06-02 21:10:42,915 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 18:00:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9106, loss_cls: 4.6507, loss: 4.6507 +2025-06-02 21:11:26,348 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 17:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6138, top5_acc: 0.9000, loss_cls: 4.7153, loss: 4.7153 +2025-06-02 21:12:09,793 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 17:58:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6006, top5_acc: 0.9131, loss_cls: 4.7855, loss: 4.7855 +2025-06-02 21:12:53,301 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 17:57:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6262, top5_acc: 0.9050, loss_cls: 4.6363, loss: 4.6363 +2025-06-02 21:13:36,948 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 17:56:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6156, top5_acc: 0.9038, loss_cls: 4.8062, loss: 4.8062 +2025-06-02 21:14:20,651 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 17:56:14, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6138, top5_acc: 0.8981, loss_cls: 4.7478, loss: 4.7478 +2025-06-02 21:14:44,353 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-02 21:16:10,807 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:16:10,883 - pyskl - INFO - +top1_acc 0.5697 +top5_acc 0.8752 +2025-06-02 21:16:10,941 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_2.pth was removed +2025-06-02 21:16:11,922 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-02 21:16:11,922 - pyskl - INFO - Best top1_acc is 0.5697 at 3 epoch. +2025-06-02 21:16:11,925 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.5697, top5_acc: 0.8752 +2025-06-02 21:17:15,690 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 17:52:42, time: 0.638, data_time: 0.201, memory: 13127, top1_acc: 0.6256, top5_acc: 0.9175, loss_cls: 4.5463, loss: 4.5463 +2025-06-02 21:17:59,234 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 17:51:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6244, top5_acc: 0.9087, loss_cls: 4.6174, loss: 4.6174 +2025-06-02 21:18:42,818 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 17:51:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6556, top5_acc: 0.9306, loss_cls: 4.5019, loss: 4.5019 +2025-06-02 21:19:26,358 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 17:50:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6544, top5_acc: 0.9100, loss_cls: 4.5098, loss: 4.5098 +2025-06-02 21:20:09,936 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 17:49:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6338, top5_acc: 0.9019, loss_cls: 4.6929, loss: 4.6929 +2025-06-02 21:20:53,559 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 17:48:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6488, top5_acc: 0.9175, loss_cls: 4.4659, loss: 4.4659 +2025-06-02 21:21:37,102 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 17:48:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6225, top5_acc: 0.9219, loss_cls: 4.5567, loss: 4.5567 +2025-06-02 21:22:20,622 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 17:47:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6469, top5_acc: 0.9100, loss_cls: 4.5553, loss: 4.5553 +2025-06-02 21:23:04,115 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 17:46:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6419, top5_acc: 0.9213, loss_cls: 4.4721, loss: 4.4721 +2025-06-02 21:23:47,610 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 17:45:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9206, loss_cls: 4.5133, loss: 4.5133 +2025-06-02 21:24:31,058 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 17:44:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6394, top5_acc: 0.9119, loss_cls: 4.5338, loss: 4.5338 +2025-06-02 21:25:14,464 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 17:44:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9175, loss_cls: 4.4649, loss: 4.4649 +2025-06-02 21:25:57,834 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 17:43:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6425, top5_acc: 0.9237, loss_cls: 4.5584, loss: 4.5584 +2025-06-02 21:26:41,295 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 17:42:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6613, top5_acc: 0.9213, loss_cls: 4.4266, loss: 4.4266 +2025-06-02 21:27:24,767 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 17:41:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6538, top5_acc: 0.9263, loss_cls: 4.3475, loss: 4.3475 +2025-06-02 21:28:08,122 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 17:40:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 4.4253, loss: 4.4253 +2025-06-02 21:28:51,525 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 17:39:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9225, loss_cls: 4.3253, loss: 4.3253 +2025-06-02 21:29:35,027 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 17:39:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6525, top5_acc: 0.9287, loss_cls: 4.3912, loss: 4.3912 +2025-06-02 21:30:18,506 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 17:38:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9100, loss_cls: 4.5102, loss: 4.5102 +2025-06-02 21:31:02,139 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 17:37:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6606, top5_acc: 0.9181, loss_cls: 4.3966, loss: 4.3966 +2025-06-02 21:31:45,887 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 17:37:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9281, loss_cls: 4.3551, loss: 4.3551 +2025-06-02 21:32:29,579 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 17:36:23, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9200, loss_cls: 4.3873, loss: 4.3873 +2025-06-02 21:33:13,156 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 17:35:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6737, top5_acc: 0.9306, loss_cls: 4.3910, loss: 4.3910 +2025-06-02 21:33:36,870 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-02 21:35:03,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 21:35:03,131 - pyskl - INFO - +top1_acc 0.7166 +top5_acc 0.9590 +2025-06-02 21:35:03,181 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_3.pth was removed +2025-06-02 21:35:04,166 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-02 21:35:04,167 - pyskl - INFO - Best top1_acc is 0.7166 at 4 epoch. +2025-06-02 21:35:04,170 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7166, top5_acc: 0.9590 +2025-06-02 21:36:08,408 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 17:33:04, time: 0.642, data_time: 0.203, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9275, loss_cls: 4.2924, loss: 4.2924 +2025-06-02 21:36:52,038 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 17:32:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6694, top5_acc: 0.9300, loss_cls: 4.2878, loss: 4.2878 +2025-06-02 21:37:35,520 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 17:31:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6819, top5_acc: 0.9287, loss_cls: 4.2788, loss: 4.2788 +2025-06-02 21:38:19,267 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 17:31:00, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6706, top5_acc: 0.9306, loss_cls: 4.3498, loss: 4.3498 +2025-06-02 21:39:02,806 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 17:30:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9275, loss_cls: 4.2070, loss: 4.2070 +2025-06-02 21:39:46,341 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 17:29:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6944, top5_acc: 0.9369, loss_cls: 4.2650, loss: 4.2650 +2025-06-02 21:40:29,835 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 17:28:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6769, top5_acc: 0.9294, loss_cls: 4.3054, loss: 4.3054 +2025-06-02 21:41:13,386 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 17:28:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9331, loss_cls: 4.3095, loss: 4.3095 +2025-06-02 21:41:56,927 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 17:27:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6750, top5_acc: 0.9244, loss_cls: 4.4022, loss: 4.4022 +2025-06-02 21:42:40,388 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 17:26:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9225, loss_cls: 4.2973, loss: 4.2973 +2025-06-02 21:43:23,817 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 17:25:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9319, loss_cls: 4.2658, loss: 4.2658 +2025-06-02 21:44:07,227 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 17:24:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9294, loss_cls: 4.3247, loss: 4.3247 +2025-06-02 21:44:50,704 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 17:24:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9269, loss_cls: 4.2979, loss: 4.2979 +2025-06-02 21:45:34,247 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 17:23:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9263, loss_cls: 4.1816, loss: 4.1816 +2025-06-02 21:46:17,727 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 17:22:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6937, top5_acc: 0.9306, loss_cls: 4.2336, loss: 4.2336 +2025-06-02 21:47:01,188 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 17:21:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6756, top5_acc: 0.9300, loss_cls: 4.3112, loss: 4.3112 +2025-06-02 21:47:44,695 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 17:21:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9456, loss_cls: 4.0915, loss: 4.0915 +2025-06-02 21:48:28,250 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 17:20:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9494, loss_cls: 4.1006, loss: 4.1006 +2025-06-02 21:49:11,707 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 17:19:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 4.0825, loss: 4.0825 +2025-06-02 21:49:55,184 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 17:18:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 4.1736, loss: 4.1736 +2025-06-02 21:50:38,713 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 17:18:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6969, top5_acc: 0.9419, loss_cls: 4.1413, loss: 4.1413 +2025-06-02 21:51:22,097 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 17:17:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9313, loss_cls: 4.1932, loss: 4.1932 +2025-06-02 21:52:05,437 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 17:16:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9425, loss_cls: 4.1663, loss: 4.1663 +2025-06-02 21:52:28,961 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-02 22:01:32,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:01:32,090 - pyskl - INFO - +top1_acc 0.7531 +top5_acc 0.9588 +2025-06-02 22:01:32,144 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_4.pth was removed +2025-06-02 22:01:33,161 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-02 22:01:33,162 - pyskl - INFO - Best top1_acc is 0.7531 at 5 epoch. +2025-06-02 22:01:33,164 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7531, top5_acc: 0.9588 +2025-06-02 22:02:36,684 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 17:13:55, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9381, loss_cls: 4.0661, loss: 4.0661 +2025-06-02 22:03:20,138 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 17:13:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9369, loss_cls: 4.0136, loss: 4.0136 +2025-06-02 22:04:03,545 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 17:12:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9344, loss_cls: 4.0591, loss: 4.0591 +2025-06-02 22:04:46,933 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 17:11:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9469, loss_cls: 4.0556, loss: 4.0556 +2025-06-02 22:05:30,369 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 17:10:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 4.0826, loss: 4.0826 +2025-06-02 22:06:13,725 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 17:10:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9469, loss_cls: 4.1817, loss: 4.1817 +2025-06-02 22:06:57,115 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 17:09:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9350, loss_cls: 4.2164, loss: 4.2164 +2025-06-02 22:07:40,543 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 17:08:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 4.0553, loss: 4.0553 +2025-06-02 22:08:23,966 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 17:07:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 4.0834, loss: 4.0834 +2025-06-02 22:09:07,426 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 17:06:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 4.1868, loss: 4.1868 +2025-06-02 22:09:50,802 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 17:06:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 4.1016, loss: 4.1016 +2025-06-02 22:10:34,167 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 17:05:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 4.1270, loss: 4.1270 +2025-06-02 22:11:17,546 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 17:04:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7013, top5_acc: 0.9300, loss_cls: 4.1034, loss: 4.1034 +2025-06-02 22:12:00,924 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 17:03:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9463, loss_cls: 4.0762, loss: 4.0762 +2025-06-02 22:12:44,385 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 17:03:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 4.0094, loss: 4.0094 +2025-06-02 22:13:27,841 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 17:02:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 4.1232, loss: 4.1232 +2025-06-02 22:14:11,270 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 17:01:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9406, loss_cls: 4.0382, loss: 4.0382 +2025-06-02 22:14:54,677 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 17:00:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 4.0232, loss: 4.0232 +2025-06-02 22:15:38,197 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 17:00:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9331, loss_cls: 4.0988, loss: 4.0988 +2025-06-02 22:16:21,803 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 16:59:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 4.0772, loss: 4.0772 +2025-06-02 22:17:05,526 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 16:58:47, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9350, loss_cls: 4.0438, loss: 4.0438 +2025-06-02 22:17:49,056 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 16:58:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9475, loss_cls: 4.0585, loss: 4.0585 +2025-06-02 22:18:32,579 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 16:57:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9513, loss_cls: 4.0131, loss: 4.0131 +2025-06-02 22:18:56,204 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-02 22:20:22,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:20:22,695 - pyskl - INFO - +top1_acc 0.6805 +top5_acc 0.9334 +2025-06-02 22:20:22,698 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.6805, top5_acc: 0.9334 +2025-06-02 22:21:25,861 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 16:54:53, time: 0.632, data_time: 0.197, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 3.9695, loss: 3.9695 +2025-06-02 22:22:09,260 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 16:54:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9487, loss_cls: 4.0171, loss: 4.0171 +2025-06-02 22:22:52,728 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 16:53:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 4.0868, loss: 4.0868 +2025-06-02 22:23:36,162 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 16:52:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9325, loss_cls: 3.9679, loss: 3.9679 +2025-06-02 22:24:19,675 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 16:51:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 3.9989, loss: 3.9989 +2025-06-02 22:25:03,102 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 16:51:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 3.8631, loss: 3.8631 +2025-06-02 22:25:46,482 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 16:50:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 3.9343, loss: 3.9343 +2025-06-02 22:26:29,901 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 16:49:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7137, top5_acc: 0.9319, loss_cls: 4.0152, loss: 4.0152 +2025-06-02 22:27:13,299 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 16:48:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6944, top5_acc: 0.9319, loss_cls: 4.1230, loss: 4.1230 +2025-06-02 22:27:56,743 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 16:48:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9550, loss_cls: 3.9590, loss: 3.9590 +2025-06-02 22:28:40,120 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 16:47:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 3.8476, loss: 3.8476 +2025-06-02 22:29:23,537 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 16:46:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9513, loss_cls: 3.9446, loss: 3.9446 +2025-06-02 22:30:06,889 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 16:45:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 3.9470, loss: 3.9470 +2025-06-02 22:30:50,349 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 16:45:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 3.9440, loss: 3.9440 +2025-06-02 22:31:33,815 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 16:44:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 3.9955, loss: 3.9955 +2025-06-02 22:32:17,193 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 16:43:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 3.8623, loss: 3.8623 +2025-06-02 22:33:00,531 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 16:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 4.0037, loss: 4.0037 +2025-06-02 22:33:44,003 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 16:42:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 3.9012, loss: 3.9012 +2025-06-02 22:34:27,506 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 16:41:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 3.8623, loss: 3.8623 +2025-06-02 22:35:11,061 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 16:40:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 3.8966, loss: 3.8966 +2025-06-02 22:35:54,608 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 16:40:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9450, loss_cls: 4.0305, loss: 4.0305 +2025-06-02 22:36:38,086 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 16:39:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9413, loss_cls: 4.0751, loss: 4.0751 +2025-06-02 22:37:21,547 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 16:38:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 3.9264, loss: 3.9264 +2025-06-02 22:37:45,173 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-02 22:39:11,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:39:11,668 - pyskl - INFO - +top1_acc 0.7722 +top5_acc 0.9677 +2025-06-02 22:39:11,718 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_5.pth was removed +2025-06-02 22:39:12,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-02 22:39:12,689 - pyskl - INFO - Best top1_acc is 0.7722 at 7 epoch. +2025-06-02 22:39:12,692 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7722, top5_acc: 0.9677 +2025-06-02 22:40:16,837 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 16:36:42, time: 0.641, data_time: 0.205, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9531, loss_cls: 3.9226, loss: 3.9226 +2025-06-02 22:41:00,471 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 16:36:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9363, loss_cls: 3.9766, loss: 3.9766 +2025-06-02 22:41:44,015 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 16:35:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 3.9146, loss: 3.9146 +2025-06-02 22:42:27,563 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 16:34:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 3.8227, loss: 3.8227 +2025-06-02 22:43:11,091 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 16:33:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9525, loss_cls: 3.9522, loss: 3.9522 +2025-06-02 22:43:54,553 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 16:33:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9575, loss_cls: 3.8952, loss: 3.8952 +2025-06-02 22:44:38,103 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 16:32:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.7996, loss: 3.7996 +2025-06-02 22:45:21,495 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 16:31:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 3.9244, loss: 3.9244 +2025-06-02 22:46:04,968 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 16:31:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 3.9332, loss: 3.9332 +2025-06-02 22:46:48,482 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 16:30:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9481, loss_cls: 3.9238, loss: 3.9238 +2025-06-02 22:47:32,166 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 16:29:41, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 3.9825, loss: 3.9825 +2025-06-02 22:48:15,631 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 16:28:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 4.0187, loss: 4.0187 +2025-06-02 22:48:59,236 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 16:28:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9375, loss_cls: 3.8743, loss: 3.8743 +2025-06-02 22:49:42,688 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 16:27:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 3.8687, loss: 3.8687 +2025-06-02 22:50:26,127 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 16:26:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 3.7973, loss: 3.7973 +2025-06-02 22:51:09,552 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 16:26:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 3.8209, loss: 3.8209 +2025-06-02 22:51:52,942 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 16:25:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 3.9800, loss: 3.9800 +2025-06-02 22:52:36,463 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 16:24:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7274, loss: 3.7274 +2025-06-02 22:53:20,043 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 16:23:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 4.0023, loss: 4.0023 +2025-06-02 22:54:03,634 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 16:23:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 3.8922, loss: 3.8922 +2025-06-02 22:54:47,134 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 16:22:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 3.8901, loss: 3.8901 +2025-06-02 22:55:30,638 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 16:21:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 3.9106, loss: 3.9106 +2025-06-02 22:56:14,086 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 16:21:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 3.8934, loss: 3.8934 +2025-06-02 22:56:37,626 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-02 22:58:04,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 22:58:04,183 - pyskl - INFO - +top1_acc 0.7870 +top5_acc 0.9712 +2025-06-02 22:58:04,236 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_7.pth was removed +2025-06-02 22:58:05,276 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-02 22:58:05,277 - pyskl - INFO - Best top1_acc is 0.7870 at 8 epoch. +2025-06-02 22:58:05,280 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7870, top5_acc: 0.9712 +2025-06-02 22:59:08,945 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 16:19:08, time: 0.637, data_time: 0.202, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.8366, loss: 3.8366 +2025-06-02 22:59:52,417 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 16:18:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 3.8508, loss: 3.8508 +2025-06-02 23:00:35,855 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:17:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 3.8626, loss: 3.8626 +2025-06-02 23:01:19,338 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 16:16:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 3.9000, loss: 3.9000 +2025-06-02 23:02:02,835 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 16:16:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9606, loss_cls: 3.7922, loss: 3.7922 +2025-06-02 23:02:46,176 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 16:15:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 3.7785, loss: 3.7785 +2025-06-02 23:03:29,766 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 16:14:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9387, loss_cls: 3.8947, loss: 3.8947 +2025-06-02 23:04:13,284 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 16:14:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9387, loss_cls: 4.0078, loss: 4.0078 +2025-06-02 23:04:56,761 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 16:13:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 3.8653, loss: 3.8653 +2025-06-02 23:05:40,167 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 16:12:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 3.6202, loss: 3.6202 +2025-06-02 23:06:23,594 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 16:11:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9475, loss_cls: 3.8559, loss: 3.8559 +2025-06-02 23:07:07,155 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 16:11:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9325, loss_cls: 3.9241, loss: 3.9241 +2025-06-02 23:07:50,530 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 16:10:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 3.9593, loss: 3.9593 +2025-06-02 23:08:33,983 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 16:09:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 3.7745, loss: 3.7745 +2025-06-02 23:09:17,411 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 16:09:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 3.8080, loss: 3.8080 +2025-06-02 23:10:00,638 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 16:08:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 3.8508, loss: 3.8508 +2025-06-02 23:10:44,047 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 16:07:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9431, loss_cls: 3.8692, loss: 3.8692 +2025-06-02 23:11:27,620 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 16:06:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 3.7776, loss: 3.7776 +2025-06-02 23:12:11,459 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 16:06:11, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 3.8148, loss: 3.8148 +2025-06-02 23:12:55,199 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 16:05:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9531, loss_cls: 3.8507, loss: 3.8507 +2025-06-02 23:13:38,674 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 16:04:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 3.9087, loss: 3.9087 +2025-06-02 23:14:22,413 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 16:04:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.7931, loss: 3.7931 +2025-06-02 23:15:05,801 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 16:03:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 3.7384, loss: 3.7384 +2025-06-02 23:15:29,401 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-02 23:16:55,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:16:55,579 - pyskl - INFO - +top1_acc 0.7827 +top5_acc 0.9682 +2025-06-02 23:16:55,582 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7827, top5_acc: 0.9682 +2025-06-02 23:17:59,177 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 16:01:33, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 3.6719, loss: 3.6719 +2025-06-02 23:18:42,555 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 16:00:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 3.7736, loss: 3.7736 +2025-06-02 23:19:26,071 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 16:00:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 3.7265, loss: 3.7265 +2025-06-02 23:20:09,666 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 15:59:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 3.7725, loss: 3.7725 +2025-06-02 23:20:53,179 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 15:58:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9569, loss_cls: 3.8043, loss: 3.8043 +2025-06-02 23:21:36,639 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 15:58:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 3.7702, loss: 3.7702 +2025-06-02 23:22:20,126 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 15:57:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 3.8736, loss: 3.8736 +2025-06-02 23:23:03,535 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 15:56:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 3.9476, loss: 3.9476 +2025-06-02 23:23:46,965 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 15:55:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 3.7981, loss: 3.7981 +2025-06-02 23:24:30,364 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 15:55:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 3.7639, loss: 3.7639 +2025-06-02 23:25:13,722 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 15:54:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.8009, loss: 3.8009 +2025-06-02 23:25:57,120 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 15:53:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 3.6997, loss: 3.6997 +2025-06-02 23:26:40,390 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 15:52:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 3.7954, loss: 3.7954 +2025-06-02 23:27:23,632 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 15:52:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 3.7691, loss: 3.7691 +2025-06-02 23:28:07,031 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 15:51:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.6697, loss: 3.6697 +2025-06-02 23:28:50,406 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 15:50:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.6318, loss: 3.6318 +2025-06-02 23:29:33,671 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 15:49:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.6244, loss: 3.6244 +2025-06-02 23:30:17,081 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 15:49:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 3.7542, loss: 3.7542 +2025-06-02 23:31:00,378 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 15:48:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 3.6952, loss: 3.6952 +2025-06-02 23:31:43,761 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 15:47:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 3.7911, loss: 3.7911 +2025-06-02 23:32:27,060 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 15:46:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 3.7493, loss: 3.7493 +2025-06-02 23:33:10,379 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 15:46:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 3.8507, loss: 3.8507 +2025-06-02 23:33:53,591 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 15:45:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 3.7297, loss: 3.7297 +2025-06-02 23:34:17,111 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-02 23:43:33,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-02 23:43:33,282 - pyskl - INFO - +top1_acc 0.7233 +top5_acc 0.9653 +2025-06-02 23:43:33,285 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7233, top5_acc: 0.9653 +2025-06-02 23:44:37,238 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 15:43:37, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.6273, loss: 3.6273 +2025-06-02 23:45:20,759 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 15:42:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.5486, loss: 3.5486 +2025-06-02 23:46:04,227 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 15:42:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 3.7686, loss: 3.7686 +2025-06-02 23:46:47,690 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 15:41:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.6284, loss: 3.6284 +2025-06-02 23:47:31,135 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 15:40:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 3.6565, loss: 3.6565 +2025-06-02 23:48:14,621 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 15:40:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 3.8099, loss: 3.8099 +2025-06-02 23:48:58,017 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 15:39:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.6959, loss: 3.6959 +2025-06-02 23:49:41,458 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 15:38:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 3.7912, loss: 3.7912 +2025-06-02 23:50:24,877 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 15:37:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9506, loss_cls: 3.8174, loss: 3.8174 +2025-06-02 23:51:08,218 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 15:37:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 3.6641, loss: 3.6641 +2025-06-02 23:51:51,663 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 15:36:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 3.7230, loss: 3.7230 +2025-06-02 23:52:35,110 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 15:35:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 3.8408, loss: 3.8408 +2025-06-02 23:53:18,547 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 15:34:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.6464, loss: 3.6464 +2025-06-02 23:54:01,982 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 15:34:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 3.6752, loss: 3.6752 +2025-06-02 23:54:45,442 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 15:33:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 3.7038, loss: 3.7038 +2025-06-02 23:55:28,814 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 15:32:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 3.7834, loss: 3.7834 +2025-06-02 23:56:12,263 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 15:32:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 3.8104, loss: 3.8104 +2025-06-02 23:56:55,870 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 15:31:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 3.8407, loss: 3.8407 +2025-06-02 23:57:39,498 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 15:30:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9688, loss_cls: 3.5939, loss: 3.5939 +2025-06-02 23:58:23,217 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 15:30:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 3.7143, loss: 3.7143 +2025-06-02 23:59:06,849 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 15:29:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9619, loss_cls: 3.6903, loss: 3.6903 +2025-06-02 23:59:50,418 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 15:28:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 3.7419, loss: 3.7419 +2025-06-03 00:00:33,940 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 15:27:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.6393, loss: 3.6393 +2025-06-03 00:00:57,621 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-03 00:02:24,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:02:24,243 - pyskl - INFO - +top1_acc 0.7974 +top5_acc 0.9726 +2025-06-03 00:02:24,294 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_8.pth was removed +2025-06-03 00:02:25,336 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-03 00:02:25,337 - pyskl - INFO - Best top1_acc is 0.7974 at 11 epoch. +2025-06-03 00:02:25,340 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7974, top5_acc: 0.9726 +2025-06-03 00:03:28,971 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 15:26:15, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 3.6923, loss: 3.6923 +2025-06-03 00:04:12,381 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 15:25:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 3.7515, loss: 3.7515 +2025-06-03 00:04:55,884 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 15:24:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.5439, loss: 3.5439 +2025-06-03 00:05:39,403 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 15:24:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9425, loss_cls: 3.6930, loss: 3.6930 +2025-06-03 00:06:22,907 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 15:23:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 3.7471, loss: 3.7471 +2025-06-03 00:07:06,439 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 15:22:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.6153, loss: 3.6153 +2025-06-03 00:07:50,047 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 15:22:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 3.7446, loss: 3.7446 +2025-06-03 00:08:33,640 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 15:21:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 3.6665, loss: 3.6665 +2025-06-03 00:09:17,211 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 15:20:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 3.7050, loss: 3.7050 +2025-06-03 00:10:00,732 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:19:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.6753, loss: 3.6753 +2025-06-03 00:10:44,208 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:19:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 3.6437, loss: 3.6437 +2025-06-03 00:11:27,667 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:18:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 3.6560, loss: 3.6560 +2025-06-03 00:12:11,111 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:17:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.7218, loss: 3.7218 +2025-06-03 00:12:54,607 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:17:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 3.6356, loss: 3.6356 +2025-06-03 00:13:38,078 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 15:16:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 3.7086, loss: 3.7086 +2025-06-03 00:14:21,525 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 15:15:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 3.6915, loss: 3.6915 +2025-06-03 00:15:05,045 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 15:14:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 3.7952, loss: 3.7952 +2025-06-03 00:15:48,625 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 15:14:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.6646, loss: 3.6646 +2025-06-03 00:16:32,212 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 15:13:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9450, loss_cls: 3.7206, loss: 3.7206 +2025-06-03 00:17:15,658 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 15:12:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.5817, loss: 3.5817 +2025-06-03 00:17:59,079 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 15:12:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 3.6253, loss: 3.6253 +2025-06-03 00:18:42,509 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 15:11:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.6536, loss: 3.6536 +2025-06-03 00:19:25,813 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 15:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 3.6019, loss: 3.6019 +2025-06-03 00:19:49,381 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-03 00:21:15,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:21:16,022 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9743 +2025-06-03 00:21:16,025 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7852, top5_acc: 0.9743 +2025-06-03 00:22:20,196 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 15:09:05, time: 0.642, data_time: 0.203, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.5398, loss: 3.5398 +2025-06-03 00:23:03,622 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 15:08:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.5844, loss: 3.5844 +2025-06-03 00:23:47,009 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 15:07:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 3.7411, loss: 3.7411 +2025-06-03 00:24:30,475 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 15:06:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7425, top5_acc: 0.9563, loss_cls: 3.7294, loss: 3.7294 +2025-06-03 00:25:13,790 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 15:06:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 3.6480, loss: 3.6480 +2025-06-03 00:25:57,169 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 15:05:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 3.5854, loss: 3.5854 +2025-06-03 00:26:40,532 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 15:04:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.6735, loss: 3.6735 +2025-06-03 00:27:23,868 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 15:03:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7444, top5_acc: 0.9581, loss_cls: 3.7243, loss: 3.7243 +2025-06-03 00:28:07,225 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 15:03:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.6232, loss: 3.6232 +2025-06-03 00:28:50,538 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 15:02:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 3.6833, loss: 3.6833 +2025-06-03 00:29:33,914 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 15:01:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 3.6565, loss: 3.6565 +2025-06-03 00:30:17,294 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 15:01:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 3.7698, loss: 3.7698 +2025-06-03 00:31:00,658 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 15:00:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 3.6996, loss: 3.6996 +2025-06-03 00:31:44,038 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 14:59:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 3.5926, loss: 3.5926 +2025-06-03 00:32:27,458 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 14:58:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.5695, loss: 3.5695 +2025-06-03 00:33:10,778 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 14:58:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.5962, loss: 3.5962 +2025-06-03 00:33:54,249 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 14:57:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.5547, loss: 3.5547 +2025-06-03 00:34:37,804 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 14:56:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.5542, loss: 3.5542 +2025-06-03 00:35:21,470 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 14:56:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.6389, loss: 3.6389 +2025-06-03 00:36:04,932 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 14:55:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.6331, loss: 3.6331 +2025-06-03 00:36:48,307 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 14:54:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 3.6250, loss: 3.6250 +2025-06-03 00:37:31,853 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 14:53:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.6405, loss: 3.6405 +2025-06-03 00:38:15,207 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 14:53:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.7109, loss: 3.7109 +2025-06-03 00:38:38,784 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-03 00:40:05,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:40:05,259 - pyskl - INFO - +top1_acc 0.7496 +top5_acc 0.9518 +2025-06-03 00:40:05,262 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.7496, top5_acc: 0.9518 +2025-06-03 00:41:09,153 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 14:51:35, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.5422, loss: 3.5422 +2025-06-03 00:41:52,564 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 14:50:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.6284, loss: 3.6284 +2025-06-03 00:42:36,066 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 14:50:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.5713, loss: 3.5713 +2025-06-03 00:43:19,478 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 14:49:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.5730, loss: 3.5730 +2025-06-03 00:44:02,935 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 14:48:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 3.5220, loss: 3.5220 +2025-06-03 00:44:46,404 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 14:48:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 3.6155, loss: 3.6155 +2025-06-03 00:45:29,778 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 14:47:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.6713, loss: 3.6713 +2025-06-03 00:46:13,238 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 14:46:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.6257, loss: 3.6257 +2025-06-03 00:46:56,660 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 14:45:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.5905, loss: 3.5905 +2025-06-03 00:47:40,114 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 14:45:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 3.6281, loss: 3.6281 +2025-06-03 00:48:23,486 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 14:44:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.5325, loss: 3.5325 +2025-06-03 00:49:06,922 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 14:43:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.5407, loss: 3.5407 +2025-06-03 00:49:50,346 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 14:42:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 3.7446, loss: 3.7446 +2025-06-03 00:50:33,814 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 14:42:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 3.7245, loss: 3.7245 +2025-06-03 00:51:17,239 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 14:41:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.6428, loss: 3.6428 +2025-06-03 00:52:00,666 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 14:40:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 3.5669, loss: 3.5669 +2025-06-03 00:52:44,128 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 14:40:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 3.6615, loss: 3.6615 +2025-06-03 00:53:27,674 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 14:39:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.5329, loss: 3.5329 +2025-06-03 00:54:11,335 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 14:38:41, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.6569, loss: 3.6569 +2025-06-03 00:54:54,881 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 14:37:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.5795, loss: 3.5795 +2025-06-03 00:55:38,445 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 14:37:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 3.6443, loss: 3.6443 +2025-06-03 00:56:21,898 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 14:36:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 3.6176, loss: 3.6176 +2025-06-03 00:57:05,365 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 14:35:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.6318, loss: 3.6318 +2025-06-03 00:57:29,056 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-03 00:58:55,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 00:58:55,340 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9687 +2025-06-03 00:58:55,343 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7919, top5_acc: 0.9687 +2025-06-03 00:59:58,873 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 14:34:17, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.4575, loss: 3.4575 +2025-06-03 01:00:42,202 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 14:33:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.4917, loss: 3.4917 +2025-06-03 01:01:25,653 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 14:32:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.5045, loss: 3.5045 +2025-06-03 01:02:09,063 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 14:32:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.6030, loss: 3.6030 +2025-06-03 01:02:52,371 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 14:31:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 3.7032, loss: 3.7032 +2025-06-03 01:03:35,792 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 14:30:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.5282, loss: 3.5282 +2025-06-03 01:04:19,124 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 14:29:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.4438, loss: 3.4438 +2025-06-03 01:05:02,151 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 14:29:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.5011, loss: 3.5011 +2025-06-03 01:05:45,496 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 14:28:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.5348, loss: 3.5348 +2025-06-03 01:06:28,877 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 14:27:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 3.5215, loss: 3.5215 +2025-06-03 01:07:12,215 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 14:26:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.6499, loss: 3.6499 +2025-06-03 01:07:55,563 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 14:26:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.4951, loss: 3.4951 +2025-06-03 01:08:38,905 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 14:25:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 3.7213, loss: 3.7213 +2025-06-03 01:09:22,210 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 14:24:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.6591, loss: 3.6591 +2025-06-03 01:10:05,482 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 14:23:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.6443, loss: 3.6443 +2025-06-03 01:10:48,922 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 14:23:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 3.5462, loss: 3.5462 +2025-06-03 01:11:32,525 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 14:22:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 3.6317, loss: 3.6317 +2025-06-03 01:12:16,038 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 14:21:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9525, loss_cls: 3.5578, loss: 3.5578 +2025-06-03 01:12:59,505 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 14:21:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 3.6789, loss: 3.6789 +2025-06-03 01:13:42,843 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:20:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 3.6154, loss: 3.6154 +2025-06-03 01:14:26,107 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:19:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.5843, loss: 3.5843 +2025-06-03 01:15:09,478 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:18:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 3.6243, loss: 3.6243 +2025-06-03 01:15:52,813 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:18:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.5235, loss: 3.5235 +2025-06-03 01:16:16,345 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-03 01:25:22,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:25:22,573 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9783 +2025-06-03 01:25:22,647 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_11.pth was removed +2025-06-03 01:25:23,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-06-03 01:25:23,656 - pyskl - INFO - Best top1_acc is 0.8120 at 15 epoch. +2025-06-03 01:25:23,660 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8120, top5_acc: 0.9783 +2025-06-03 01:26:27,522 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:16:43, time: 0.639, data_time: 0.203, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.4115, loss: 3.4115 +2025-06-03 01:27:10,869 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:16:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.6474, loss: 3.6474 +2025-06-03 01:27:54,241 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 14:15:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.5751, loss: 3.5751 +2025-06-03 01:28:37,734 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 14:14:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 3.6684, loss: 3.6684 +2025-06-03 01:29:21,094 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 14:13:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 3.6209, loss: 3.6209 +2025-06-03 01:30:04,618 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 14:13:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.5568, loss: 3.5568 +2025-06-03 01:30:47,949 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 14:12:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.5694, loss: 3.5694 +2025-06-03 01:31:31,464 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 14:11:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.5688, loss: 3.5688 +2025-06-03 01:32:14,897 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 14:10:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.4510, loss: 3.4510 +2025-06-03 01:32:58,232 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 14:10:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.6202, loss: 3.6202 +2025-06-03 01:33:41,518 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 14:09:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.4832, loss: 3.4832 +2025-06-03 01:34:24,944 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 14:08:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.5754, loss: 3.5754 +2025-06-03 01:35:08,255 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 14:08:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.5087, loss: 3.5087 +2025-06-03 01:35:51,555 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 14:07:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.5606, loss: 3.5606 +2025-06-03 01:36:34,879 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 14:06:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9550, loss_cls: 3.4445, loss: 3.4445 +2025-06-03 01:37:18,227 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 14:05:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.5437, loss: 3.5437 +2025-06-03 01:38:01,650 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 14:05:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 3.6133, loss: 3.6133 +2025-06-03 01:38:44,964 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 14:04:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.4009, loss: 3.4009 +2025-06-03 01:39:28,555 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 14:03:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.5183, loss: 3.5183 +2025-06-03 01:40:12,278 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 14:03:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.5901, loss: 3.5901 +2025-06-03 01:40:55,686 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 14:02:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.5437, loss: 3.5437 +2025-06-03 01:41:38,999 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 14:01:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.6578, loss: 3.6578 +2025-06-03 01:42:22,339 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 14:00:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.4775, loss: 3.4775 +2025-06-03 01:42:45,901 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-03 01:44:12,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 01:44:12,229 - pyskl - INFO - +top1_acc 0.7991 +top5_acc 0.9737 +2025-06-03 01:44:12,232 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.7991, top5_acc: 0.9737 +2025-06-03 01:45:16,871 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 13:59:29, time: 0.646, data_time: 0.211, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.4782, loss: 3.4782 +2025-06-03 01:46:00,366 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 13:58:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.5172, loss: 3.5172 +2025-06-03 01:46:43,791 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 13:58:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.5227, loss: 3.5227 +2025-06-03 01:47:27,293 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 13:57:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.4339, loss: 3.4339 +2025-06-03 01:48:10,771 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 13:56:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.4843, loss: 3.4843 +2025-06-03 01:48:54,298 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 13:55:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 3.5152, loss: 3.5152 +2025-06-03 01:49:37,803 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 13:55:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.5622, loss: 3.5622 +2025-06-03 01:50:21,245 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 13:54:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.5816, loss: 3.5816 +2025-06-03 01:51:04,639 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 13:53:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.4590, loss: 3.4590 +2025-06-03 01:51:47,983 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 13:53:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.5299, loss: 3.5299 +2025-06-03 01:52:31,355 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 13:52:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.5586, loss: 3.5586 +2025-06-03 01:53:14,774 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 13:51:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.4916, loss: 3.4916 +2025-06-03 01:53:58,245 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 13:50:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.5957, loss: 3.5957 +2025-06-03 01:54:41,668 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 13:50:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.5970, loss: 3.5970 +2025-06-03 01:55:25,126 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 13:49:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 3.5255, loss: 3.5255 +2025-06-03 01:56:08,694 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 13:48:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.4743, loss: 3.4743 +2025-06-03 01:56:52,263 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 13:48:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.4427, loss: 3.4427 +2025-06-03 01:57:35,843 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 13:47:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9450, loss_cls: 3.4987, loss: 3.4987 +2025-06-03 01:58:19,493 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 13:46:40, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.4730, loss: 3.4730 +2025-06-03 01:59:03,042 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 13:45:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 3.5404, loss: 3.5404 +2025-06-03 01:59:46,505 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 13:45:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.5254, loss: 3.5254 +2025-06-03 02:00:29,887 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 13:44:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 3.4741, loss: 3.4741 +2025-06-03 02:01:13,142 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 13:43:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 3.5220, loss: 3.5220 +2025-06-03 02:01:36,757 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-03 02:03:02,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 02:03:03,005 - pyskl - INFO - +top1_acc 0.8058 +top5_acc 0.9780 +2025-06-03 02:03:03,008 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8058, top5_acc: 0.9780 +2025-06-03 02:04:06,759 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 13:42:20, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.5080, loss: 3.5080 +2025-06-03 02:04:50,186 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 13:41:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.4820, loss: 3.4820 +2025-06-03 02:05:33,620 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 13:40:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.3726, loss: 3.3726 +2025-06-03 02:06:17,034 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 13:40:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.6517, loss: 3.6517 +2025-06-03 02:07:00,442 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 13:39:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 3.5180, loss: 3.5180 +2025-06-03 02:07:43,756 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 13:38:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.5272, loss: 3.5272 +2025-06-03 02:08:27,094 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 13:38:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.4903, loss: 3.4903 +2025-06-03 02:09:10,446 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 13:37:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 3.6870, loss: 3.6870 +2025-06-03 02:09:53,791 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 13:36:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 3.4987, loss: 3.4987 +2025-06-03 02:10:37,121 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 13:35:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.6026, loss: 3.6026 +2025-06-03 02:11:20,528 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 13:35:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.5103, loss: 3.5103 +2025-06-03 02:12:03,908 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 13:34:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.4902, loss: 3.4902 +2025-06-03 02:12:47,176 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 13:33:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.5452, loss: 3.5452 +2025-06-03 02:13:30,547 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 13:32:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9519, loss_cls: 3.5485, loss: 3.5485 +2025-06-03 02:14:13,886 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 13:32:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.5818, loss: 3.5818 +2025-06-03 02:14:57,277 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 13:31:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9606, loss_cls: 3.4255, loss: 3.4255 +2025-06-03 02:15:40,831 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 13:30:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.5351, loss: 3.5351 +2025-06-03 02:16:24,344 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 13:30:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.5528, loss: 3.5528 +2025-06-03 02:17:07,763 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 13:29:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 3.4095, loss: 3.4095 +2025-06-03 02:17:51,356 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 13:28:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.4171, loss: 3.4171 +2025-06-03 02:18:35,106 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 13:27:56, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.3826, loss: 3.3826 +2025-06-03 02:19:18,577 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 13:27:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.4910, loss: 3.4910 +2025-06-03 02:20:02,094 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 13:26:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.5331, loss: 3.5331 +2025-06-03 02:20:25,674 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-03 02:21:51,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 02:21:51,915 - pyskl - INFO - +top1_acc 0.8046 +top5_acc 0.9761 +2025-06-03 02:21:51,918 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8046, top5_acc: 0.9761 +2025-06-03 02:22:55,852 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 13:25:07, time: 0.639, data_time: 0.203, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.4913, loss: 3.4913 +2025-06-03 02:23:39,314 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 13:24:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.4475, loss: 3.4475 +2025-06-03 02:24:22,783 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 13:23:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.3639, loss: 3.3639 +2025-06-03 02:25:06,222 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 13:22:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.4534, loss: 3.4534 +2025-06-03 02:25:49,682 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 13:22:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.4153, loss: 3.4153 +2025-06-03 02:26:33,138 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 13:21:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.3960, loss: 3.3960 +2025-06-03 02:27:16,557 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 13:20:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.4333, loss: 3.4333 +2025-06-03 02:27:59,904 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 13:20:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.4829, loss: 3.4829 +2025-06-03 02:28:43,354 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 13:19:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.4903, loss: 3.4903 +2025-06-03 02:29:26,910 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 13:18:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.5443, loss: 3.5443 +2025-06-03 02:30:10,419 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 13:17:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.4063, loss: 3.4063 +2025-06-03 02:30:53,815 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 13:17:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 3.4941, loss: 3.4941 +2025-06-03 02:31:37,188 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 13:16:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.4404, loss: 3.4404 +2025-06-03 02:32:20,635 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 13:15:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.5077, loss: 3.5077 +2025-06-03 02:33:04,016 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 13:15:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.3582, loss: 3.3582 +2025-06-03 02:33:47,514 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 13:14:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.3311, loss: 3.3311 +2025-06-03 02:34:31,122 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 13:13:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.4198, loss: 3.4198 +2025-06-03 02:35:14,765 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 13:12:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.5766, loss: 3.5766 +2025-06-03 02:35:58,235 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 13:12:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.5746, loss: 3.5746 +2025-06-03 02:36:41,630 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 13:11:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.4407, loss: 3.4407 +2025-06-03 02:37:25,123 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 13:10:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.4389, loss: 3.4389 +2025-06-03 02:38:08,644 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 13:10:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9494, loss_cls: 3.5913, loss: 3.5913 +2025-06-03 02:38:52,169 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 13:09:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.4577, loss: 3.4577 +2025-06-03 02:39:15,804 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-03 02:40:42,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 02:40:42,677 - pyskl - INFO - +top1_acc 0.8003 +top5_acc 0.9686 +2025-06-03 02:40:42,680 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8003, top5_acc: 0.9686 +2025-06-03 02:41:46,370 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 13:08:00, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 3.3747, loss: 3.3747 +2025-06-03 02:42:29,907 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 13:07:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.3227, loss: 3.3227 +2025-06-03 02:43:13,366 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 13:06:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9581, loss_cls: 3.4434, loss: 3.4434 +2025-06-03 02:43:56,837 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 13:05:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.3583, loss: 3.3583 +2025-06-03 02:44:40,325 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 13:05:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3631, loss: 3.3631 +2025-06-03 02:45:23,795 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 13:04:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 3.4717, loss: 3.4717 +2025-06-03 02:46:07,251 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 13:03:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.4836, loss: 3.4836 +2025-06-03 02:46:50,689 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 13:03:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 3.4681, loss: 3.4681 +2025-06-03 02:47:34,092 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 13:02:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.5429, loss: 3.5429 +2025-06-03 02:48:17,598 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 13:01:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 3.5218, loss: 3.5218 +2025-06-03 02:49:01,049 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 13:00:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 3.4906, loss: 3.4906 +2025-06-03 02:49:44,497 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 13:00:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 3.5111, loss: 3.5111 +2025-06-03 02:50:27,954 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 12:59:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.4515, loss: 3.4515 +2025-06-03 02:51:11,414 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 12:58:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.3957, loss: 3.3957 +2025-06-03 02:51:54,900 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 12:58:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 3.5393, loss: 3.5393 +2025-06-03 02:52:38,299 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 12:57:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.3951, loss: 3.3951 +2025-06-03 02:53:21,687 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 12:56:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.5451, loss: 3.5451 +2025-06-03 02:54:05,027 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 12:55:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.5621, loss: 3.5621 +2025-06-03 02:54:48,187 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 12:55:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 3.4340, loss: 3.4340 +2025-06-03 02:55:31,479 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 12:54:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.4588, loss: 3.4588 +2025-06-03 02:56:14,818 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 12:53:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.5404, loss: 3.5404 +2025-06-03 02:56:58,226 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 12:52:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.3790, loss: 3.3790 +2025-06-03 02:57:41,612 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 12:52:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.4424, loss: 3.4424 +2025-06-03 02:58:05,112 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-03 03:07:00,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:07:01,009 - pyskl - INFO - +top1_acc 0.7974 +top5_acc 0.9769 +2025-06-03 03:07:01,013 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.7974, top5_acc: 0.9769 +2025-06-03 03:08:04,705 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 12:50:47, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.3054, loss: 3.3054 +2025-06-03 03:08:48,104 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 12:50:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.3483, loss: 3.3483 +2025-06-03 03:09:31,417 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 12:49:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.3524, loss: 3.3524 +2025-06-03 03:10:14,781 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 12:48:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 3.5036, loss: 3.5036 +2025-06-03 03:10:58,178 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 12:47:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 3.4797, loss: 3.4797 +2025-06-03 03:11:41,637 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 12:47:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.5490, loss: 3.5490 +2025-06-03 03:12:25,065 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 12:46:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.3679, loss: 3.3679 +2025-06-03 03:13:08,562 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 12:45:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.4674, loss: 3.4674 +2025-06-03 03:13:52,001 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 12:45:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.4142, loss: 3.4142 +2025-06-03 03:14:35,367 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 12:44:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 3.3559, loss: 3.3559 +2025-06-03 03:15:18,712 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 12:43:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.4412, loss: 3.4412 +2025-06-03 03:16:02,119 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 12:42:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.5302, loss: 3.5302 +2025-06-03 03:16:45,471 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 12:42:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.4514, loss: 3.4514 +2025-06-03 03:17:28,855 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 12:41:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.5572, loss: 3.5572 +2025-06-03 03:18:12,407 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 12:40:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.3519, loss: 3.3519 +2025-06-03 03:18:55,926 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 12:40:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.4539, loss: 3.4539 +2025-06-03 03:19:39,443 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 12:39:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.4776, loss: 3.4776 +2025-06-03 03:20:22,982 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 12:38:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.5049, loss: 3.5049 +2025-06-03 03:21:06,690 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 12:37:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.3573, loss: 3.3573 +2025-06-03 03:21:50,059 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 12:37:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9731, loss_cls: 3.3653, loss: 3.3653 +2025-06-03 03:22:33,598 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 12:36:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.4726, loss: 3.4726 +2025-06-03 03:23:16,996 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 12:35:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.3144, loss: 3.3144 +2025-06-03 03:24:00,444 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 12:35:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.3542, loss: 3.3542 +2025-06-03 03:24:24,091 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-03 03:25:50,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:25:50,475 - pyskl - INFO - +top1_acc 0.7873 +top5_acc 0.9658 +2025-06-03 03:25:50,478 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.7873, top5_acc: 0.9658 +2025-06-03 03:26:54,834 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 12:33:43, time: 0.644, data_time: 0.206, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.4176, loss: 3.4176 +2025-06-03 03:27:38,301 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 12:33:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.3423, loss: 3.3423 +2025-06-03 03:28:21,753 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 12:32:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.5006, loss: 3.5006 +2025-06-03 03:29:05,170 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 12:31:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.4213, loss: 3.4213 +2025-06-03 03:29:48,637 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 12:30:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.5672, loss: 3.5672 +2025-06-03 03:30:32,020 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 12:30:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 3.5703, loss: 3.5703 +2025-06-03 03:31:15,375 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 12:29:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 3.4114, loss: 3.4114 +2025-06-03 03:31:58,722 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 12:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.3235, loss: 3.3235 +2025-06-03 03:32:42,032 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 12:27:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.3151, loss: 3.3151 +2025-06-03 03:33:25,347 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 12:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.4627, loss: 3.4627 +2025-06-03 03:34:08,749 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 12:26:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 3.4827, loss: 3.4827 +2025-06-03 03:34:52,165 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 12:25:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.3613, loss: 3.3613 +2025-06-03 03:35:35,631 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 12:25:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.4367, loss: 3.4367 +2025-06-03 03:36:19,079 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 12:24:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.3911, loss: 3.3911 +2025-06-03 03:37:02,560 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 12:23:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.4652, loss: 3.4652 +2025-06-03 03:37:46,067 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 12:22:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.4160, loss: 3.4160 +2025-06-03 03:38:29,495 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 12:22:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.3664, loss: 3.3664 +2025-06-03 03:39:13,049 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 12:21:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 3.4189, loss: 3.4189 +2025-06-03 03:39:56,688 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 12:20:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 3.4984, loss: 3.4984 +2025-06-03 03:40:40,182 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 12:20:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9750, loss_cls: 3.5101, loss: 3.5101 +2025-06-03 03:41:23,592 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 12:19:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.3792, loss: 3.3792 +2025-06-03 03:42:07,071 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 12:18:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.2826, loss: 3.2826 +2025-06-03 03:42:50,459 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 12:17:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.4910, loss: 3.4910 +2025-06-03 03:43:14,047 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-03 03:44:40,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 03:44:40,651 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9796 +2025-06-03 03:44:40,714 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_15.pth was removed +2025-06-03 03:44:41,739 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-06-03 03:44:41,739 - pyskl - INFO - Best top1_acc is 0.8365 at 22 epoch. +2025-06-03 03:44:41,743 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8365, top5_acc: 0.9796 +2025-06-03 03:45:45,382 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 12:16:34, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.3331, loss: 3.3331 +2025-06-03 03:46:28,761 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 12:15:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.4284, loss: 3.4284 +2025-06-03 03:47:12,137 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 12:15:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4243, loss: 3.4243 +2025-06-03 03:47:55,562 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 12:14:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.3749, loss: 3.3749 +2025-06-03 03:48:38,958 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 12:13:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.3007, loss: 3.3007 +2025-06-03 03:49:22,499 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 12:12:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.3275, loss: 3.3275 +2025-06-03 03:50:05,969 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 12:12:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.3657, loss: 3.3657 +2025-06-03 03:50:49,393 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 12:11:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.2615, loss: 3.2615 +2025-06-03 03:51:32,774 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 12:10:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.3784, loss: 3.3784 +2025-06-03 03:52:16,158 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 12:10:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9513, loss_cls: 3.4890, loss: 3.4890 +2025-06-03 03:52:59,622 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 12:09:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.3060, loss: 3.3060 +2025-06-03 03:53:43,075 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 12:08:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.4131, loss: 3.4131 +2025-06-03 03:54:26,523 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 12:07:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.4245, loss: 3.4245 +2025-06-03 03:55:09,916 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 12:07:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 3.4117, loss: 3.4117 +2025-06-03 03:55:53,453 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 12:06:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 3.4310, loss: 3.4310 +2025-06-03 03:56:36,926 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 12:05:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.4064, loss: 3.4064 +2025-06-03 03:57:20,438 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 12:05:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.3899, loss: 3.3899 +2025-06-03 03:58:04,143 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 12:04:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.3939, loss: 3.3939 +2025-06-03 03:58:47,639 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 12:03:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.4819, loss: 3.4819 +2025-06-03 03:59:31,046 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 12:02:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.5012, loss: 3.5012 +2025-06-03 04:00:14,517 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 12:02:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.4312, loss: 3.4312 +2025-06-03 04:00:58,022 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 12:01:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.3524, loss: 3.3524 +2025-06-03 04:01:41,484 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 12:00:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 3.4784, loss: 3.4784 +2025-06-03 04:02:05,010 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-03 04:03:31,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 04:03:31,109 - pyskl - INFO - +top1_acc 0.8313 +top5_acc 0.9782 +2025-06-03 04:03:31,112 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8313, top5_acc: 0.9782 +2025-06-03 04:04:34,857 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 11:59:29, time: 0.637, data_time: 0.202, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 3.3851, loss: 3.3851 +2025-06-03 04:05:18,209 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 11:58:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.3366, loss: 3.3366 +2025-06-03 04:06:01,686 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 11:58:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 3.3637, loss: 3.3637 +2025-06-03 04:06:45,124 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 11:57:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.3706, loss: 3.3706 +2025-06-03 04:07:28,542 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 11:56:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.2036, loss: 3.2036 +2025-06-03 04:08:12,009 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 11:55:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.3380, loss: 3.3380 +2025-06-03 04:08:55,383 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 11:55:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 3.3310, loss: 3.3310 +2025-06-03 04:09:38,768 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 11:54:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.3584, loss: 3.3584 +2025-06-03 04:10:22,095 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 11:53:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.4190, loss: 3.4190 +2025-06-03 04:11:05,425 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 11:53:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.4025, loss: 3.4025 +2025-06-03 04:11:48,733 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 11:52:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.3852, loss: 3.3852 +2025-06-03 04:12:32,176 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 11:51:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.4615, loss: 3.4615 +2025-06-03 04:13:15,642 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 11:50:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.2831, loss: 3.2831 +2025-06-03 04:13:59,105 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 11:50:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.4432, loss: 3.4432 +2025-06-03 04:14:42,480 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 11:49:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.4041, loss: 3.4041 +2025-06-03 04:15:26,074 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 11:48:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9775, loss_cls: 3.3396, loss: 3.3396 +2025-06-03 04:16:09,656 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 11:47:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.4989, loss: 3.4989 +2025-06-03 04:16:53,265 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 11:47:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.4096, loss: 3.4096 +2025-06-03 04:17:36,770 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 11:46:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 3.5164, loss: 3.5164 +2025-06-03 04:18:20,215 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 11:45:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.5116, loss: 3.5116 +2025-06-03 04:19:03,594 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 11:45:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 3.5231, loss: 3.5231 +2025-06-03 04:19:46,941 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 11:44:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 3.5206, loss: 3.5206 +2025-06-03 04:20:30,281 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 11:43:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.4730, loss: 3.4730 +2025-06-03 04:20:53,797 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-03 04:22:20,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 04:22:20,162 - pyskl - INFO - +top1_acc 0.8265 +top5_acc 0.9791 +2025-06-03 04:22:20,165 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8265, top5_acc: 0.9791 +2025-06-03 04:23:23,908 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 11:42:21, time: 0.637, data_time: 0.201, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.2836, loss: 3.2836 +2025-06-03 04:24:07,329 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 11:41:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.2955, loss: 3.2955 +2025-06-03 04:24:50,686 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 11:40:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.5334, loss: 3.5334 +2025-06-03 04:25:34,244 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 11:40:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.3753, loss: 3.3753 +2025-06-03 04:26:17,605 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 11:39:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3031, loss: 3.3031 +2025-06-03 04:27:01,018 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 11:38:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.4109, loss: 3.4109 +2025-06-03 04:27:44,408 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 11:38:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.2931, loss: 3.2931 +2025-06-03 04:28:27,751 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 11:37:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.3515, loss: 3.3515 +2025-06-03 04:29:11,107 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 11:36:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.2865, loss: 3.2865 +2025-06-03 04:29:54,063 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 11:35:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.4701, loss: 3.4701 +2025-06-03 04:30:37,449 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 11:35:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.2577, loss: 3.2577 +2025-06-03 04:31:20,764 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 11:34:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.3230, loss: 3.3230 +2025-06-03 04:32:04,088 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 11:33:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.4504, loss: 3.4504 +2025-06-03 04:32:47,255 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 11:32:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.4049, loss: 3.4049 +2025-06-03 04:33:30,646 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 11:32:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.3987, loss: 3.3987 +2025-06-03 04:34:14,025 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 11:31:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.2094, loss: 3.2094 +2025-06-03 04:34:57,401 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 11:30:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.4518, loss: 3.4518 +2025-06-03 04:35:40,646 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 11:30:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.3945, loss: 3.3945 +2025-06-03 04:36:23,907 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 11:29:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.3820, loss: 3.3820 +2025-06-03 04:37:07,177 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 11:28:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.3690, loss: 3.3690 +2025-06-03 04:37:50,442 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 11:27:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.3977, loss: 3.3977 +2025-06-03 04:38:33,726 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 11:27:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.5707, loss: 3.5707 +2025-06-03 04:39:16,962 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 11:26:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.3298, loss: 3.3298 +2025-06-03 04:39:40,287 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-03 04:48:33,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 04:48:34,030 - pyskl - INFO - +top1_acc 0.8006 +top5_acc 0.9703 +2025-06-03 04:48:34,033 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8006, top5_acc: 0.9703 +2025-06-03 04:49:37,477 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 11:25:00, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.2971, loss: 3.2971 +2025-06-03 04:50:20,858 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 11:24:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.2230, loss: 3.2230 +2025-06-03 04:51:04,203 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 11:23:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.3107, loss: 3.3107 +2025-06-03 04:51:47,610 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 11:22:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9581, loss_cls: 3.3427, loss: 3.3427 +2025-06-03 04:52:31,075 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 11:22:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.2838, loss: 3.2838 +2025-06-03 04:53:14,373 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 11:21:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.3294, loss: 3.3294 +2025-06-03 04:53:57,682 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 11:20:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.3304, loss: 3.3304 +2025-06-03 04:54:41,048 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 11:19:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.3939, loss: 3.3939 +2025-06-03 04:55:24,383 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 11:19:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.3997, loss: 3.3997 +2025-06-03 04:56:07,766 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 11:18:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.3244, loss: 3.3244 +2025-06-03 04:56:51,069 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 11:17:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.3281, loss: 3.3281 +2025-06-03 04:57:34,413 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 11:17:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.3436, loss: 3.3436 +2025-06-03 04:58:17,868 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:16:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.4294, loss: 3.4294 +2025-06-03 04:59:01,339 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:15:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.3390, loss: 3.3390 +2025-06-03 04:59:44,878 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:14:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.4372, loss: 3.4372 +2025-06-03 05:00:28,342 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 11:14:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.4549, loss: 3.4549 +2025-06-03 05:01:11,957 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 11:13:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3209, loss: 3.3209 +2025-06-03 05:01:55,601 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 11:12:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.3850, loss: 3.3850 +2025-06-03 05:02:39,048 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 11:12:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.4156, loss: 3.4156 +2025-06-03 05:03:22,409 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 11:11:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.4104, loss: 3.4104 +2025-06-03 05:04:05,818 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 11:10:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 3.3855, loss: 3.3855 +2025-06-03 05:04:49,143 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 11:09:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.3994, loss: 3.3994 +2025-06-03 05:05:32,486 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 11:09:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.4253, loss: 3.4253 +2025-06-03 05:05:56,050 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-03 05:07:22,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:07:22,671 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9787 +2025-06-03 05:07:22,674 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8191, top5_acc: 0.9787 +2025-06-03 05:08:26,770 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 11:07:54, time: 0.641, data_time: 0.202, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9637, loss_cls: 3.2614, loss: 3.2614 +2025-06-03 05:09:10,311 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 11:07:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.2663, loss: 3.2663 +2025-06-03 05:09:53,954 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 11:06:29, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9744, loss_cls: 3.2723, loss: 3.2723 +2025-06-03 05:10:37,450 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 11:05:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.3415, loss: 3.3415 +2025-06-03 05:11:20,978 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 11:05:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.3552, loss: 3.3552 +2025-06-03 05:12:04,489 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 11:04:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.5905, loss: 3.5905 +2025-06-03 05:12:47,946 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 11:03:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 3.4575, loss: 3.4575 +2025-06-03 05:13:31,365 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 11:02:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.3840, loss: 3.3840 +2025-06-03 05:14:14,868 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 11:02:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.3437, loss: 3.3437 +2025-06-03 05:14:58,360 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 11:01:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.4493, loss: 3.4493 +2025-06-03 05:15:41,821 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 11:00:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.5080, loss: 3.5080 +2025-06-03 05:16:25,210 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 11:00:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9725, loss_cls: 3.4303, loss: 3.4303 +2025-06-03 05:17:08,676 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 10:59:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.4047, loss: 3.4047 +2025-06-03 05:17:52,103 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 10:58:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.2651, loss: 3.2651 +2025-06-03 05:18:35,639 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 10:57:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.3904, loss: 3.3904 +2025-06-03 05:19:19,144 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 10:57:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 3.4219, loss: 3.4219 +2025-06-03 05:20:02,959 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 10:56:31, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 3.3336, loss: 3.3336 +2025-06-03 05:20:46,389 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 10:55:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.2343, loss: 3.2343 +2025-06-03 05:21:29,913 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 10:55:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.3985, loss: 3.3985 +2025-06-03 05:22:13,459 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 10:54:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 3.4217, loss: 3.4217 +2025-06-03 05:22:57,002 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 10:53:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.4384, loss: 3.4384 +2025-06-03 05:23:40,426 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 10:52:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.2447, loss: 3.2447 +2025-06-03 05:24:23,841 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 10:52:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.3290, loss: 3.3290 +2025-06-03 05:24:47,355 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-03 05:26:13,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:26:13,700 - pyskl - INFO - +top1_acc 0.8313 +top5_acc 0.9809 +2025-06-03 05:26:13,703 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8313, top5_acc: 0.9809 +2025-06-03 05:27:17,282 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 10:50:55, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.2310, loss: 3.2310 +2025-06-03 05:28:00,598 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 10:50:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.3099, loss: 3.3099 +2025-06-03 05:28:44,102 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 10:49:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.3027, loss: 3.3027 +2025-06-03 05:29:27,542 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 10:48:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.3336, loss: 3.3336 +2025-06-03 05:30:11,002 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 10:48:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.2807, loss: 3.2807 +2025-06-03 05:30:54,361 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 10:47:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.2722, loss: 3.2722 +2025-06-03 05:31:37,771 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 10:46:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9581, loss_cls: 3.3444, loss: 3.3444 +2025-06-03 05:32:21,162 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 10:45:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 3.2758, loss: 3.2758 +2025-06-03 05:33:04,593 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 10:45:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.3208, loss: 3.3208 +2025-06-03 05:33:48,096 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 10:44:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.3318, loss: 3.3318 +2025-06-03 05:34:31,541 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 10:43:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 3.5488, loss: 3.5488 +2025-06-03 05:35:15,074 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 10:43:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.3681, loss: 3.3681 +2025-06-03 05:35:58,583 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 10:42:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.4271, loss: 3.4271 +2025-06-03 05:36:42,059 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 10:41:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.2318, loss: 3.2318 +2025-06-03 05:37:25,537 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 10:40:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.3811, loss: 3.3811 +2025-06-03 05:38:09,214 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 10:40:11, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 3.2837, loss: 3.2837 +2025-06-03 05:38:52,870 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 10:39:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.3604, loss: 3.3604 +2025-06-03 05:39:36,419 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 10:38:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.2975, loss: 3.2975 +2025-06-03 05:40:19,995 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 10:38:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 3.3954, loss: 3.3954 +2025-06-03 05:41:03,475 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 10:37:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.4745, loss: 3.4745 +2025-06-03 05:41:46,850 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 10:36:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.4127, loss: 3.4127 +2025-06-03 05:42:30,330 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 10:35:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.3324, loss: 3.3324 +2025-06-03 05:43:13,732 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 10:35:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.2791, loss: 3.2791 +2025-06-03 05:43:37,262 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-03 05:45:03,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 05:45:03,564 - pyskl - INFO - +top1_acc 0.8271 +top5_acc 0.9782 +2025-06-03 05:45:03,568 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8271, top5_acc: 0.9782 +2025-06-03 05:46:07,408 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 10:33:55, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.2370, loss: 3.2370 +2025-06-03 05:46:50,777 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 10:33:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.1998, loss: 3.1998 +2025-06-03 05:47:34,276 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 10:32:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.2567, loss: 3.2567 +2025-06-03 05:48:17,771 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 10:31:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.2690, loss: 3.2690 +2025-06-03 05:49:01,194 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 10:31:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.4497, loss: 3.4497 +2025-06-03 05:49:44,554 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 10:30:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3277, loss: 3.3277 +2025-06-03 05:50:27,971 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 10:29:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.2892, loss: 3.2892 +2025-06-03 05:51:11,481 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 10:28:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.3081, loss: 3.3081 +2025-06-03 05:51:55,047 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 10:28:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.2607, loss: 3.2607 +2025-06-03 05:52:38,526 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 10:27:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.2893, loss: 3.2893 +2025-06-03 05:53:22,147 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 10:26:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.3638, loss: 3.3638 +2025-06-03 05:54:05,786 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 10:26:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 3.2682, loss: 3.2682 +2025-06-03 05:54:49,441 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 10:25:21, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.3301, loss: 3.3301 +2025-06-03 05:55:33,090 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 10:24:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 3.4349, loss: 3.4349 +2025-06-03 05:56:16,570 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 10:23:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.3762, loss: 3.3762 +2025-06-03 05:57:00,075 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 10:23:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.3127, loss: 3.3127 +2025-06-03 05:57:43,734 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 10:22:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.2711, loss: 3.2711 +2025-06-03 05:58:27,128 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 10:21:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.3028, loss: 3.3028 +2025-06-03 05:59:10,409 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 10:21:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.3214, loss: 3.3214 +2025-06-03 05:59:53,815 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 10:20:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.4158, loss: 3.4158 +2025-06-03 06:00:37,158 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 10:19:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.2259, loss: 3.2259 +2025-06-03 06:01:20,446 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 10:18:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 3.2685, loss: 3.2685 +2025-06-03 06:02:03,750 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:18:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.3313, loss: 3.3313 +2025-06-03 06:02:27,209 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-03 06:03:53,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 06:03:53,650 - pyskl - INFO - +top1_acc 0.8035 +top5_acc 0.9760 +2025-06-03 06:03:53,654 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8035, top5_acc: 0.9760 +2025-06-03 06:04:57,328 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:16:53, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.2575, loss: 3.2575 +2025-06-03 06:05:40,769 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:16:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.2193, loss: 3.2193 +2025-06-03 06:06:24,152 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:15:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.3470, loss: 3.3470 +2025-06-03 06:07:07,659 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:14:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.1705, loss: 3.1705 +2025-06-03 06:07:50,984 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 10:14:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9600, loss_cls: 3.2129, loss: 3.2129 +2025-06-03 06:08:34,378 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 10:13:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.2754, loss: 3.2754 +2025-06-03 06:09:17,759 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 10:12:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 3.3357, loss: 3.3357 +2025-06-03 06:10:01,162 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 10:11:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.3751, loss: 3.3751 +2025-06-03 06:10:44,566 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 10:11:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.2458, loss: 3.2458 +2025-06-03 06:11:27,989 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 10:10:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.4075, loss: 3.4075 +2025-06-03 06:12:11,409 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 10:09:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 3.3302, loss: 3.3302 +2025-06-03 06:12:54,821 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 10:08:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.3443, loss: 3.3443 +2025-06-03 06:13:38,411 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 10:08:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 3.3301, loss: 3.3301 +2025-06-03 06:14:21,849 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 10:07:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.3080, loss: 3.3080 +2025-06-03 06:15:05,419 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 10:06:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.2558, loss: 3.2558 +2025-06-03 06:15:48,848 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 10:06:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.3927, loss: 3.3927 +2025-06-03 06:16:32,168 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 10:05:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.3053, loss: 3.3053 +2025-06-03 06:17:15,399 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 10:04:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.3189, loss: 3.3189 +2025-06-03 06:17:58,719 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 10:03:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.2645, loss: 3.2645 +2025-06-03 06:18:41,989 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 10:03:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 3.3988, loss: 3.3988 +2025-06-03 06:19:25,201 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 10:02:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.2660, loss: 3.2660 +2025-06-03 06:20:08,526 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 10:01:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.2534, loss: 3.2534 +2025-06-03 06:20:51,775 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 10:01:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.2903, loss: 3.2903 +2025-06-03 06:21:15,291 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-03 06:30:22,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 06:30:22,752 - pyskl - INFO - +top1_acc 0.8183 +top5_acc 0.9800 +2025-06-03 06:30:22,755 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8183, top5_acc: 0.9800 +2025-06-03 06:31:26,445 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 9:59:44, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.2963, loss: 3.2963 +2025-06-03 06:32:09,813 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 9:59:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.1884, loss: 3.1884 +2025-06-03 06:32:53,347 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 9:58:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.1372, loss: 3.1372 +2025-06-03 06:33:36,709 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 9:57:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9681, loss_cls: 3.1557, loss: 3.1557 +2025-06-03 06:34:20,112 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 9:56:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.3029, loss: 3.3029 +2025-06-03 06:35:03,597 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 9:56:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 3.3458, loss: 3.3458 +2025-06-03 06:35:47,032 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 9:55:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.2820, loss: 3.2820 +2025-06-03 06:36:30,502 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 9:54:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.3173, loss: 3.3173 +2025-06-03 06:37:14,070 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 9:54:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.2257, loss: 3.2257 +2025-06-03 06:37:57,386 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 9:53:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.2448, loss: 3.2448 +2025-06-03 06:38:40,833 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 9:52:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.2998, loss: 3.2998 +2025-06-03 06:39:24,224 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 9:51:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.1958, loss: 3.1958 +2025-06-03 06:40:07,604 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 9:51:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.3423, loss: 3.3423 +2025-06-03 06:40:50,959 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 9:50:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 3.3808, loss: 3.3808 +2025-06-03 06:41:34,377 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 9:49:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 3.3095, loss: 3.3095 +2025-06-03 06:42:17,842 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 9:48:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.2682, loss: 3.2682 +2025-06-03 06:43:01,362 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 9:48:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 3.2991, loss: 3.2991 +2025-06-03 06:43:44,815 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 9:47:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 3.3305, loss: 3.3305 +2025-06-03 06:44:28,261 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 9:46:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.3575, loss: 3.3575 +2025-06-03 06:45:11,722 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 9:46:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.3212, loss: 3.3212 +2025-06-03 06:45:55,141 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 9:45:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.1001, loss: 3.1001 +2025-06-03 06:46:38,548 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 9:44:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.4033, loss: 3.4033 +2025-06-03 06:47:21,985 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 9:43:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.2044, loss: 3.2044 +2025-06-03 06:47:45,598 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-03 06:49:12,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 06:49:12,236 - pyskl - INFO - +top1_acc 0.8412 +top5_acc 0.9814 +2025-06-03 06:49:12,288 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_22.pth was removed +2025-06-03 06:49:13,305 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-06-03 06:49:13,306 - pyskl - INFO - Best top1_acc is 0.8412 at 31 epoch. +2025-06-03 06:49:13,309 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8412, top5_acc: 0.9814 +2025-06-03 06:50:16,890 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 9:42:39, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 3.1649, loss: 3.1649 +2025-06-03 06:51:00,183 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 9:41:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.2066, loss: 3.2066 +2025-06-03 06:51:43,582 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 9:41:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 3.2510, loss: 3.2510 +2025-06-03 06:52:26,974 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 9:40:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.1354, loss: 3.1354 +2025-06-03 06:53:10,306 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 9:39:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.3008, loss: 3.3008 +2025-06-03 06:53:53,687 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 9:39:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 3.2428, loss: 3.2428 +2025-06-03 06:54:37,014 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 9:38:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.2519, loss: 3.2519 +2025-06-03 06:55:20,303 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 9:37:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9544, loss_cls: 3.4284, loss: 3.4284 +2025-06-03 06:56:03,764 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 9:36:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 3.2229, loss: 3.2229 +2025-06-03 06:56:47,107 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 9:36:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.2549, loss: 3.2549 +2025-06-03 06:57:30,535 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 9:35:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.3913, loss: 3.3913 +2025-06-03 06:58:13,939 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 9:34:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.3819, loss: 3.3819 +2025-06-03 06:58:57,311 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 9:34:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 3.3582, loss: 3.3582 +2025-06-03 06:59:40,692 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 9:33:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.2951, loss: 3.2951 +2025-06-03 07:00:24,104 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 9:32:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.1858, loss: 3.1858 +2025-06-03 07:01:07,376 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 9:31:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9631, loss_cls: 3.3012, loss: 3.3012 +2025-06-03 07:01:50,842 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 9:31:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.3501, loss: 3.3501 +2025-06-03 07:02:34,359 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 9:30:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.1389, loss: 3.1389 +2025-06-03 07:03:17,838 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 9:29:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 3.1855, loss: 3.1855 +2025-06-03 07:04:01,196 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 9:28:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.3340, loss: 3.3340 +2025-06-03 07:04:44,568 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 9:28:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.3657, loss: 3.3657 +2025-06-03 07:05:27,966 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 9:27:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.2616, loss: 3.2616 +2025-06-03 07:06:11,265 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 9:26:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.3332, loss: 3.3332 +2025-06-03 07:06:34,774 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-03 07:08:01,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:08:01,193 - pyskl - INFO - +top1_acc 0.8225 +top5_acc 0.9778 +2025-06-03 07:08:01,196 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8225, top5_acc: 0.9778 +2025-06-03 07:09:05,586 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 9:25:34, time: 0.644, data_time: 0.206, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.2560, loss: 3.2560 +2025-06-03 07:09:49,198 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 9:24:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.3615, loss: 3.3615 +2025-06-03 07:10:32,709 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 9:24:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.1133, loss: 3.1133 +2025-06-03 07:11:16,215 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 9:23:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.1732, loss: 3.1732 +2025-06-03 07:11:59,642 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 9:22:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.2524, loss: 3.2524 +2025-06-03 07:12:43,048 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 9:22:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.1654, loss: 3.1654 +2025-06-03 07:13:26,366 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 9:21:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.2369, loss: 3.2369 +2025-06-03 07:14:09,690 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 9:20:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9750, loss_cls: 3.2604, loss: 3.2604 +2025-06-03 07:14:53,124 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 9:19:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.3077, loss: 3.3077 +2025-06-03 07:15:36,714 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:19:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.2998, loss: 3.2998 +2025-06-03 07:16:20,146 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:18:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.2842, loss: 3.2842 +2025-06-03 07:17:03,765 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:17:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.2754, loss: 3.2754 +2025-06-03 07:17:47,275 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:16:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.1858, loss: 3.1858 +2025-06-03 07:18:30,800 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:16:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.1748, loss: 3.1748 +2025-06-03 07:19:14,343 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:15:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.3176, loss: 3.3176 +2025-06-03 07:19:57,997 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:14:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.3251, loss: 3.3251 +2025-06-03 07:20:41,483 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:14:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.2911, loss: 3.2911 +2025-06-03 07:21:24,899 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 9:13:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.3766, loss: 3.3766 +2025-06-03 07:22:08,292 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 9:12:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.1513, loss: 3.1513 +2025-06-03 07:22:51,715 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 9:11:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.3735, loss: 3.3735 +2025-06-03 07:23:35,070 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 9:11:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.3117, loss: 3.3117 +2025-06-03 07:24:18,546 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 9:10:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.2164, loss: 3.2164 +2025-06-03 07:25:01,918 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 9:09:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.3685, loss: 3.3685 +2025-06-03 07:25:25,443 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-03 07:26:51,662 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:26:51,738 - pyskl - INFO - +top1_acc 0.8086 +top5_acc 0.9755 +2025-06-03 07:26:51,741 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8086, top5_acc: 0.9755 +2025-06-03 07:27:55,775 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 9:08:35, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.1748, loss: 3.1748 +2025-06-03 07:28:39,116 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 9:07:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.1224, loss: 3.1224 +2025-06-03 07:29:22,541 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 9:07:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.3586, loss: 3.3586 +2025-06-03 07:30:05,964 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 9:06:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.1855, loss: 3.1855 +2025-06-03 07:30:49,335 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 9:05:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.2631, loss: 3.2631 +2025-06-03 07:31:32,581 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 9:04:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.2020, loss: 3.2020 +2025-06-03 07:32:15,934 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 9:04:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.1216, loss: 3.1216 +2025-06-03 07:32:59,260 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 9:03:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.2763, loss: 3.2763 +2025-06-03 07:33:42,666 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 9:02:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.3630, loss: 3.3630 +2025-06-03 07:34:26,131 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 9:02:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.3286, loss: 3.3286 +2025-06-03 07:35:09,492 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 9:01:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.2597, loss: 3.2597 +2025-06-03 07:35:52,839 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 9:00:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.2323, loss: 3.2323 +2025-06-03 07:36:36,346 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 8:59:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.2670, loss: 3.2670 +2025-06-03 07:37:19,763 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 8:59:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.2505, loss: 3.2505 +2025-06-03 07:38:03,230 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 8:58:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 3.2522, loss: 3.2522 +2025-06-03 07:38:46,763 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 8:57:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.2744, loss: 3.2744 +2025-06-03 07:39:30,222 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 8:57:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.1492, loss: 3.1492 +2025-06-03 07:40:13,694 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 8:56:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.2349, loss: 3.2349 +2025-06-03 07:40:57,181 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 8:55:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.1974, loss: 3.1974 +2025-06-03 07:41:40,670 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 8:54:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.3045, loss: 3.3045 +2025-06-03 07:42:24,191 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 8:54:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.3029, loss: 3.3029 +2025-06-03 07:43:07,709 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 8:53:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.2626, loss: 3.2626 +2025-06-03 07:43:51,141 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 8:52:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.3501, loss: 3.3501 +2025-06-03 07:44:14,724 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-03 07:45:40,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 07:45:40,903 - pyskl - INFO - +top1_acc 0.8338 +top5_acc 0.9778 +2025-06-03 07:45:40,907 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8338, top5_acc: 0.9778 +2025-06-03 07:46:44,797 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 8:51:31, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.1942, loss: 3.1942 +2025-06-03 07:47:28,184 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 8:50:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.1184, loss: 3.1184 +2025-06-03 07:48:11,546 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 8:50:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.1919, loss: 3.1919 +2025-06-03 07:48:54,973 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 8:49:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.2658, loss: 3.2658 +2025-06-03 07:49:38,401 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 8:48:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.1960, loss: 3.1960 +2025-06-03 07:50:21,876 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 8:47:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.1109, loss: 3.1109 +2025-06-03 07:51:05,264 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 8:47:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.2572, loss: 3.2572 +2025-06-03 07:51:48,772 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 8:46:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 3.3265, loss: 3.3265 +2025-06-03 07:52:32,118 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 8:45:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.2950, loss: 3.2950 +2025-06-03 07:53:15,568 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 8:45:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 3.1631, loss: 3.1631 +2025-06-03 07:53:58,962 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 8:44:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.2445, loss: 3.2445 +2025-06-03 07:54:42,325 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 8:43:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.2222, loss: 3.2222 +2025-06-03 07:55:25,772 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 8:42:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.3659, loss: 3.3659 +2025-06-03 07:56:09,181 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 8:42:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.1132, loss: 3.1132 +2025-06-03 07:56:52,510 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 8:41:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.0840, loss: 3.0840 +2025-06-03 07:57:35,901 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 8:40:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.3044, loss: 3.3044 +2025-06-03 07:58:19,210 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 8:40:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.1708, loss: 3.1708 +2025-06-03 07:59:02,545 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 8:39:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 3.3226, loss: 3.3226 +2025-06-03 07:59:45,855 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 8:38:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3295, loss: 3.3295 +2025-06-03 08:00:29,149 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 8:37:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.2335, loss: 3.2335 +2025-06-03 08:01:12,499 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 8:37:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.3002, loss: 3.3002 +2025-06-03 08:01:55,790 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 8:36:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.3342, loss: 3.3342 +2025-06-03 08:02:39,085 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 8:35:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.2760, loss: 3.2760 +2025-06-03 08:03:02,514 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-03 08:12:06,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:12:06,494 - pyskl - INFO - +top1_acc 0.8469 +top5_acc 0.9813 +2025-06-03 08:12:06,548 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_31.pth was removed +2025-06-03 08:12:07,594 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2025-06-03 08:12:07,595 - pyskl - INFO - Best top1_acc is 0.8469 at 35 epoch. +2025-06-03 08:12:07,598 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8469, top5_acc: 0.9813 +2025-06-03 08:13:12,064 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 8:34:27, time: 0.645, data_time: 0.206, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.1417, loss: 3.1417 +2025-06-03 08:13:55,611 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 8:33:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.1806, loss: 3.1806 +2025-06-03 08:14:39,155 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 8:33:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.0833, loss: 3.0833 +2025-06-03 08:15:22,699 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 8:32:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.2410, loss: 3.2410 +2025-06-03 08:16:06,218 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 8:31:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.1377, loss: 3.1377 +2025-06-03 08:16:49,654 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 8:30:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.1810, loss: 3.1810 +2025-06-03 08:17:33,094 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 8:30:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.1409, loss: 3.1409 +2025-06-03 08:18:16,483 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 8:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2467, loss: 3.2467 +2025-06-03 08:18:59,870 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 8:28:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.2754, loss: 3.2754 +2025-06-03 08:19:43,151 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 8:27:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.3100, loss: 3.3100 +2025-06-03 08:20:26,481 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 8:27:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 3.2338, loss: 3.2338 +2025-06-03 08:21:09,802 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 8:26:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.1942, loss: 3.1942 +2025-06-03 08:21:53,226 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 8:25:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 3.2391, loss: 3.2391 +2025-06-03 08:22:36,634 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 8:25:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 3.2205, loss: 3.2205 +2025-06-03 08:23:20,031 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 8:24:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.3141, loss: 3.3141 +2025-06-03 08:24:03,439 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 8:23:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.1053, loss: 3.1053 +2025-06-03 08:24:46,915 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 8:22:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 3.3130, loss: 3.3130 +2025-06-03 08:25:30,270 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 8:22:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.2432, loss: 3.2432 +2025-06-03 08:26:13,621 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:21:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 3.2006, loss: 3.2006 +2025-06-03 08:26:56,957 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:20:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.2329, loss: 3.2329 +2025-06-03 08:27:40,338 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:20:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.3140, loss: 3.3140 +2025-06-03 08:28:23,711 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:19:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 3.2156, loss: 3.2156 +2025-06-03 08:29:07,070 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:18:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.2451, loss: 3.2451 +2025-06-03 08:29:30,629 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-03 08:30:57,251 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:30:57,325 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9795 +2025-06-03 08:30:57,328 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8390, top5_acc: 0.9795 +2025-06-03 08:32:01,988 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:17:25, time: 0.647, data_time: 0.208, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.1539, loss: 3.1539 +2025-06-03 08:32:45,667 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:16:43, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.0962, loss: 3.0962 +2025-06-03 08:33:29,196 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:16:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.1672, loss: 3.1672 +2025-06-03 08:34:12,670 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:15:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.2138, loss: 3.2138 +2025-06-03 08:34:56,021 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:14:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.2100, loss: 3.2100 +2025-06-03 08:35:39,408 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:13:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.1884, loss: 3.1884 +2025-06-03 08:36:22,804 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 8:13:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.2245, loss: 3.2245 +2025-06-03 08:37:06,223 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 8:12:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.2902, loss: 3.2902 +2025-06-03 08:37:49,756 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 8:11:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.1317, loss: 3.1317 +2025-06-03 08:38:33,265 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 8:10:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.2084, loss: 3.2084 +2025-06-03 08:39:16,891 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 8:10:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.3734, loss: 3.3734 +2025-06-03 08:40:00,538 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 8:09:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.2570, loss: 3.2570 +2025-06-03 08:40:44,143 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 8:08:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.1722, loss: 3.1722 +2025-06-03 08:41:27,720 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 8:08:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.2789, loss: 3.2789 +2025-06-03 08:42:11,169 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 8:07:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.3568, loss: 3.3568 +2025-06-03 08:42:54,728 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 8:06:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.1073, loss: 3.1073 +2025-06-03 08:43:38,300 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 8:06:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9631, loss_cls: 3.2295, loss: 3.2295 +2025-06-03 08:44:21,785 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 8:05:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.2368, loss: 3.2368 +2025-06-03 08:45:05,298 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 8:04:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.2457, loss: 3.2457 +2025-06-03 08:45:48,741 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 8:03:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.1076, loss: 3.1076 +2025-06-03 08:46:32,156 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 8:03:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.1689, loss: 3.1689 +2025-06-03 08:47:15,618 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 8:02:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.1624, loss: 3.1624 +2025-06-03 08:47:59,135 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 8:01:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.2210, loss: 3.2210 +2025-06-03 08:48:22,889 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-03 08:49:49,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 08:49:49,205 - pyskl - INFO - +top1_acc 0.8391 +top5_acc 0.9803 +2025-06-03 08:49:49,208 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8391, top5_acc: 0.9803 +2025-06-03 08:50:53,053 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 8:00:28, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.0896, loss: 3.0896 +2025-06-03 08:51:36,416 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 7:59:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.0372, loss: 3.0372 +2025-06-03 08:52:19,802 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 7:59:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.0039, loss: 3.0039 +2025-06-03 08:53:03,233 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 7:58:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.2906, loss: 3.2906 +2025-06-03 08:53:46,583 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 7:57:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.1743, loss: 3.1743 +2025-06-03 08:54:30,014 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 7:56:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.1423, loss: 3.1423 +2025-06-03 08:55:13,462 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 7:56:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.2420, loss: 3.2420 +2025-06-03 08:55:56,911 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 7:55:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.1084, loss: 3.1084 +2025-06-03 08:56:40,390 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 7:54:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.1823, loss: 3.1823 +2025-06-03 08:57:23,817 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 7:53:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.2416, loss: 3.2416 +2025-06-03 08:58:07,302 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 7:53:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.1453, loss: 3.1453 +2025-06-03 08:58:50,826 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 7:52:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.1586, loss: 3.1586 +2025-06-03 08:59:34,464 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 7:51:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.2585, loss: 3.2585 +2025-06-03 09:00:18,031 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 7:51:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 3.2289, loss: 3.2289 +2025-06-03 09:01:01,510 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 7:50:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 3.2495, loss: 3.2495 +2025-06-03 09:01:44,996 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 7:49:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.2203, loss: 3.2203 +2025-06-03 09:02:28,378 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 7:48:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.3160, loss: 3.3160 +2025-06-03 09:03:11,838 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 7:48:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.1560, loss: 3.1560 +2025-06-03 09:03:55,230 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 7:47:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.1042, loss: 3.1042 +2025-06-03 09:04:38,659 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 7:46:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9619, loss_cls: 3.1407, loss: 3.1407 +2025-06-03 09:05:22,061 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 7:46:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.1459, loss: 3.1459 +2025-06-03 09:06:05,443 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 7:45:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.2590, loss: 3.2590 +2025-06-03 09:06:48,839 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 7:44:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.3313, loss: 3.3313 +2025-06-03 09:07:12,410 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-03 09:08:38,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:08:39,012 - pyskl - INFO - +top1_acc 0.8426 +top5_acc 0.9834 +2025-06-03 09:08:39,015 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8426, top5_acc: 0.9834 +2025-06-03 09:09:42,678 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 7:43:26, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1606, loss: 3.1606 +2025-06-03 09:10:26,072 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 7:42:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.0294, loss: 3.0294 +2025-06-03 09:11:09,407 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 7:41:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.1205, loss: 3.1205 +2025-06-03 09:11:52,721 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 7:41:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.3162, loss: 3.3162 +2025-06-03 09:12:35,954 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 7:40:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.1185, loss: 3.1185 +2025-06-03 09:13:19,201 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 7:39:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.2636, loss: 3.2636 +2025-06-03 09:14:02,453 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 7:39:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0439, loss: 3.0439 +2025-06-03 09:14:45,769 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 7:38:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.1503, loss: 3.1503 +2025-06-03 09:15:28,988 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 7:37:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.1700, loss: 3.1700 +2025-06-03 09:16:12,335 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 7:36:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.2435, loss: 3.2435 +2025-06-03 09:16:55,638 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 7:36:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.1935, loss: 3.1935 +2025-06-03 09:17:39,033 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 7:35:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.1409, loss: 3.1409 +2025-06-03 09:18:22,537 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 7:34:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.3010, loss: 3.3010 +2025-06-03 09:19:06,047 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 7:34:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.2782, loss: 3.2782 +2025-06-03 09:19:49,524 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 7:33:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.1879, loss: 3.1879 +2025-06-03 09:20:33,025 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 7:32:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 3.2267, loss: 3.2267 +2025-06-03 09:21:16,527 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 7:31:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 3.2802, loss: 3.2802 +2025-06-03 09:21:59,986 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 7:31:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.2565, loss: 3.2565 +2025-06-03 09:22:43,600 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 7:30:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.1263, loss: 3.1263 +2025-06-03 09:23:26,969 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 7:29:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.1432, loss: 3.1432 +2025-06-03 09:24:10,387 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 7:29:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 3.2056, loss: 3.2056 +2025-06-03 09:24:53,660 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 7:28:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.2159, loss: 3.2159 +2025-06-03 09:25:37,093 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 7:27:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.2233, loss: 3.2233 +2025-06-03 09:26:00,566 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-03 09:27:26,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:27:26,771 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9772 +2025-06-03 09:27:26,774 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8300, top5_acc: 0.9772 +2025-06-03 09:28:30,753 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 7:26:21, time: 0.640, data_time: 0.203, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.2291, loss: 3.2291 +2025-06-03 09:29:14,418 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 7:25:38, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.0580, loss: 3.0580 +2025-06-03 09:29:57,899 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 7:24:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.0919, loss: 3.0919 +2025-06-03 09:30:41,322 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 7:24:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 3.0735, loss: 3.0735 +2025-06-03 09:31:24,804 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 7:23:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.1809, loss: 3.1809 +2025-06-03 09:32:08,328 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 7:22:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.1100, loss: 3.1100 +2025-06-03 09:32:51,795 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:22:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.1652, loss: 3.1652 +2025-06-03 09:33:35,101 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:21:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.0960, loss: 3.0960 +2025-06-03 09:34:18,437 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:20:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0160, loss: 3.0160 +2025-06-03 09:35:01,703 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:19:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 3.2360, loss: 3.2360 +2025-06-03 09:35:45,053 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:19:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.1607, loss: 3.1607 +2025-06-03 09:36:28,344 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:18:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 3.2342, loss: 3.2342 +2025-06-03 09:37:11,827 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:17:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.1259, loss: 3.1259 +2025-06-03 09:37:55,277 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:17:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9606, loss_cls: 3.1961, loss: 3.1961 +2025-06-03 09:38:38,659 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:16:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.2157, loss: 3.2157 +2025-06-03 09:39:21,892 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:15:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.1996, loss: 3.1996 +2025-06-03 09:40:05,163 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:14:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 3.2758, loss: 3.2758 +2025-06-03 09:40:48,450 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:14:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.1490, loss: 3.1490 +2025-06-03 09:41:31,799 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:13:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.1519, loss: 3.1519 +2025-06-03 09:42:15,116 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 7:12:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 3.2846, loss: 3.2846 +2025-06-03 09:42:58,341 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 7:11:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.1712, loss: 3.1712 +2025-06-03 09:43:41,675 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 7:11:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.2650, loss: 3.2650 +2025-06-03 09:44:25,105 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 7:10:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.3567, loss: 3.3567 +2025-06-03 09:44:48,739 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-03 09:53:55,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 09:53:55,362 - pyskl - INFO - +top1_acc 0.8646 +top5_acc 0.9847 +2025-06-03 09:53:55,415 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_35.pth was removed +2025-06-03 09:53:56,429 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2025-06-03 09:53:56,430 - pyskl - INFO - Best top1_acc is 0.8646 at 40 epoch. +2025-06-03 09:53:56,433 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8646, top5_acc: 0.9847 +2025-06-03 09:55:00,335 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 7:09:16, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.0279, loss: 3.0279 +2025-06-03 09:55:43,582 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 7:08:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.1378, loss: 3.1378 +2025-06-03 09:56:26,834 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 7:07:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.1872, loss: 3.1872 +2025-06-03 09:57:10,324 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 7:07:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.0747, loss: 3.0747 +2025-06-03 09:57:53,271 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 7:06:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.1960, loss: 3.1960 +2025-06-03 09:58:36,372 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 7:05:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.0769, loss: 3.0769 +2025-06-03 09:59:19,755 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 7:04:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.2337, loss: 3.2337 +2025-06-03 10:00:03,141 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 7:04:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.1379, loss: 3.1379 +2025-06-03 10:00:46,547 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 7:03:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.2383, loss: 3.2383 +2025-06-03 10:01:29,944 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 7:02:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.1357, loss: 3.1357 +2025-06-03 10:02:13,323 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 7:02:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.1016, loss: 3.1016 +2025-06-03 10:02:56,766 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 7:01:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 3.1184, loss: 3.1184 +2025-06-03 10:03:40,306 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 7:00:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 3.1517, loss: 3.1517 +2025-06-03 10:04:23,804 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 6:59:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.2291, loss: 3.2291 +2025-06-03 10:05:07,540 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 6:59:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.1815, loss: 3.1815 +2025-06-03 10:05:51,118 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 6:58:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.1295, loss: 3.1295 +2025-06-03 10:06:34,696 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 6:57:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.3163, loss: 3.3163 +2025-06-03 10:07:18,162 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 6:57:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.1745, loss: 3.1745 +2025-06-03 10:08:01,505 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 6:56:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.2377, loss: 3.2377 +2025-06-03 10:08:44,856 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 6:55:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.2168, loss: 3.2168 +2025-06-03 10:09:28,172 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 6:54:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.1444, loss: 3.1444 +2025-06-03 10:10:11,295 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 6:54:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.1559, loss: 3.1559 +2025-06-03 10:10:54,660 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 6:53:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.1512, loss: 3.1512 +2025-06-03 10:11:18,221 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-03 10:12:44,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:12:44,493 - pyskl - INFO - +top1_acc 0.8372 +top5_acc 0.9822 +2025-06-03 10:12:44,496 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8372, top5_acc: 0.9822 +2025-06-03 10:13:48,367 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 6:52:11, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0053, loss: 3.0053 +2025-06-03 10:14:31,773 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 6:51:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.1934, loss: 3.1934 +2025-06-03 10:15:15,218 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 6:50:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.0765, loss: 3.0765 +2025-06-03 10:15:58,531 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 6:50:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 3.2125, loss: 3.2125 +2025-06-03 10:16:41,994 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 6:49:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.0761, loss: 3.0761 +2025-06-03 10:17:25,463 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 6:48:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.2162, loss: 3.2162 +2025-06-03 10:18:08,876 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 6:47:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0364, loss: 3.0364 +2025-06-03 10:18:52,115 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 6:47:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.1594, loss: 3.1594 +2025-06-03 10:19:35,525 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 6:46:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.2264, loss: 3.2264 +2025-06-03 10:20:18,886 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 6:45:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.1161, loss: 3.1161 +2025-06-03 10:21:02,186 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 6:44:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.0818, loss: 3.0818 +2025-06-03 10:21:45,496 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 6:44:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.2005, loss: 3.2005 +2025-06-03 10:22:29,046 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 6:43:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 3.2581, loss: 3.2581 +2025-06-03 10:23:12,538 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 6:42:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.2678, loss: 3.2678 +2025-06-03 10:23:56,098 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 6:42:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.1496, loss: 3.1496 +2025-06-03 10:24:39,591 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 6:41:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.2072, loss: 3.2072 +2025-06-03 10:25:23,118 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 6:40:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1058, loss: 3.1058 +2025-06-03 10:26:06,565 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 6:39:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.0904, loss: 3.0904 +2025-06-03 10:26:50,023 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 6:39:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9644, loss_cls: 3.0975, loss: 3.0975 +2025-06-03 10:27:33,461 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 6:38:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 3.0969, loss: 3.0969 +2025-06-03 10:28:16,842 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 6:37:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.2692, loss: 3.2692 +2025-06-03 10:29:00,333 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 6:37:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 3.2553, loss: 3.2553 +2025-06-03 10:29:43,813 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 6:36:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.2318, loss: 3.2318 +2025-06-03 10:30:07,328 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-03 10:31:33,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:31:33,193 - pyskl - INFO - +top1_acc 0.8403 +top5_acc 0.9829 +2025-06-03 10:31:33,196 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8403, top5_acc: 0.9829 +2025-06-03 10:32:36,915 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 6:35:09, time: 0.637, data_time: 0.202, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.0965, loss: 3.0965 +2025-06-03 10:33:20,416 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 6:34:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.1276, loss: 3.1276 +2025-06-03 10:34:03,932 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 6:33:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.1333, loss: 3.1333 +2025-06-03 10:34:47,358 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 6:33:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.0747, loss: 3.0747 +2025-06-03 10:35:30,831 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 6:32:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.1080, loss: 3.1080 +2025-06-03 10:36:14,353 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 6:31:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.1767, loss: 3.1767 +2025-06-03 10:36:57,788 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 6:30:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.0602, loss: 3.0602 +2025-06-03 10:37:41,267 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 6:30:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.1880, loss: 3.1880 +2025-06-03 10:38:24,681 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 6:29:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.1404, loss: 3.1404 +2025-06-03 10:39:08,043 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 6:28:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.1342, loss: 3.1342 +2025-06-03 10:39:51,477 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 6:27:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 3.0668, loss: 3.0668 +2025-06-03 10:40:34,897 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 6:27:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9637, loss_cls: 3.1062, loss: 3.1062 +2025-06-03 10:41:18,455 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 6:26:32, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.1083, loss: 3.1083 +2025-06-03 10:42:01,978 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 6:25:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.2055, loss: 3.2055 +2025-06-03 10:42:45,385 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 6:25:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.0705, loss: 3.0705 +2025-06-03 10:43:28,990 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 6:24:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9531, loss_cls: 3.3992, loss: 3.3992 +2025-06-03 10:44:12,574 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 6:23:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.2826, loss: 3.2826 +2025-06-03 10:44:56,038 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 6:22:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.1345, loss: 3.1345 +2025-06-03 10:45:39,411 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:22:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.1362, loss: 3.1362 +2025-06-03 10:46:22,850 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:21:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.1142, loss: 3.1142 +2025-06-03 10:47:06,332 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:20:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.2182, loss: 3.2182 +2025-06-03 10:47:49,955 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:20:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.2156, loss: 3.2156 +2025-06-03 10:48:33,441 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:19:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 3.1948, loss: 3.1948 +2025-06-03 10:48:57,016 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-03 10:50:23,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 10:50:23,439 - pyskl - INFO - +top1_acc 0.8520 +top5_acc 0.9856 +2025-06-03 10:50:23,443 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8520, top5_acc: 0.9856 +2025-06-03 10:51:27,489 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:18:11, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0261, loss: 3.0261 +2025-06-03 10:52:10,824 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:17:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9529, loss: 2.9529 +2025-06-03 10:52:54,282 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:16:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.0079, loss: 3.0079 +2025-06-03 10:53:37,536 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:16:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.0870, loss: 3.0870 +2025-06-03 10:54:20,849 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:15:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.1750, loss: 3.1750 +2025-06-03 10:55:04,275 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:14:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.0743, loss: 3.0743 +2025-06-03 10:55:47,696 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:13:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 3.1391, loss: 3.1391 +2025-06-03 10:56:31,105 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:13:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.2049, loss: 3.2049 +2025-06-03 10:57:14,552 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:12:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.0769, loss: 3.0769 +2025-06-03 10:57:57,885 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 6:11:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.2223, loss: 3.2223 +2025-06-03 10:58:41,271 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 6:10:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.1210, loss: 3.1210 +2025-06-03 10:59:24,716 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 6:10:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.0821, loss: 3.0821 +2025-06-03 11:00:08,133 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 6:09:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0134, loss: 3.0134 +2025-06-03 11:00:51,539 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 6:08:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.0532, loss: 3.0532 +2025-06-03 11:01:34,985 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 6:08:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.1596, loss: 3.1596 +2025-06-03 11:02:18,446 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 6:07:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.1018, loss: 3.1018 +2025-06-03 11:03:02,038 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 6:06:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.0565, loss: 3.0565 +2025-06-03 11:03:45,734 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 6:05:57, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.0316, loss: 3.0316 +2025-06-03 11:04:29,302 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 6:05:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.1163, loss: 3.1163 +2025-06-03 11:05:12,749 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 6:04:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.2518, loss: 3.2518 +2025-06-03 11:05:56,206 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 6:03:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.1150, loss: 3.1150 +2025-06-03 11:06:39,638 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 6:03:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.2275, loss: 3.2275 +2025-06-03 11:07:22,991 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 6:02:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.1532, loss: 3.1532 +2025-06-03 11:07:46,551 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-03 11:09:13,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:09:13,297 - pyskl - INFO - +top1_acc 0.8449 +top5_acc 0.9806 +2025-06-03 11:09:13,300 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8449, top5_acc: 0.9806 +2025-06-03 11:10:17,383 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 6:01:10, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.1687, loss: 3.1687 +2025-06-03 11:11:00,690 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 6:00:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.1138, loss: 3.1138 +2025-06-03 11:11:44,067 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 5:59:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.0707, loss: 3.0707 +2025-06-03 11:12:27,521 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 5:59:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.1082, loss: 3.1082 +2025-06-03 11:13:10,890 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 5:58:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.1409, loss: 3.1409 +2025-06-03 11:13:54,188 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 5:57:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.1679, loss: 3.1679 +2025-06-03 11:14:37,535 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 5:56:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.1255, loss: 3.1255 +2025-06-03 11:15:20,972 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 5:56:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.0514, loss: 3.0514 +2025-06-03 11:16:04,503 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 5:55:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.1540, loss: 3.1540 +2025-06-03 11:16:47,931 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 5:54:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.1555, loss: 3.1555 +2025-06-03 11:17:31,338 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 5:53:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.0823, loss: 3.0823 +2025-06-03 11:18:14,981 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 5:53:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.0001, loss: 3.0001 +2025-06-03 11:18:58,351 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 5:52:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.1754, loss: 3.1754 +2025-06-03 11:19:41,710 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 5:51:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.0153, loss: 3.0153 +2025-06-03 11:20:25,061 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 5:51:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 3.1639, loss: 3.1639 +2025-06-03 11:21:08,342 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 5:50:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.2221, loss: 3.2221 +2025-06-03 11:21:51,687 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 5:49:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 2.9546, loss: 2.9546 +2025-06-03 11:22:34,992 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 5:48:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.0859, loss: 3.0859 +2025-06-03 11:23:18,350 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 5:48:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.1124, loss: 3.1124 +2025-06-03 11:24:01,711 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 5:47:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.1265, loss: 3.1265 +2025-06-03 11:24:45,070 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 5:46:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 3.2376, loss: 3.2376 +2025-06-03 11:25:28,401 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 5:46:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 3.1626, loss: 3.1626 +2025-06-03 11:26:11,758 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 5:45:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9600, loss_cls: 3.1090, loss: 3.1090 +2025-06-03 11:26:35,282 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-03 11:35:02,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:35:02,816 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9814 +2025-06-03 11:35:02,819 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8454, top5_acc: 0.9814 +2025-06-03 11:36:06,659 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 5:44:06, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.9676, loss: 2.9676 +2025-06-03 11:36:50,051 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 5:43:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9694, loss_cls: 3.0547, loss: 3.0547 +2025-06-03 11:37:33,451 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 5:42:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 3.1557, loss: 3.1557 +2025-06-03 11:38:16,813 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 5:41:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 3.1085, loss: 3.1085 +2025-06-03 11:39:00,178 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 5:41:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.0168, loss: 3.0168 +2025-06-03 11:39:43,532 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 5:40:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.1085, loss: 3.1085 +2025-06-03 11:40:27,003 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 5:39:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 2.9804, loss: 2.9804 +2025-06-03 11:41:10,482 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 5:39:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 3.1410, loss: 3.1410 +2025-06-03 11:41:53,769 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 5:38:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.1408, loss: 3.1408 +2025-06-03 11:42:37,019 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 5:37:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.0777, loss: 3.0777 +2025-06-03 11:43:20,242 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 5:36:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0262, loss: 3.0262 +2025-06-03 11:44:03,449 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 5:36:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 3.0925, loss: 3.0925 +2025-06-03 11:44:46,967 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 5:35:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.0253, loss: 3.0253 +2025-06-03 11:45:30,764 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 5:34:44, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.1503, loss: 3.1503 +2025-06-03 11:46:14,470 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 5:34:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.2398, loss: 3.2398 +2025-06-03 11:46:58,067 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 5:33:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.0368, loss: 3.0368 +2025-06-03 11:47:41,662 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 5:32:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.1567, loss: 3.1567 +2025-06-03 11:48:24,970 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 5:31:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.1697, loss: 3.1697 +2025-06-03 11:49:08,361 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 5:31:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 3.2309, loss: 3.2309 +2025-06-03 11:49:51,728 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 5:30:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 3.1150, loss: 3.1150 +2025-06-03 11:50:35,163 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 5:29:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.0995, loss: 3.0995 +2025-06-03 11:51:18,549 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 5:28:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.1400, loss: 3.1400 +2025-06-03 11:52:01,937 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 5:28:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.1398, loss: 3.1398 +2025-06-03 11:52:25,391 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-03 11:53:52,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 11:53:52,131 - pyskl - INFO - +top1_acc 0.8546 +top5_acc 0.9848 +2025-06-03 11:53:52,134 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8546, top5_acc: 0.9848 +2025-06-03 11:54:55,630 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 5:27:03, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.9963, loss: 2.9963 +2025-06-03 11:55:39,002 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 5:26:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0568, loss: 3.0568 +2025-06-03 11:56:22,424 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 5:25:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.0303, loss: 3.0303 +2025-06-03 11:57:05,891 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 5:24:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.1248, loss: 3.1248 +2025-06-03 11:57:49,281 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 5:24:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.1429, loss: 3.1429 +2025-06-03 11:58:32,689 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 5:23:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.0177, loss: 3.0177 +2025-06-03 11:59:15,991 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:22:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.0916, loss: 3.0916 +2025-06-03 11:59:59,375 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:22:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.0371, loss: 3.0371 +2025-06-03 12:00:42,699 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:21:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.1221, loss: 3.1221 +2025-06-03 12:01:26,099 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:20:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.3129, loss: 3.3129 +2025-06-03 12:02:09,562 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:19:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.3153, loss: 3.3153 +2025-06-03 12:02:52,986 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:19:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.0562, loss: 3.0562 +2025-06-03 12:03:36,458 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:18:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.0955, loss: 3.0955 +2025-06-03 12:04:19,847 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:17:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1461, loss: 3.1461 +2025-06-03 12:05:03,357 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:16:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.1342, loss: 3.1342 +2025-06-03 12:05:46,779 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:16:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.1239, loss: 3.1239 +2025-06-03 12:06:30,122 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:15:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.1270, loss: 3.1270 +2025-06-03 12:07:13,486 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:14:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.1263, loss: 3.1263 +2025-06-03 12:07:56,838 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:14:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.2316, loss: 3.2316 +2025-06-03 12:08:40,254 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:13:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.1158, loss: 3.1158 +2025-06-03 12:09:23,622 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:12:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.9109, loss: 2.9109 +2025-06-03 12:10:07,066 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:11:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 2.9571, loss: 2.9571 +2025-06-03 12:10:50,463 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 5:11:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.0551, loss: 3.0551 +2025-06-03 12:11:13,932 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-03 12:12:40,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:12:40,463 - pyskl - INFO - +top1_acc 0.8262 +top5_acc 0.9765 +2025-06-03 12:12:40,466 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8262, top5_acc: 0.9765 +2025-06-03 12:13:44,253 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 5:10:01, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9675, loss_cls: 3.0258, loss: 3.0258 +2025-06-03 12:14:27,579 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 5:09:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.0829, loss: 3.0829 +2025-06-03 12:15:10,924 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 5:08:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.1372, loss: 3.1372 +2025-06-03 12:15:54,306 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 5:07:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0594, loss: 3.0594 +2025-06-03 12:16:37,627 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 5:07:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.0021, loss: 3.0021 +2025-06-03 12:17:21,010 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 5:06:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.1175, loss: 3.1175 +2025-06-03 12:18:04,401 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 5:05:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.9777, loss: 2.9777 +2025-06-03 12:18:47,836 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 5:04:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1414, loss: 3.1414 +2025-06-03 12:19:31,282 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 5:04:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.0776, loss: 3.0776 +2025-06-03 12:20:14,738 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 5:03:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.0644, loss: 3.0644 +2025-06-03 12:20:58,207 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 5:02:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.0900, loss: 3.0900 +2025-06-03 12:21:41,695 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 5:02:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 2.9872, loss: 2.9872 +2025-06-03 12:22:25,246 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 5:01:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.1400, loss: 3.1400 +2025-06-03 12:23:08,698 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 5:00:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.0561, loss: 3.0561 +2025-06-03 12:23:52,212 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 4:59:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.1211, loss: 3.1211 +2025-06-03 12:24:35,745 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 4:59:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.0625, loss: 3.0625 +2025-06-03 12:25:19,177 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 4:58:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.1759, loss: 3.1759 +2025-06-03 12:26:02,614 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 4:57:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.1133, loss: 3.1133 +2025-06-03 12:26:45,976 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 4:57:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.1770, loss: 3.1770 +2025-06-03 12:27:29,355 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 4:56:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.0458, loss: 3.0458 +2025-06-03 12:28:12,745 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 4:55:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 3.0046, loss: 3.0046 +2025-06-03 12:28:56,193 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 4:54:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.1553, loss: 3.1553 +2025-06-03 12:29:39,485 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 4:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.1403, loss: 3.1403 +2025-06-03 12:30:03,023 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-03 12:31:29,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:31:29,261 - pyskl - INFO - +top1_acc 0.8645 +top5_acc 0.9844 +2025-06-03 12:31:29,264 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8645, top5_acc: 0.9844 +2025-06-03 12:32:33,111 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 4:52:59, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 2.9901, loss: 2.9901 +2025-06-03 12:33:16,444 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 4:52:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 2.9739, loss: 2.9739 +2025-06-03 12:33:59,887 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 4:51:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.0948, loss: 3.0948 +2025-06-03 12:34:43,185 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 4:50:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.9927, loss: 2.9927 +2025-06-03 12:35:26,540 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 4:50:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 2.8893, loss: 2.8893 +2025-06-03 12:36:09,801 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 4:49:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.9942, loss: 2.9942 +2025-06-03 12:36:53,208 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 4:48:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.1066, loss: 3.1066 +2025-06-03 12:37:36,508 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 4:47:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9706, loss_cls: 3.0639, loss: 3.0639 +2025-06-03 12:38:19,788 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 4:47:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.2111, loss: 3.2111 +2025-06-03 12:39:03,097 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 4:46:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 2.9942, loss: 2.9942 +2025-06-03 12:39:46,378 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 4:45:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.2139, loss: 3.2139 +2025-06-03 12:40:29,728 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 4:45:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.0257, loss: 3.0257 +2025-06-03 12:41:13,149 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 4:44:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.2257, loss: 3.2257 +2025-06-03 12:41:56,630 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 4:43:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 2.9450, loss: 2.9450 +2025-06-03 12:42:39,974 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 4:42:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.1275, loss: 3.1275 +2025-06-03 12:43:23,314 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 4:42:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 3.0776, loss: 3.0776 +2025-06-03 12:44:06,734 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 4:41:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.1169, loss: 3.1169 +2025-06-03 12:44:50,174 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 4:40:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.1579, loss: 3.1579 +2025-06-03 12:45:33,457 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 4:39:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.0573, loss: 3.0573 +2025-06-03 12:46:16,852 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 4:39:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.0890, loss: 3.0890 +2025-06-03 12:47:00,188 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 4:38:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.2342, loss: 3.2342 +2025-06-03 12:47:43,549 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 4:37:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.1836, loss: 3.1836 +2025-06-03 12:48:26,871 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 4:37:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 2.9958, loss: 2.9958 +2025-06-03 12:48:50,369 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-03 12:50:16,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 12:50:17,009 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9821 +2025-06-03 12:50:17,012 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8631, top5_acc: 0.9821 +2025-06-03 12:51:20,879 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 4:35:55, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.9346, loss: 2.9346 +2025-06-03 12:52:04,309 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 4:35:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.0431, loss: 3.0431 +2025-06-03 12:52:47,762 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 4:34:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.1120, loss: 3.1120 +2025-06-03 12:53:31,203 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 4:33:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.0727, loss: 3.0727 +2025-06-03 12:54:14,881 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 4:33:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.0521, loss: 3.0521 +2025-06-03 12:54:58,610 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 4:32:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.0534, loss: 3.0534 +2025-06-03 12:55:42,145 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 4:31:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.0176, loss: 3.0176 +2025-06-03 12:56:25,447 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 4:30:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.1296, loss: 3.1296 +2025-06-03 12:57:08,765 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 4:30:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.0924, loss: 3.0924 +2025-06-03 12:57:52,166 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 4:29:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.0000, loss: 3.0000 +2025-06-03 12:58:35,383 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 4:28:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.1106, loss: 3.1106 +2025-06-03 12:59:18,670 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 4:28:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.0354, loss: 3.0354 +2025-06-03 13:00:01,913 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 4:27:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.0931, loss: 3.0931 +2025-06-03 13:00:45,181 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 4:26:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.0754, loss: 3.0754 +2025-06-03 13:01:28,468 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 4:25:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 2.9889, loss: 2.9889 +2025-06-03 13:02:11,815 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 4:25:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.0960, loss: 3.0960 +2025-06-03 13:02:55,081 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 4:24:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.0877, loss: 3.0877 +2025-06-03 13:03:38,418 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 4:23:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.0531, loss: 3.0531 +2025-06-03 13:04:21,763 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:22:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.0248, loss: 3.0248 +2025-06-03 13:05:05,148 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:22:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9636, loss: 2.9636 +2025-06-03 13:05:48,896 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:21:30, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.0302, loss: 3.0302 +2025-06-03 13:06:32,276 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:20:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.0626, loss: 3.0626 +2025-06-03 13:07:15,758 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:20:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.0738, loss: 3.0738 +2025-06-03 13:07:39,371 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-03 13:16:20,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:16:20,291 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9814 +2025-06-03 13:16:20,294 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8405, top5_acc: 0.9814 +2025-06-03 13:17:24,042 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:18:53, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.9103, loss: 2.9103 +2025-06-03 13:18:07,504 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:18:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0950, loss: 3.0950 +2025-06-03 13:18:50,905 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:17:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.9738, loss: 2.9738 +2025-06-03 13:19:34,248 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:16:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.1094, loss: 3.1094 +2025-06-03 13:20:17,699 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:16:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.9633, loss: 2.9633 +2025-06-03 13:21:01,070 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:15:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.0344, loss: 3.0344 +2025-06-03 13:21:44,379 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:14:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.1638, loss: 3.1638 +2025-06-03 13:22:27,718 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:13:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.1002, loss: 3.1002 +2025-06-03 13:23:11,088 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:13:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.9299, loss: 2.9299 +2025-06-03 13:23:54,475 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:12:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.0937, loss: 3.0937 +2025-06-03 13:24:37,821 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:11:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.0651, loss: 3.0651 +2025-06-03 13:25:21,172 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 4:10:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.9579, loss: 2.9579 +2025-06-03 13:26:04,646 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 4:10:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.1605, loss: 3.1605 +2025-06-03 13:26:48,218 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 4:09:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.0891, loss: 3.0891 +2025-06-03 13:27:31,623 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 4:08:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.0875, loss: 3.0875 +2025-06-03 13:28:15,018 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 4:08:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0416, loss: 3.0416 +2025-06-03 13:28:58,556 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 4:07:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.1020, loss: 3.1020 +2025-06-03 13:29:42,034 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 4:06:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 3.0389, loss: 3.0389 +2025-06-03 13:30:25,242 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 4:05:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.0444, loss: 3.0444 +2025-06-03 13:31:08,549 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 4:05:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.1138, loss: 3.1138 +2025-06-03 13:31:51,906 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 4:04:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 3.0440, loss: 3.0440 +2025-06-03 13:32:35,258 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 4:03:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.1762, loss: 3.1762 +2025-06-03 13:33:18,626 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 4:03:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.1269, loss: 3.1269 +2025-06-03 13:33:42,173 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-03 13:35:08,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:35:08,441 - pyskl - INFO - +top1_acc 0.8509 +top5_acc 0.9846 +2025-06-03 13:35:08,445 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8509, top5_acc: 0.9846 +2025-06-03 13:36:12,072 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 4:01:50, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.0992, loss: 3.0992 +2025-06-03 13:36:55,525 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 4:01:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9394, loss: 2.9394 +2025-06-03 13:37:38,997 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 4:00:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9692, loss: 2.9692 +2025-06-03 13:38:22,532 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 3:59:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9750, loss_cls: 2.8295, loss: 2.8295 +2025-06-03 13:39:05,969 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 3:58:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.0493, loss: 3.0493 +2025-06-03 13:39:49,471 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 3:58:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.9458, loss: 2.9458 +2025-06-03 13:40:32,972 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 3:57:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.0843, loss: 3.0843 +2025-06-03 13:41:16,492 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 3:56:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.0769, loss: 3.0769 +2025-06-03 13:41:59,967 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 3:56:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 2.9926, loss: 2.9926 +2025-06-03 13:42:43,276 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 3:55:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 3.0765, loss: 3.0765 +2025-06-03 13:43:26,755 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 3:54:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 2.9889, loss: 2.9889 +2025-06-03 13:44:10,407 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 3:53:56, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 3.0637, loss: 3.0637 +2025-06-03 13:44:53,845 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 3:53:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0199, loss: 3.0199 +2025-06-03 13:45:37,534 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 3:52:30, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.0318, loss: 3.0318 +2025-06-03 13:46:21,122 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 3:51:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 2.9744, loss: 2.9744 +2025-06-03 13:47:04,559 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 3:51:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 2.9749, loss: 2.9749 +2025-06-03 13:47:47,990 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 3:50:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.1168, loss: 3.1168 +2025-06-03 13:48:31,362 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 3:49:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 2.9725, loss: 2.9725 +2025-06-03 13:49:14,686 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 3:48:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.1522, loss: 3.1522 +2025-06-03 13:49:58,110 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 3:48:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.0832, loss: 3.0832 +2025-06-03 13:50:41,546 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 3:47:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.0833, loss: 3.0833 +2025-06-03 13:51:25,022 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 3:46:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.0276, loss: 3.0276 +2025-06-03 13:52:08,505 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 3:46:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1040, loss: 3.1040 +2025-06-03 13:52:32,005 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-03 13:53:58,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 13:53:58,654 - pyskl - INFO - +top1_acc 0.7194 +top5_acc 0.9278 +2025-06-03 13:53:58,657 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.7194, top5_acc: 0.9278 +2025-06-03 13:55:02,660 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 3:44:51, time: 0.640, data_time: 0.202, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.2730, loss: 3.2730 +2025-06-03 13:55:46,161 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 3:44:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 3.0152, loss: 3.0152 +2025-06-03 13:56:29,539 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 3:43:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9803, loss: 2.9803 +2025-06-03 13:57:12,960 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 3:42:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.8932, loss: 2.8932 +2025-06-03 13:57:56,332 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 3:41:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 2.9981, loss: 2.9981 +2025-06-03 13:58:39,727 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 3:41:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9631, loss_cls: 3.1125, loss: 3.1125 +2025-06-03 13:59:23,007 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 3:40:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1376, loss: 3.1376 +2025-06-03 14:00:06,361 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 3:39:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.1066, loss: 3.1066 +2025-06-03 14:00:49,706 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 3:39:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9660, loss: 2.9660 +2025-06-03 14:01:33,108 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 3:38:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 2.9717, loss: 2.9717 +2025-06-03 14:02:16,496 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 3:37:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9681, loss_cls: 3.0252, loss: 3.0252 +2025-06-03 14:02:59,920 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 3:36:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9702, loss: 2.9702 +2025-06-03 14:03:43,170 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 3:36:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.1321, loss: 3.1321 +2025-06-03 14:04:26,542 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 3:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9675, loss_cls: 2.9810, loss: 2.9810 +2025-06-03 14:05:10,050 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 3:34:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0563, loss: 3.0563 +2025-06-03 14:05:53,713 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 3:34:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.0590, loss: 3.0590 +2025-06-03 14:06:37,172 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 3:33:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.0360, loss: 3.0360 +2025-06-03 14:07:20,622 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 3:32:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.0079, loss: 3.0079 +2025-06-03 14:08:04,027 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 3:31:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.9814, loss: 2.9814 +2025-06-03 14:08:47,383 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 3:31:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 2.9119, loss: 2.9119 +2025-06-03 14:09:30,734 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 3:30:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 2.9672, loss: 2.9672 +2025-06-03 14:10:14,118 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 3:29:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 3.0638, loss: 3.0638 +2025-06-03 14:10:57,553 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 3:29:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.0598, loss: 3.0598 +2025-06-03 14:11:21,094 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-03 14:12:47,346 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:12:47,422 - pyskl - INFO - +top1_acc 0.8591 +top5_acc 0.9828 +2025-06-03 14:12:47,425 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8591, top5_acc: 0.9828 +2025-06-03 14:13:51,007 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 3:27:49, time: 0.636, data_time: 0.199, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.9841, loss: 2.9841 +2025-06-03 14:14:34,493 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 3:27:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.9423, loss: 2.9423 +2025-06-03 14:15:17,938 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 3:26:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 3.0030, loss: 3.0030 +2025-06-03 14:16:01,344 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 3:25:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8764, loss: 2.8764 +2025-06-03 14:16:44,787 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 3:24:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9617, loss: 2.9617 +2025-06-03 14:17:28,151 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:24:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 2.9354, loss: 2.9354 +2025-06-03 14:18:11,474 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:23:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.9898, loss: 2.9898 +2025-06-03 14:18:54,815 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:22:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.0777, loss: 3.0777 +2025-06-03 14:19:38,228 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:22:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 2.9829, loss: 2.9829 +2025-06-03 14:20:21,671 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:21:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.0214, loss: 3.0214 +2025-06-03 14:21:05,133 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:20:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.9146, loss: 2.9146 +2025-06-03 14:21:48,591 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:19:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.1620, loss: 3.1620 +2025-06-03 14:22:32,029 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:19:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.0470, loss: 3.0470 +2025-06-03 14:23:15,477 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:18:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.0554, loss: 3.0554 +2025-06-03 14:23:59,013 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:17:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 2.9568, loss: 2.9568 +2025-06-03 14:24:42,548 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:17:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.9705, loss: 2.9705 +2025-06-03 14:25:26,191 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:16:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 2.9667, loss: 2.9667 +2025-06-03 14:26:09,603 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:15:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 2.9936, loss: 2.9936 +2025-06-03 14:26:53,026 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:14:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 3.0391, loss: 3.0391 +2025-06-03 14:27:36,723 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:14:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.8785, loss: 2.8785 +2025-06-03 14:28:20,168 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:13:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 2.9569, loss: 2.9569 +2025-06-03 14:29:03,377 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:12:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.0978, loss: 3.0978 +2025-06-03 14:29:46,682 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:12:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.1083, loss: 3.1083 +2025-06-03 14:30:10,275 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-03 14:31:36,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:31:36,820 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9832 +2025-06-03 14:31:36,823 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8527, top5_acc: 0.9832 +2025-06-03 14:32:40,575 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 3:10:49, time: 0.637, data_time: 0.202, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 2.9023, loss: 2.9023 +2025-06-03 14:33:23,999 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 3:10:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 2.9918, loss: 2.9918 +2025-06-03 14:34:07,454 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 3:09:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9928, loss: 2.9928 +2025-06-03 14:34:50,854 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 3:08:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.9876, loss: 2.9876 +2025-06-03 14:35:34,299 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 3:07:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.0108, loss: 3.0108 +2025-06-03 14:36:17,797 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 3:07:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 2.9931, loss: 2.9931 +2025-06-03 14:37:01,140 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 3:06:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.0358, loss: 3.0358 +2025-06-03 14:37:44,775 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 3:05:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 2.9904, loss: 2.9904 +2025-06-03 14:38:28,226 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 3:05:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9887, loss: 2.9887 +2025-06-03 14:39:11,838 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 3:04:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9186, loss: 2.9186 +2025-06-03 14:39:55,389 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 3:03:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.8790, loss: 2.8790 +2025-06-03 14:40:38,843 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 3:02:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 2.9333, loss: 2.9333 +2025-06-03 14:41:22,178 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 3:02:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.1291, loss: 3.1291 +2025-06-03 14:42:05,592 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 3:01:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.0409, loss: 3.0409 +2025-06-03 14:42:48,878 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 3:00:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.0165, loss: 3.0165 +2025-06-03 14:43:32,099 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 3:00:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 3.0911, loss: 3.0911 +2025-06-03 14:44:15,288 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 2:59:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.9199, loss: 2.9199 +2025-06-03 14:44:58,515 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 2:58:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 3.0477, loss: 3.0477 +2025-06-03 14:45:41,781 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 2:57:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 2.9836, loss: 2.9836 +2025-06-03 14:46:25,193 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 2:57:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.1037, loss: 3.1037 +2025-06-03 14:47:08,528 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 2:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 2.9727, loss: 2.9727 +2025-06-03 14:47:51,943 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 2:55:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 2.9443, loss: 2.9443 +2025-06-03 14:48:35,532 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 2:54:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 2.9965, loss: 2.9965 +2025-06-03 14:48:59,268 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-03 14:57:58,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 14:57:58,270 - pyskl - INFO - +top1_acc 0.8452 +top5_acc 0.9777 +2025-06-03 14:57:58,273 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8452, top5_acc: 0.9777 +2025-06-03 14:59:01,647 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 2:53:47, time: 0.634, data_time: 0.199, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8233, loss: 2.8233 +2025-06-03 14:59:45,129 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 2:53:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.0370, loss: 3.0370 +2025-06-03 15:00:28,515 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 2:52:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 2.9664, loss: 2.9664 +2025-06-03 15:01:11,945 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 2:51:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.9191, loss: 2.9191 +2025-06-03 15:01:55,278 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 2:50:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 2.9506, loss: 2.9506 +2025-06-03 15:02:38,582 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 2:50:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.0645, loss: 3.0645 +2025-06-03 15:03:21,907 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 2:49:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 2.9401, loss: 2.9401 +2025-06-03 15:04:05,184 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 2:48:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.1118, loss: 3.1118 +2025-06-03 15:04:48,562 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 2:48:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 2.9422, loss: 2.9422 +2025-06-03 15:05:31,949 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 2:47:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 2.9720, loss: 2.9720 +2025-06-03 15:06:15,421 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 2:46:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.0766, loss: 3.0766 +2025-06-03 15:06:58,865 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 2:45:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.9530, loss: 2.9530 +2025-06-03 15:07:42,311 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 2:45:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 2.9907, loss: 2.9907 +2025-06-03 15:08:25,726 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 2:44:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.0314, loss: 3.0314 +2025-06-03 15:09:09,403 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 2:43:42, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.0405, loss: 3.0405 +2025-06-03 15:09:53,118 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 2:42:59, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9675, loss_cls: 2.9337, loss: 2.9337 +2025-06-03 15:10:36,541 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 2:42:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9964, loss: 2.9964 +2025-06-03 15:11:19,951 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 2:41:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 2.8977, loss: 2.8977 +2025-06-03 15:12:03,415 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 2:40:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.0211, loss: 3.0211 +2025-06-03 15:12:46,822 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 2:40:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 2.9500, loss: 2.9500 +2025-06-03 15:13:30,270 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 2:39:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.0867, loss: 3.0867 +2025-06-03 15:14:13,702 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 2:38:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 2.9618, loss: 2.9618 +2025-06-03 15:14:57,193 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 2:37:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9523, loss: 2.9523 +2025-06-03 15:15:20,816 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-03 15:16:48,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:16:48,308 - pyskl - INFO - +top1_acc 0.8295 +top5_acc 0.9814 +2025-06-03 15:16:48,312 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8295, top5_acc: 0.9814 +2025-06-03 15:17:53,106 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 2:36:48, time: 0.648, data_time: 0.213, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.9145, loss: 2.9145 +2025-06-03 15:18:36,620 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 2:36:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.9629, loss: 2.9629 +2025-06-03 15:19:19,718 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 2:35:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 2.9108, loss: 2.9108 +2025-06-03 15:20:03,099 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 2:34:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 2.8558, loss: 2.8558 +2025-06-03 15:20:46,436 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 2:33:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.9248, loss: 2.9248 +2025-06-03 15:21:29,802 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 2:33:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8543, loss: 2.8543 +2025-06-03 15:22:13,136 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 2:32:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 2.9867, loss: 2.9867 +2025-06-03 15:22:56,320 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 2:31:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 2.9670, loss: 2.9670 +2025-06-03 15:23:39,879 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 2:31:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 2.9598, loss: 2.9598 +2025-06-03 15:24:23,250 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 2:30:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 2.9263, loss: 2.9263 +2025-06-03 15:25:06,829 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 2:29:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 2.9224, loss: 2.9224 +2025-06-03 15:25:50,576 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 2:28:53, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8619, loss: 2.8619 +2025-06-03 15:26:34,078 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 2:28:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.8933, loss: 2.8933 +2025-06-03 15:27:17,585 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 2:27:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.0182, loss: 3.0182 +2025-06-03 15:28:00,985 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 2:26:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.0766, loss: 3.0766 +2025-06-03 15:28:44,494 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 2:26:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.0156, loss: 3.0156 +2025-06-03 15:29:27,974 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:25:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 3.0124, loss: 3.0124 +2025-06-03 15:30:11,339 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:24:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.9483, loss: 2.9483 +2025-06-03 15:30:54,706 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:23:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.0687, loss: 3.0687 +2025-06-03 15:31:38,074 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:23:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 3.1013, loss: 3.1013 +2025-06-03 15:32:21,469 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:22:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 2.8957, loss: 2.8957 +2025-06-03 15:33:04,853 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:21:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 2.9647, loss: 2.9647 +2025-06-03 15:33:48,219 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:20:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 2.9734, loss: 2.9734 +2025-06-03 15:34:11,924 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-03 15:35:38,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:35:38,884 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9812 +2025-06-03 15:35:38,888 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8462, top5_acc: 0.9812 +2025-06-03 15:36:42,315 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:19:47, time: 0.634, data_time: 0.200, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9731, loss_cls: 2.8786, loss: 2.8786 +2025-06-03 15:37:25,743 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:19:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9681, loss_cls: 2.9530, loss: 2.9530 +2025-06-03 15:38:09,184 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:18:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 2.9816, loss: 2.9816 +2025-06-03 15:38:52,587 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:17:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.8209, loss: 2.8209 +2025-06-03 15:39:35,983 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:16:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 2.9446, loss: 2.9446 +2025-06-03 15:40:19,458 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:16:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 2.9622, loss: 2.9622 +2025-06-03 15:41:02,986 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:15:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9191, loss: 2.9191 +2025-06-03 15:41:46,242 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:14:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 2.9369, loss: 2.9369 +2025-06-03 15:42:29,701 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:14:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.9140, loss: 2.9140 +2025-06-03 15:43:13,178 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:13:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.0513, loss: 3.0513 +2025-06-03 15:43:56,762 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:12:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.8848, loss: 2.8848 +2025-06-03 15:44:40,483 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:11:52, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 2.9741, loss: 2.9741 +2025-06-03 15:45:24,208 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:11:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.0504, loss: 3.0504 +2025-06-03 15:46:08,855 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 2:10:28, time: 0.446, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9738, loss_cls: 2.8899, loss: 2.8899 +2025-06-03 15:46:52,313 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 2:09:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 2.9052, loss: 2.9052 +2025-06-03 15:47:35,723 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 2:09:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.9753, loss: 2.9753 +2025-06-03 15:48:19,167 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 2:08:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.0414, loss: 3.0414 +2025-06-03 15:49:02,600 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 2:07:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 2.9765, loss: 2.9765 +2025-06-03 15:49:46,037 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 2:06:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 2.9875, loss: 2.9875 +2025-06-03 15:50:29,425 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 2:06:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 2.9545, loss: 2.9545 +2025-06-03 15:51:12,846 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 2:05:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.0194, loss: 3.0194 +2025-06-03 15:51:56,321 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 2:04:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 2.9809, loss: 2.9809 +2025-06-03 15:52:39,814 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 2:04:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 2.9576, loss: 2.9576 +2025-06-03 15:53:03,379 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-03 15:54:29,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 15:54:29,500 - pyskl - INFO - +top1_acc 0.8619 +top5_acc 0.9844 +2025-06-03 15:54:29,503 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8619, top5_acc: 0.9844 +2025-06-03 15:55:33,111 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 2:02:49, time: 0.636, data_time: 0.200, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 2.8637, loss: 2.8637 +2025-06-03 15:56:16,668 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 2:02:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.0767, loss: 3.0767 +2025-06-03 15:57:00,066 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 2:01:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.9053, loss: 2.9053 +2025-06-03 15:57:43,327 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 2:00:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.9125, loss: 2.9125 +2025-06-03 15:58:26,882 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 1:59:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.8335, loss: 2.8335 +2025-06-03 15:59:10,371 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 1:59:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 2.9582, loss: 2.9582 +2025-06-03 15:59:53,706 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 1:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.8598, loss: 2.8598 +2025-06-03 16:00:37,210 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 1:57:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.0430, loss: 3.0430 +2025-06-03 16:01:20,573 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 1:57:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9393, loss: 2.9393 +2025-06-03 16:02:03,954 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 1:56:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 2.9698, loss: 2.9698 +2025-06-03 16:02:47,431 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 1:55:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 3.0108, loss: 3.0108 +2025-06-03 16:03:30,818 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 1:54:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 2.9313, loss: 2.9313 +2025-06-03 16:04:14,220 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 1:54:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0052, loss: 3.0052 +2025-06-03 16:04:57,755 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 1:53:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.8908, loss: 2.8908 +2025-06-03 16:05:41,245 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 1:52:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.9876, loss: 2.9876 +2025-06-03 16:06:24,672 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 1:52:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.0367, loss: 3.0367 +2025-06-03 16:07:08,030 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 1:51:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 2.9604, loss: 2.9604 +2025-06-03 16:07:51,306 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 1:50:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.8790, loss: 2.8790 +2025-06-03 16:08:34,661 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 1:49:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.0467, loss: 3.0467 +2025-06-03 16:09:18,042 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 1:49:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.0074, loss: 3.0074 +2025-06-03 16:10:01,390 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 1:48:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 2.9540, loss: 2.9540 +2025-06-03 16:10:44,651 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 1:47:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9681, loss_cls: 2.9870, loss: 2.9870 +2025-06-03 16:11:27,931 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 1:46:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9491, loss: 2.9491 +2025-06-03 16:11:51,537 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-03 16:13:17,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:13:17,756 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9861 +2025-06-03 16:13:17,759 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8638, top5_acc: 0.9861 +2025-06-03 16:14:21,252 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 1:45:47, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.8418, loss: 2.8418 +2025-06-03 16:15:04,631 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 1:45:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.8995, loss: 2.8995 +2025-06-03 16:15:47,969 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 1:44:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 2.9140, loss: 2.9140 +2025-06-03 16:16:31,403 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 1:43:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.8469, loss: 2.8469 +2025-06-03 16:17:14,813 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 1:42:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0380, loss: 3.0380 +2025-06-03 16:17:58,126 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 1:42:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.9180, loss: 2.9180 +2025-06-03 16:18:41,500 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 1:41:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.8185, loss: 2.8185 +2025-06-03 16:19:24,891 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 1:40:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9103, loss: 2.9103 +2025-06-03 16:20:08,209 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 1:40:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.9396, loss: 2.9396 +2025-06-03 16:20:51,487 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 1:39:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.0789, loss: 3.0789 +2025-06-03 16:21:34,753 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 1:38:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 2.9440, loss: 2.9440 +2025-06-03 16:22:17,993 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 1:37:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9015, loss: 2.9015 +2025-06-03 16:23:01,227 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 1:37:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9595, loss: 2.9595 +2025-06-03 16:23:44,651 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 1:36:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9681, loss_cls: 3.0370, loss: 3.0370 +2025-06-03 16:24:27,953 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 1:35:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 3.0141, loss: 3.0141 +2025-06-03 16:25:11,233 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 1:34:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.0313, loss: 3.0313 +2025-06-03 16:25:54,518 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 1:34:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.0276, loss: 3.0276 +2025-06-03 16:26:37,850 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 1:33:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.0148, loss: 3.0148 +2025-06-03 16:27:21,243 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 1:32:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 2.9829, loss: 2.9829 +2025-06-03 16:28:04,535 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 1:32:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 2.9517, loss: 2.9517 +2025-06-03 16:28:47,934 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 1:31:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 2.9626, loss: 2.9626 +2025-06-03 16:29:31,436 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 1:30:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.9492, loss: 2.9492 +2025-06-03 16:30:14,891 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 1:29:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 2.9180, loss: 2.9180 +2025-06-03 16:30:38,522 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-03 16:39:13,062 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:39:13,137 - pyskl - INFO - +top1_acc 0.8570 +top5_acc 0.9863 +2025-06-03 16:39:13,140 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8570, top5_acc: 0.9863 +2025-06-03 16:40:16,674 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 1:28:44, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8415, loss: 2.8415 +2025-06-03 16:41:00,111 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 1:28:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 2.8383, loss: 2.8383 +2025-06-03 16:41:43,640 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 1:27:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8444, loss: 2.8444 +2025-06-03 16:42:27,180 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:26:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9738, loss_cls: 2.8453, loss: 2.8453 +2025-06-03 16:43:10,609 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:25:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.8254, loss: 2.8254 +2025-06-03 16:43:54,007 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:25:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 2.9526, loss: 2.9526 +2025-06-03 16:44:37,436 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:24:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.9056, loss: 2.9056 +2025-06-03 16:45:20,894 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:23:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.8862, loss: 2.8862 +2025-06-03 16:46:04,238 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:22:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.8930, loss: 2.8930 +2025-06-03 16:46:47,640 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:22:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 2.9647, loss: 2.9647 +2025-06-03 16:47:31,079 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:21:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 2.9680, loss: 2.9680 +2025-06-03 16:48:14,561 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:20:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.9933, loss: 2.9933 +2025-06-03 16:48:58,052 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:20:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 2.9838, loss: 2.9838 +2025-06-03 16:49:41,573 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:19:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 2.9054, loss: 2.9054 +2025-06-03 16:50:25,064 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:18:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 2.8578, loss: 2.8578 +2025-06-03 16:51:08,591 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:17:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.0509, loss: 3.0509 +2025-06-03 16:51:51,885 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:17:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9731, loss_cls: 2.8028, loss: 2.8028 +2025-06-03 16:52:35,186 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:16:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9725, loss_cls: 2.8996, loss: 2.8996 +2025-06-03 16:53:18,657 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:15:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 3.0111, loss: 3.0111 +2025-06-03 16:54:01,934 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:15:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.9210, loss: 2.9210 +2025-06-03 16:54:45,338 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:14:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.8788, loss: 2.8788 +2025-06-03 16:55:28,739 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:13:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 2.8813, loss: 2.8813 +2025-06-03 16:56:12,091 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:12:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0049, loss: 3.0049 +2025-06-03 16:56:35,576 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-03 16:58:01,583 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 16:58:01,659 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9867 +2025-06-03 16:58:01,710 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_40.pth was removed +2025-06-03 16:58:02,705 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2025-06-03 16:58:02,705 - pyskl - INFO - Best top1_acc is 0.8666 at 61 epoch. +2025-06-03 16:58:02,708 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8666, top5_acc: 0.9867 +2025-06-03 16:59:06,272 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:11:43, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 2.7602, loss: 2.7602 +2025-06-03 16:59:49,642 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:11:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8720, loss: 2.8720 +2025-06-03 17:00:33,014 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:10:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9519, loss: 2.9519 +2025-06-03 17:01:16,508 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 1:09:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.8193, loss: 2.8193 +2025-06-03 17:01:59,953 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 1:08:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.8260, loss: 2.8260 +2025-06-03 17:02:43,330 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 1:08:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.7769, loss: 2.7769 +2025-06-03 17:03:26,722 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 1:07:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.8776, loss: 2.8776 +2025-06-03 17:04:10,174 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 1:06:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 2.9369, loss: 2.9369 +2025-06-03 17:04:53,457 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 1:05:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 2.9656, loss: 2.9656 +2025-06-03 17:05:36,882 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 1:05:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 2.9688, loss: 2.9688 +2025-06-03 17:06:20,194 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 1:04:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 2.9654, loss: 2.9654 +2025-06-03 17:07:03,535 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 1:03:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.0429, loss: 3.0429 +2025-06-03 17:07:46,904 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 1:03:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.9645, loss: 2.9645 +2025-06-03 17:08:30,255 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 1:02:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.8810, loss: 2.8810 +2025-06-03 17:09:13,638 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 1:01:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9550, loss: 2.9550 +2025-06-03 17:09:57,020 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 1:00:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 2.8932, loss: 2.8932 +2025-06-03 17:10:40,292 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 1:00:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 3.0593, loss: 3.0593 +2025-06-03 17:11:23,607 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 0:59:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.8995, loss: 2.8995 +2025-06-03 17:12:06,962 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 0:58:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 2.9122, loss: 2.9122 +2025-06-03 17:12:50,263 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 0:58:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 2.8578, loss: 2.8578 +2025-06-03 17:13:33,605 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 0:57:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.8250, loss: 2.8250 +2025-06-03 17:14:16,909 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 0:56:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 2.8948, loss: 2.8948 +2025-06-03 17:15:00,217 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 0:55:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.0375, loss: 3.0375 +2025-06-03 17:15:23,755 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-03 17:16:49,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:16:50,037 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9852 +2025-06-03 17:16:50,040 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8517, top5_acc: 0.9852 +2025-06-03 17:17:53,933 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 0:54:41, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.8129, loss: 2.8129 +2025-06-03 17:18:37,407 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 0:53:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.8156, loss: 2.8156 +2025-06-03 17:19:20,934 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 0:53:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.8847, loss: 2.8847 +2025-06-03 17:20:04,389 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 0:52:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.7994, loss: 2.7994 +2025-06-03 17:20:47,742 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 0:51:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8285, loss: 2.8285 +2025-06-03 17:21:31,222 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 0:51:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.9970, loss: 2.9970 +2025-06-03 17:22:14,723 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 0:50:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.8476, loss: 2.8476 +2025-06-03 17:22:58,373 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 0:49:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 2.9413, loss: 2.9413 +2025-06-03 17:23:41,929 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 0:48:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.7837, loss: 2.7837 +2025-06-03 17:24:25,397 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 0:48:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 2.9505, loss: 2.9505 +2025-06-03 17:25:08,947 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 0:47:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 2.9774, loss: 2.9774 +2025-06-03 17:25:52,425 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 0:46:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 2.9491, loss: 2.9491 +2025-06-03 17:26:36,151 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 0:46:04, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 2.9706, loss: 2.9706 +2025-06-03 17:27:19,715 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 0:45:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.7871, loss: 2.7871 +2025-06-03 17:28:03,187 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 0:44:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.9563, loss: 2.9563 +2025-06-03 17:28:46,747 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 0:43:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 2.8994, loss: 2.8994 +2025-06-03 17:29:30,151 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 0:43:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 2.9284, loss: 2.9284 +2025-06-03 17:30:13,654 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 0:42:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 2.9669, loss: 2.9669 +2025-06-03 17:30:56,979 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 0:41:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 2.9527, loss: 2.9527 +2025-06-03 17:31:40,408 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 0:41:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.7418, loss: 2.7418 +2025-06-03 17:32:23,866 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 0:40:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.0104, loss: 3.0104 +2025-06-03 17:33:07,317 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 0:39:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9105, loss: 2.9105 +2025-06-03 17:33:50,691 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 0:38:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.8893, loss: 2.8893 +2025-06-03 17:34:14,310 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-03 17:35:40,836 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:35:40,910 - pyskl - INFO - +top1_acc 0.8626 +top5_acc 0.9868 +2025-06-03 17:35:40,913 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8626, top5_acc: 0.9868 +2025-06-03 17:36:44,998 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 0:37:43, time: 0.641, data_time: 0.204, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9279, loss: 2.9279 +2025-06-03 17:37:28,482 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 0:37:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.8202, loss: 2.8202 +2025-06-03 17:38:12,019 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 0:36:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.7460, loss: 2.7460 +2025-06-03 17:38:55,486 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 0:35:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9187, loss: 2.9187 +2025-06-03 17:39:38,997 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 0:34:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8241, loss: 2.8241 +2025-06-03 17:40:22,508 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 0:34:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.7928, loss: 2.7928 +2025-06-03 17:41:05,861 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 0:33:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8042, loss: 2.8042 +2025-06-03 17:41:49,225 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 0:32:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.8218, loss: 2.8218 +2025-06-03 17:42:32,651 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 0:31:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7467, loss: 2.7467 +2025-06-03 17:43:16,151 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 0:31:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8597, loss: 2.8597 +2025-06-03 17:43:59,581 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 0:30:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.7863, loss: 2.7863 +2025-06-03 17:44:42,987 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 0:29:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9625, loss: 2.9625 +2025-06-03 17:45:26,522 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 0:29:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 2.8773, loss: 2.8773 +2025-06-03 17:46:10,191 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:28:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 2.9558, loss: 2.9558 +2025-06-03 17:46:53,747 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:27:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 2.8182, loss: 2.8182 +2025-06-03 17:47:37,227 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:26:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 2.9930, loss: 2.9930 +2025-06-03 17:48:20,634 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:26:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9261, loss: 2.9261 +2025-06-03 17:49:04,044 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:25:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 2.9765, loss: 2.9765 +2025-06-03 17:49:47,391 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:24:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9632, loss: 2.9632 +2025-06-03 17:50:30,735 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:24:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8450, loss: 2.8450 +2025-06-03 17:51:14,164 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:23:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8037, loss: 2.8037 +2025-06-03 17:51:57,438 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:22:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.0283, loss: 3.0283 +2025-06-03 17:52:40,809 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:21:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.8743, loss: 2.8743 +2025-06-03 17:53:04,360 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-03 17:54:30,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 17:54:30,586 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9877 +2025-06-03 17:54:30,640 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_61.pth was removed +2025-06-03 17:54:31,641 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-06-03 17:54:31,642 - pyskl - INFO - Best top1_acc is 0.8788 at 64 epoch. +2025-06-03 17:54:31,644 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8788, top5_acc: 0.9877 +2025-06-03 17:55:35,456 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:20:43, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9775, loss_cls: 2.7434, loss: 2.7434 +2025-06-03 17:56:18,915 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:20:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6356, loss: 2.6356 +2025-06-03 17:57:02,271 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:19:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 2.8365, loss: 2.8365 +2025-06-03 17:57:45,646 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:18:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.9101, loss: 2.9101 +2025-06-03 17:58:29,070 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:17:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 2.9014, loss: 2.9014 +2025-06-03 17:59:12,447 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:17:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 2.7924, loss: 2.7924 +2025-06-03 17:59:55,792 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:16:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 2.8608, loss: 2.8608 +2025-06-03 18:00:39,324 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:15:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.8026, loss: 2.8026 +2025-06-03 18:01:22,906 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:14:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.8657, loss: 2.8657 +2025-06-03 18:02:06,309 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:14:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.9108, loss: 2.9108 +2025-06-03 18:02:49,659 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:13:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.8800, loss: 2.8800 +2025-06-03 18:03:32,987 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:12:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.8735, loss: 2.8735 +2025-06-03 18:04:16,274 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:12:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 2.9361, loss: 2.9361 +2025-06-03 18:04:59,597 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:11:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.8967, loss: 2.8967 +2025-06-03 18:05:42,923 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9719, loss_cls: 2.8664, loss: 2.8664 +2025-06-03 18:06:26,303 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:09:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9503, loss: 2.9503 +2025-06-03 18:07:09,686 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 1 day, 0:09:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.8361, loss: 2.8361 +2025-06-03 18:07:53,106 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 1 day, 0:08:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.8844, loss: 2.8844 +2025-06-03 18:08:36,526 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 1 day, 0:07:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9877, loss: 2.9877 +2025-06-03 18:09:19,867 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 1 day, 0:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9819, loss: 2.9819 +2025-06-03 18:10:03,129 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 1 day, 0:06:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 2.9547, loss: 2.9547 +2025-06-03 18:10:46,586 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 1 day, 0:05:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9766, loss: 2.9766 +2025-06-03 18:11:30,029 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 1 day, 0:04:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.1165, loss: 3.1165 +2025-06-03 18:11:53,743 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-03 18:21:04,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:21:04,461 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9829 +2025-06-03 18:21:04,464 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8538, top5_acc: 0.9829 +2025-06-03 18:22:08,533 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 1 day, 0:03:43, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.7488, loss: 2.7488 +2025-06-03 18:22:51,990 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 1 day, 0:02:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 2.8239, loss: 2.8239 +2025-06-03 18:23:35,577 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 1 day, 0:02:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.7807, loss: 2.7807 +2025-06-03 18:24:19,087 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 1 day, 0:01:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.8823, loss: 2.8823 +2025-06-03 18:25:02,627 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 1 day, 0:00:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8259, loss: 2.8259 +2025-06-03 18:25:46,135 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 1 day, 0:00:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6819, loss: 2.6819 +2025-06-03 18:26:29,662 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 23:59:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9762, loss_cls: 2.7283, loss: 2.7283 +2025-06-03 18:27:13,225 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 23:58:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.8770, loss: 2.8770 +2025-06-03 18:27:56,709 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 23:57:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.8485, loss: 2.8485 +2025-06-03 18:28:40,088 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 23:57:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 2.8455, loss: 2.8455 +2025-06-03 18:29:23,760 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 23:56:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.8959, loss: 2.8959 +2025-06-03 18:30:07,382 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 23:55:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 2.9189, loss: 2.9189 +2025-06-03 18:30:50,830 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 23:55:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9106, loss: 2.9106 +2025-06-03 18:31:34,346 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 23:54:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.9296, loss: 2.9296 +2025-06-03 18:32:17,713 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 23:53:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.8890, loss: 2.8890 +2025-06-03 18:33:01,084 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 23:52:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9700, loss_cls: 2.8569, loss: 2.8569 +2025-06-03 18:33:44,413 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 23:52:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.8459, loss: 2.8459 +2025-06-03 18:34:27,886 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 23:51:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 2.8550, loss: 2.8550 +2025-06-03 18:35:11,255 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 23:50:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7507, loss: 2.7507 +2025-06-03 18:35:54,694 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 23:50:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 2.9403, loss: 2.9403 +2025-06-03 18:36:38,114 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 23:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 2.8689, loss: 2.8689 +2025-06-03 18:37:21,524 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 23:48:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8068, loss: 2.8068 +2025-06-03 18:38:04,944 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 23:47:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 2.9794, loss: 2.9794 +2025-06-03 18:38:28,482 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-03 18:39:54,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:39:54,619 - pyskl - INFO - +top1_acc 0.8720 +top5_acc 0.9865 +2025-06-03 18:39:54,623 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8720, top5_acc: 0.9865 +2025-06-03 18:40:58,127 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 23:46:43, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7203, loss: 2.7203 +2025-06-03 18:41:41,470 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 23:46:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.8414, loss: 2.8414 +2025-06-03 18:42:24,863 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 23:45:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.7786, loss: 2.7786 +2025-06-03 18:43:08,369 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 23:44:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8492, loss: 2.8492 +2025-06-03 18:43:51,666 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 23:43:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 2.8443, loss: 2.8443 +2025-06-03 18:44:35,154 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 23:43:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7304, loss: 2.7304 +2025-06-03 18:45:18,493 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 23:42:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.7909, loss: 2.7909 +2025-06-03 18:46:01,808 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 23:41:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.8788, loss: 2.8788 +2025-06-03 18:46:45,119 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 23:40:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.8021, loss: 2.8021 +2025-06-03 18:47:28,716 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 23:40:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.8388, loss: 2.8388 +2025-06-03 18:48:12,181 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 23:39:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8450, loss: 2.8450 +2025-06-03 18:48:55,731 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 23:38:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 2.8562, loss: 2.8562 +2025-06-03 18:49:39,029 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 23:38:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9719, loss_cls: 2.9442, loss: 2.9442 +2025-06-03 18:50:22,350 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 23:37:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.7852, loss: 2.7852 +2025-06-03 18:51:05,750 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 23:36:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.8366, loss: 2.8366 +2025-06-03 18:51:49,104 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 23:35:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.8675, loss: 2.8675 +2025-06-03 18:52:32,425 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 23:35:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.7883, loss: 2.7883 +2025-06-03 18:53:15,705 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 23:34:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9688, loss_cls: 2.8417, loss: 2.8417 +2025-06-03 18:53:59,030 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 23:33:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9856, loss_cls: 2.8057, loss: 2.8057 +2025-06-03 18:54:42,314 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 23:33:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.8844, loss: 2.8844 +2025-06-03 18:55:25,729 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 23:32:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.8543, loss: 2.8543 +2025-06-03 18:56:09,079 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 23:31:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8291, loss: 2.8291 +2025-06-03 18:56:52,443 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 23:30:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 2.8990, loss: 2.8990 +2025-06-03 18:57:16,040 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-03 18:58:42,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 18:58:42,364 - pyskl - INFO - +top1_acc 0.8611 +top5_acc 0.9863 +2025-06-03 18:58:42,367 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8611, top5_acc: 0.9863 +2025-06-03 18:59:45,964 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 23:29:42, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7685, loss: 2.7685 +2025-06-03 19:00:29,352 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:28:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.8115, loss: 2.8115 +2025-06-03 19:01:12,815 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:28:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.7338, loss: 2.7338 +2025-06-03 19:01:56,182 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:27:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.8046, loss: 2.8046 +2025-06-03 19:02:39,401 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:26:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.7387, loss: 2.7387 +2025-06-03 19:03:22,844 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:26:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.7361, loss: 2.7361 +2025-06-03 19:04:06,257 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:25:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.9175, loss: 2.9175 +2025-06-03 19:04:49,499 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:24:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.7742, loss: 2.7742 +2025-06-03 19:05:32,805 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:23:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 2.7838, loss: 2.7838 +2025-06-03 19:06:16,166 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:23:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7883, loss: 2.7883 +2025-06-03 19:06:59,551 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:22:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.8206, loss: 2.8206 +2025-06-03 19:07:43,052 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:21:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.8059, loss: 2.8059 +2025-06-03 19:08:26,570 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:21:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.7822, loss: 2.7822 +2025-06-03 19:09:09,931 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:20:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8205, loss: 2.8205 +2025-06-03 19:09:53,397 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:19:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.8758, loss: 2.8758 +2025-06-03 19:10:36,458 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.8126, loss: 2.8126 +2025-06-03 19:11:19,776 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:18:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 2.8914, loss: 2.8914 +2025-06-03 19:12:03,145 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:17:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 2.8897, loss: 2.8897 +2025-06-03 19:12:46,006 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:16:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.8641, loss: 2.8641 +2025-06-03 19:13:29,293 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:15:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 2.9061, loss: 2.9061 +2025-06-03 19:14:12,387 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:15:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 2.8963, loss: 2.8963 +2025-06-03 19:14:55,672 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:14:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.8696, loss: 2.8696 +2025-06-03 19:15:38,828 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:13:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7690, loss: 2.7690 +2025-06-03 19:16:02,359 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-03 19:17:28,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:17:28,859 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9884 +2025-06-03 19:17:28,862 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8686, top5_acc: 0.9884 +2025-06-03 19:18:32,650 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:12:38, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.7628, loss: 2.7628 +2025-06-03 19:19:16,083 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:11:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.7625, loss: 2.7625 +2025-06-03 19:19:59,650 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:11:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6473, loss: 2.6473 +2025-06-03 19:20:43,277 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:10:29, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.6624, loss: 2.6624 +2025-06-03 19:21:26,870 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:09:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 2.8766, loss: 2.8766 +2025-06-03 19:22:10,362 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 23:09:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.8156, loss: 2.8156 +2025-06-03 19:22:53,838 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 23:08:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8414, loss: 2.8414 +2025-06-03 19:23:37,344 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 23:07:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8617, loss: 2.8617 +2025-06-03 19:24:20,851 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 23:06:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.8101, loss: 2.8101 +2025-06-03 19:25:04,531 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 23:06:11, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 2.7501, loss: 2.7501 +2025-06-03 19:25:48,338 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 23:05:28, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.8160, loss: 2.8160 +2025-06-03 19:26:32,210 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 23:04:45, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.8177, loss: 2.8177 +2025-06-03 19:27:15,675 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 23:04:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.7604, loss: 2.7604 +2025-06-03 19:27:59,175 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 23:03:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 2.8249, loss: 2.8249 +2025-06-03 19:28:42,658 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 23:02:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 2.8315, loss: 2.8315 +2025-06-03 19:29:26,119 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 23:01:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 2.8910, loss: 2.8910 +2025-06-03 19:30:09,530 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 23:01:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 2.9158, loss: 2.9158 +2025-06-03 19:30:52,980 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 23:00:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.7720, loss: 2.7720 +2025-06-03 19:31:36,372 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 22:59:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.7699, loss: 2.7699 +2025-06-03 19:32:19,737 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 22:59:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.9943, loss: 2.9943 +2025-06-03 19:33:03,186 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 22:58:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.7917, loss: 2.7917 +2025-06-03 19:33:46,533 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 22:57:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.8137, loss: 2.8137 +2025-06-03 19:34:29,930 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 22:56:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.8596, loss: 2.8596 +2025-06-03 19:34:53,527 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-03 19:36:20,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 19:36:20,325 - pyskl - INFO - +top1_acc 0.8691 +top5_acc 0.9867 +2025-06-03 19:36:20,328 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8691, top5_acc: 0.9867 +2025-06-03 19:37:24,254 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 22:55:41, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7809, loss: 2.7809 +2025-06-03 19:38:07,461 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 22:54:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.6261, loss: 2.6261 +2025-06-03 19:38:50,610 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 22:54:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.8601, loss: 2.8601 +2025-06-03 19:39:33,852 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 22:53:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7571, loss: 2.7571 +2025-06-03 19:40:17,137 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 22:52:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.7441, loss: 2.7441 +2025-06-03 19:41:00,380 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 22:52:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.7733, loss: 2.7733 +2025-06-03 19:41:43,918 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 22:51:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 2.9035, loss: 2.9035 +2025-06-03 19:42:27,522 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 22:50:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 2.8622, loss: 2.8622 +2025-06-03 19:43:10,910 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 22:49:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 2.9170, loss: 2.9170 +2025-06-03 19:43:54,291 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 22:49:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.8359, loss: 2.8359 +2025-06-03 19:44:37,619 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 22:48:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.6735, loss: 2.6735 +2025-06-03 19:45:20,932 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 22:47:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.8026, loss: 2.8026 +2025-06-03 19:46:04,230 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 22:47:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8384, loss: 2.8384 +2025-06-03 19:46:47,490 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 22:46:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.7546, loss: 2.7546 +2025-06-03 19:47:30,753 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 22:45:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 2.8276, loss: 2.8276 +2025-06-03 19:48:14,027 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 22:44:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.6319, loss: 2.6319 +2025-06-03 19:48:57,327 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 22:44:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7606, loss: 2.7606 +2025-06-03 19:49:40,690 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 22:43:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.6952, loss: 2.6952 +2025-06-03 19:50:23,973 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 22:42:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 2.7330, loss: 2.7330 +2025-06-03 19:51:07,298 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 22:41:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.8295, loss: 2.8295 +2025-06-03 19:51:50,666 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 22:41:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.7928, loss: 2.7928 +2025-06-03 19:52:34,118 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 22:40:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9706, loss_cls: 2.7906, loss: 2.7906 +2025-06-03 19:53:17,696 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 22:39:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8289, loss: 2.8289 +2025-06-03 19:53:41,230 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-03 20:02:23,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:02:23,601 - pyskl - INFO - +top1_acc 0.8676 +top5_acc 0.9804 +2025-06-03 20:02:23,604 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8676, top5_acc: 0.9804 +2025-06-03 20:03:27,623 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 22:38:39, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9775, loss_cls: 2.6320, loss: 2.6320 +2025-06-03 20:04:11,040 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 22:37:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.7854, loss: 2.7854 +2025-06-03 20:04:54,354 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 22:37:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9750, loss_cls: 2.7122, loss: 2.7122 +2025-06-03 20:05:37,680 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 22:36:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.7431, loss: 2.7431 +2025-06-03 20:06:20,949 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 22:35:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7867, loss: 2.7867 +2025-06-03 20:07:04,233 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 22:35:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.6209, loss: 2.6209 +2025-06-03 20:07:47,690 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 22:34:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7436, loss: 2.7436 +2025-06-03 20:08:31,139 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 22:33:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.6420, loss: 2.6420 +2025-06-03 20:09:14,515 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 22:32:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.7191, loss: 2.7191 +2025-06-03 20:09:57,850 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 22:32:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.9054, loss: 2.9054 +2025-06-03 20:10:41,175 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 22:31:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8176, loss: 2.8176 +2025-06-03 20:11:24,680 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 22:30:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.7621, loss: 2.7621 +2025-06-03 20:12:08,210 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 22:30:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 2.7535, loss: 2.7535 +2025-06-03 20:12:51,599 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 22:29:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.6637, loss: 2.6637 +2025-06-03 20:13:34,854 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 22:28:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.9329, loss: 2.9329 +2025-06-03 20:14:18,129 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:27:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.7935, loss: 2.7935 +2025-06-03 20:15:01,376 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:27:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.8761, loss: 2.8761 +2025-06-03 20:15:44,645 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:26:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8685, loss: 2.8685 +2025-06-03 20:16:27,886 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:25:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.8215, loss: 2.8215 +2025-06-03 20:17:11,127 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:24:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 2.8773, loss: 2.8773 +2025-06-03 20:17:54,378 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:24:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.6794, loss: 2.6794 +2025-06-03 20:18:37,684 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:23:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 2.8512, loss: 2.8512 +2025-06-03 20:19:20,937 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:22:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.8579, loss: 2.8579 +2025-06-03 20:19:44,396 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-03 20:21:10,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:21:10,655 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9884 +2025-06-03 20:21:10,716 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_64.pth was removed +2025-06-03 20:21:11,723 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2025-06-03 20:21:11,724 - pyskl - INFO - Best top1_acc is 0.8794 at 71 epoch. +2025-06-03 20:21:11,726 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8794, top5_acc: 0.9884 +2025-06-03 20:22:15,250 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:21:36, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9888, loss_cls: 2.6799, loss: 2.6799 +2025-06-03 20:22:58,675 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:20:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.7178, loss: 2.7178 +2025-06-03 20:23:42,195 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:20:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.7014, loss: 2.7014 +2025-06-03 20:24:25,685 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:19:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6311, loss: 2.6311 +2025-06-03 20:25:09,144 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:18:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7125, loss: 2.7125 +2025-06-03 20:25:52,618 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:18:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 2.8225, loss: 2.8225 +2025-06-03 20:26:36,130 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:17:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7537, loss: 2.7537 +2025-06-03 20:27:19,612 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:16:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.7868, loss: 2.7868 +2025-06-03 20:28:02,990 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:15:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7255, loss: 2.7255 +2025-06-03 20:28:46,386 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:15:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7138, loss: 2.7138 +2025-06-03 20:29:29,890 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:14:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.7605, loss: 2.7605 +2025-06-03 20:30:13,558 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:13:42, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7155, loss: 2.7155 +2025-06-03 20:30:57,197 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:12:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 2.8235, loss: 2.8235 +2025-06-03 20:31:40,700 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:12:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6340, loss: 2.6340 +2025-06-03 20:32:24,159 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:11:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 2.8514, loss: 2.8514 +2025-06-03 20:33:07,539 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:10:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.8775, loss: 2.8775 +2025-06-03 20:33:51,014 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:10:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7925, loss: 2.7925 +2025-06-03 20:34:34,431 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:09:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 2.8523, loss: 2.8523 +2025-06-03 20:35:17,843 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 22:08:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 2.7586, loss: 2.7586 +2025-06-03 20:36:01,260 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 22:07:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.8587, loss: 2.8587 +2025-06-03 20:36:44,580 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 22:07:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.7432, loss: 2.7432 +2025-06-03 20:37:27,917 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 22:06:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 2.7157, loss: 2.7157 +2025-06-03 20:38:11,283 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 22:05:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8176, loss: 2.8176 +2025-06-03 20:38:34,814 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-03 20:40:01,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:40:01,452 - pyskl - INFO - +top1_acc 0.8669 +top5_acc 0.9868 +2025-06-03 20:40:01,455 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8669, top5_acc: 0.9868 +2025-06-03 20:41:04,979 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 22:04:37, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.6577, loss: 2.6577 +2025-06-03 20:41:48,411 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 22:03:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6643, loss: 2.6643 +2025-06-03 20:42:31,967 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 22:03:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.6885, loss: 2.6885 +2025-06-03 20:43:15,431 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 22:02:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.6544, loss: 2.6544 +2025-06-03 20:43:58,832 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 22:01:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.7551, loss: 2.7551 +2025-06-03 20:44:42,415 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 22:01:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8046, loss: 2.8046 +2025-06-03 20:45:25,909 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 22:00:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7580, loss: 2.7580 +2025-06-03 20:46:09,410 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 21:59:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7596, loss: 2.7596 +2025-06-03 20:46:52,806 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 21:58:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6686, loss: 2.6686 +2025-06-03 20:47:36,261 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 21:58:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.7299, loss: 2.7299 +2025-06-03 20:48:19,702 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 21:57:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9731, loss_cls: 2.8189, loss: 2.8189 +2025-06-03 20:49:03,001 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 21:56:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.7851, loss: 2.7851 +2025-06-03 20:49:46,463 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 21:55:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.7185, loss: 2.7185 +2025-06-03 20:50:29,910 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 21:55:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.8062, loss: 2.8062 +2025-06-03 20:51:13,306 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 21:54:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.8139, loss: 2.8139 +2025-06-03 20:51:56,687 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 21:53:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 2.6548, loss: 2.6548 +2025-06-03 20:52:40,211 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 21:53:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.7201, loss: 2.7201 +2025-06-03 20:53:23,682 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 21:52:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 2.8385, loss: 2.8385 +2025-06-03 20:54:07,198 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 21:51:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7647, loss: 2.7647 +2025-06-03 20:54:50,672 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 21:50:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9688, loss_cls: 2.8972, loss: 2.8972 +2025-06-03 20:55:34,142 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 21:50:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.8035, loss: 2.8035 +2025-06-03 20:56:17,547 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 21:49:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7186, loss: 2.7186 +2025-06-03 20:57:00,941 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 21:48:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 2.8030, loss: 2.8030 +2025-06-03 20:57:24,535 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-03 20:58:50,799 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 20:58:50,875 - pyskl - INFO - +top1_acc 0.8718 +top5_acc 0.9872 +2025-06-03 20:58:50,878 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8718, top5_acc: 0.9872 +2025-06-03 20:59:54,926 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 21:47:38, time: 0.640, data_time: 0.206, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.6374, loss: 2.6374 +2025-06-03 21:00:38,386 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:46:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6417, loss: 2.6417 +2025-06-03 21:01:21,803 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:46:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6556, loss: 2.6556 +2025-06-03 21:02:05,297 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:45:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 2.7964, loss: 2.7964 +2025-06-03 21:02:48,790 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:44:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6949, loss: 2.6949 +2025-06-03 21:03:32,266 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:44:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.7107, loss: 2.7107 +2025-06-03 21:04:15,727 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:43:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.7170, loss: 2.7170 +2025-06-03 21:04:59,239 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:42:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 2.7193, loss: 2.7193 +2025-06-03 21:05:42,671 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:41:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.7265, loss: 2.7265 +2025-06-03 21:06:26,138 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:41:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.6784, loss: 2.6784 +2025-06-03 21:07:09,665 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:40:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7176, loss: 2.7176 +2025-06-03 21:07:53,179 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:39:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.7709, loss: 2.7709 +2025-06-03 21:08:36,717 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:39:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9322, loss: 2.9322 +2025-06-03 21:09:20,138 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:38:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8008, loss: 2.8008 +2025-06-03 21:10:03,479 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:37:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7803, loss: 2.7803 +2025-06-03 21:10:46,894 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:36:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.6568, loss: 2.6568 +2025-06-03 21:11:30,303 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:36:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.7979, loss: 2.7979 +2025-06-03 21:12:13,714 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:35:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.7252, loss: 2.7252 +2025-06-03 21:12:57,071 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:34:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.7773, loss: 2.7773 +2025-06-03 21:13:40,494 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:33:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 2.8140, loss: 2.8140 +2025-06-03 21:14:23,953 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:33:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.7182, loss: 2.7182 +2025-06-03 21:15:07,365 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:32:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.7474, loss: 2.7474 +2025-06-03 21:15:50,834 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:31:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 2.8177, loss: 2.8177 +2025-06-03 21:16:14,438 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-03 21:17:40,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:17:40,864 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9872 +2025-06-03 21:17:40,867 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8732, top5_acc: 0.9872 +2025-06-03 21:18:44,447 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:30:38, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.6027, loss: 2.6027 +2025-06-03 21:19:27,884 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:29:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6369, loss: 2.6369 +2025-06-03 21:20:11,349 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:29:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.6437, loss: 2.6437 +2025-06-03 21:20:54,805 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:28:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6545, loss: 2.6545 +2025-06-03 21:21:38,242 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:27:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.6917, loss: 2.6917 +2025-06-03 21:22:21,738 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:27:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.6980, loss: 2.6980 +2025-06-03 21:23:05,154 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:26:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.6721, loss: 2.6721 +2025-06-03 21:23:48,719 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:25:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.7096, loss: 2.7096 +2025-06-03 21:24:32,138 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:24:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6889, loss: 2.6889 +2025-06-03 21:25:15,654 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:24:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 2.7355, loss: 2.7355 +2025-06-03 21:25:59,125 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:23:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 2.7781, loss: 2.7781 +2025-06-03 21:26:42,525 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:22:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.7380, loss: 2.7380 +2025-06-03 21:27:25,800 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7138, loss: 2.7138 +2025-06-03 21:28:09,147 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:21:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5811, loss: 2.5811 +2025-06-03 21:28:52,461 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:20:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.7881, loss: 2.7881 +2025-06-03 21:29:35,862 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:19:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.7811, loss: 2.7811 +2025-06-03 21:30:19,218 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:19:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.7339, loss: 2.7339 +2025-06-03 21:31:02,713 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:18:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.8251, loss: 2.8251 +2025-06-03 21:31:45,869 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:17:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.8137, loss: 2.8137 +2025-06-03 21:32:28,945 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:16:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 2.7250, loss: 2.7250 +2025-06-03 21:33:12,378 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:16:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.8180, loss: 2.8180 +2025-06-03 21:33:56,078 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:15:30, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.6595, loss: 2.6595 +2025-06-03 21:34:39,682 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:14:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.7223, loss: 2.7223 +2025-06-03 21:35:03,342 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-03 21:43:59,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 21:43:59,676 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9810 +2025-06-03 21:43:59,680 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8361, top5_acc: 0.9810 +2025-06-03 21:45:03,698 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:13:39, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7334, loss: 2.7334 +2025-06-03 21:45:47,119 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:12:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9781, loss_cls: 2.7387, loss: 2.7387 +2025-06-03 21:46:30,545 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:12:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 2.5781, loss: 2.5781 +2025-06-03 21:47:13,966 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:11:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.6271, loss: 2.6271 +2025-06-03 21:47:57,487 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:10:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6844, loss: 2.6844 +2025-06-03 21:48:40,926 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:10:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.6818, loss: 2.6818 +2025-06-03 21:49:24,382 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:09:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.7183, loss: 2.7183 +2025-06-03 21:50:07,810 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:08:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.7241, loss: 2.7241 +2025-06-03 21:50:51,220 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 21:07:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.6818, loss: 2.6818 +2025-06-03 21:51:34,610 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 21:07:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.8489, loss: 2.8489 +2025-06-03 21:52:18,001 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 21:06:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6542, loss: 2.6542 +2025-06-03 21:53:01,510 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 21:05:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.7738, loss: 2.7738 +2025-06-03 21:53:44,855 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 21:05:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7467, loss: 2.7467 +2025-06-03 21:54:28,369 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 21:04:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6873, loss: 2.6873 +2025-06-03 21:55:11,819 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 21:03:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.6774, loss: 2.6774 +2025-06-03 21:55:55,158 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 21:02:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.7021, loss: 2.7021 +2025-06-03 21:56:38,492 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 21:02:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6518, loss: 2.6518 +2025-06-03 21:57:21,923 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 21:01:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7217, loss: 2.7217 +2025-06-03 21:58:05,424 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 21:00:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 2.7751, loss: 2.7751 +2025-06-03 21:58:48,854 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:59:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.8009, loss: 2.8009 +2025-06-03 21:59:32,258 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:59:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.7363, loss: 2.7363 +2025-06-03 22:00:15,767 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:58:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.7718, loss: 2.7718 +2025-06-03 22:00:59,303 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:57:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6912, loss: 2.6912 +2025-06-03 22:01:22,935 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-03 22:02:49,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:02:49,532 - pyskl - INFO - +top1_acc 0.8778 +top5_acc 0.9880 +2025-06-03 22:02:49,535 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8778, top5_acc: 0.9880 +2025-06-03 22:03:53,107 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:56:39, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.6526, loss: 2.6526 +2025-06-03 22:04:36,463 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:55:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.6874, loss: 2.6874 +2025-06-03 22:05:19,856 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:55:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.5688, loss: 2.5688 +2025-06-03 22:06:03,312 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:54:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5380, loss: 2.5380 +2025-06-03 22:06:46,829 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:53:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.7672, loss: 2.7672 +2025-06-03 22:07:30,291 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:53:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 2.5972, loss: 2.5972 +2025-06-03 22:08:13,799 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:52:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.6935, loss: 2.6935 +2025-06-03 22:08:57,296 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:51:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7603, loss: 2.7603 +2025-06-03 22:09:40,683 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:50:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6737, loss: 2.6737 +2025-06-03 22:10:24,241 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:50:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6859, loss: 2.6859 +2025-06-03 22:11:07,771 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:49:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.7067, loss: 2.7067 +2025-06-03 22:11:51,343 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:48:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.7260, loss: 2.7260 +2025-06-03 22:12:34,835 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:48:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.7027, loss: 2.7027 +2025-06-03 22:13:18,559 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:47:18, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.6421, loss: 2.6421 +2025-06-03 22:14:02,092 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:46:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.7285, loss: 2.7285 +2025-06-03 22:14:45,516 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:45:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.6415, loss: 2.6415 +2025-06-03 22:15:28,935 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:45:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.8075, loss: 2.8075 +2025-06-03 22:16:12,365 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:44:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.6375, loss: 2.6375 +2025-06-03 22:16:55,763 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:43:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.5184, loss: 2.5184 +2025-06-03 22:17:39,151 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:42:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.6972, loss: 2.6972 +2025-06-03 22:18:22,579 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:42:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.6548, loss: 2.6548 +2025-06-03 22:19:06,020 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:41:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.6550, loss: 2.6550 +2025-06-03 22:19:49,385 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:40:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 2.6982, loss: 2.6982 +2025-06-03 22:20:12,962 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-03 22:21:39,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:21:39,350 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9901 +2025-06-03 22:21:39,353 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8733, top5_acc: 0.9901 +2025-06-03 22:22:42,775 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:39:39, time: 0.634, data_time: 0.202, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.6017, loss: 2.6017 +2025-06-03 22:23:26,146 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:38:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.5178, loss: 2.5178 +2025-06-03 22:24:09,526 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:38:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6958, loss: 2.6958 +2025-06-03 22:24:52,903 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:37:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5362, loss: 2.5362 +2025-06-03 22:25:36,426 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:36:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 2.6922, loss: 2.6922 +2025-06-03 22:26:19,846 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:36:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7867, loss: 2.7867 +2025-06-03 22:27:03,339 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:35:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.6438, loss: 2.6438 +2025-06-03 22:27:46,758 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:34:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.6874, loss: 2.6874 +2025-06-03 22:28:30,202 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:33:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7519, loss: 2.7519 +2025-06-03 22:29:13,899 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:33:11, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.7616, loss: 2.7616 +2025-06-03 22:29:57,555 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:32:28, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 2.6742, loss: 2.6742 +2025-06-03 22:30:41,146 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:31:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.5591, loss: 2.5591 +2025-06-03 22:31:24,539 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:31:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7581, loss: 2.7581 +2025-06-03 22:32:08,022 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:30:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 2.7077, loss: 2.7077 +2025-06-03 22:32:51,511 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:29:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.7512, loss: 2.7512 +2025-06-03 22:33:34,971 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:28:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.5754, loss: 2.5754 +2025-06-03 22:34:18,446 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:28:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7103, loss: 2.7103 +2025-06-03 22:35:01,878 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:27:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.6420, loss: 2.6420 +2025-06-03 22:35:45,198 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:26:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.7770, loss: 2.7770 +2025-06-03 22:36:28,631 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:25:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.7295, loss: 2.7295 +2025-06-03 22:37:11,959 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:25:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6784, loss: 2.6784 +2025-06-03 22:37:55,403 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:24:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.6532, loss: 2.6532 +2025-06-03 22:38:38,890 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:23:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5853, loss: 2.5853 +2025-06-03 22:39:02,408 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-03 22:40:28,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:40:28,286 - pyskl - INFO - +top1_acc 0.8626 +top5_acc 0.9857 +2025-06-03 22:40:28,289 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8626, top5_acc: 0.9857 +2025-06-03 22:41:32,297 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:22:41, time: 0.640, data_time: 0.202, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.6353, loss: 2.6353 +2025-06-03 22:42:15,888 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:21:57, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 2.6644, loss: 2.6644 +2025-06-03 22:42:59,383 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:21:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.6290, loss: 2.6290 +2025-06-03 22:43:42,828 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:20:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4878, loss: 2.4878 +2025-06-03 22:44:26,181 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:19:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.5962, loss: 2.5962 +2025-06-03 22:45:09,527 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:19:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6101, loss: 2.6101 +2025-06-03 22:45:52,863 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:18:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.6861, loss: 2.6861 +2025-06-03 22:46:36,215 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:17:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.7307, loss: 2.7307 +2025-06-03 22:47:19,570 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:16:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6152, loss: 2.6152 +2025-06-03 22:48:02,942 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:16:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7783, loss: 2.7783 +2025-06-03 22:48:46,354 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:15:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.6758, loss: 2.6758 +2025-06-03 22:49:29,624 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:14:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.6935, loss: 2.6935 +2025-06-03 22:50:13,074 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:14:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.7360, loss: 2.7360 +2025-06-03 22:50:56,658 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:13:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7670, loss: 2.7670 +2025-06-03 22:51:40,216 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:12:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.6763, loss: 2.6763 +2025-06-03 22:52:23,650 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:11:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6199, loss: 2.6199 +2025-06-03 22:53:07,017 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:11:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.6540, loss: 2.6540 +2025-06-03 22:53:50,482 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:10:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.7144, loss: 2.7144 +2025-06-03 22:54:33,901 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:09:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6273, loss: 2.6273 +2025-06-03 22:55:17,278 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:08:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.6095, loss: 2.6095 +2025-06-03 22:56:00,795 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:08:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.6136, loss: 2.6136 +2025-06-03 22:56:44,151 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 20:07:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.7285, loss: 2.7285 +2025-06-03 22:57:27,462 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 20:06:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.5790, loss: 2.5790 +2025-06-03 22:57:51,072 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-03 22:59:17,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 22:59:17,788 - pyskl - INFO - +top1_acc 0.8645 +top5_acc 0.9834 +2025-06-03 22:59:17,791 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8645, top5_acc: 0.9834 +2025-06-03 23:00:21,493 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 20:05:40, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.6129, loss: 2.6129 +2025-06-03 23:01:04,869 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 20:04:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.5295, loss: 2.5295 +2025-06-03 23:01:48,178 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 20:04:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.5918, loss: 2.5918 +2025-06-03 23:02:31,622 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 20:03:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.5687, loss: 2.5687 +2025-06-03 23:03:15,008 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 20:02:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.5922, loss: 2.5922 +2025-06-03 23:03:58,400 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 20:02:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5921, loss: 2.5921 +2025-06-03 23:04:41,814 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 20:01:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6553, loss: 2.6553 +2025-06-03 23:05:25,168 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 20:00:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5687, loss: 2.5687 +2025-06-03 23:06:08,600 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:59:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.5624, loss: 2.5624 +2025-06-03 23:06:51,923 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:59:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5747, loss: 2.5747 +2025-06-03 23:07:35,390 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:58:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.6539, loss: 2.6539 +2025-06-03 23:08:18,734 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:57:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.5812, loss: 2.5812 +2025-06-03 23:09:02,107 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:57:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7109, loss: 2.7109 +2025-06-03 23:09:45,523 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:56:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.6615, loss: 2.6615 +2025-06-03 23:10:28,962 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:55:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.8138, loss: 2.8138 +2025-06-03 23:11:12,456 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:54:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.5374, loss: 2.5374 +2025-06-03 23:11:56,197 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:54:08, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.6580, loss: 2.6580 +2025-06-03 23:12:39,803 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:53:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.6723, loss: 2.6723 +2025-06-03 23:13:23,158 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:52:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7300, loss: 2.7300 +2025-06-03 23:14:06,503 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:51:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6560, loss: 2.6560 +2025-06-03 23:14:49,908 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:51:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 2.6966, loss: 2.6966 +2025-06-03 23:15:33,366 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:50:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.6125, loss: 2.6125 +2025-06-03 23:16:16,951 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:49:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6817, loss: 2.6817 +2025-06-03 23:16:40,678 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-03 23:25:53,230 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:25:53,306 - pyskl - INFO - +top1_acc 0.8827 +top5_acc 0.9872 +2025-06-03 23:25:53,360 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_71.pth was removed +2025-06-03 23:25:54,395 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2025-06-03 23:25:54,396 - pyskl - INFO - Best top1_acc is 0.8827 at 80 epoch. +2025-06-03 23:25:54,399 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8827, top5_acc: 0.9872 +2025-06-03 23:26:58,374 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:48:41, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5351, loss: 2.5351 +2025-06-03 23:27:41,919 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:47:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 2.5529, loss: 2.5529 +2025-06-03 23:28:25,399 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:47:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.5195, loss: 2.5195 +2025-06-03 23:29:08,835 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:46:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5894, loss: 2.5894 +2025-06-03 23:29:52,249 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:45:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.5933, loss: 2.5933 +2025-06-03 23:30:35,685 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:45:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6785, loss: 2.6785 +2025-06-03 23:31:19,019 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:44:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.6082, loss: 2.6082 +2025-06-03 23:32:02,307 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:43:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.6323, loss: 2.6323 +2025-06-03 23:32:45,628 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6687, loss: 2.6687 +2025-06-03 23:33:29,034 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:42:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6660, loss: 2.6660 +2025-06-03 23:34:12,509 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:41:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.6662, loss: 2.6662 +2025-06-03 23:34:56,015 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:40:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 2.7133, loss: 2.7133 +2025-06-03 23:35:39,354 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:40:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6389, loss: 2.6389 +2025-06-03 23:36:22,760 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:39:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.5886, loss: 2.5886 +2025-06-03 23:37:06,135 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:38:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9756, loss_cls: 2.6448, loss: 2.6448 +2025-06-03 23:37:49,480 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:37:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 2.6843, loss: 2.6843 +2025-06-03 23:38:32,769 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:37:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.6297, loss: 2.6297 +2025-06-03 23:39:16,173 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:36:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.5910, loss: 2.5910 +2025-06-03 23:39:59,480 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:35:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6198, loss: 2.6198 +2025-06-03 23:40:42,801 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:34:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.6171, loss: 2.6171 +2025-06-03 23:41:26,134 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:34:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 2.6965, loss: 2.6965 +2025-06-03 23:42:09,492 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:33:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 2.6317, loss: 2.6317 +2025-06-03 23:42:52,852 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:32:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.7262, loss: 2.7262 +2025-06-03 23:43:16,432 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-03 23:44:42,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-03 23:44:42,731 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9863 +2025-06-03 23:44:42,734 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8753, top5_acc: 0.9863 +2025-06-03 23:45:46,262 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:31:40, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.4233, loss: 2.4233 +2025-06-03 23:46:29,531 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:30:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4498, loss: 2.4498 +2025-06-03 23:47:12,899 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:30:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.4783, loss: 2.4783 +2025-06-03 23:47:56,603 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:29:30, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5180, loss: 2.5180 +2025-06-03 23:48:40,292 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:28:47, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5342, loss: 2.5342 +2025-06-03 23:49:23,871 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:28:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.6056, loss: 2.6056 +2025-06-03 23:50:07,210 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:27:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.6264, loss: 2.6264 +2025-06-03 23:50:50,587 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:26:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.5727, loss: 2.5727 +2025-06-03 23:51:34,038 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:25:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.6923, loss: 2.6923 +2025-06-03 23:52:17,494 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:25:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.6821, loss: 2.6821 +2025-06-03 23:53:00,909 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:24:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6060, loss: 2.6060 +2025-06-03 23:53:44,417 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:23:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.5816, loss: 2.5816 +2025-06-03 23:54:27,893 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:23:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9762, loss_cls: 2.6466, loss: 2.6466 +2025-06-03 23:55:11,351 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:22:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5390, loss: 2.5390 +2025-06-03 23:55:54,728 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:21:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.6425, loss: 2.6425 +2025-06-03 23:56:38,105 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:20:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9769, loss_cls: 2.5879, loss: 2.5879 +2025-06-03 23:57:21,530 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:20:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.6045, loss: 2.6045 +2025-06-03 23:58:04,867 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:19:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6488, loss: 2.6488 +2025-06-03 23:58:48,240 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:18:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9775, loss_cls: 2.6271, loss: 2.6271 +2025-06-03 23:59:31,682 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:17:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.5796, loss: 2.5796 +2025-06-04 00:00:15,053 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:17:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.6323, loss: 2.6323 +2025-06-04 00:00:58,323 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:16:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.7684, loss: 2.7684 +2025-06-04 00:01:41,747 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:15:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.6579, loss: 2.6579 +2025-06-04 00:02:05,215 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-04 00:03:31,765 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:03:31,840 - pyskl - INFO - +top1_acc 0.8807 +top5_acc 0.9885 +2025-06-04 00:03:31,844 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8807, top5_acc: 0.9885 +2025-06-04 00:04:35,210 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:14:40, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.4446, loss: 2.4446 +2025-06-04 00:05:18,579 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:13:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.4441, loss: 2.4441 +2025-06-04 00:06:02,105 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:13:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5901, loss: 2.5901 +2025-06-04 00:06:45,598 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:12:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.4718, loss: 2.4718 +2025-06-04 00:07:29,098 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:11:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4319, loss: 2.4319 +2025-06-04 00:08:12,498 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:11:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9925, loss_cls: 2.5455, loss: 2.5455 +2025-06-04 00:08:55,868 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:10:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.5082, loss: 2.5082 +2025-06-04 00:09:39,249 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:09:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.6542, loss: 2.6542 +2025-06-04 00:10:22,618 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:08:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9806, loss_cls: 2.6020, loss: 2.6020 +2025-06-04 00:11:06,166 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:08:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6317, loss: 2.6317 +2025-06-04 00:11:49,635 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:07:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.6542, loss: 2.6542 +2025-06-04 00:12:33,042 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 19:06:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.4989, loss: 2.4989 +2025-06-04 00:13:16,405 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 19:06:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6043, loss: 2.6043 +2025-06-04 00:13:59,790 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 19:05:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.7191, loss: 2.7191 +2025-06-04 00:14:43,162 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 19:04:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.6831, loss: 2.6831 +2025-06-04 00:15:26,474 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 19:03:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.5454, loss: 2.5454 +2025-06-04 00:16:09,862 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 19:03:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6422, loss: 2.6422 +2025-06-04 00:16:53,238 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 19:02:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.6675, loss: 2.6675 +2025-06-04 00:17:36,603 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 19:01:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.6758, loss: 2.6758 +2025-06-04 00:18:20,008 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 19:00:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.6354, loss: 2.6354 +2025-06-04 00:19:03,374 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 19:00:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5729, loss: 2.5729 +2025-06-04 00:19:46,778 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:59:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5368, loss: 2.5368 +2025-06-04 00:20:30,213 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:58:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.5411, loss: 2.5411 +2025-06-04 00:20:53,768 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-04 00:22:20,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:22:20,110 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9900 +2025-06-04 00:22:20,166 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_80.pth was removed +2025-06-04 00:22:21,207 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-04 00:22:21,207 - pyskl - INFO - Best top1_acc is 0.8946 at 83 epoch. +2025-06-04 00:22:21,210 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8946, top5_acc: 0.9900 +2025-06-04 00:23:25,012 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:57:40, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.4420, loss: 2.4420 +2025-06-04 00:24:08,359 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:56:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.5806, loss: 2.5806 +2025-06-04 00:24:52,040 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:56:14, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4950, loss: 2.4950 +2025-06-04 00:25:35,575 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:55:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.5003, loss: 2.5003 +2025-06-04 00:26:18,990 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:54:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.5244, loss: 2.5244 +2025-06-04 00:27:02,448 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:54:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4639, loss: 2.4639 +2025-06-04 00:27:45,836 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:53:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.6290, loss: 2.6290 +2025-06-04 00:28:29,210 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:52:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9762, loss_cls: 2.6698, loss: 2.6698 +2025-06-04 00:29:12,633 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:51:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.5245, loss: 2.5245 +2025-06-04 00:29:56,062 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:51:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.5245, loss: 2.5245 +2025-06-04 00:30:39,364 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:50:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5632, loss: 2.5632 +2025-06-04 00:31:22,822 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:49:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5183, loss: 2.5183 +2025-06-04 00:32:06,258 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:49:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.4977, loss: 2.4977 +2025-06-04 00:32:49,674 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:48:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.6439, loss: 2.6439 +2025-06-04 00:33:33,212 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:47:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.5891, loss: 2.5891 +2025-06-04 00:34:16,747 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:46:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.6606, loss: 2.6606 +2025-06-04 00:35:00,059 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:46:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6115, loss: 2.6115 +2025-06-04 00:35:43,576 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:45:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.6223, loss: 2.6223 +2025-06-04 00:36:27,075 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:44:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.5704, loss: 2.5704 +2025-06-04 00:37:10,400 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:43:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.5832, loss: 2.5832 +2025-06-04 00:37:53,731 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:43:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.6096, loss: 2.6096 +2025-06-04 00:38:37,155 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:42:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.6197, loss: 2.6197 +2025-06-04 00:39:20,592 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:41:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.6681, loss: 2.6681 +2025-06-04 00:39:44,156 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-04 00:41:10,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 00:41:10,778 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9891 +2025-06-04 00:41:10,781 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8903, top5_acc: 0.9891 +2025-06-04 00:42:14,607 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:40:41, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4880, loss: 2.4880 +2025-06-04 00:42:57,971 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:39:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.4420, loss: 2.4420 +2025-06-04 00:43:41,577 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:39:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.4221, loss: 2.4221 +2025-06-04 00:44:24,900 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:38:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4785, loss: 2.4785 +2025-06-04 00:45:08,407 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:37:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.4664, loss: 2.4664 +2025-06-04 00:45:51,787 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:37:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5122, loss: 2.5122 +2025-06-04 00:46:35,097 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:36:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.6129, loss: 2.6129 +2025-06-04 00:47:18,494 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:35:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.5146, loss: 2.5146 +2025-06-04 00:48:01,903 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:34:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5137, loss: 2.5137 +2025-06-04 00:48:45,153 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:34:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.5492, loss: 2.5492 +2025-06-04 00:49:28,593 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:33:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5143, loss: 2.5143 +2025-06-04 00:50:11,927 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:32:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.5768, loss: 2.5768 +2025-06-04 00:50:55,258 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:32:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.5904, loss: 2.5904 +2025-06-04 00:51:38,591 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:31:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.5526, loss: 2.5526 +2025-06-04 00:52:21,897 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:30:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6050, loss: 2.6050 +2025-06-04 00:53:05,267 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:29:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.5328, loss: 2.5328 +2025-06-04 00:53:48,549 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:29:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.5707, loss: 2.5707 +2025-06-04 00:54:31,907 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:28:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6333, loss: 2.6333 +2025-06-04 00:55:15,223 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:27:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.5458, loss: 2.5458 +2025-06-04 00:55:58,618 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:26:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.6929, loss: 2.6929 +2025-06-04 00:56:42,071 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:26:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.6400, loss: 2.6400 +2025-06-04 00:57:25,467 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:25:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.6036, loss: 2.6036 +2025-06-04 00:58:09,002 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:24:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9756, loss_cls: 2.5716, loss: 2.5716 +2025-06-04 00:58:32,607 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-04 01:07:26,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:07:26,192 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9891 +2025-06-04 01:07:26,246 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_83.pth was removed +2025-06-04 01:07:27,244 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-06-04 01:07:27,245 - pyskl - INFO - Best top1_acc is 0.8965 at 85 epoch. +2025-06-04 01:07:27,247 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8965, top5_acc: 0.9891 +2025-06-04 01:08:30,839 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:23:40, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.4740, loss: 2.4740 +2025-06-04 01:09:14,069 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:22:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.5226, loss: 2.5226 +2025-06-04 01:09:57,931 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:22:14, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4593, loss: 2.4593 +2025-06-04 01:10:41,484 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:21:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.4815, loss: 2.4815 +2025-06-04 01:11:24,864 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 18:20:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5193, loss: 2.5193 +2025-06-04 01:12:08,231 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 18:20:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.5551, loss: 2.5551 +2025-06-04 01:12:51,613 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 18:19:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4845, loss: 2.4845 +2025-06-04 01:13:34,963 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 18:18:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4299, loss: 2.4299 +2025-06-04 01:14:18,363 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 18:17:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.4593, loss: 2.4593 +2025-06-04 01:15:01,759 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 18:17:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3794, loss: 2.3794 +2025-06-04 01:15:45,258 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 18:16:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.5023, loss: 2.5023 +2025-06-04 01:16:28,886 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 18:15:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9769, loss_cls: 2.6086, loss: 2.6086 +2025-06-04 01:17:12,368 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 18:15:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.5813, loss: 2.5813 +2025-06-04 01:17:55,703 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 18:14:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 2.5260, loss: 2.5260 +2025-06-04 01:18:39,159 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 18:13:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.5459, loss: 2.5459 +2025-06-04 01:19:22,618 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 18:12:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.4587, loss: 2.4587 +2025-06-04 01:20:05,882 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 18:12:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5329, loss: 2.5329 +2025-06-04 01:20:49,175 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 18:11:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5100, loss: 2.5100 +2025-06-04 01:21:32,670 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 18:10:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9744, loss_cls: 2.6787, loss: 2.6787 +2025-06-04 01:22:16,126 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 18:09:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5230, loss: 2.5230 +2025-06-04 01:22:59,655 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 18:09:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.5599, loss: 2.5599 +2025-06-04 01:23:43,201 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 18:08:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9750, loss_cls: 2.5737, loss: 2.5737 +2025-06-04 01:24:26,736 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 18:07:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.4844, loss: 2.4844 +2025-06-04 01:24:50,283 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-04 01:26:16,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:26:16,705 - pyskl - INFO - +top1_acc 0.8944 +top5_acc 0.9901 +2025-06-04 01:26:16,708 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8944, top5_acc: 0.9901 +2025-06-04 01:27:20,831 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 18:06:41, time: 0.641, data_time: 0.206, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.4867, loss: 2.4867 +2025-06-04 01:28:04,332 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 18:05:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4178, loss: 2.4178 +2025-06-04 01:28:48,029 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 18:05:15, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5337, loss: 2.5337 +2025-06-04 01:29:31,802 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 18:04:32, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.4279, loss: 2.4279 +2025-06-04 01:30:15,567 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 18:03:49, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4935, loss: 2.4935 +2025-06-04 01:30:59,152 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 18:03:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.4509, loss: 2.4509 +2025-06-04 01:31:42,611 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 18:02:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.4415, loss: 2.4415 +2025-06-04 01:32:26,027 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 18:01:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5497, loss: 2.5497 +2025-06-04 01:33:09,548 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 18:00:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5353, loss: 2.5353 +2025-06-04 01:33:53,029 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 18:00:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4870, loss: 2.4870 +2025-06-04 01:34:36,486 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:59:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6048, loss: 2.6048 +2025-06-04 01:35:20,035 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:58:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.5487, loss: 2.5487 +2025-06-04 01:36:03,587 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:58:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.5854, loss: 2.5854 +2025-06-04 01:36:46,818 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:57:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.5191, loss: 2.5191 +2025-06-04 01:37:30,232 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:56:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.5719, loss: 2.5719 +2025-06-04 01:38:13,711 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:55:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 2.5954, loss: 2.5954 +2025-06-04 01:38:57,185 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:55:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5462, loss: 2.5462 +2025-06-04 01:39:40,686 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:54:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.4405, loss: 2.4405 +2025-06-04 01:40:24,146 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:53:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.4748, loss: 2.4748 +2025-06-04 01:41:07,602 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:53:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.5618, loss: 2.5618 +2025-06-04 01:41:51,094 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:52:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.6699, loss: 2.6699 +2025-06-04 01:42:34,548 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:51:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.4687, loss: 2.4687 +2025-06-04 01:43:17,934 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:50:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.5371, loss: 2.5371 +2025-06-04 01:43:41,521 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-04 01:45:08,122 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 01:45:08,197 - pyskl - INFO - +top1_acc 0.8810 +top5_acc 0.9874 +2025-06-04 01:45:08,201 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8810, top5_acc: 0.9874 +2025-06-04 01:46:11,741 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:49:42, time: 0.635, data_time: 0.202, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 2.4206, loss: 2.4206 +2025-06-04 01:46:55,202 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:48:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4618, loss: 2.4618 +2025-06-04 01:47:38,730 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:48:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.4138, loss: 2.4138 +2025-06-04 01:48:22,286 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:47:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4081, loss: 2.4081 +2025-06-04 01:49:05,678 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:46:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4568, loss: 2.4568 +2025-06-04 01:49:49,039 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:46:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.3990, loss: 2.3990 +2025-06-04 01:50:32,471 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:45:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.4605, loss: 2.4605 +2025-06-04 01:51:15,725 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:44:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4239, loss: 2.4239 +2025-06-04 01:51:59,182 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:43:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.5350, loss: 2.5350 +2025-06-04 01:52:42,750 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:43:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.5691, loss: 2.5691 +2025-06-04 01:53:26,221 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:42:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4718, loss: 2.4718 +2025-06-04 01:54:09,769 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:41:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.4461, loss: 2.4461 +2025-06-04 01:54:53,226 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:41:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.4712, loss: 2.4712 +2025-06-04 01:55:36,738 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:40:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5740, loss: 2.5740 +2025-06-04 01:56:20,124 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:39:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.5039, loss: 2.5039 +2025-06-04 01:57:03,510 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:38:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 2.4650, loss: 2.4650 +2025-06-04 01:57:46,890 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:38:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.5845, loss: 2.5845 +2025-06-04 01:58:30,305 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:37:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.5243, loss: 2.5243 +2025-06-04 01:59:13,755 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:36:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.5271, loss: 2.5271 +2025-06-04 01:59:57,195 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:36:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.5517, loss: 2.5517 +2025-06-04 02:00:40,668 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:35:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.6276, loss: 2.6276 +2025-06-04 02:01:24,059 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:34:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.4511, loss: 2.4511 +2025-06-04 02:02:07,552 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:33:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.4852, loss: 2.4852 +2025-06-04 02:02:31,150 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-04 02:03:57,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:03:57,882 - pyskl - INFO - +top1_acc 0.8807 +top5_acc 0.9884 +2025-06-04 02:03:57,886 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8807, top5_acc: 0.9884 +2025-06-04 02:05:01,574 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:32:43, time: 0.637, data_time: 0.203, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4767, loss: 2.4767 +2025-06-04 02:05:44,975 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:32:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.3527, loss: 2.3527 +2025-06-04 02:06:28,609 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:31:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.3978, loss: 2.3978 +2025-06-04 02:07:12,163 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:30:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.4091, loss: 2.4091 +2025-06-04 02:07:55,648 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:29:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4066, loss: 2.4066 +2025-06-04 02:08:38,875 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:29:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.4047, loss: 2.4047 +2025-06-04 02:09:22,141 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:28:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4658, loss: 2.4658 +2025-06-04 02:10:05,630 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:27:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.6003, loss: 2.6003 +2025-06-04 02:10:49,139 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:26:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5657, loss: 2.5657 +2025-06-04 02:11:32,689 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:26:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.5160, loss: 2.5160 +2025-06-04 02:12:16,257 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:25:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.4949, loss: 2.4949 +2025-06-04 02:12:59,830 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:24:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4343, loss: 2.4343 +2025-06-04 02:13:43,377 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:24:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.5004, loss: 2.5004 +2025-06-04 02:14:26,868 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:23:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.4362, loss: 2.4362 +2025-06-04 02:15:10,340 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:22:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.5130, loss: 2.5130 +2025-06-04 02:15:53,663 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:21:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5189, loss: 2.5189 +2025-06-04 02:16:37,050 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:21:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.3843, loss: 2.3843 +2025-06-04 02:17:20,450 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:20:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.5174, loss: 2.5174 +2025-06-04 02:18:03,819 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:19:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.5853, loss: 2.5853 +2025-06-04 02:18:47,216 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:19:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.4886, loss: 2.4886 +2025-06-04 02:19:30,683 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:18:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4696, loss: 2.4696 +2025-06-04 02:20:14,078 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 17:17:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.5766, loss: 2.5766 +2025-06-04 02:20:57,419 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 17:16:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.4775, loss: 2.4775 +2025-06-04 02:21:20,947 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-04 02:22:46,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:22:46,779 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9903 +2025-06-04 02:22:46,782 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8960, top5_acc: 0.9903 +2025-06-04 02:23:50,811 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 17:15:44, time: 0.640, data_time: 0.203, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.3415, loss: 2.3415 +2025-06-04 02:24:34,247 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 17:15:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.4145, loss: 2.4145 +2025-06-04 02:25:17,678 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 17:14:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.3536, loss: 2.3536 +2025-06-04 02:26:01,074 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 17:13:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.4430, loss: 2.4430 +2025-06-04 02:26:44,458 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 17:12:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.3918, loss: 2.3918 +2025-06-04 02:27:27,870 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 17:12:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.3268, loss: 2.3268 +2025-06-04 02:28:11,217 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 17:11:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9812, loss_cls: 2.5288, loss: 2.5288 +2025-06-04 02:28:54,637 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 17:10:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5143, loss: 2.5143 +2025-06-04 02:29:38,083 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 17:09:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3898, loss: 2.3898 +2025-06-04 02:30:21,407 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 17:09:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9781, loss_cls: 2.4964, loss: 2.4964 +2025-06-04 02:31:04,658 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 17:08:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.3605, loss: 2.3605 +2025-06-04 02:31:47,926 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 17:07:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5112, loss: 2.5112 +2025-06-04 02:32:31,237 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 17:07:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.4672, loss: 2.4672 +2025-06-04 02:33:14,542 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 17:06:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.3320, loss: 2.3320 +2025-06-04 02:33:57,851 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 17:05:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.4060, loss: 2.4060 +2025-06-04 02:34:41,059 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 17:04:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4581, loss: 2.4581 +2025-06-04 02:35:24,287 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 17:04:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.5348, loss: 2.5348 +2025-06-04 02:36:07,387 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 17:03:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 2.5549, loss: 2.5549 +2025-06-04 02:36:50,651 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 17:02:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.4950, loss: 2.4950 +2025-06-04 02:37:34,055 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 17:02:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.4438, loss: 2.4438 +2025-06-04 02:38:17,479 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 17:01:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4824, loss: 2.4824 +2025-06-04 02:39:00,808 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 17:00:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.4659, loss: 2.4659 +2025-06-04 02:39:44,185 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:59:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.4601, loss: 2.4601 +2025-06-04 02:40:07,704 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-04 02:48:47,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 02:48:47,681 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9902 +2025-06-04 02:48:47,737 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_85.pth was removed +2025-06-04 02:48:48,778 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-06-04 02:48:48,779 - pyskl - INFO - Best top1_acc is 0.9000 at 90 epoch. +2025-06-04 02:48:48,782 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9000, top5_acc: 0.9902 +2025-06-04 02:49:52,085 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:58:42, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.3868, loss: 2.3868 +2025-06-04 02:50:35,430 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:57:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3349, loss: 2.3349 +2025-06-04 02:51:19,135 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:57:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.3926, loss: 2.3926 +2025-06-04 02:52:02,646 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:56:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4310, loss: 2.4310 +2025-06-04 02:52:46,013 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:55:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4296, loss: 2.4296 +2025-06-04 02:53:29,378 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:55:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.4378, loss: 2.4378 +2025-06-04 02:54:12,776 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:54:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4435, loss: 2.4435 +2025-06-04 02:54:56,052 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:53:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.4199, loss: 2.4199 +2025-06-04 02:55:39,481 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:52:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.3479, loss: 2.3479 +2025-06-04 02:56:22,913 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:52:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.4784, loss: 2.4784 +2025-06-04 02:57:06,297 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:51:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.4979, loss: 2.4979 +2025-06-04 02:57:49,575 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:50:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.4900, loss: 2.4900 +2025-06-04 02:58:32,707 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:50:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 2.4695, loss: 2.4695 +2025-06-04 02:59:16,010 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:49:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.3765, loss: 2.3765 +2025-06-04 02:59:59,403 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:48:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.4036, loss: 2.4036 +2025-06-04 03:00:42,803 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:47:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4349, loss: 2.4349 +2025-06-04 03:01:26,221 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:47:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4295, loss: 2.4295 +2025-06-04 03:02:09,559 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:46:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.4517, loss: 2.4517 +2025-06-04 03:02:52,897 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:45:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.4579, loss: 2.4579 +2025-06-04 03:03:36,182 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:45:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4840, loss: 2.4840 +2025-06-04 03:04:19,422 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.4410, loss: 2.4410 +2025-06-04 03:05:02,660 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:43:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3554, loss: 2.3554 +2025-06-04 03:05:45,902 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:42:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 2.3981, loss: 2.3981 +2025-06-04 03:06:09,437 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-04 03:07:35,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:07:36,033 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9907 +2025-06-04 03:07:36,036 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.8959, top5_acc: 0.9907 +2025-06-04 03:08:40,056 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:41:42, time: 0.640, data_time: 0.203, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3272, loss: 2.3272 +2025-06-04 03:09:23,665 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:40:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2811, loss: 2.2811 +2025-06-04 03:10:07,263 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:40:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.3293, loss: 2.3293 +2025-06-04 03:10:50,678 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:39:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.3483, loss: 2.3483 +2025-06-04 03:11:34,129 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:38:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 2.5470, loss: 2.5470 +2025-06-04 03:12:17,498 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:38:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4211, loss: 2.4211 +2025-06-04 03:13:00,886 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:37:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.4664, loss: 2.4664 +2025-06-04 03:13:44,173 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:36:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.4930, loss: 2.4930 +2025-06-04 03:14:27,713 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:35:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.4612, loss: 2.4612 +2025-06-04 03:15:11,170 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:35:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.3026, loss: 2.3026 +2025-06-04 03:15:54,629 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:34:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.3925, loss: 2.3925 +2025-06-04 03:16:38,114 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:33:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.3800, loss: 2.3800 +2025-06-04 03:17:21,480 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:33:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 2.4337, loss: 2.4337 +2025-06-04 03:18:04,855 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:32:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4519, loss: 2.4519 +2025-06-04 03:18:48,433 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:31:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.4232, loss: 2.4232 +2025-06-04 03:19:31,829 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:30:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4429, loss: 2.4429 +2025-06-04 03:20:15,206 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:30:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.4343, loss: 2.4343 +2025-06-04 03:20:58,538 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:29:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.3699, loss: 2.3699 +2025-06-04 03:21:41,819 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:28:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4687, loss: 2.4687 +2025-06-04 03:22:25,138 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:28:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4745, loss: 2.4745 +2025-06-04 03:23:08,453 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:27:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.4400, loss: 2.4400 +2025-06-04 03:23:51,842 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:26:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4722, loss: 2.4722 +2025-06-04 03:24:35,206 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:25:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.4233, loss: 2.4233 +2025-06-04 03:24:58,757 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-04 03:26:25,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:26:25,188 - pyskl - INFO - +top1_acc 0.8956 +top5_acc 0.9894 +2025-06-04 03:26:25,191 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.8956, top5_acc: 0.9894 +2025-06-04 03:27:29,014 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:24:42, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.3503, loss: 2.3503 +2025-06-04 03:28:12,475 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:23:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.2908, loss: 2.2908 +2025-06-04 03:28:55,928 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:23:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3501, loss: 2.3501 +2025-06-04 03:29:39,390 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:22:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3180, loss: 2.3180 +2025-06-04 03:30:22,816 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:21:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3578, loss: 2.3578 +2025-06-04 03:31:06,196 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:21:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2837, loss: 2.2837 +2025-06-04 03:31:49,575 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:20:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.3769, loss: 2.3769 +2025-06-04 03:32:32,924 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:19:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.4141, loss: 2.4141 +2025-06-04 03:33:16,483 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:18:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3799, loss: 2.3799 +2025-06-04 03:34:00,064 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:18:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3499, loss: 2.3499 +2025-06-04 03:34:43,646 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:17:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.3912, loss: 2.3912 +2025-06-04 03:35:27,051 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:16:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3795, loss: 2.3795 +2025-06-04 03:36:10,556 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:16:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.4463, loss: 2.4463 +2025-06-04 03:36:54,104 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:15:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3874, loss: 2.3874 +2025-06-04 03:37:37,421 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:14:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 2.4575, loss: 2.4575 +2025-06-04 03:38:20,934 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:13:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3674, loss: 2.3674 +2025-06-04 03:39:04,416 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 16:13:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5669, loss: 2.5669 +2025-06-04 03:39:47,931 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 16:12:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.3439, loss: 2.3439 +2025-06-04 03:40:31,308 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 16:11:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4691, loss: 2.4691 +2025-06-04 03:41:14,750 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 16:11:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3767, loss: 2.3767 +2025-06-04 03:41:58,363 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 16:10:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.4884, loss: 2.4884 +2025-06-04 03:42:41,745 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 16:09:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 2.3830, loss: 2.3830 +2025-06-04 03:43:25,115 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 16:08:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3986, loss: 2.3986 +2025-06-04 03:43:48,673 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-04 03:45:15,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 03:45:15,106 - pyskl - INFO - +top1_acc 0.8958 +top5_acc 0.9904 +2025-06-04 03:45:15,109 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.8958, top5_acc: 0.9904 +2025-06-04 03:46:18,546 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 16:07:43, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.3839, loss: 2.3839 +2025-06-04 03:47:01,903 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 16:07:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.3042, loss: 2.3042 +2025-06-04 03:47:45,291 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 16:06:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.3591, loss: 2.3591 +2025-06-04 03:48:28,680 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 16:05:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.3393, loss: 2.3393 +2025-06-04 03:49:12,056 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 16:04:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.3070, loss: 2.3070 +2025-06-04 03:49:55,546 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 16:04:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2802, loss: 2.2802 +2025-06-04 03:50:39,010 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 16:03:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.3034, loss: 2.3034 +2025-06-04 03:51:22,408 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 16:02:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.3523, loss: 2.3523 +2025-06-04 03:52:06,066 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 16:01:57, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3103, loss: 2.3103 +2025-06-04 03:52:49,580 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 16:01:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3457, loss: 2.3457 +2025-06-04 03:53:33,044 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 16:00:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 2.4638, loss: 2.4638 +2025-06-04 03:54:16,344 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:59:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.3684, loss: 2.3684 +2025-06-04 03:54:59,743 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:59:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5010, loss: 2.5010 +2025-06-04 03:55:43,171 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:58:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3502, loss: 2.3502 +2025-06-04 03:56:26,485 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:57:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5613, loss: 2.5613 +2025-06-04 03:57:09,900 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:56:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.3283, loss: 2.3283 +2025-06-04 03:57:53,390 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:56:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.3951, loss: 2.3951 +2025-06-04 03:58:36,791 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:55:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4805, loss: 2.4805 +2025-06-04 03:59:20,187 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:54:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.3983, loss: 2.3983 +2025-06-04 04:00:03,584 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:54:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.3820, loss: 2.3820 +2025-06-04 04:00:46,992 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:53:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.3642, loss: 2.3642 +2025-06-04 04:01:30,378 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:52:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.3165, loss: 2.3165 +2025-06-04 04:02:13,782 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:51:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.3585, loss: 2.3585 +2025-06-04 04:02:37,275 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-04 04:04:03,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:04:03,601 - pyskl - INFO - +top1_acc 0.9006 +top5_acc 0.9914 +2025-06-04 04:04:03,653 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_90.pth was removed +2025-06-04 04:04:04,637 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-06-04 04:04:04,638 - pyskl - INFO - Best top1_acc is 0.9006 at 94 epoch. +2025-06-04 04:04:04,641 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9006, top5_acc: 0.9914 +2025-06-04 04:05:08,479 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:50:43, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2924, loss: 2.2924 +2025-06-04 04:05:51,890 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:50:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.2521, loss: 2.2521 +2025-06-04 04:06:35,283 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:49:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2198, loss: 2.2198 +2025-06-04 04:07:18,655 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:48:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 2.1951, loss: 2.1951 +2025-06-04 04:08:02,063 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:47:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2717, loss: 2.2717 +2025-06-04 04:08:45,458 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:47:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 2.3104, loss: 2.3104 +2025-06-04 04:09:28,832 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:46:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.3797, loss: 2.3797 +2025-06-04 04:10:12,194 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:45:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.3203, loss: 2.3203 +2025-06-04 04:10:55,634 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:44:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.3002, loss: 2.3002 +2025-06-04 04:11:39,011 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:44:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.3831, loss: 2.3831 +2025-06-04 04:12:22,402 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:43:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.3031, loss: 2.3031 +2025-06-04 04:13:05,811 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:42:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.4135, loss: 2.4135 +2025-06-04 04:13:49,278 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:42:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.4057, loss: 2.4057 +2025-06-04 04:14:32,933 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:41:21, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.4021, loss: 2.4021 +2025-06-04 04:15:16,373 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:40:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.3695, loss: 2.3695 +2025-06-04 04:15:59,808 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:39:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.4297, loss: 2.4297 +2025-06-04 04:16:43,197 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:39:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 2.4100, loss: 2.4100 +2025-06-04 04:17:26,630 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:38:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.4595, loss: 2.4595 +2025-06-04 04:18:09,978 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:37:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3094, loss: 2.3094 +2025-06-04 04:18:53,523 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:37:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.3589, loss: 2.3589 +2025-06-04 04:19:36,986 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:36:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.4168, loss: 2.4168 +2025-06-04 04:20:20,463 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:35:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4319, loss: 2.4319 +2025-06-04 04:21:03,878 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:34:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.4376, loss: 2.4376 +2025-06-04 04:21:27,433 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-04 04:30:18,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:30:18,469 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9899 +2025-06-04 04:30:18,473 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.8949, top5_acc: 0.9899 +2025-06-04 04:31:22,134 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:33:44, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.1786, loss: 2.1786 +2025-06-04 04:32:05,611 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:33:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.2035, loss: 2.2035 +2025-06-04 04:32:48,924 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:32:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2808, loss: 2.2808 +2025-06-04 04:33:32,371 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:31:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.2672, loss: 2.2672 +2025-06-04 04:34:15,818 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:30:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1720, loss: 2.1720 +2025-06-04 04:34:59,297 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:30:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3811, loss: 2.3811 +2025-06-04 04:35:42,909 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:29:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3875, loss: 2.3875 +2025-06-04 04:36:26,422 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:28:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9794, loss_cls: 2.4049, loss: 2.4049 +2025-06-04 04:37:09,993 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:27:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.3242, loss: 2.3242 +2025-06-04 04:37:53,355 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:27:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3235, loss: 2.3235 +2025-06-04 04:38:36,777 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:26:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3043, loss: 2.3043 +2025-06-04 04:39:20,162 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:25:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4404, loss: 2.4404 +2025-06-04 04:40:03,497 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:25:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 2.2032, loss: 2.2032 +2025-06-04 04:40:47,031 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:24:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.2842, loss: 2.2842 +2025-06-04 04:41:30,575 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:23:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.3625, loss: 2.3625 +2025-06-04 04:42:13,954 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:22:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2227, loss: 2.2227 +2025-06-04 04:42:57,281 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:22:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.3721, loss: 2.3721 +2025-06-04 04:43:40,642 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:21:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.3209, loss: 2.3209 +2025-06-04 04:44:24,123 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:20:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3672, loss: 2.3672 +2025-06-04 04:45:07,468 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:20:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3281, loss: 2.3281 +2025-06-04 04:45:50,858 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:19:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.3665, loss: 2.3665 +2025-06-04 04:46:34,391 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:18:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.4165, loss: 2.4165 +2025-06-04 04:47:17,803 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:17:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3302, loss: 2.3302 +2025-06-04 04:47:41,273 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-04 04:49:07,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 04:49:07,781 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9910 +2025-06-04 04:49:07,832 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_94.pth was removed +2025-06-04 04:49:08,821 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-04 04:49:08,822 - pyskl - INFO - Best top1_acc is 0.9043 at 96 epoch. +2025-06-04 04:49:08,825 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9043, top5_acc: 0.9910 +2025-06-04 04:50:12,326 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:16:44, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1766, loss: 2.1766 +2025-06-04 04:50:55,731 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:16:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.1893, loss: 2.1893 +2025-06-04 04:51:39,215 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:15:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.2695, loss: 2.2695 +2025-06-04 04:52:22,728 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:14:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2236, loss: 2.2236 +2025-06-04 04:53:06,229 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:13:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3089, loss: 2.3089 +2025-06-04 04:53:49,655 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:13:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2253, loss: 2.2253 +2025-06-04 04:54:33,046 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:12:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.2176, loss: 2.2176 +2025-06-04 04:55:16,560 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:11:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.4018, loss: 2.4018 +2025-06-04 04:56:00,174 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:10:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2837, loss: 2.2837 +2025-06-04 04:56:43,952 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:10:15, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.2808, loss: 2.2808 +2025-06-04 04:57:27,438 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 15:09:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 2.4541, loss: 2.4541 +2025-06-04 04:58:10,807 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 15:08:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 2.3419, loss: 2.3419 +2025-06-04 04:58:54,159 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 15:08:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.3468, loss: 2.3468 +2025-06-04 04:59:37,571 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 15:07:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4019, loss: 2.4019 +2025-06-04 05:00:20,951 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 15:06:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3223, loss: 2.3223 +2025-06-04 05:01:04,200 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 15:05:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3945, loss: 2.3945 +2025-06-04 05:01:47,421 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 15:05:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 2.2428, loss: 2.2428 +2025-06-04 05:02:30,698 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 15:04:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.2531, loss: 2.2531 +2025-06-04 05:03:14,031 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 15:03:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2571, loss: 2.2571 +2025-06-04 05:03:57,366 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 15:03:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.3499, loss: 2.3499 +2025-06-04 05:04:40,710 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 15:02:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.3102, loss: 2.3102 +2025-06-04 05:05:24,088 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 15:01:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.2812, loss: 2.2812 +2025-06-04 05:06:07,393 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 15:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.4181, loss: 2.4181 +2025-06-04 05:06:30,853 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-04 05:07:57,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:07:57,369 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9920 +2025-06-04 05:07:57,423 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_96.pth was removed +2025-06-04 05:07:58,450 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-04 05:07:58,451 - pyskl - INFO - Best top1_acc is 0.9057 at 97 epoch. +2025-06-04 05:07:58,454 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9057, top5_acc: 0.9920 +2025-06-04 05:09:02,640 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:59:45, time: 0.642, data_time: 0.202, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.1559, loss: 2.1559 +2025-06-04 05:09:46,226 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:59:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1233, loss: 2.1233 +2025-06-04 05:10:29,739 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:58:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9888, loss_cls: 2.1444, loss: 2.1444 +2025-06-04 05:11:13,319 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:57:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2101, loss: 2.2101 +2025-06-04 05:11:56,777 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:56:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3207, loss: 2.3207 +2025-06-04 05:12:40,167 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:56:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.2953, loss: 2.2953 +2025-06-04 05:13:23,595 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:55:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.1830, loss: 2.1830 +2025-06-04 05:14:06,837 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:54:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2486, loss: 2.2486 +2025-06-04 05:14:50,333 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:53:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2690, loss: 2.2690 +2025-06-04 05:15:33,838 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:53:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.3213, loss: 2.3213 +2025-06-04 05:16:17,435 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:52:32, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9844, loss_cls: 2.2498, loss: 2.2498 +2025-06-04 05:17:00,936 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:51:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.2073, loss: 2.2073 +2025-06-04 05:17:44,267 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:51:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.3200, loss: 2.3200 +2025-06-04 05:18:27,553 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:50:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.2506, loss: 2.2506 +2025-06-04 05:19:10,987 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:49:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.2790, loss: 2.2790 +2025-06-04 05:19:54,315 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:48:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 2.2757, loss: 2.2757 +2025-06-04 05:20:37,716 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:48:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3187, loss: 2.3187 +2025-06-04 05:21:21,133 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:47:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.3177, loss: 2.3177 +2025-06-04 05:22:04,542 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:46:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 2.3502, loss: 2.3502 +2025-06-04 05:22:47,960 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:46:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.2229, loss: 2.2229 +2025-06-04 05:23:31,375 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:45:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.2435, loss: 2.2435 +2025-06-04 05:24:14,761 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:44:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.3818, loss: 2.3818 +2025-06-04 05:24:58,146 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:43:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.2940, loss: 2.2940 +2025-06-04 05:25:21,696 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-04 05:26:47,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:26:47,689 - pyskl - INFO - +top1_acc 0.9010 +top5_acc 0.9911 +2025-06-04 05:26:47,693 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9010, top5_acc: 0.9911 +2025-06-04 05:27:51,414 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:42:45, time: 0.637, data_time: 0.201, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.2761, loss: 2.2761 +2025-06-04 05:28:34,714 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:42:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.2248, loss: 2.2248 +2025-06-04 05:29:18,158 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:41:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1646, loss: 2.1646 +2025-06-04 05:30:01,438 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:40:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1910, loss: 2.1910 +2025-06-04 05:30:44,789 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:39:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2395, loss: 2.2395 +2025-06-04 05:31:28,073 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:39:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2803, loss: 2.2803 +2025-06-04 05:32:11,357 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:38:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.1873, loss: 2.1873 +2025-06-04 05:32:54,663 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:37:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.2972, loss: 2.2972 +2025-06-04 05:33:38,683 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:36:59, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.2312, loss: 2.2312 +2025-06-04 05:34:22,310 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:36:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1848, loss: 2.1848 +2025-06-04 05:35:05,872 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:35:32, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.3179, loss: 2.3179 +2025-06-04 05:35:49,363 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:34:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.2864, loss: 2.2864 +2025-06-04 05:36:32,735 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:34:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.2463, loss: 2.2463 +2025-06-04 05:37:16,183 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:33:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.3569, loss: 2.3569 +2025-06-04 05:37:59,487 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:32:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1823, loss: 2.1823 +2025-06-04 05:38:42,812 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:31:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2153, loss: 2.2153 +2025-06-04 05:39:26,111 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:31:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.2403, loss: 2.2403 +2025-06-04 05:40:09,463 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:30:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3545, loss: 2.3545 +2025-06-04 05:40:52,715 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:29:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.3325, loss: 2.3325 +2025-06-04 05:41:36,023 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:29:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.2265, loss: 2.2265 +2025-06-04 05:42:19,304 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:28:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2156, loss: 2.2156 +2025-06-04 05:43:02,634 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:27:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2779, loss: 2.2779 +2025-06-04 05:43:46,055 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:26:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 2.2675, loss: 2.2675 +2025-06-04 05:44:09,530 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-04 05:45:35,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 05:45:35,526 - pyskl - INFO - +top1_acc 0.8873 +top5_acc 0.9894 +2025-06-04 05:45:35,530 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.8873, top5_acc: 0.9894 +2025-06-04 05:46:39,531 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:25:45, time: 0.640, data_time: 0.202, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1264, loss: 2.1264 +2025-06-04 05:47:22,884 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:25:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.1221, loss: 2.1221 +2025-06-04 05:48:06,262 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:24:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 2.0962, loss: 2.0962 +2025-06-04 05:48:49,525 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:23:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1672, loss: 2.1672 +2025-06-04 05:49:32,992 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:22:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.1028, loss: 2.1028 +2025-06-04 05:50:16,426 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:22:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2105, loss: 2.2105 +2025-06-04 05:50:59,855 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:21:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 2.2013, loss: 2.2013 +2025-06-04 05:51:43,318 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:20:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.2531, loss: 2.2531 +2025-06-04 05:52:26,745 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:19:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9981, loss_cls: 2.1851, loss: 2.1851 +2025-06-04 05:53:10,254 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:19:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 2.2797, loss: 2.2797 +2025-06-04 05:53:53,594 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:18:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.3247, loss: 2.3247 +2025-06-04 05:54:37,055 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:17:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.1634, loss: 2.1634 +2025-06-04 05:55:20,393 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9869, loss_cls: 2.2512, loss: 2.2512 +2025-06-04 05:56:03,738 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:16:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2334, loss: 2.2334 +2025-06-04 05:56:47,075 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:15:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.1990, loss: 2.1990 +2025-06-04 05:57:30,410 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:14:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.1406, loss: 2.1406 +2025-06-04 05:58:13,764 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:14:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3153, loss: 2.3153 +2025-06-04 05:58:57,070 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:13:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2167, loss: 2.2167 +2025-06-04 05:59:40,402 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:12:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9838, loss_cls: 2.3552, loss: 2.3552 +2025-06-04 06:00:23,925 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:12:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2174, loss: 2.2174 +2025-06-04 06:01:07,462 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:11:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9844, loss_cls: 2.2903, loss: 2.2903 +2025-06-04 06:01:50,917 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:10:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2612, loss: 2.2612 +2025-06-04 06:02:34,362 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:09:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1400, loss: 2.1400 +2025-06-04 06:02:57,947 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-04 06:11:50,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:11:50,392 - pyskl - INFO - +top1_acc 0.8867 +top5_acc 0.9884 +2025-06-04 06:11:50,395 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.8867, top5_acc: 0.9884 +2025-06-04 06:12:54,359 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:08:46, time: 0.640, data_time: 0.201, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.1999, loss: 2.1999 +2025-06-04 06:13:37,981 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:08:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1284, loss: 2.1284 +2025-06-04 06:14:21,662 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:07:19, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2005, loss: 2.2005 +2025-06-04 06:15:05,225 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 14:06:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1496, loss: 2.1496 +2025-06-04 06:15:48,682 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 14:05:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.2056, loss: 2.2056 +2025-06-04 06:16:32,053 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 14:05:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.3090, loss: 2.3090 +2025-06-04 06:17:15,506 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 14:04:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1865, loss: 2.1865 +2025-06-04 06:17:58,890 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 14:03:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2014, loss: 2.2014 +2025-06-04 06:18:42,281 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 14:03:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2081, loss: 2.2081 +2025-06-04 06:19:25,734 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 14:02:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0840, loss: 2.0840 +2025-06-04 06:20:09,382 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 14:01:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.2491, loss: 2.2491 +2025-06-04 06:20:52,860 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 14:00:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1874, loss: 2.1874 +2025-06-04 06:21:36,350 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 14:00:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.2275, loss: 2.2275 +2025-06-04 06:22:19,869 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:59:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.2455, loss: 2.2455 +2025-06-04 06:23:03,285 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:58:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3557, loss: 2.3557 +2025-06-04 06:23:46,624 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:57:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.1806, loss: 2.1806 +2025-06-04 06:24:29,935 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:57:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.2509, loss: 2.2509 +2025-06-04 06:25:13,294 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:56:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.1970, loss: 2.1970 +2025-06-04 06:25:56,639 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:55:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.1996, loss: 2.1996 +2025-06-04 06:26:40,034 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:55:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.1712, loss: 2.1712 +2025-06-04 06:27:23,293 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:54:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 2.2160, loss: 2.2160 +2025-06-04 06:28:06,518 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:53:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.2890, loss: 2.2890 +2025-06-04 06:28:49,844 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:52:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.2360, loss: 2.2360 +2025-06-04 06:29:13,354 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-04 06:30:39,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:30:39,692 - pyskl - INFO - +top1_acc 0.9094 +top5_acc 0.9908 +2025-06-04 06:30:39,753 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_97.pth was removed +2025-06-04 06:30:40,765 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-06-04 06:30:40,766 - pyskl - INFO - Best top1_acc is 0.9094 at 101 epoch. +2025-06-04 06:30:40,769 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9094, top5_acc: 0.9908 +2025-06-04 06:31:44,688 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:51:46, time: 0.639, data_time: 0.201, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.0698, loss: 2.0698 +2025-06-04 06:32:28,132 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:51:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1295, loss: 2.1295 +2025-06-04 06:33:11,543 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:50:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1533, loss: 2.1533 +2025-06-04 06:33:54,894 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:49:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2222, loss: 2.2222 +2025-06-04 06:34:38,198 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:48:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1717, loss: 2.1717 +2025-06-04 06:35:21,471 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:48:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0807, loss: 2.0807 +2025-06-04 06:36:04,705 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:47:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0949, loss: 2.0949 +2025-06-04 06:36:48,062 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:46:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1451, loss: 2.1451 +2025-06-04 06:37:31,500 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:46:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1082, loss: 2.1082 +2025-06-04 06:38:14,910 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:45:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1127, loss: 2.1127 +2025-06-04 06:38:58,439 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:44:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1468, loss: 2.1468 +2025-06-04 06:39:42,038 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:43:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1691, loss: 2.1691 +2025-06-04 06:40:25,559 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:43:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2172, loss: 2.2172 +2025-06-04 06:41:09,067 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:42:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.1809, loss: 2.1809 +2025-06-04 06:41:52,566 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:41:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 2.2044, loss: 2.2044 +2025-06-04 06:42:35,843 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:40:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.2507, loss: 2.2507 +2025-06-04 06:43:19,240 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:40:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.2822, loss: 2.2822 +2025-06-04 06:44:02,638 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:39:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3135, loss: 2.3135 +2025-06-04 06:44:46,075 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:38:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 2.2015, loss: 2.2015 +2025-06-04 06:45:29,486 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:38:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.0944, loss: 2.0944 +2025-06-04 06:46:12,978 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:37:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.2327, loss: 2.2327 +2025-06-04 06:46:56,418 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:36:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2556, loss: 2.2556 +2025-06-04 06:47:39,861 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:35:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1767, loss: 2.1767 +2025-06-04 06:48:03,428 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-04 06:49:29,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 06:49:29,745 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9919 +2025-06-04 06:49:29,748 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9072, top5_acc: 0.9919 +2025-06-04 06:50:33,248 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:34:46, time: 0.635, data_time: 0.203, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.1949, loss: 2.1949 +2025-06-04 06:51:16,616 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:34:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 2.0314, loss: 2.0314 +2025-06-04 06:52:00,250 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:33:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.1434, loss: 2.1434 +2025-06-04 06:52:43,607 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:32:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0740, loss: 2.0740 +2025-06-04 06:53:26,966 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:31:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2218, loss: 2.2218 +2025-06-04 06:54:10,298 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:31:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.0411, loss: 2.0411 +2025-06-04 06:54:53,659 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:30:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.0921, loss: 2.0921 +2025-06-04 06:55:37,023 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:29:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1210, loss: 2.1210 +2025-06-04 06:56:20,351 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:29:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.1354, loss: 2.1354 +2025-06-04 06:57:03,807 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:28:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.1157, loss: 2.1157 +2025-06-04 06:57:47,311 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:27:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 2.2541, loss: 2.2541 +2025-06-04 06:58:30,697 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:26:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.1134, loss: 2.1134 +2025-06-04 06:59:14,090 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:26:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1106, loss: 2.1106 +2025-06-04 06:59:57,510 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:25:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.1573, loss: 2.1573 +2025-06-04 07:00:40,887 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:24:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.0955, loss: 2.0955 +2025-06-04 07:01:24,191 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:23:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.1404, loss: 2.1404 +2025-06-04 07:02:07,566 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:23:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.0529, loss: 2.0529 +2025-06-04 07:02:50,886 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:22:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.1708, loss: 2.1708 +2025-06-04 07:03:34,238 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:21:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.2286, loss: 2.2286 +2025-06-04 07:04:17,626 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:21:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2330, loss: 2.2330 +2025-06-04 07:05:00,967 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1355, loss: 2.1355 +2025-06-04 07:05:44,341 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:19:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1920, loss: 2.1920 +2025-06-04 07:06:27,759 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:18:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2180, loss: 2.2180 +2025-06-04 07:06:51,252 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-04 07:08:17,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:08:17,515 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9909 +2025-06-04 07:08:17,518 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.8954, top5_acc: 0.9909 +2025-06-04 07:09:21,275 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:17:47, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9609, loss: 1.9609 +2025-06-04 07:10:04,735 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:17:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.0905, loss: 2.0905 +2025-06-04 07:10:48,403 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:16:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.1024, loss: 2.1024 +2025-06-04 07:11:31,980 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:15:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0303, loss: 2.0303 +2025-06-04 07:12:15,407 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:14:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0703, loss: 2.0703 +2025-06-04 07:12:58,790 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:14:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 2.1310, loss: 2.1310 +2025-06-04 07:13:42,203 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:13:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2037, loss: 2.2037 +2025-06-04 07:14:25,758 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:12:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.1432, loss: 2.1432 +2025-06-04 07:15:09,258 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:12:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.0665, loss: 2.0665 +2025-06-04 07:15:52,898 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:11:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.0908, loss: 2.0908 +2025-06-04 07:16:36,355 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:10:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1913, loss: 2.1913 +2025-06-04 07:17:19,754 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:09:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.0959, loss: 2.0959 +2025-06-04 07:18:03,038 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:09:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2281, loss: 2.2281 +2025-06-04 07:18:46,401 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:08:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0393, loss: 2.0393 +2025-06-04 07:19:29,698 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:07:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1784, loss: 2.1784 +2025-06-04 07:20:13,007 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:06:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.0832, loss: 2.0832 +2025-06-04 07:20:56,276 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:06:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1952, loss: 2.1952 +2025-06-04 07:21:39,608 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:05:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.1202, loss: 2.1202 +2025-06-04 07:22:23,054 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:04:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9962, loss_cls: 2.1244, loss: 2.1244 +2025-06-04 07:23:06,339 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 13:04:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1463, loss: 2.1463 +2025-06-04 07:23:49,641 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 13:03:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.1283, loss: 2.1283 +2025-06-04 07:24:33,045 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 13:02:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1686, loss: 2.1686 +2025-06-04 07:25:16,430 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 13:01:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1335, loss: 2.1335 +2025-06-04 07:25:39,971 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-04 07:27:06,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:27:06,391 - pyskl - INFO - +top1_acc 0.9081 +top5_acc 0.9921 +2025-06-04 07:27:06,394 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9081, top5_acc: 0.9921 +2025-06-04 07:28:10,295 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 13:00:47, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9563, loss: 1.9563 +2025-06-04 07:28:53,752 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 13:00:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0617, loss: 2.0617 +2025-06-04 07:29:37,149 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:59:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0622, loss: 2.0622 +2025-06-04 07:30:20,514 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:58:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0408, loss: 2.0408 +2025-06-04 07:31:03,839 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:57:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9881, loss_cls: 2.1245, loss: 2.1245 +2025-06-04 07:31:47,142 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:57:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.9851, loss: 1.9851 +2025-06-04 07:32:30,479 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:56:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.1836, loss: 2.1836 +2025-06-04 07:33:13,907 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:55:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 2.1240, loss: 2.1240 +2025-06-04 07:33:57,339 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:55:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.0993, loss: 2.0993 +2025-06-04 07:34:40,775 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:54:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.0811, loss: 2.0811 +2025-06-04 07:35:24,110 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:53:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 2.0993, loss: 2.0993 +2025-06-04 07:36:07,322 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:52:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 1.9806, loss: 1.9806 +2025-06-04 07:36:50,945 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:52:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0927, loss: 2.0927 +2025-06-04 07:37:34,422 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:51:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.0779, loss: 2.0779 +2025-06-04 07:38:17,847 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:50:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.1202, loss: 2.1202 +2025-06-04 07:39:01,146 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:49:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0867, loss: 2.0867 +2025-06-04 07:39:44,476 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:49:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.1870, loss: 2.1870 +2025-06-04 07:40:27,876 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:48:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0497, loss: 2.0497 +2025-06-04 07:41:11,226 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:47:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.0673, loss: 2.0673 +2025-06-04 07:41:54,658 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:47:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1520, loss: 2.1520 +2025-06-04 07:42:38,170 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:46:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.1111, loss: 2.1111 +2025-06-04 07:43:21,658 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:45:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.0541, loss: 2.0541 +2025-06-04 07:44:05,124 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:44:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.1305, loss: 2.1305 +2025-06-04 07:44:28,703 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-04 07:53:54,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 07:53:54,974 - pyskl - INFO - +top1_acc 0.9122 +top5_acc 0.9922 +2025-06-04 07:53:55,025 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_101.pth was removed +2025-06-04 07:53:55,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-06-04 07:53:55,998 - pyskl - INFO - Best top1_acc is 0.9122 at 105 epoch. +2025-06-04 07:53:56,001 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9122, top5_acc: 0.9922 +2025-06-04 07:54:59,835 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:43:47, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9731, loss: 1.9731 +2025-06-04 07:55:43,238 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:43:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 2.1025, loss: 2.1025 +2025-06-04 07:56:26,531 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:42:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 2.0143, loss: 2.0143 +2025-06-04 07:57:09,734 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:41:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9900, loss_cls: 2.0287, loss: 2.0287 +2025-06-04 07:57:53,140 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:40:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.0462, loss: 2.0462 +2025-06-04 07:58:36,539 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:40:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1446, loss: 2.1446 +2025-06-04 07:59:20,087 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:39:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.0749, loss: 2.0749 +2025-06-04 08:00:03,895 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:38:44, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.1125, loss: 2.1125 +2025-06-04 08:00:47,716 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:38:01, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.0641, loss: 2.0641 +2025-06-04 08:01:31,482 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:37:18, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0214, loss: 2.0214 +2025-06-04 08:02:15,115 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:36:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.1259, loss: 2.1259 +2025-06-04 08:02:58,662 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:35:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1805, loss: 2.1805 +2025-06-04 08:03:42,159 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:35:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.1896, loss: 2.1896 +2025-06-04 08:04:25,503 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:34:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.1521, loss: 2.1521 +2025-06-04 08:05:08,859 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:33:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.0824, loss: 2.0824 +2025-06-04 08:05:52,220 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:32:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.0084, loss: 2.0084 +2025-06-04 08:06:35,650 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:32:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.1393, loss: 2.1393 +2025-06-04 08:07:19,019 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:31:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.0686, loss: 2.0686 +2025-06-04 08:08:02,401 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:30:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0664, loss: 2.0664 +2025-06-04 08:08:45,693 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:30:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0074, loss: 2.0074 +2025-06-04 08:09:29,075 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:29:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0961, loss: 2.0961 +2025-06-04 08:10:12,478 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:28:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.1608, loss: 2.1608 +2025-06-04 08:10:55,858 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:27:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.0722, loss: 2.0722 +2025-06-04 08:11:19,502 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-04 08:12:46,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:12:46,607 - pyskl - INFO - +top1_acc 0.9077 +top5_acc 0.9907 +2025-06-04 08:12:46,611 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9077, top5_acc: 0.9907 +2025-06-04 08:13:51,651 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:26:49, time: 0.650, data_time: 0.215, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9214, loss: 1.9214 +2025-06-04 08:14:35,123 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:26:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 1.9588, loss: 1.9588 +2025-06-04 08:15:18,599 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:25:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 2.0148, loss: 2.0148 +2025-06-04 08:16:02,015 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:24:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.0151, loss: 2.0151 +2025-06-04 08:16:45,466 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:23:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 2.0337, loss: 2.0337 +2025-06-04 08:17:28,907 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:23:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9169, loss: 1.9169 +2025-06-04 08:18:12,385 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:22:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.0394, loss: 2.0394 +2025-06-04 08:18:55,793 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:21:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.9865, loss: 1.9865 +2025-06-04 08:19:39,375 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:21:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.0861, loss: 2.0861 +2025-06-04 08:20:22,905 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:20:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 2.0255, loss: 2.0255 +2025-06-04 08:21:06,394 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:19:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0524, loss: 2.0524 +2025-06-04 08:21:49,662 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:18:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0417, loss: 2.0417 +2025-06-04 08:22:32,985 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:18:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1022, loss: 2.1022 +2025-06-04 08:23:16,223 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:17:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9838, loss_cls: 2.1645, loss: 2.1645 +2025-06-04 08:23:59,502 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:16:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1330, loss: 2.1330 +2025-06-04 08:24:42,823 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:15:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1017, loss: 2.1017 +2025-06-04 08:25:26,133 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:15:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0829, loss: 2.0829 +2025-06-04 08:26:09,397 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:14:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0529, loss: 2.0529 +2025-06-04 08:26:52,663 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:13:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.1120, loss: 2.1120 +2025-06-04 08:27:35,986 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:13:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.0977, loss: 2.0977 +2025-06-04 08:28:19,227 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:12:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.0703, loss: 2.0703 +2025-06-04 08:29:02,726 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:11:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.0868, loss: 2.0868 +2025-06-04 08:29:46,185 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:10:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.1026, loss: 2.1026 +2025-06-04 08:30:09,832 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-04 08:31:36,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:31:36,357 - pyskl - INFO - +top1_acc 0.8877 +top5_acc 0.9875 +2025-06-04 08:31:36,360 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.8877, top5_acc: 0.9875 +2025-06-04 08:32:40,175 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:09:49, time: 0.638, data_time: 0.204, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 2.0007, loss: 2.0007 +2025-06-04 08:33:23,485 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:09:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0069, loss: 2.0069 +2025-06-04 08:34:06,775 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:08:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0140, loss: 2.0140 +2025-06-04 08:34:50,217 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:07:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.1048, loss: 2.1048 +2025-06-04 08:35:33,575 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:06:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.9177, loss: 1.9177 +2025-06-04 08:36:16,995 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:06:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0274, loss: 2.0274 +2025-06-04 08:37:00,378 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:05:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.9832, loss: 1.9832 +2025-06-04 08:37:43,711 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:04:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9086, loss: 1.9086 +2025-06-04 08:38:27,166 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 12:04:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9584, loss: 1.9584 +2025-06-04 08:39:10,691 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 12:03:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.1101, loss: 2.1101 +2025-06-04 08:39:53,989 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 12:02:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.9817, loss: 1.9817 +2025-06-04 08:40:37,322 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 12:01:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.9873, loss: 1.9873 +2025-06-04 08:41:20,692 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 12:01:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1175, loss: 2.1175 +2025-06-04 08:42:04,029 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 12:00:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9850, loss: 1.9850 +2025-06-04 08:42:47,417 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:59:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0504, loss: 2.0504 +2025-06-04 08:43:30,783 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:58:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0154, loss: 2.0154 +2025-06-04 08:44:14,166 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:58:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 2.0966, loss: 2.0966 +2025-06-04 08:44:57,580 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:57:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.0072, loss: 2.0072 +2025-06-04 08:45:40,974 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:56:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0389, loss: 2.0389 +2025-06-04 08:46:24,320 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:56:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.0225, loss: 2.0225 +2025-06-04 08:47:07,751 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:55:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0454, loss: 2.0454 +2025-06-04 08:47:51,153 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:54:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.0861, loss: 2.0861 +2025-06-04 08:48:34,463 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:53:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0819, loss: 2.0819 +2025-06-04 08:48:58,030 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-04 08:50:24,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 08:50:24,377 - pyskl - INFO - +top1_acc 0.9013 +top5_acc 0.9910 +2025-06-04 08:50:24,381 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9013, top5_acc: 0.9910 +2025-06-04 08:51:27,948 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:52:49, time: 0.636, data_time: 0.202, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9831, loss: 1.9831 +2025-06-04 08:52:11,303 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:52:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8963, loss: 1.8963 +2025-06-04 08:52:54,749 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:51:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.9468, loss: 1.9468 +2025-06-04 08:53:38,227 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:50:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9994, loss_cls: 1.9673, loss: 1.9673 +2025-06-04 08:54:21,625 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:49:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.0070, loss: 2.0070 +2025-06-04 08:55:04,968 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:49:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 1.9418, loss: 1.9418 +2025-06-04 08:55:48,422 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:48:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9888, loss: 1.9888 +2025-06-04 08:56:31,914 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:47:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.9773, loss: 1.9773 +2025-06-04 08:57:15,385 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:47:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0368, loss: 2.0368 +2025-06-04 08:57:58,709 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:46:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0187, loss: 2.0187 +2025-06-04 08:58:42,253 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:45:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0404, loss: 2.0404 +2025-06-04 08:59:25,712 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:44:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.9689, loss: 1.9689 +2025-06-04 09:00:09,025 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:44:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.0016, loss: 2.0016 +2025-06-04 09:00:52,401 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:43:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1372, loss: 2.1372 +2025-06-04 09:01:35,711 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:42:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.9834, loss: 1.9834 +2025-06-04 09:02:19,008 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:42:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 1.9924, loss: 1.9924 +2025-06-04 09:03:02,342 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:41:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.9669, loss: 1.9669 +2025-06-04 09:03:45,787 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:40:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.1259, loss: 2.1259 +2025-06-04 09:04:29,230 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:39:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.9800, loss: 1.9800 +2025-06-04 09:05:12,608 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:39:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1107, loss: 2.1107 +2025-06-04 09:05:56,060 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:38:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 1.9664, loss: 1.9664 +2025-06-04 09:06:39,581 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:37:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.0258, loss: 2.0258 +2025-06-04 09:07:23,125 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:36:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.0778, loss: 2.0778 +2025-06-04 09:07:46,754 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-04 09:09:13,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:09:13,260 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9913 +2025-06-04 09:09:13,263 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9082, top5_acc: 0.9913 +2025-06-04 09:10:17,154 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:35:49, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.9297, loss: 1.9297 +2025-06-04 09:11:00,532 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:35:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.9063, loss: 1.9063 +2025-06-04 09:11:43,961 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:34:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9272, loss: 1.9272 +2025-06-04 09:12:27,475 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:33:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8865, loss: 1.8865 +2025-06-04 09:13:10,984 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:32:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.8774, loss: 1.8774 +2025-06-04 09:13:54,384 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:32:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9919, loss_cls: 1.9681, loss: 1.9681 +2025-06-04 09:14:37,877 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:31:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 1.9501, loss: 1.9501 +2025-06-04 09:15:21,446 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:30:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8937, loss: 1.8937 +2025-06-04 09:16:04,978 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:30:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.9653, loss: 1.9653 +2025-06-04 09:16:48,489 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:29:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.0227, loss: 2.0227 +2025-06-04 09:17:32,067 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:28:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 1.9771, loss: 1.9771 +2025-06-04 09:18:15,693 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:27:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.9477, loss: 1.9477 +2025-06-04 09:18:59,206 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:27:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.9155, loss: 1.9155 +2025-06-04 09:19:42,863 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:26:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9822, loss: 1.9822 +2025-06-04 09:20:26,582 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:25:44, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.9471, loss: 1.9471 +2025-06-04 09:21:10,263 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:25:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.0488, loss: 2.0488 +2025-06-04 09:21:53,806 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:24:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.0157, loss: 2.0157 +2025-06-04 09:22:37,507 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:23:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9068, loss: 1.9068 +2025-06-04 09:23:21,066 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:22:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9465, loss: 1.9465 +2025-06-04 09:24:04,546 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:22:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.0452, loss: 2.0452 +2025-06-04 09:24:47,943 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:21:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0653, loss: 2.0653 +2025-06-04 09:25:31,318 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:20:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.1206, loss: 2.1206 +2025-06-04 09:26:14,756 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:19:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.9346, loss: 1.9346 +2025-06-04 09:26:38,481 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-04 09:35:18,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:35:18,299 - pyskl - INFO - +top1_acc 0.9077 +top5_acc 0.9921 +2025-06-04 09:35:18,303 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9077, top5_acc: 0.9921 +2025-06-04 09:36:22,362 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:18:51, time: 0.641, data_time: 0.204, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9795, loss: 1.9795 +2025-06-04 09:37:05,843 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:18:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.8116, loss: 1.8116 +2025-06-04 09:37:49,310 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:17:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.0237, loss: 2.0237 +2025-06-04 09:38:32,739 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:16:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 2.0007, loss: 2.0007 +2025-06-04 09:39:16,071 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:15:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9196, loss: 1.9196 +2025-06-04 09:39:59,486 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:15:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.9109, loss: 1.9109 +2025-06-04 09:40:42,919 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:14:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.9341, loss: 1.9341 +2025-06-04 09:41:26,572 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:13:48, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9323, loss: 1.9323 +2025-06-04 09:42:10,128 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:13:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8808, loss: 1.8808 +2025-06-04 09:42:53,672 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:12:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.0012, loss: 2.0012 +2025-06-04 09:43:37,127 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:11:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0241, loss: 2.0241 +2025-06-04 09:44:20,636 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:10:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 2.0919, loss: 2.0919 +2025-06-04 09:45:03,864 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:10:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.8778, loss: 1.8778 +2025-06-04 09:45:47,136 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:09:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8875, loss: 1.8875 +2025-06-04 09:46:30,412 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:08:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8830, loss: 1.8830 +2025-06-04 09:47:13,837 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:08:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0396, loss: 2.0396 +2025-06-04 09:47:57,313 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:07:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.9306, loss: 1.9306 +2025-06-04 09:48:40,799 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:06:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9120, loss: 1.9120 +2025-06-04 09:49:24,249 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:05:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9912, loss_cls: 1.9799, loss: 1.9799 +2025-06-04 09:50:07,714 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:05:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.9376, loss: 1.9376 +2025-06-04 09:50:51,140 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:04:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.9514, loss: 1.9514 +2025-06-04 09:51:34,605 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 11:03:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.9662, loss: 1.9662 +2025-06-04 09:52:18,106 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 11:02:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.0166, loss: 2.0166 +2025-06-04 09:52:41,688 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-04 09:54:08,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 09:54:08,145 - pyskl - INFO - +top1_acc 0.9116 +top5_acc 0.9911 +2025-06-04 09:54:08,148 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9116, top5_acc: 0.9911 +2025-06-04 09:55:12,035 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 11:01:52, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8747, loss: 1.8747 +2025-06-04 09:55:55,462 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 11:01:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.9901, loss: 1.9901 +2025-06-04 09:56:38,894 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 11:00:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.9538, loss: 1.9538 +2025-06-04 09:57:22,375 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:59:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7693, loss: 1.7693 +2025-06-04 09:58:05,819 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:58:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9426, loss: 1.9426 +2025-06-04 09:58:49,200 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:58:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8917, loss: 1.8917 +2025-06-04 09:59:32,716 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:57:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8658, loss: 1.8658 +2025-06-04 10:00:15,996 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:56:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8820, loss: 1.8820 +2025-06-04 10:00:59,550 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:56:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.9274, loss: 1.9274 +2025-06-04 10:01:43,086 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:55:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.9088, loss: 1.9088 +2025-06-04 10:02:26,498 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:54:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 1.9309, loss: 1.9309 +2025-06-04 10:03:09,943 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:53:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.8800, loss: 1.8800 +2025-06-04 10:03:53,453 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:53:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9745, loss: 1.9745 +2025-06-04 10:04:36,804 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:52:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.9232, loss: 1.9232 +2025-06-04 10:05:19,829 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:51:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.9334, loss: 1.9334 +2025-06-04 10:06:03,004 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:51:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.9689, loss: 1.9689 +2025-06-04 10:06:46,306 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:50:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.9549, loss: 1.9549 +2025-06-04 10:07:29,707 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:49:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 1.8842, loss: 1.8842 +2025-06-04 10:08:13,067 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:48:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 1.9773, loss: 1.9773 +2025-06-04 10:08:56,447 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:48:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9258, loss: 1.9258 +2025-06-04 10:09:39,764 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:47:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.0159, loss: 2.0159 +2025-06-04 10:10:23,142 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:46:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 1.9222, loss: 1.9222 +2025-06-04 10:11:06,718 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:45:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.8946, loss: 1.8946 +2025-06-04 10:11:30,341 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-04 10:12:56,423 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:12:56,500 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9916 +2025-06-04 10:12:56,504 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9113, top5_acc: 0.9916 +2025-06-04 10:14:00,829 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:44:52, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.8507, loss: 1.8507 +2025-06-04 10:14:44,223 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:44:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8238, loss: 1.8238 +2025-06-04 10:15:27,642 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:43:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.9330, loss: 1.9330 +2025-06-04 10:16:11,018 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:42:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8624, loss: 1.8624 +2025-06-04 10:16:54,455 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:41:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.8021, loss: 1.8021 +2025-06-04 10:17:37,884 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:41:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 1.8848, loss: 1.8848 +2025-06-04 10:18:21,343 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:40:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.8864, loss: 1.8864 +2025-06-04 10:19:04,845 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:39:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9400, loss: 1.9400 +2025-06-04 10:19:48,318 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:39:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.9721, loss: 1.9721 +2025-06-04 10:20:31,734 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:38:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8894, loss: 1.8894 +2025-06-04 10:21:15,155 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:37:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 1.9522, loss: 1.9522 +2025-06-04 10:21:58,526 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:36:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.9213, loss: 1.9213 +2025-06-04 10:22:41,900 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:36:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.9004, loss: 1.9004 +2025-06-04 10:23:25,308 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8616, loss: 1.8616 +2025-06-04 10:24:08,778 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:34:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 1.8441, loss: 1.8441 +2025-06-04 10:24:52,141 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:34:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 1.8946, loss: 1.8946 +2025-06-04 10:25:35,603 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:33:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.7923, loss: 1.7923 +2025-06-04 10:26:19,109 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:32:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.8187, loss: 1.8187 +2025-06-04 10:27:02,658 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:31:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.9396, loss: 1.9396 +2025-06-04 10:27:46,191 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:31:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9266, loss: 1.9266 +2025-06-04 10:28:29,560 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:30:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.9040, loss: 1.9040 +2025-06-04 10:29:13,031 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:29:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.8672, loss: 1.8672 +2025-06-04 10:29:56,425 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:29:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.8596, loss: 1.8596 +2025-06-04 10:30:20,025 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-04 10:31:46,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:31:46,822 - pyskl - INFO - +top1_acc 0.9133 +top5_acc 0.9922 +2025-06-04 10:31:46,896 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_105.pth was removed +2025-06-04 10:31:48,011 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-06-04 10:31:48,012 - pyskl - INFO - Best top1_acc is 0.9133 at 113 epoch. +2025-06-04 10:31:48,015 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9133, top5_acc: 0.9922 +2025-06-04 10:32:52,563 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:27:53, time: 0.645, data_time: 0.209, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.8391, loss: 1.8391 +2025-06-04 10:33:36,087 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:27:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.8678, loss: 1.8678 +2025-06-04 10:34:19,619 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:26:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7998, loss: 1.7998 +2025-06-04 10:35:03,182 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:25:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8460, loss: 1.8460 +2025-06-04 10:35:46,662 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:25:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8420, loss: 1.8420 +2025-06-04 10:36:30,210 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:24:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.7848, loss: 1.7848 +2025-06-04 10:37:13,723 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:23:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9062, loss: 1.9062 +2025-06-04 10:37:57,185 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:22:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8651, loss: 1.8651 +2025-06-04 10:38:40,625 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:22:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.8187, loss: 1.8187 +2025-06-04 10:39:24,058 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:21:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.8570, loss: 1.8570 +2025-06-04 10:40:07,415 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:20:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.8701, loss: 1.8701 +2025-06-04 10:40:50,809 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:19:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8503, loss: 1.8503 +2025-06-04 10:41:34,202 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:19:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.9103, loss: 1.9103 +2025-06-04 10:42:17,486 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:18:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.9115, loss: 1.9115 +2025-06-04 10:43:00,861 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:17:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9906, loss_cls: 1.9221, loss: 1.9221 +2025-06-04 10:43:44,275 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:17:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.7754, loss: 1.7754 +2025-06-04 10:44:27,767 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:16:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 1.8956, loss: 1.8956 +2025-06-04 10:45:11,294 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:15:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.9499, loss: 1.9499 +2025-06-04 10:45:54,729 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:14:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9912, loss_cls: 1.8829, loss: 1.8829 +2025-06-04 10:46:38,292 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:14:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9919, loss_cls: 1.9110, loss: 1.9110 +2025-06-04 10:47:21,870 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:13:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9119, loss: 1.9119 +2025-06-04 10:48:05,285 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:12:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.9359, loss: 1.9359 +2025-06-04 10:48:48,576 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:12:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8453, loss: 1.8453 +2025-06-04 10:49:12,293 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-04 10:50:38,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 10:50:38,918 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9926 +2025-06-04 10:50:38,978 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_113.pth was removed +2025-06-04 10:50:40,096 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2025-06-04 10:50:40,097 - pyskl - INFO - Best top1_acc is 0.9159 at 114 epoch. +2025-06-04 10:50:40,100 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9159, top5_acc: 0.9926 +2025-06-04 10:51:43,913 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:10:54, time: 0.638, data_time: 0.203, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7253, loss: 1.7253 +2025-06-04 10:52:27,386 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:10:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.8075, loss: 1.8075 +2025-06-04 10:53:10,796 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:09:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.8138, loss: 1.8138 +2025-06-04 10:53:54,190 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:08:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.7630, loss: 1.7630 +2025-06-04 10:54:37,566 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:08:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7980, loss: 1.7980 +2025-06-04 10:55:21,191 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:07:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.8196, loss: 1.8196 +2025-06-04 10:56:04,719 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:06:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8939, loss: 1.8939 +2025-06-04 10:56:48,154 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:05:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9123, loss: 1.9123 +2025-06-04 10:57:31,677 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:05:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8489, loss: 1.8489 +2025-06-04 10:58:15,090 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:04:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.8835, loss: 1.8835 +2025-06-04 10:58:58,524 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:03:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7606, loss: 1.7606 +2025-06-04 10:59:41,961 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 10:02:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.7957, loss: 1.7957 +2025-06-04 11:00:25,418 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 10:02:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.8851, loss: 1.8851 +2025-06-04 11:01:08,945 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 10:01:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.7990, loss: 1.7990 +2025-06-04 11:01:52,396 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 10:00:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9039, loss: 1.9039 +2025-06-04 11:02:35,879 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 10:00:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8076, loss: 1.8076 +2025-06-04 11:03:19,700 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:59:21, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.9193, loss: 1.9193 +2025-06-04 11:04:03,574 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:58:38, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.7782, loss: 1.7782 +2025-06-04 11:04:47,116 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:57:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8668, loss: 1.8668 +2025-06-04 11:05:30,446 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:57:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.7557, loss: 1.7557 +2025-06-04 11:06:13,842 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:56:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8340, loss: 1.8340 +2025-06-04 11:06:57,159 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:55:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.9242, loss: 1.9242 +2025-06-04 11:07:40,560 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:55:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.8197, loss: 1.8197 +2025-06-04 11:08:04,188 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-04 11:17:06,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:17:06,991 - pyskl - INFO - +top1_acc 0.9163 +top5_acc 0.9927 +2025-06-04 11:17:07,048 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_114.pth was removed +2025-06-04 11:17:08,124 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-06-04 11:17:08,125 - pyskl - INFO - Best top1_acc is 0.9163 at 115 epoch. +2025-06-04 11:17:08,128 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9163, top5_acc: 0.9927 +2025-06-04 11:18:12,063 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:53:55, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7244, loss: 1.7244 +2025-06-04 11:18:55,410 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:53:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 1.7503, loss: 1.7503 +2025-06-04 11:19:38,837 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:52:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7491, loss: 1.7491 +2025-06-04 11:20:22,237 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:51:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8336, loss: 1.8336 +2025-06-04 11:21:05,622 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:51:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8144, loss: 1.8144 +2025-06-04 11:21:49,049 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:50:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8197, loss: 1.8197 +2025-06-04 11:22:32,486 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:49:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8679, loss: 1.8679 +2025-06-04 11:23:16,063 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:48:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7487, loss: 1.7487 +2025-06-04 11:23:59,426 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:48:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.7890, loss: 1.7890 +2025-06-04 11:24:42,680 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:47:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 1.7647, loss: 1.7647 +2025-06-04 11:25:26,041 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:46:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7908, loss: 1.7908 +2025-06-04 11:26:09,339 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:45:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7831, loss: 1.7831 +2025-06-04 11:26:52,659 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:45:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8575, loss: 1.8575 +2025-06-04 11:27:36,046 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:44:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8221, loss: 1.8221 +2025-06-04 11:28:19,446 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:43:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8123, loss: 1.8123 +2025-06-04 11:29:02,878 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:43:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7658, loss: 1.7658 +2025-06-04 11:29:46,310 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:42:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.8354, loss: 1.8354 +2025-06-04 11:30:29,758 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:41:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8640, loss: 1.8640 +2025-06-04 11:31:13,234 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:40:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7988, loss: 1.7988 +2025-06-04 11:31:56,708 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:40:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.8615, loss: 1.8615 +2025-06-04 11:32:40,207 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:39:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8693, loss: 1.8693 +2025-06-04 11:33:23,691 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:38:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 1.8408, loss: 1.8408 +2025-06-04 11:34:07,198 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:38:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.8302, loss: 1.8302 +2025-06-04 11:34:30,773 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-04 11:35:57,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:35:57,645 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9915 +2025-06-04 11:35:57,648 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9153, top5_acc: 0.9915 +2025-06-04 11:37:01,850 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:36:55, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7069, loss: 1.7069 +2025-06-04 11:37:45,340 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:36:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.7854, loss: 1.7854 +2025-06-04 11:38:28,747 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.6850, loss: 1.6850 +2025-06-04 11:39:12,241 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:34:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6863, loss: 1.6863 +2025-06-04 11:39:55,794 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:34:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.7165, loss: 1.7165 +2025-06-04 11:40:39,282 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:33:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7843, loss: 1.7843 +2025-06-04 11:41:22,863 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:32:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.7595, loss: 1.7595 +2025-06-04 11:42:06,383 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:31:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.7487, loss: 1.7487 +2025-06-04 11:42:49,918 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:31:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8620, loss: 1.8620 +2025-06-04 11:43:33,428 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:30:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.7918, loss: 1.7918 +2025-06-04 11:44:16,949 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:29:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.7742, loss: 1.7742 +2025-06-04 11:45:00,367 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:28:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7206, loss: 1.7206 +2025-06-04 11:45:43,709 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:28:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.8175, loss: 1.8175 +2025-06-04 11:46:27,119 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:27:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.8711, loss: 1.8711 +2025-06-04 11:47:10,614 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:26:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.8511, loss: 1.8511 +2025-06-04 11:47:54,066 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:26:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8080, loss: 1.8080 +2025-06-04 11:48:37,395 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:25:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 1.8014, loss: 1.8014 +2025-06-04 11:49:20,779 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:24:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.6966, loss: 1.6966 +2025-06-04 11:50:04,103 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:23:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 1.8758, loss: 1.8758 +2025-06-04 11:50:47,427 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:23:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 1.9606, loss: 1.9606 +2025-06-04 11:51:30,777 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:22:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8458, loss: 1.8458 +2025-06-04 11:52:14,249 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:21:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 1.8315, loss: 1.8315 +2025-06-04 11:52:57,592 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:21:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.7939, loss: 1.7939 +2025-06-04 11:53:21,107 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-04 11:54:47,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 11:54:47,476 - pyskl - INFO - +top1_acc 0.9204 +top5_acc 0.9931 +2025-06-04 11:54:47,537 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_115.pth was removed +2025-06-04 11:54:48,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-06-04 11:54:48,585 - pyskl - INFO - Best top1_acc is 0.9204 at 117 epoch. +2025-06-04 11:54:48,588 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9204, top5_acc: 0.9931 +2025-06-04 11:55:52,007 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:19:56, time: 0.634, data_time: 0.201, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6506, loss: 1.6506 +2025-06-04 11:56:35,418 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:19:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7324, loss: 1.7324 +2025-06-04 11:57:18,896 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:18:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7465, loss: 1.7465 +2025-06-04 11:58:02,394 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:17:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6364, loss: 1.6364 +2025-06-04 11:58:45,955 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:17:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.7218, loss: 1.7218 +2025-06-04 11:59:29,537 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:16:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7113, loss: 1.7113 +2025-06-04 12:00:12,990 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:15:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 1.7294, loss: 1.7294 +2025-06-04 12:00:56,413 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:14:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7698, loss: 1.7698 +2025-06-04 12:01:39,807 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:14:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.6986, loss: 1.6986 +2025-06-04 12:02:23,249 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:13:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.7581, loss: 1.7581 +2025-06-04 12:03:06,697 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:12:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7557, loss: 1.7557 +2025-06-04 12:03:50,137 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:12:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.7135, loss: 1.7135 +2025-06-04 12:04:33,568 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:11:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.7828, loss: 1.7828 +2025-06-04 12:05:16,981 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:10:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7565, loss: 1.7565 +2025-06-04 12:06:00,381 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:09:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7863, loss: 1.7863 +2025-06-04 12:06:43,751 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:09:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.8046, loss: 1.8046 +2025-06-04 12:07:27,099 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:08:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8262, loss: 1.8262 +2025-06-04 12:08:10,479 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:07:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.7641, loss: 1.7641 +2025-06-04 12:08:53,866 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:06:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.7222, loss: 1.7222 +2025-06-04 12:09:37,362 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:06:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 1.7575, loss: 1.7575 +2025-06-04 12:10:20,779 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:05:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.7909, loss: 1.7909 +2025-06-04 12:11:04,105 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:04:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.8713, loss: 1.8713 +2025-06-04 12:11:47,439 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:04:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7257, loss: 1.7257 +2025-06-04 12:12:10,965 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-04 12:13:37,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:13:37,403 - pyskl - INFO - +top1_acc 0.9155 +top5_acc 0.9926 +2025-06-04 12:13:37,406 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9155, top5_acc: 0.9926 +2025-06-04 12:14:41,052 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 9:02:56, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6485, loss: 1.6485 +2025-06-04 12:15:24,566 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 9:02:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.7193, loss: 1.7193 +2025-06-04 12:16:08,123 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 9:01:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6122, loss: 1.6122 +2025-06-04 12:16:51,623 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 9:00:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.6782, loss: 1.6782 +2025-06-04 12:17:35,043 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 9:00:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6722, loss: 1.6722 +2025-06-04 12:18:18,510 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:59:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6841, loss: 1.6841 +2025-06-04 12:19:01,993 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:58:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7563, loss: 1.7563 +2025-06-04 12:19:45,471 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:57:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7211, loss: 1.7211 +2025-06-04 12:20:29,030 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:57:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6836, loss: 1.6836 +2025-06-04 12:21:12,497 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:56:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 1.6598, loss: 1.6598 +2025-06-04 12:21:55,954 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:55:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.6668, loss: 1.6668 +2025-06-04 12:22:39,390 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:55:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7241, loss: 1.7241 +2025-06-04 12:23:22,757 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:54:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7495, loss: 1.7495 +2025-06-04 12:24:06,230 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:53:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.7429, loss: 1.7429 +2025-06-04 12:24:49,684 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:52:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7563, loss: 1.7563 +2025-06-04 12:25:33,191 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:52:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.6698, loss: 1.6698 +2025-06-04 12:26:16,538 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:51:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8218, loss: 1.8218 +2025-06-04 12:27:00,082 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:50:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.7591, loss: 1.7591 +2025-06-04 12:27:43,653 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:49:57, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.7477, loss: 1.7477 +2025-06-04 12:28:27,085 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:49:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7490, loss: 1.7490 +2025-06-04 12:29:10,552 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:48:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7449, loss: 1.7449 +2025-06-04 12:29:53,981 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:47:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.7946, loss: 1.7946 +2025-06-04 12:30:37,268 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:47:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7822, loss: 1.7822 +2025-06-04 12:31:00,868 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-04 12:32:27,667 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:32:27,746 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9925 +2025-06-04 12:32:27,749 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9181, top5_acc: 0.9925 +2025-06-04 12:33:31,690 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:45:57, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.7327, loss: 1.7327 +2025-06-04 12:34:15,406 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:45:14, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6633, loss: 1.6633 +2025-06-04 12:34:59,053 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:44:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6185, loss: 1.6185 +2025-06-04 12:35:42,610 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:43:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6581, loss: 1.6581 +2025-06-04 12:36:26,107 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:43:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6139, loss: 1.6139 +2025-06-04 12:37:09,509 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:42:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.6595, loss: 1.6595 +2025-06-04 12:37:52,839 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:41:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7032, loss: 1.7032 +2025-06-04 12:38:36,227 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:40:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6100, loss: 1.6100 +2025-06-04 12:39:19,618 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:40:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6449, loss: 1.6449 +2025-06-04 12:40:02,989 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:39:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9938, loss_cls: 1.6693, loss: 1.6693 +2025-06-04 12:40:46,304 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:38:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.6762, loss: 1.6762 +2025-06-04 12:41:29,529 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:38:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6831, loss: 1.6831 +2025-06-04 12:42:12,737 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:37:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.6638, loss: 1.6638 +2025-06-04 12:42:56,124 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:36:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6736, loss: 1.6736 +2025-06-04 12:43:39,594 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:35:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.6590, loss: 1.6590 +2025-06-04 12:44:22,953 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:35:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 1.7248, loss: 1.7248 +2025-06-04 12:45:06,570 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:34:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9944, loss_cls: 1.6966, loss: 1.6966 +2025-06-04 12:45:50,042 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:33:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7070, loss: 1.7070 +2025-06-04 12:46:33,446 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:32:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6909, loss: 1.6909 +2025-06-04 12:47:16,906 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:32:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.7817, loss: 1.7817 +2025-06-04 12:48:00,317 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:31:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7266, loss: 1.7266 +2025-06-04 12:48:43,814 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:30:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7424, loss: 1.7424 +2025-06-04 12:49:27,445 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:30:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.6355, loss: 1.6355 +2025-06-04 12:49:51,031 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-04 12:59:04,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 12:59:05,043 - pyskl - INFO - +top1_acc 0.9291 +top5_acc 0.9937 +2025-06-04 12:59:05,097 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_117.pth was removed +2025-06-04 12:59:06,139 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-04 12:59:06,140 - pyskl - INFO - Best top1_acc is 0.9291 at 120 epoch. +2025-06-04 12:59:06,143 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9291, top5_acc: 0.9937 +2025-06-04 13:00:10,091 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:28:58, time: 0.639, data_time: 0.204, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6474, loss: 1.6474 +2025-06-04 13:00:53,565 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:28:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 1.6963, loss: 1.6963 +2025-06-04 13:01:37,024 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:27:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6055, loss: 1.6055 +2025-06-04 13:02:20,486 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:26:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6496, loss: 1.6496 +2025-06-04 13:03:03,962 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:26:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5671, loss: 1.5671 +2025-06-04 13:03:47,325 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:25:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5877, loss: 1.5877 +2025-06-04 13:04:30,661 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:24:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6680, loss: 1.6680 +2025-06-04 13:05:14,012 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:23:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6482, loss: 1.6482 +2025-06-04 13:05:57,568 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:23:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7420, loss: 1.7420 +2025-06-04 13:06:40,939 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:22:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.7045, loss: 1.7045 +2025-06-04 13:07:24,394 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:21:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.7051, loss: 1.7051 +2025-06-04 13:08:07,791 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:21:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.6237, loss: 1.6237 +2025-06-04 13:08:51,170 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:20:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6104, loss: 1.6104 +2025-06-04 13:09:34,561 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:19:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.6648, loss: 1.6648 +2025-06-04 13:10:18,059 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:18:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6712, loss: 1.6712 +2025-06-04 13:11:01,463 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:18:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6442, loss: 1.6442 +2025-06-04 13:11:44,878 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:17:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.6650, loss: 1.6650 +2025-06-04 13:12:28,343 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:16:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6301, loss: 1.6301 +2025-06-04 13:13:11,867 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:15:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7457, loss: 1.7457 +2025-06-04 13:13:55,313 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:15:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7552, loss: 1.7552 +2025-06-04 13:14:38,596 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:14:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.6352, loss: 1.6352 +2025-06-04 13:15:21,984 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:13:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6605, loss: 1.6605 +2025-06-04 13:16:05,436 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:13:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.7051, loss: 1.7051 +2025-06-04 13:16:29,221 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-04 13:17:55,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:17:55,760 - pyskl - INFO - +top1_acc 0.9204 +top5_acc 0.9929 +2025-06-04 13:17:55,764 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9204, top5_acc: 0.9929 +2025-06-04 13:18:59,643 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:11:59, time: 0.639, data_time: 0.203, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 1.6391, loss: 1.6391 +2025-06-04 13:19:43,087 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:11:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6574, loss: 1.6574 +2025-06-04 13:20:26,911 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:10:32, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5215, loss: 1.5215 +2025-06-04 13:21:10,480 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:09:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.4991, loss: 1.4991 +2025-06-04 13:21:54,007 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:09:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.5798, loss: 1.5798 +2025-06-04 13:22:37,467 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:08:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6365, loss: 1.6365 +2025-06-04 13:23:20,980 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:07:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.6372, loss: 1.6372 +2025-06-04 13:24:04,328 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:06:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6592, loss: 1.6592 +2025-06-04 13:24:47,686 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:06:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6570, loss: 1.6570 +2025-06-04 13:25:31,098 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:05:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.6301, loss: 1.6301 +2025-06-04 13:26:14,499 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:04:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.6692, loss: 1.6692 +2025-06-04 13:26:57,890 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:04:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.6267, loss: 1.6267 +2025-06-04 13:27:41,326 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:03:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6186, loss: 1.6186 +2025-06-04 13:28:24,729 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 8:02:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5764, loss: 1.5764 +2025-06-04 13:29:08,081 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 8:01:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.6471, loss: 1.6471 +2025-06-04 13:29:51,449 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 8:01:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6613, loss: 1.6613 +2025-06-04 13:30:34,796 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 8:00:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.6775, loss: 1.6775 +2025-06-04 13:31:18,086 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.6116, loss: 1.6116 +2025-06-04 13:32:01,416 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.6441, loss: 1.6441 +2025-06-04 13:32:44,759 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:58:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.6229, loss: 1.6229 +2025-06-04 13:33:28,058 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:57:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6230, loss: 1.6230 +2025-06-04 13:34:11,331 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:56:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.7123, loss: 1.7123 +2025-06-04 13:34:54,583 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:56:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.5469, loss: 1.5469 +2025-06-04 13:35:18,136 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-04 13:36:44,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:36:44,296 - pyskl - INFO - +top1_acc 0.9255 +top5_acc 0.9919 +2025-06-04 13:36:44,299 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9255, top5_acc: 0.9919 +2025-06-04 13:37:47,789 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:54:59, time: 0.635, data_time: 0.201, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5586, loss: 1.5586 +2025-06-04 13:38:31,233 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:54:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5628, loss: 1.5628 +2025-06-04 13:39:14,664 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:53:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.6046, loss: 1.6046 +2025-06-04 13:39:58,444 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:52:49, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.6059, loss: 1.6059 +2025-06-04 13:40:41,979 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:52:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6206, loss: 1.6206 +2025-06-04 13:41:25,453 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:51:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6190, loss: 1.6190 +2025-06-04 13:42:08,991 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:50:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6091, loss: 1.6091 +2025-06-04 13:42:52,474 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:49:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6315, loss: 1.6315 +2025-06-04 13:43:35,956 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:49:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.5783, loss: 1.5783 +2025-06-04 13:44:19,407 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:48:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 1.5699, loss: 1.5699 +2025-06-04 13:45:02,823 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:47:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.5943, loss: 1.5943 +2025-06-04 13:45:46,322 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:47:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6069, loss: 1.6069 +2025-06-04 13:46:29,866 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:46:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9938, loss_cls: 1.6927, loss: 1.6927 +2025-06-04 13:47:13,455 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:45:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.6021, loss: 1.6021 +2025-06-04 13:47:56,944 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:44:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.5879, loss: 1.5879 +2025-06-04 13:48:40,448 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:44:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5422, loss: 1.5422 +2025-06-04 13:49:24,038 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:43:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5571, loss: 1.5571 +2025-06-04 13:50:07,639 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:42:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.5800, loss: 1.5800 +2025-06-04 13:50:51,172 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:42:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.5686, loss: 1.5686 +2025-06-04 13:51:34,760 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:41:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5749, loss: 1.5749 +2025-06-04 13:52:18,407 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:40:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.6563, loss: 1.6563 +2025-06-04 13:53:01,851 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:39:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7121, loss: 1.7121 +2025-06-04 13:53:45,383 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:39:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6156, loss: 1.6156 +2025-06-04 13:54:09,083 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-04 13:55:35,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 13:55:35,566 - pyskl - INFO - +top1_acc 0.9275 +top5_acc 0.9932 +2025-06-04 13:55:35,569 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9275, top5_acc: 0.9932 +2025-06-04 13:56:39,901 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:38:00, time: 0.643, data_time: 0.206, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.4877, loss: 1.4877 +2025-06-04 13:57:23,676 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:37:17, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5412, loss: 1.5412 +2025-06-04 13:58:07,183 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:36:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5076, loss: 1.5076 +2025-06-04 13:58:50,862 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:35:50, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5080, loss: 1.5080 +2025-06-04 13:59:34,565 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:35:07, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.5995, loss: 1.5995 +2025-06-04 14:00:17,998 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:34:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.5485, loss: 1.5485 +2025-06-04 14:01:01,373 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:33:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.5782, loss: 1.5782 +2025-06-04 14:01:44,625 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:32:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6075, loss: 1.6075 +2025-06-04 14:02:27,862 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:32:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.5727, loss: 1.5727 +2025-06-04 14:03:11,128 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:31:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.5858, loss: 1.5858 +2025-06-04 14:03:54,462 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:30:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5929, loss: 1.5929 +2025-06-04 14:04:37,907 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:30:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5622, loss: 1.5622 +2025-06-04 14:05:21,361 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:29:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9950, loss_cls: 1.5757, loss: 1.5757 +2025-06-04 14:06:04,813 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:28:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6298, loss: 1.6298 +2025-06-04 14:06:48,266 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:27:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5771, loss: 1.5771 +2025-06-04 14:07:31,647 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:27:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.5723, loss: 1.5723 +2025-06-04 14:08:15,036 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:26:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5624, loss: 1.5624 +2025-06-04 14:08:58,533 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:25:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.5488, loss: 1.5488 +2025-06-04 14:09:41,917 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:25:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5827, loss: 1.5827 +2025-06-04 14:10:25,237 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:24:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.6837, loss: 1.6837 +2025-06-04 14:11:08,586 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:23:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.5528, loss: 1.5528 +2025-06-04 14:11:52,093 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:22:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6012, loss: 1.6012 +2025-06-04 14:12:35,585 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:22:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5334, loss: 1.5334 +2025-06-04 14:12:59,170 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-04 14:14:25,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:14:25,923 - pyskl - INFO - +top1_acc 0.9302 +top5_acc 0.9932 +2025-06-04 14:14:25,976 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_120.pth was removed +2025-06-04 14:14:27,000 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-06-04 14:14:27,001 - pyskl - INFO - Best top1_acc is 0.9302 at 124 epoch. +2025-06-04 14:14:27,004 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9302, top5_acc: 0.9932 +2025-06-04 14:15:30,874 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:21:01, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.4769, loss: 1.4769 +2025-06-04 14:16:14,278 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:20:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5786, loss: 1.5786 +2025-06-04 14:16:57,617 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:19:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.5138, loss: 1.5138 +2025-06-04 14:17:41,159 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:18:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5006, loss: 1.5006 +2025-06-04 14:18:24,621 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:18:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.5462, loss: 1.5462 +2025-06-04 14:19:08,387 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:17:24, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5665, loss: 1.5665 +2025-06-04 14:19:51,845 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:16:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.5655, loss: 1.5655 +2025-06-04 14:20:35,186 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:15:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.6201, loss: 1.6201 +2025-06-04 14:21:18,521 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:15:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.5262, loss: 1.5262 +2025-06-04 14:22:01,782 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:14:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.5459, loss: 1.5459 +2025-06-04 14:22:45,112 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:13:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.5471, loss: 1.5471 +2025-06-04 14:23:28,549 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:13:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5630, loss: 1.5630 +2025-06-04 14:24:12,087 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:12:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5771, loss: 1.5771 +2025-06-04 14:24:55,623 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:11:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5001, loss: 1.5001 +2025-06-04 14:25:39,068 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:10:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 1.5962, loss: 1.5962 +2025-06-04 14:26:22,532 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:10:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5103, loss: 1.5103 +2025-06-04 14:27:06,015 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:09:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9950, loss_cls: 1.5913, loss: 1.5913 +2025-06-04 14:27:49,490 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:08:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5272, loss: 1.5272 +2025-06-04 14:28:33,029 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:08:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5101, loss: 1.5101 +2025-06-04 14:29:16,440 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:07:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5220, loss: 1.5220 +2025-06-04 14:29:59,895 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:06:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5185, loss: 1.5185 +2025-06-04 14:30:43,375 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:05:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.5479, loss: 1.5479 +2025-06-04 14:31:26,899 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:05:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5278, loss: 1.5278 +2025-06-04 14:31:50,574 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-04 14:40:55,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:40:55,687 - pyskl - INFO - +top1_acc 0.9272 +top5_acc 0.9921 +2025-06-04 14:40:55,691 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9272, top5_acc: 0.9921 +2025-06-04 14:41:59,734 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:04:01, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5860, loss: 1.5860 +2025-06-04 14:42:43,099 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:03:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.4632, loss: 1.4632 +2025-06-04 14:43:26,601 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:02:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.4792, loss: 1.4792 +2025-06-04 14:44:10,209 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 7:01:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5056, loss: 1.5056 +2025-06-04 14:44:53,754 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 7:01:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4881, loss: 1.4881 +2025-06-04 14:45:37,269 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 7:00:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5000, loss: 1.5000 +2025-06-04 14:46:20,747 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:59:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.4709, loss: 1.4709 +2025-06-04 14:47:04,216 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:58:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5125, loss: 1.5125 +2025-06-04 14:47:47,613 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:58:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5067, loss: 1.5067 +2025-06-04 14:48:31,041 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:57:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.5320, loss: 1.5320 +2025-06-04 14:49:14,478 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:56:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5818, loss: 1.5818 +2025-06-04 14:49:58,004 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:56:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5048, loss: 1.5048 +2025-06-04 14:50:41,559 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:55:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.5358, loss: 1.5358 +2025-06-04 14:51:25,033 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:54:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5540, loss: 1.5540 +2025-06-04 14:52:08,356 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:53:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5122, loss: 1.5122 +2025-06-04 14:52:51,678 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:53:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.4842, loss: 1.4842 +2025-06-04 14:53:35,007 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:52:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.5329, loss: 1.5329 +2025-06-04 14:54:18,247 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:51:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5111, loss: 1.5111 +2025-06-04 14:55:01,232 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:51:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5576, loss: 1.5576 +2025-06-04 14:55:44,570 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:50:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5322, loss: 1.5322 +2025-06-04 14:56:28,063 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:49:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 1.6251, loss: 1.6251 +2025-06-04 14:57:11,606 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:48:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5402, loss: 1.5402 +2025-06-04 14:57:55,309 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:48:09, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.5340, loss: 1.5340 +2025-06-04 14:58:18,950 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-04 14:59:45,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 14:59:46,064 - pyskl - INFO - +top1_acc 0.9265 +top5_acc 0.9935 +2025-06-04 14:59:46,067 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9265, top5_acc: 0.9935 +2025-06-04 15:00:49,887 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:47:02, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4294, loss: 1.4294 +2025-06-04 15:01:33,330 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:46:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4475, loss: 1.4475 +2025-06-04 15:02:16,849 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:45:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.4870, loss: 1.4870 +2025-06-04 15:03:00,323 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:44:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4785, loss: 1.4785 +2025-06-04 15:03:43,855 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:44:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4476, loss: 1.4476 +2025-06-04 15:04:27,405 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:43:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5157, loss: 1.5157 +2025-06-04 15:05:11,003 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:42:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.5523, loss: 1.5523 +2025-06-04 15:05:54,499 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:41:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4512, loss: 1.4512 +2025-06-04 15:06:37,966 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:41:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5107, loss: 1.5107 +2025-06-04 15:07:21,424 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:40:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4747, loss: 1.4747 +2025-06-04 15:08:04,971 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:39:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5475, loss: 1.5475 +2025-06-04 15:08:48,325 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:39:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4714, loss: 1.4714 +2025-06-04 15:09:31,637 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:38:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.5599, loss: 1.5599 +2025-06-04 15:10:15,015 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:37:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4847, loss: 1.4847 +2025-06-04 15:10:58,413 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:36:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5329, loss: 1.5329 +2025-06-04 15:11:41,793 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:36:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9950, loss_cls: 1.5095, loss: 1.5095 +2025-06-04 15:12:25,171 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.5256, loss: 1.5256 +2025-06-04 15:13:08,628 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:34:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5090, loss: 1.5090 +2025-06-04 15:13:51,979 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:34:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5236, loss: 1.5236 +2025-06-04 15:14:35,336 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:33:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.4913, loss: 1.4913 +2025-06-04 15:15:18,769 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:32:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.4987, loss: 1.4987 +2025-06-04 15:16:02,381 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:31:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4223, loss: 1.4223 +2025-06-04 15:16:46,001 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:31:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4885, loss: 1.4885 +2025-06-04 15:17:09,607 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-04 15:18:35,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:18:35,725 - pyskl - INFO - +top1_acc 0.9328 +top5_acc 0.9933 +2025-06-04 15:18:35,781 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_124.pth was removed +2025-06-04 15:18:36,833 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-04 15:18:36,834 - pyskl - INFO - Best top1_acc is 0.9328 at 127 epoch. +2025-06-04 15:18:36,836 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9328, top5_acc: 0.9933 +2025-06-04 15:19:40,459 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:30:03, time: 0.636, data_time: 0.201, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4548, loss: 1.4548 +2025-06-04 15:20:24,138 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:29:19, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 1.5180, loss: 1.5180 +2025-06-04 15:21:07,667 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:28:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.5127, loss: 1.5127 +2025-06-04 15:21:51,260 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:27:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4644, loss: 1.4644 +2025-06-04 15:22:34,814 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:27:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4518, loss: 1.4518 +2025-06-04 15:23:18,483 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:26:26, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4429, loss: 1.4429 +2025-06-04 15:24:02,010 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:25:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4532, loss: 1.4532 +2025-06-04 15:24:45,504 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:25:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.5037, loss: 1.5037 +2025-06-04 15:25:28,969 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:24:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.5022, loss: 1.5022 +2025-06-04 15:26:12,418 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:23:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4992, loss: 1.4992 +2025-06-04 15:26:55,867 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:22:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.4346, loss: 1.4346 +2025-06-04 15:27:39,410 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:22:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.4968, loss: 1.4968 +2025-06-04 15:28:22,882 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:21:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4492, loss: 1.4492 +2025-06-04 15:29:06,242 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:20:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4185, loss: 1.4185 +2025-06-04 15:29:49,746 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:19:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 1.5327, loss: 1.5327 +2025-06-04 15:30:33,123 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:19:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.4953, loss: 1.4953 +2025-06-04 15:31:16,533 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:18:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.4656, loss: 1.4656 +2025-06-04 15:32:00,023 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:17:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4927, loss: 1.4927 +2025-06-04 15:32:43,426 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:17:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.4950, loss: 1.4950 +2025-06-04 15:33:26,848 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:16:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5208, loss: 1.5208 +2025-06-04 15:34:10,386 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:15:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4831, loss: 1.4831 +2025-06-04 15:34:53,898 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:14:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5004, loss: 1.5004 +2025-06-04 15:35:37,282 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:14:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5021, loss: 1.5021 +2025-06-04 15:36:00,919 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-04 15:37:27,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:37:27,697 - pyskl - INFO - +top1_acc 0.9310 +top5_acc 0.9924 +2025-06-04 15:37:27,700 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9310, top5_acc: 0.9924 +2025-06-04 15:38:31,606 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:13:03, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4374, loss: 1.4374 +2025-06-04 15:39:14,961 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:12:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4502, loss: 1.4502 +2025-06-04 15:39:58,423 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:11:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.4464, loss: 1.4464 +2025-06-04 15:40:41,925 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:10:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3987, loss: 1.3987 +2025-06-04 15:41:25,447 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:10:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.4709, loss: 1.4709 +2025-06-04 15:42:09,042 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:09:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.4319, loss: 1.4319 +2025-06-04 15:42:52,557 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:08:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4323, loss: 1.4323 +2025-06-04 15:43:36,098 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:08:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.4340, loss: 1.4340 +2025-06-04 15:44:19,595 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:07:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.4669, loss: 1.4669 +2025-06-04 15:45:03,031 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:06:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.3894, loss: 1.3894 +2025-06-04 15:45:46,551 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:05:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4299, loss: 1.4299 +2025-06-04 15:46:30,130 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:05:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.4170, loss: 1.4170 +2025-06-04 15:47:13,690 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:04:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.4853, loss: 1.4853 +2025-06-04 15:47:57,245 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:03:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.4618, loss: 1.4618 +2025-06-04 15:48:40,712 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:02:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4510, loss: 1.4510 +2025-06-04 15:49:24,226 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:02:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.4559, loss: 1.4559 +2025-06-04 15:50:07,861 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 6:01:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.4748, loss: 1.4748 +2025-06-04 15:50:51,199 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 6:00:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4283, loss: 1.4283 +2025-06-04 15:51:34,578 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 6:00:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4590, loss: 1.4590 +2025-06-04 15:52:17,912 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:59:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4415, loss: 1.4415 +2025-06-04 15:53:01,282 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:58:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4717, loss: 1.4717 +2025-06-04 15:53:44,810 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:57:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.4775, loss: 1.4775 +2025-06-04 15:54:28,339 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:57:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.3985, loss: 1.3985 +2025-06-04 15:54:51,935 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-04 15:56:18,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 15:56:18,302 - pyskl - INFO - +top1_acc 0.9354 +top5_acc 0.9934 +2025-06-04 15:56:18,357 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_127.pth was removed +2025-06-04 15:56:19,415 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-04 15:56:19,416 - pyskl - INFO - Best top1_acc is 0.9354 at 129 epoch. +2025-06-04 15:56:19,419 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9354, top5_acc: 0.9934 +2025-06-04 15:57:23,948 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:56:04, time: 0.645, data_time: 0.210, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4123, loss: 1.4123 +2025-06-04 15:58:07,411 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:55:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 1.4241, loss: 1.4241 +2025-06-04 15:58:50,919 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:54:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3985, loss: 1.3985 +2025-06-04 15:59:34,345 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:53:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3801, loss: 1.3801 +2025-06-04 16:00:17,791 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:53:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.4122, loss: 1.4122 +2025-06-04 16:01:01,272 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:52:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9962, loss_cls: 1.3837, loss: 1.3837 +2025-06-04 16:01:44,833 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:51:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3517, loss: 1.3517 +2025-06-04 16:02:28,367 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:51:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.4046, loss: 1.4046 +2025-06-04 16:03:11,896 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:50:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4386, loss: 1.4386 +2025-06-04 16:03:55,576 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:49:35, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4817, loss: 1.4817 +2025-06-04 16:04:39,066 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:48:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4300, loss: 1.4300 +2025-06-04 16:05:22,480 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:48:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3892, loss: 1.3892 +2025-06-04 16:06:06,164 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:47:25, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.4216, loss: 1.4216 +2025-06-04 16:06:49,667 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:46:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.4207, loss: 1.4207 +2025-06-04 16:07:33,123 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:45:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.4528, loss: 1.4528 +2025-06-04 16:08:16,508 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:45:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.4193, loss: 1.4193 +2025-06-04 16:08:59,899 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:44:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4538, loss: 1.4538 +2025-06-04 16:09:43,210 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:43:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.3576, loss: 1.3576 +2025-06-04 16:10:26,615 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:43:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.4644, loss: 1.4644 +2025-06-04 16:11:10,094 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:42:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9956, loss_cls: 1.4411, loss: 1.4411 +2025-06-04 16:11:53,556 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:41:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3976, loss: 1.3976 +2025-06-04 16:12:36,850 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:40:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4741, loss: 1.4741 +2025-06-04 16:13:20,308 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:40:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.4397, loss: 1.4397 +2025-06-04 16:13:43,991 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-04 16:22:36,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:22:37,032 - pyskl - INFO - +top1_acc 0.9378 +top5_acc 0.9936 +2025-06-04 16:22:37,088 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_129.pth was removed +2025-06-04 16:22:38,183 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-04 16:22:38,184 - pyskl - INFO - Best top1_acc is 0.9378 at 130 epoch. +2025-06-04 16:22:38,187 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9378, top5_acc: 0.9936 +2025-06-04 16:23:42,318 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:39:05, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3553, loss: 1.3553 +2025-06-04 16:24:25,746 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:38:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3544, loss: 1.3544 +2025-06-04 16:25:09,225 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:37:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3685, loss: 1.3685 +2025-06-04 16:25:52,683 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:36:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3811, loss: 1.3811 +2025-06-04 16:26:36,117 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:36:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.3427, loss: 1.3427 +2025-06-04 16:27:19,755 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:35:29, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3877, loss: 1.3877 +2025-06-04 16:28:03,430 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:34:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3966, loss: 1.3966 +2025-06-04 16:28:46,928 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:34:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.3966, loss: 1.3966 +2025-06-04 16:29:30,507 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:33:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3669, loss: 1.3669 +2025-06-04 16:30:13,903 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:32:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4037, loss: 1.4037 +2025-06-04 16:30:57,428 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:31:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4185, loss: 1.4185 +2025-06-04 16:31:41,052 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:31:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3950, loss: 1.3950 +2025-06-04 16:32:24,607 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:30:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4408, loss: 1.4408 +2025-06-04 16:33:07,914 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:29:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.4285, loss: 1.4285 +2025-06-04 16:33:51,387 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:28:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4111, loss: 1.4111 +2025-06-04 16:34:34,847 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:28:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4016, loss: 1.4016 +2025-06-04 16:35:18,215 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:27:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.4343, loss: 1.4343 +2025-06-04 16:36:01,691 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:26:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.3927, loss: 1.3927 +2025-06-04 16:36:45,383 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:26:06, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.3730, loss: 1.3730 +2025-06-04 16:37:28,899 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:25:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4372, loss: 1.4372 +2025-06-04 16:38:12,356 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:24:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.3850, loss: 1.3850 +2025-06-04 16:38:56,029 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:23:56, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3892, loss: 1.3892 +2025-06-04 16:39:39,679 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:23:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3579, loss: 1.3579 +2025-06-04 16:40:03,463 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-04 16:41:30,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 16:41:31,059 - pyskl - INFO - +top1_acc 0.9360 +top5_acc 0.9931 +2025-06-04 16:41:31,063 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9360, top5_acc: 0.9931 +2025-06-04 16:42:35,083 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:22:06, time: 0.640, data_time: 0.204, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3878, loss: 1.3878 +2025-06-04 16:43:18,548 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:21:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3955, loss: 1.3955 +2025-06-04 16:44:01,977 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:20:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4055, loss: 1.4055 +2025-06-04 16:44:45,637 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:19:56, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3980, loss: 1.3980 +2025-06-04 16:45:29,266 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:19:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.3633, loss: 1.3633 +2025-06-04 16:46:12,673 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:18:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-06-04 16:46:56,070 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:17:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 1.3945, loss: 1.3945 +2025-06-04 16:47:39,526 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:17:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.3557, loss: 1.3557 +2025-06-04 16:48:22,984 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:16:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3385, loss: 1.3385 +2025-06-04 16:49:06,474 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:15:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4056, loss: 1.4056 +2025-06-04 16:49:49,870 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:14:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.3845, loss: 1.3845 +2025-06-04 16:50:33,327 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:14:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.3306, loss: 1.3306 +2025-06-04 16:51:16,678 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:13:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.3842, loss: 1.3842 +2025-06-04 16:51:59,968 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:12:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3660, loss: 1.3660 +2025-06-04 16:52:43,374 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:12:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.3658, loss: 1.3658 +2025-06-04 16:53:26,687 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:11:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3047, loss: 1.3047 +2025-06-04 16:54:10,191 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:10:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3787, loss: 1.3787 +2025-06-04 16:54:53,567 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:09:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.3688, loss: 1.3688 +2025-06-04 16:55:36,943 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:09:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3762, loss: 1.3762 +2025-06-04 16:56:20,329 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:08:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3362, loss: 1.3362 +2025-06-04 16:57:03,762 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:07:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3564, loss: 1.3564 +2025-06-04 16:57:47,127 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:06:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-06-04 16:58:30,525 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:06:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3376, loss: 1.3376 +2025-06-04 16:58:54,191 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-04 17:00:20,423 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:00:20,499 - pyskl - INFO - +top1_acc 0.9394 +top5_acc 0.9940 +2025-06-04 17:00:20,553 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_130.pth was removed +2025-06-04 17:00:21,577 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2025-06-04 17:00:21,578 - pyskl - INFO - Best top1_acc is 0.9394 at 132 epoch. +2025-06-04 17:00:21,581 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9394, top5_acc: 0.9940 +2025-06-04 17:01:25,198 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:05:06, time: 0.636, data_time: 0.203, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.3629, loss: 1.3629 +2025-06-04 17:02:08,603 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:04:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3318, loss: 1.3318 +2025-06-04 17:02:52,048 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:03:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3330, loss: 1.3330 +2025-06-04 17:03:35,513 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:02:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2912, loss: 1.2912 +2025-06-04 17:04:18,988 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:02:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3328, loss: 1.3328 +2025-06-04 17:05:02,375 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 5:01:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3782, loss: 1.3782 +2025-06-04 17:05:45,849 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 5:00:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3729, loss: 1.3729 +2025-06-04 17:06:29,307 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 5:00:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3871, loss: 1.3871 +2025-06-04 17:07:12,713 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:59:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3630, loss: 1.3630 +2025-06-04 17:07:56,185 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:58:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.3708, loss: 1.3708 +2025-06-04 17:08:39,634 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:57:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3353, loss: 1.3353 +2025-06-04 17:09:23,054 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:57:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3301, loss: 1.3301 +2025-06-04 17:10:06,517 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:56:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3553, loss: 1.3553 +2025-06-04 17:10:49,942 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:55:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3153, loss: 1.3153 +2025-06-04 17:11:33,378 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:55:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.3547, loss: 1.3547 +2025-06-04 17:12:16,837 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:54:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.3908, loss: 1.3908 +2025-06-04 17:13:00,192 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:53:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3364, loss: 1.3364 +2025-06-04 17:13:43,676 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:52:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3814, loss: 1.3814 +2025-06-04 17:14:27,097 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:52:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3686, loss: 1.3686 +2025-06-04 17:15:10,545 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:51:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3362, loss: 1.3362 +2025-06-04 17:15:54,022 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:50:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3050, loss: 1.3050 +2025-06-04 17:16:37,458 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:49:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.3292, loss: 1.3292 +2025-06-04 17:17:21,020 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:49:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3510, loss: 1.3510 +2025-06-04 17:17:44,645 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-04 17:19:10,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:19:10,902 - pyskl - INFO - +top1_acc 0.9360 +top5_acc 0.9938 +2025-06-04 17:19:10,906 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9360, top5_acc: 0.9938 +2025-06-04 17:20:14,123 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:48:07, time: 0.632, data_time: 0.199, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3426, loss: 1.3426 +2025-06-04 17:20:57,545 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:47:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2924, loss: 1.2924 +2025-06-04 17:21:40,952 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:46:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3229, loss: 1.3229 +2025-06-04 17:22:24,307 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:45:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-06-04 17:23:07,755 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:45:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3695, loss: 1.3695 +2025-06-04 17:23:51,106 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:44:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3209, loss: 1.3209 +2025-06-04 17:24:34,401 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:43:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.3445, loss: 1.3445 +2025-06-04 17:25:17,801 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:43:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.3528, loss: 1.3528 +2025-06-04 17:26:01,294 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:42:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.3352, loss: 1.3352 +2025-06-04 17:26:44,746 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:41:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3458, loss: 1.3458 +2025-06-04 17:27:28,218 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:40:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3617, loss: 1.3617 +2025-06-04 17:28:11,695 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:40:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3273, loss: 1.3273 +2025-06-04 17:28:55,091 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:39:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.3485, loss: 1.3485 +2025-06-04 17:29:38,526 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:38:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3305, loss: 1.3305 +2025-06-04 17:30:21,968 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:38:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3480, loss: 1.3480 +2025-06-04 17:31:05,269 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:37:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.4002, loss: 1.4002 +2025-06-04 17:31:48,590 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:36:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.3304, loss: 1.3304 +2025-06-04 17:32:31,771 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:35:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3460, loss: 1.3460 +2025-06-04 17:33:15,219 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:35:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3450, loss: 1.3450 +2025-06-04 17:33:58,602 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:34:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3213, loss: 1.3213 +2025-06-04 17:34:41,977 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:33:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2901, loss: 1.2901 +2025-06-04 17:35:25,394 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:32:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3596, loss: 1.3596 +2025-06-04 17:36:08,704 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:32:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3406, loss: 1.3406 +2025-06-04 17:36:32,253 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-04 17:37:59,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 17:37:59,253 - pyskl - INFO - +top1_acc 0.9395 +top5_acc 0.9940 +2025-06-04 17:37:59,314 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_132.pth was removed +2025-06-04 17:38:00,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-04 17:38:00,421 - pyskl - INFO - Best top1_acc is 0.9395 at 134 epoch. +2025-06-04 17:38:00,424 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9395, top5_acc: 0.9940 +2025-06-04 17:39:04,480 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:31:07, time: 0.641, data_time: 0.205, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2836, loss: 1.2836 +2025-06-04 17:39:47,977 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:30:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2846, loss: 1.2846 +2025-06-04 17:40:31,523 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:29:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3140, loss: 1.3140 +2025-06-04 17:41:15,010 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:28:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2751, loss: 1.2751 +2025-06-04 17:41:58,428 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:28:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3471, loss: 1.3471 +2025-06-04 17:42:41,816 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:27:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2744, loss: 1.2744 +2025-06-04 17:43:25,438 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:26:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.3427, loss: 1.3427 +2025-06-04 17:44:09,066 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:26:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2735, loss: 1.2735 +2025-06-04 17:44:52,662 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:25:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3108, loss: 1.3108 +2025-06-04 17:45:36,191 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:24:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3243, loss: 1.3243 +2025-06-04 17:46:19,768 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:23:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3514, loss: 1.3514 +2025-06-04 17:47:03,169 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:23:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-06-04 17:47:46,673 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:22:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.3777, loss: 1.3777 +2025-06-04 17:48:30,265 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:21:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3669, loss: 1.3669 +2025-06-04 17:49:13,880 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:21:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3186, loss: 1.3186 +2025-06-04 17:49:57,485 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:20:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.2854, loss: 1.2854 +2025-06-04 17:50:40,847 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:19:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2721, loss: 1.2721 +2025-06-04 17:51:24,403 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:18:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2981, loss: 1.2981 +2025-06-04 17:52:07,898 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:18:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.2740, loss: 1.2740 +2025-06-04 17:52:51,420 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:17:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.3463, loss: 1.3463 +2025-06-04 17:53:35,039 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:16:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3288, loss: 1.3288 +2025-06-04 17:54:18,519 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:15:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3169, loss: 1.3169 +2025-06-04 17:55:02,040 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:15:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.3485, loss: 1.3485 +2025-06-04 17:55:25,721 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-04 18:04:13,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:04:13,472 - pyskl - INFO - +top1_acc 0.9425 +top5_acc 0.9941 +2025-06-04 18:04:13,527 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_134.pth was removed +2025-06-04 18:04:14,587 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-04 18:04:14,587 - pyskl - INFO - Best top1_acc is 0.9425 at 135 epoch. +2025-06-04 18:04:14,591 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9425, top5_acc: 0.9941 +2025-06-04 18:05:18,683 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:14:08, time: 0.641, data_time: 0.206, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2826, loss: 1.2826 +2025-06-04 18:06:02,158 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:13:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2642, loss: 1.2642 +2025-06-04 18:06:45,270 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:12:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2509, loss: 1.2509 +2025-06-04 18:07:28,867 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:11:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.2305, loss: 1.2305 +2025-06-04 18:08:12,449 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:11:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3219, loss: 1.3219 +2025-06-04 18:08:55,873 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:10:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3432, loss: 1.3432 +2025-06-04 18:09:39,378 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:09:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3093, loss: 1.3093 +2025-06-04 18:10:22,715 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:09:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3079, loss: 1.3079 +2025-06-04 18:11:06,079 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:08:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3340, loss: 1.3340 +2025-06-04 18:11:49,490 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:07:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2750, loss: 1.2750 +2025-06-04 18:12:32,963 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:06:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2936, loss: 1.2936 +2025-06-04 18:13:16,448 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:06:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.2993, loss: 1.2993 +2025-06-04 18:13:59,888 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:05:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.3052, loss: 1.3052 +2025-06-04 18:14:43,263 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:04:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3040, loss: 1.3040 +2025-06-04 18:15:26,791 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:04:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2784, loss: 1.2784 +2025-06-04 18:16:10,254 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:03:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2898, loss: 1.2898 +2025-06-04 18:16:53,694 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:02:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2865, loss: 1.2865 +2025-06-04 18:17:37,073 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:01:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3126, loss: 1.3126 +2025-06-04 18:18:20,486 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 4:01:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3216, loss: 1.3216 +2025-06-04 18:19:03,849 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 4:00:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.3529, loss: 1.3529 +2025-06-04 18:19:47,415 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:59:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-06-04 18:20:30,904 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:58:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.2959, loss: 1.2959 +2025-06-04 18:21:14,346 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:58:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2679, loss: 1.2679 +2025-06-04 18:21:38,003 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-04 18:23:04,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:23:04,613 - pyskl - INFO - +top1_acc 0.9402 +top5_acc 0.9938 +2025-06-04 18:23:04,616 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9402, top5_acc: 0.9938 +2025-06-04 18:24:09,159 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:57:09, time: 0.645, data_time: 0.210, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2650, loss: 1.2650 +2025-06-04 18:24:52,656 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:56:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.2800, loss: 1.2800 +2025-06-04 18:25:36,350 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:55:42, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-04 18:26:19,846 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:54:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3392, loss: 1.3392 +2025-06-04 18:27:03,403 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:54:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3218, loss: 1.3218 +2025-06-04 18:27:46,919 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:53:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2313, loss: 1.2313 +2025-06-04 18:28:30,503 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:52:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2951, loss: 1.2951 +2025-06-04 18:29:14,017 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:52:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3043, loss: 1.3043 +2025-06-04 18:29:57,516 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:51:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3150, loss: 1.3150 +2025-06-04 18:30:40,948 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:50:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2643, loss: 1.2643 +2025-06-04 18:31:24,359 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:49:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2511, loss: 1.2511 +2025-06-04 18:32:07,738 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:49:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.2655, loss: 1.2655 +2025-06-04 18:32:51,125 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:48:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2672, loss: 1.2672 +2025-06-04 18:33:34,517 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:47:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2762, loss: 1.2762 +2025-06-04 18:34:17,839 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:47:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.2931, loss: 1.2931 +2025-06-04 18:35:01,343 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:46:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2669, loss: 1.2669 +2025-06-04 18:35:44,911 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:45:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2691, loss: 1.2691 +2025-06-04 18:36:28,371 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:44:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2692, loss: 1.2692 +2025-06-04 18:37:11,697 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:44:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2766, loss: 1.2766 +2025-06-04 18:37:55,106 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:43:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.3122, loss: 1.3122 +2025-06-04 18:38:38,530 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:42:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2805, loss: 1.2805 +2025-06-04 18:39:22,270 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:41:59, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2877, loss: 1.2877 +2025-06-04 18:40:05,532 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:41:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2922, loss: 1.2922 +2025-06-04 18:40:29,164 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-04 18:41:55,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 18:41:55,454 - pyskl - INFO - +top1_acc 0.9398 +top5_acc 0.9933 +2025-06-04 18:41:55,457 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9398, top5_acc: 0.9933 +2025-06-04 18:42:58,733 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:40:09, time: 0.633, data_time: 0.200, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2171, loss: 1.2171 +2025-06-04 18:43:42,185 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:39:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-06-04 18:44:25,662 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:38:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2663, loss: 1.2663 +2025-06-04 18:45:09,171 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:37:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2646, loss: 1.2646 +2025-06-04 18:45:52,598 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:37:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.2823, loss: 1.2823 +2025-06-04 18:46:35,989 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:36:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2366, loss: 1.2366 +2025-06-04 18:47:19,358 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:35:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2330, loss: 1.2330 +2025-06-04 18:48:02,714 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:35:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2558, loss: 1.2558 +2025-06-04 18:48:46,050 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:34:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3042, loss: 1.3042 +2025-06-04 18:49:29,511 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:33:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3401, loss: 1.3401 +2025-06-04 18:50:13,031 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:32:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2467, loss: 1.2467 +2025-06-04 18:50:56,437 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:32:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2490, loss: 1.2490 +2025-06-04 18:51:39,974 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:31:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2511, loss: 1.2511 +2025-06-04 18:52:23,310 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:30:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2755, loss: 1.2755 +2025-06-04 18:53:06,753 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:30:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2964, loss: 1.2964 +2025-06-04 18:53:50,230 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:29:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2423, loss: 1.2423 +2025-06-04 18:54:33,706 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:28:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2950, loss: 1.2950 +2025-06-04 18:55:17,237 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:27:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.3042, loss: 1.3042 +2025-06-04 18:56:00,705 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:27:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-04 18:56:44,207 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:26:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.2502, loss: 1.2502 +2025-06-04 18:57:27,725 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:25:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2436, loss: 1.2436 +2025-06-04 18:58:11,078 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:25:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3019, loss: 1.3019 +2025-06-04 18:58:54,433 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:24:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2572, loss: 1.2572 +2025-06-04 18:59:18,042 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-04 19:00:44,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:00:44,418 - pyskl - INFO - +top1_acc 0.9427 +top5_acc 0.9939 +2025-06-04 19:00:44,475 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_135.pth was removed +2025-06-04 19:00:45,537 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2025-06-04 19:00:45,537 - pyskl - INFO - Best top1_acc is 0.9427 at 138 epoch. +2025-06-04 19:00:45,540 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9427, top5_acc: 0.9939 +2025-06-04 19:02:10,264 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:23:12, time: 0.847, data_time: 0.199, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2723, loss: 1.2723 +2025-06-04 19:03:15,091 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:22:30, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2096, loss: 1.2096 +2025-06-04 19:04:19,926 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:21:49, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2617, loss: 1.2617 +2025-06-04 19:05:24,849 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:21:07, time: 0.649, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2228, loss: 1.2228 +2025-06-04 19:06:29,846 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:20:26, time: 0.650, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2729, loss: 1.2729 +2025-06-04 19:07:34,713 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:19:44, time: 0.649, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2358, loss: 1.2358 +2025-06-04 19:08:39,683 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:19:03, time: 0.650, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2661, loss: 1.2661 +2025-06-04 19:09:44,738 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:18:21, time: 0.651, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2626, loss: 1.2626 +2025-06-04 19:10:49,617 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:17:39, time: 0.649, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.2628, loss: 1.2628 +2025-06-04 19:11:54,462 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:16:58, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.3010, loss: 1.3010 +2025-06-04 19:12:59,250 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:16:16, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.2805, loss: 1.2805 +2025-06-04 19:14:04,030 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:15:35, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2797, loss: 1.2797 +2025-06-04 19:15:08,786 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:14:53, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-06-04 19:16:13,586 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:14:11, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-06-04 19:17:18,378 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:13:30, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2394, loss: 1.2394 +2025-06-04 19:18:23,103 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:12:48, time: 0.647, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9988, loss_cls: 1.2672, loss: 1.2672 +2025-06-04 19:19:27,868 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:12:06, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2720, loss: 1.2720 +2025-06-04 19:20:32,642 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:11:25, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2099, loss: 1.2099 +2025-06-04 19:21:37,333 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:10:43, time: 0.647, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2052, loss: 1.2052 +2025-06-04 19:22:42,017 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:10:01, time: 0.647, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2736, loss: 1.2736 +2025-06-04 19:23:46,748 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:09:19, time: 0.647, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2223, loss: 1.2223 +2025-06-04 19:24:51,458 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:08:38, time: 0.647, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.2815, loss: 1.2815 +2025-06-04 19:25:56,237 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:07:56, time: 0.648, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2536, loss: 1.2536 +2025-06-04 19:26:31,226 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-04 19:27:57,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:27:57,771 - pyskl - INFO - +top1_acc 0.9431 +top5_acc 0.9939 +2025-06-04 19:27:57,827 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_138.pth was removed +2025-06-04 19:27:58,909 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2025-06-04 19:27:58,910 - pyskl - INFO - Best top1_acc is 0.9431 at 139 epoch. +2025-06-04 19:27:58,914 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9431, top5_acc: 0.9939 +2025-06-04 19:29:03,240 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:06:49, time: 0.643, data_time: 0.208, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.2346, loss: 1.2346 +2025-06-04 19:29:47,014 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:06:06, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.2383, loss: 1.2383 +2025-06-04 19:30:30,527 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:05:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2494, loss: 1.2494 +2025-06-04 19:31:14,086 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:04:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2259, loss: 1.2259 +2025-06-04 19:31:57,517 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:03:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2327, loss: 1.2327 +2025-06-04 19:32:40,845 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:03:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2301, loss: 1.2301 +2025-06-04 19:33:24,273 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:02:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2488, loss: 1.2488 +2025-06-04 19:34:07,831 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:01:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2628, loss: 1.2628 +2025-06-04 19:34:51,198 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 3:01:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2643, loss: 1.2643 +2025-06-04 19:35:34,583 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 3:00:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2521, loss: 1.2521 +2025-06-04 19:36:18,109 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:59:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1882, loss: 1.1882 +2025-06-04 19:37:01,493 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:58:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2824, loss: 1.2824 +2025-06-04 19:37:44,811 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:58:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2382, loss: 1.2382 +2025-06-04 19:38:28,235 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:57:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2587, loss: 1.2587 +2025-06-04 19:39:11,578 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:56:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.2398, loss: 1.2398 +2025-06-04 19:39:55,037 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:55:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2503, loss: 1.2503 +2025-06-04 19:40:38,452 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:55:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2237, loss: 1.2237 +2025-06-04 19:41:21,998 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:54:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2534, loss: 1.2534 +2025-06-04 19:42:05,471 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:53:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2304, loss: 1.2304 +2025-06-04 19:42:49,033 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:53:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-06-04 19:43:32,577 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:52:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.2360, loss: 1.2360 +2025-06-04 19:44:16,071 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:51:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2400, loss: 1.2400 +2025-06-04 19:44:59,373 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:50:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2560, loss: 1.2560 +2025-06-04 19:45:23,036 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-04 19:54:44,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 19:54:44,135 - pyskl - INFO - +top1_acc 0.9433 +top5_acc 0.9940 +2025-06-04 19:54:44,191 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_139.pth was removed +2025-06-04 19:54:45,291 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-04 19:54:45,292 - pyskl - INFO - Best top1_acc is 0.9433 at 140 epoch. +2025-06-04 19:54:45,296 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9433, top5_acc: 0.9940 +2025-06-04 19:55:49,183 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:49:46, time: 0.639, data_time: 0.205, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2123, loss: 1.2123 +2025-06-04 19:56:32,665 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:49:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3137, loss: 1.3137 +2025-06-04 19:57:16,186 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:48:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-04 19:57:59,593 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:47:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2091, loss: 1.2091 +2025-06-04 19:58:42,998 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:46:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2164, loss: 1.2164 +2025-06-04 19:59:26,466 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:46:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2053, loss: 1.2053 +2025-06-04 20:00:10,086 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:45:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2031, loss: 1.2031 +2025-06-04 20:00:53,750 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:44:42, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2483, loss: 1.2483 +2025-06-04 20:01:37,362 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:43:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2169, loss: 1.2169 +2025-06-04 20:02:20,912 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:43:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2522, loss: 1.2522 +2025-06-04 20:03:04,479 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:42:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1751, loss: 1.1751 +2025-06-04 20:03:47,961 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:41:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-06-04 20:04:31,397 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:41:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2512, loss: 1.2512 +2025-06-04 20:05:14,947 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:40:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2255, loss: 1.2255 +2025-06-04 20:05:58,439 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:39:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2270, loss: 1.2270 +2025-06-04 20:06:42,138 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:38:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2400, loss: 1.2400 +2025-06-04 20:07:25,815 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:38:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.2390, loss: 1.2390 +2025-06-04 20:08:09,370 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:37:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 +2025-06-04 20:08:53,017 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:36:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2257, loss: 1.2257 +2025-06-04 20:09:36,460 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:36:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2572, loss: 1.2572 +2025-06-04 20:10:20,011 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:35:16, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-04 20:11:03,226 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:34:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2071, loss: 1.2071 +2025-06-04 20:11:46,645 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:33:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2212, loss: 1.2212 +2025-06-04 20:12:10,319 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-04 20:13:36,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:13:36,972 - pyskl - INFO - +top1_acc 0.9446 +top5_acc 0.9941 +2025-06-04 20:13:37,025 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_140.pth was removed +2025-06-04 20:13:38,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-04 20:13:38,078 - pyskl - INFO - Best top1_acc is 0.9446 at 141 epoch. +2025-06-04 20:13:38,081 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9446, top5_acc: 0.9941 +2025-06-04 20:14:41,778 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:32:43, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2200, loss: 1.2200 +2025-06-04 20:15:25,164 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:31:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1831, loss: 1.1831 +2025-06-04 20:16:08,546 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:31:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1861, loss: 1.1861 +2025-06-04 20:16:51,974 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:30:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2638, loss: 1.2638 +2025-06-04 20:17:35,389 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:29:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2259, loss: 1.2259 +2025-06-04 20:18:19,041 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:29:05, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2233, loss: 1.2233 +2025-06-04 20:19:02,645 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:28:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.2279, loss: 1.2279 +2025-06-04 20:19:46,283 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:27:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2388, loss: 1.2388 +2025-06-04 20:20:29,994 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:26:55, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2253, loss: 1.2253 +2025-06-04 20:21:13,487 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:26:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2399, loss: 1.2399 +2025-06-04 20:21:56,985 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:25:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2127, loss: 1.2127 +2025-06-04 20:22:40,387 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:24:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1872, loss: 1.1872 +2025-06-04 20:23:23,823 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:24:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-06-04 20:24:07,231 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:23:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2255, loss: 1.2255 +2025-06-04 20:24:50,625 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:22:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1791, loss: 1.1791 +2025-06-04 20:25:34,250 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:21:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2153, loss: 1.2153 +2025-06-04 20:26:17,735 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:21:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2144, loss: 1.2144 +2025-06-04 20:27:01,262 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:20:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2342, loss: 1.2342 +2025-06-04 20:27:44,634 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:19:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-06-04 20:28:27,976 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:18:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2159, loss: 1.2159 +2025-06-04 20:29:11,323 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:18:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9988, loss_cls: 1.2010, loss: 1.2010 +2025-06-04 20:29:54,724 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:17:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2239, loss: 1.2239 +2025-06-04 20:30:38,086 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:16:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2120, loss: 1.2120 +2025-06-04 20:31:01,604 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-04 20:32:28,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:32:28,111 - pyskl - INFO - +top1_acc 0.9434 +top5_acc 0.9943 +2025-06-04 20:32:28,114 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9434, top5_acc: 0.9943 +2025-06-04 20:33:32,307 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:15:40, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1880, loss: 1.1880 +2025-06-04 20:34:15,830 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:14:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.1800, loss: 1.1800 +2025-06-04 20:34:59,416 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:14:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1766, loss: 1.1766 +2025-06-04 20:35:42,882 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:13:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-06-04 20:36:26,460 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:12:46, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2184, loss: 1.2184 +2025-06-04 20:37:10,045 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:12:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2106, loss: 1.2106 +2025-06-04 20:37:53,544 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:11:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2307, loss: 1.2307 +2025-06-04 20:38:37,079 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:10:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.2160, loss: 1.2160 +2025-06-04 20:39:20,545 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:09:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1913, loss: 1.1913 +2025-06-04 20:40:03,964 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:09:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.1876, loss: 1.1876 +2025-06-04 20:40:47,302 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:08:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2571, loss: 1.2571 +2025-06-04 20:41:30,729 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:07:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-06-04 20:42:14,295 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:06:58, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2638, loss: 1.2638 +2025-06-04 20:42:57,616 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:06:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2422, loss: 1.2422 +2025-06-04 20:43:41,139 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:05:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1950, loss: 1.1950 +2025-06-04 20:44:24,791 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:04:48, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.2301, loss: 1.2301 +2025-06-04 20:45:08,282 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:04:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2000, loss: 1.2000 +2025-06-04 20:45:51,715 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:03:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1824, loss: 1.1824 +2025-06-04 20:46:35,202 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:02:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2011, loss: 1.2011 +2025-06-04 20:47:18,641 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:01:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-04 20:48:02,135 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:01:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2197, loss: 1.2197 +2025-06-04 20:48:45,589 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 2:00:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1970, loss: 1.1970 +2025-06-04 20:49:29,033 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:59:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.2364, loss: 1.2364 +2025-06-04 20:49:52,692 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-04 20:51:19,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 20:51:19,588 - pyskl - INFO - +top1_acc 0.9446 +top5_acc 0.9941 +2025-06-04 20:51:19,592 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9446, top5_acc: 0.9941 +2025-06-04 20:52:24,279 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:58:37, time: 0.647, data_time: 0.211, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2578, loss: 1.2578 +2025-06-04 20:53:07,770 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:57:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1836, loss: 1.1836 +2025-06-04 20:53:51,281 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:57:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2032, loss: 1.2032 +2025-06-04 20:54:34,729 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:56:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1874, loss: 1.1874 +2025-06-04 20:55:18,094 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:55:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1653, loss: 1.1653 +2025-06-04 20:56:01,582 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:54:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2191, loss: 1.2191 +2025-06-04 20:56:44,986 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:54:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.1749, loss: 1.1749 +2025-06-04 20:57:28,433 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:53:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.2236, loss: 1.2236 +2025-06-04 20:58:12,216 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:52:49, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1846, loss: 1.1846 +2025-06-04 20:58:55,807 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:52:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2245, loss: 1.2245 +2025-06-04 20:59:39,253 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:51:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1929, loss: 1.1929 +2025-06-04 21:00:22,926 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:50:38, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.1784, loss: 1.1784 +2025-06-04 21:01:06,483 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:49:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2632, loss: 1.2632 +2025-06-04 21:01:49,995 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:49:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1858, loss: 1.1858 +2025-06-04 21:02:33,451 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:48:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-06-04 21:03:16,952 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:47:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2005, loss: 1.2005 +2025-06-04 21:04:00,312 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:47:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2577, loss: 1.2577 +2025-06-04 21:04:43,668 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:46:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1603, loss: 1.1603 +2025-06-04 21:05:26,943 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:45:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2373, loss: 1.2373 +2025-06-04 21:06:10,292 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:44:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2135, loss: 1.2135 +2025-06-04 21:06:53,938 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:44:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2253, loss: 1.2253 +2025-06-04 21:07:37,443 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:43:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2214, loss: 1.2214 +2025-06-04 21:08:20,974 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:42:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2045, loss: 1.2045 +2025-06-04 21:08:44,530 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-04 21:10:10,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:10:10,833 - pyskl - INFO - +top1_acc 0.9432 +top5_acc 0.9941 +2025-06-04 21:10:10,836 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9432, top5_acc: 0.9941 +2025-06-04 21:11:15,370 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:41:34, time: 0.645, data_time: 0.209, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.1598, loss: 1.1598 +2025-06-04 21:11:58,964 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:40:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1655, loss: 1.1655 +2025-06-04 21:12:42,543 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:40:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2090, loss: 1.2090 +2025-06-04 21:13:25,866 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:39:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-06-04 21:14:09,250 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:38:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2330, loss: 1.2330 +2025-06-04 21:14:52,879 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:37:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.1777, loss: 1.1777 +2025-06-04 21:15:36,269 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:37:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2002, loss: 1.2002 +2025-06-04 21:16:19,975 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:36:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2022, loss: 1.2022 +2025-06-04 21:17:03,687 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:35:46, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2592, loss: 1.2592 +2025-06-04 21:17:47,315 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:35:02, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1847, loss: 1.1847 +2025-06-04 21:18:30,962 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:34:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1744, loss: 1.1744 +2025-06-04 21:19:14,444 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:33:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2477, loss: 1.2477 +2025-06-04 21:19:58,061 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:32:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2469, loss: 1.2469 +2025-06-04 21:20:41,636 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:32:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1836, loss: 1.1836 +2025-06-04 21:21:25,043 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:31:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.1975, loss: 1.1975 +2025-06-04 21:22:08,596 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:30:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1935, loss: 1.1935 +2025-06-04 21:22:52,005 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:29:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1826, loss: 1.1826 +2025-06-04 21:23:35,501 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:29:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1863, loss: 1.1863 +2025-06-04 21:24:18,982 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:28:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1596, loss: 1.1596 +2025-06-04 21:25:02,398 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:27:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2493, loss: 1.2493 +2025-06-04 21:25:45,862 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:27:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.2317, loss: 1.2317 +2025-06-04 21:26:29,279 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:26:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1807, loss: 1.1807 +2025-06-04 21:27:12,725 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:25:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.2406, loss: 1.2406 +2025-06-04 21:27:36,265 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-04 21:36:38,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:36:39,059 - pyskl - INFO - +top1_acc 0.9422 +top5_acc 0.9940 +2025-06-04 21:36:39,063 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9422, top5_acc: 0.9940 +2025-06-04 21:37:43,563 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:24:31, time: 0.645, data_time: 0.208, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1853, loss: 1.1853 +2025-06-04 21:38:27,012 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:23:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1879, loss: 1.1879 +2025-06-04 21:39:10,307 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:23:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-04 21:39:53,673 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:22:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2114, loss: 1.2114 +2025-06-04 21:40:37,146 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:21:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2048, loss: 1.2048 +2025-06-04 21:41:20,599 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:20:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1999, loss: 1.1999 +2025-06-04 21:42:04,006 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:20:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1584, loss: 1.1584 +2025-06-04 21:42:47,411 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:19:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1508, loss: 1.1508 +2025-06-04 21:43:30,761 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:18:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.2324, loss: 1.2324 +2025-06-04 21:44:14,092 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:17:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2286, loss: 1.2286 +2025-06-04 21:44:57,560 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:17:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1895, loss: 1.1895 +2025-06-04 21:45:41,294 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:16:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.1798, loss: 1.1798 +2025-06-04 21:46:24,693 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:15:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2091, loss: 1.2091 +2025-06-04 21:47:08,073 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:15:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2077, loss: 1.2077 +2025-06-04 21:47:51,558 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:14:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2019, loss: 1.2019 +2025-06-04 21:48:35,003 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:13:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1792, loss: 1.1792 +2025-06-04 21:49:18,397 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:12:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.1999, loss: 1.1999 +2025-06-04 21:50:01,765 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:12:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2027, loss: 1.2027 +2025-06-04 21:50:45,260 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:11:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2565, loss: 1.2565 +2025-06-04 21:51:28,943 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:10:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1850, loss: 1.1850 +2025-06-04 21:52:12,415 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:10:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.1701, loss: 1.1701 +2025-06-04 21:52:55,808 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:09:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2214, loss: 1.2214 +2025-06-04 21:53:38,938 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:08:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.1559, loss: 1.1559 +2025-06-04 21:54:02,621 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-04 21:55:29,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 21:55:29,403 - pyskl - INFO - +top1_acc 0.9447 +top5_acc 0.9946 +2025-06-04 21:55:29,456 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_141.pth was removed +2025-06-04 21:55:30,533 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2025-06-04 21:55:30,534 - pyskl - INFO - Best top1_acc is 0.9447 at 146 epoch. +2025-06-04 21:55:30,537 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9447, top5_acc: 0.9946 +2025-06-04 21:56:34,650 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:07:28, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2180, loss: 1.2180 +2025-06-04 21:57:17,902 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:06:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1243, loss: 1.1243 +2025-06-04 21:58:01,287 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:06:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.1891, loss: 1.1891 +2025-06-04 21:58:44,814 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:05:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.2145, loss: 1.2145 +2025-06-04 21:59:28,181 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:04:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1894, loss: 1.1894 +2025-06-04 22:00:11,675 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:03:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1970, loss: 1.1970 +2025-06-04 22:00:55,257 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:03:07, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.1793, loss: 1.1793 +2025-06-04 22:01:38,867 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:02:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2411, loss: 1.2411 +2025-06-04 22:02:22,508 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:01:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2051, loss: 1.2051 +2025-06-04 22:03:05,975 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:00:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.1678, loss: 1.1678 +2025-06-04 22:03:49,402 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 1:00:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.1760, loss: 1.1760 +2025-06-04 22:04:32,759 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:59:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.1841, loss: 1.1841 +2025-06-04 22:05:16,231 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:58:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1889, loss: 1.1889 +2025-06-04 22:05:59,964 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:58:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1558, loss: 1.1558 +2025-06-04 22:06:43,446 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:57:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1554, loss: 1.1554 +2025-06-04 22:07:26,887 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:56:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.1871, loss: 1.1871 +2025-06-04 22:08:10,305 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:55:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1851, loss: 1.1851 +2025-06-04 22:08:53,668 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:55:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-06-04 22:09:37,105 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:54:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1632, loss: 1.1632 +2025-06-04 22:10:20,434 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:53:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.1818, loss: 1.1818 +2025-06-04 22:11:03,795 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:52:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1771, loss: 1.1771 +2025-06-04 22:11:47,100 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:52:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-06-04 22:12:30,420 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:51:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2036, loss: 1.2036 +2025-06-04 22:12:53,910 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-04 22:14:20,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:14:20,587 - pyskl - INFO - +top1_acc 0.9450 +top5_acc 0.9943 +2025-06-04 22:14:20,644 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_146.pth was removed +2025-06-04 22:14:21,733 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-04 22:14:21,734 - pyskl - INFO - Best top1_acc is 0.9450 at 147 epoch. +2025-06-04 22:14:21,737 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9450, top5_acc: 0.9943 +2025-06-04 22:15:25,965 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:50:25, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-06-04 22:16:09,265 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:49:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2022, loss: 1.2022 +2025-06-04 22:16:52,651 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:48:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2261, loss: 1.2261 +2025-06-04 22:17:36,130 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:48:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1960, loss: 1.1960 +2025-06-04 22:18:19,590 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:47:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1967, loss: 1.1967 +2025-06-04 22:19:03,069 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:46:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1483, loss: 1.1483 +2025-06-04 22:19:46,461 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:46:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2339, loss: 1.2339 +2025-06-04 22:20:29,930 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:45:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.1870, loss: 1.1870 +2025-06-04 22:21:13,505 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:44:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2582, loss: 1.2582 +2025-06-04 22:21:57,207 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:43:53, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1999, loss: 1.1999 +2025-06-04 22:22:40,670 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:43:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.1979, loss: 1.1979 +2025-06-04 22:23:24,207 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:42:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.1943, loss: 1.1943 +2025-06-04 22:24:07,886 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:41:43, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.1983, loss: 1.1983 +2025-06-04 22:24:51,562 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:41:00, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1830, loss: 1.1830 +2025-06-04 22:25:35,402 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:40:16, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2135, loss: 1.2135 +2025-06-04 22:26:18,966 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:39:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1879, loss: 1.1879 +2025-06-04 22:27:02,370 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:38:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1830, loss: 1.1830 +2025-06-04 22:27:45,761 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:38:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1518, loss: 1.1518 +2025-06-04 22:28:29,245 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2035, loss: 1.2035 +2025-06-04 22:29:12,759 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:36:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.1692, loss: 1.1692 +2025-06-04 22:29:56,270 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:35:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-06-04 22:30:39,637 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:35:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.1763, loss: 1.1763 +2025-06-04 22:31:23,186 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1628, loss: 1.1628 +2025-06-04 22:31:46,861 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-04 22:33:13,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:33:13,510 - pyskl - INFO - +top1_acc 0.9462 +top5_acc 0.9946 +2025-06-04 22:33:13,568 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xview/km/best_top1_acc_epoch_147.pth was removed +2025-06-04 22:33:14,646 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-06-04 22:33:14,647 - pyskl - INFO - Best top1_acc is 0.9462 at 148 epoch. +2025-06-04 22:33:14,650 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9462, top5_acc: 0.9946 +2025-06-04 22:34:18,896 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:22, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1883, loss: 1.1883 +2025-06-04 22:35:02,391 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:32:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2060, loss: 1.2060 +2025-06-04 22:35:45,830 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:31:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1773, loss: 1.1773 +2025-06-04 22:36:29,265 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:31:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1814, loss: 1.1814 +2025-06-04 22:37:12,755 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1611, loss: 1.1611 +2025-06-04 22:37:56,242 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:29:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1742, loss: 1.1742 +2025-06-04 22:38:39,747 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:29:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1657, loss: 1.1657 +2025-06-04 22:39:23,261 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1592, loss: 1.1592 +2025-06-04 22:40:06,752 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1753, loss: 1.1753 +2025-06-04 22:40:50,147 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:26:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1929, loss: 1.1929 +2025-06-04 22:41:33,614 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:26:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.1631, loss: 1.1631 +2025-06-04 22:42:17,050 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1250, loss: 1.1250 +2025-06-04 22:43:00,498 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2231, loss: 1.2231 +2025-06-04 22:43:44,024 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1461, loss: 1.1461 +2025-06-04 22:44:27,646 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2057, loss: 1.2057 +2025-06-04 22:45:11,190 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1837, loss: 1.1837 +2025-06-04 22:45:54,730 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.1958, loss: 1.1958 +2025-06-04 22:46:38,232 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:21:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2215, loss: 1.2215 +2025-06-04 22:47:21,529 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1210, loss: 1.1210 +2025-06-04 22:48:04,943 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.1859, loss: 1.1859 +2025-06-04 22:48:48,457 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2200, loss: 1.2200 +2025-06-04 22:49:31,930 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:18:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1951, loss: 1.1951 +2025-06-04 22:50:15,305 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1675, loss: 1.1675 +2025-06-04 22:50:38,874 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-04 22:52:05,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 22:52:05,772 - pyskl - INFO - +top1_acc 0.9437 +top5_acc 0.9945 +2025-06-04 22:52:05,775 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9437, top5_acc: 0.9945 +2025-06-04 22:53:09,977 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:19, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1690, loss: 1.1690 +2025-06-04 22:53:53,444 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1808, loss: 1.1808 +2025-06-04 22:54:37,020 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2220, loss: 1.2220 +2025-06-04 22:55:20,658 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2230, loss: 1.2230 +2025-06-04 22:56:04,114 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1810, loss: 1.1810 +2025-06-04 22:56:47,691 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2058, loss: 1.2058 +2025-06-04 22:57:31,186 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1910, loss: 1.1910 +2025-06-04 22:58:14,875 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:15, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1621, loss: 1.1621 +2025-06-04 22:58:58,351 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1849, loss: 1.1849 +2025-06-04 22:59:41,683 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2249, loss: 1.2249 +2025-06-04 23:00:25,135 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:09:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2201, loss: 1.2201 +2025-06-04 23:01:08,631 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2013, loss: 1.2013 +2025-06-04 23:01:52,067 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2015, loss: 1.2015 +2025-06-04 23:02:35,563 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1745, loss: 1.1745 +2025-06-04 23:03:19,026 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2319, loss: 1.2319 +2025-06-04 23:04:02,404 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2140, loss: 1.2140 +2025-06-04 23:04:46,046 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.1833, loss: 1.1833 +2025-06-04 23:05:29,646 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:04:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1785, loss: 1.1785 +2025-06-04 23:06:12,937 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1592, loss: 1.1592 +2025-06-04 23:06:56,568 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2313, loss: 1.2313 +2025-06-04 23:07:40,127 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1938, loss: 1.1938 +2025-06-04 23:08:23,617 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.1969, loss: 1.1969 +2025-06-04 23:09:07,215 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1510, loss: 1.1510 +2025-06-04 23:09:30,925 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-04 23:10:57,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-04 23:10:58,030 - pyskl - INFO - +top1_acc 0.9457 +top5_acc 0.9946 +2025-06-04 23:10:58,033 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9457, top5_acc: 0.9946 +2025-06-04 23:11:05,843 - pyskl - INFO - 18932 videos remain after valid thresholding +2025-06-04 23:21:58,778 - pyskl - INFO - Testing results of the last checkpoint +2025-06-04 23:21:58,778 - pyskl - INFO - top1_acc: 0.9510 +2025-06-04 23:21:58,778 - pyskl - INFO - top5_acc: 0.9948 +2025-06-04 23:21:58,779 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xview/km/best_top1_acc_epoch_148.pth +2025-06-04 23:32:49,341 - pyskl - INFO - Testing results of the best checkpoint +2025-06-04 23:32:49,341 - pyskl - INFO - top1_acc: 0.9518 +2025-06-04 23:32:49,341 - pyskl - INFO - top5_acc: 0.9945 diff --git a/ntu60_xview/km/best_pred.pkl b/ntu60_xview/km/best_pred.pkl new file mode 100644 index 0000000000000000000000000000000000000000..1eae57bf1f4a30bd9078c2aa6d99c381d5ebf35d --- /dev/null +++ b/ntu60_xview/km/best_pred.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1d4800828a4a4092f24e806f906ac30acdf00b7bbe93cba0b549959daf3c718 +size 7625552 diff --git a/ntu60_xview/km/best_top1_acc_epoch_148.pth b/ntu60_xview/km/best_top1_acc_epoch_148.pth new file mode 100644 index 0000000000000000000000000000000000000000..43b2ec9eb55656ca71b1c57efba248b598673e7a --- /dev/null +++ b/ntu60_xview/km/best_top1_acc_epoch_148.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5ac063a4f1b1fb0556fe2a37b73cf61a6c80554b08212af175fe521df30d839a +size 16153947 diff --git a/ntu60_xview/ntu60_xview_ensemble.py b/ntu60_xview/ntu60_xview_ensemble.py new file mode 100644 index 0000000000000000000000000000000000000000..2678c6985d5625db99c17ad07436f20e107555a7 --- /dev/null +++ b/ntu60_xview/ntu60_xview_ensemble.py @@ -0,0 +1,65 @@ +from mmcv import load +import sys +# Note: please adjust the relative path according to the actual situation. +sys.path.append('../..') +from skeletonagent.smp import * + + +j_1 = load('j_1/best_pred.pkl') +b_1 = load('b_1/best_pred.pkl') +k_1 = load('k_1/best_pred.pkl') +j_2 = load('j_2/best_pred.pkl') +b_2 = load('b_2/best_pred.pkl') +k_2 = load('k_2/best_pred.pkl') +jm = load('jm/best_pred.pkl') +bm = load('bm/best_pred.pkl') +km = load('km/best_pred.pkl') +label = load_label('/data/nturgbd/ntu60_3danno.pkl', 'xview_val') + + +""" +*************** +InfoGCN v0: +j jm b bm k km +2S: 97.73 +4S: 97.84 +6S: 97.92 +*************** +""" +print('InfoGCN v0:') +print('j jm b bm k km') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, b_1, jm, bm], [2, 2, 1, 1]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, b_1, k_1, jm, bm, km], [2, 2, 2, 1, 1, 1]) +print('Top-1', top1(fused, label)) + + +""" +*************** +InfoGCN v1: +j j b b k k +2S: 97.73 +4S: 97.99 +6S: 98.19 +*************** +""" +print('InfoGCN v1:') +print('j j b b k k') +print('2S') +fused = comb([j_1, b_1], [1, 1]) +print('Top-1', top1(fused, label)) + +print('4S') +fused = comb([j_1, j_2, b_1, b_2], [4, 4, 1, 1]) +print('Top-1', top1(fused, label)) + +print('6S') +fused = comb([j_1, j_2, b_1, b_2, k_1, k_2], [4, 4, 1, 1, 3, 3]) +print('Top-1', top1(fused, label))